[2020-11-05 13:24:16,881][root][INFO] - ===> Configurations [2020-11-05 13:24:16,894][root][INFO] - net: model: Res16UNet34C conv1_kernel_size: 3 weights: /checkpoint/jihou/partition8_60k/0/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: 10000 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: null voxel_size: 0.05 data_dir: data sampled_inds: /private/home/jihou/data_efficient3d/downstream/semseg/lib/datasets/preprocessing/kmeansXYZFeat_iter50_points200 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://learnfair2004:10100 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/compare1_again load_bn: all_bn resume_config: null instance: true swav: false swav_sup: false detach: false debug: false train_stuff: false [2020-11-05 13:24:16,894][root][INFO] - ===> Initializing dataloader [2020-11-05 13:24:16,910][root][INFO] - Loading ScannetVoxelization2cmDataset: scannetv2_train.txt [2020-11-05 13:24:16,913][root][INFO] - Loading ScannetVoxelization2cmDataset: scannetv2_val.txt [2020-11-05 13:24:16,913][root][INFO] - ===> Building model [2020-11-05 13:24:17,209][root][INFO] - ===> Number of trainable parameters: Res16UNet34C: 37856439 [2020-11-05 13:24:17,209][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]) ) [2020-11-05 13:24:17,213][root][INFO] - ===> Loading weights: /checkpoint/jihou/partition8_60k/0/weights/checkpoint_60000.pth [2020-11-05 13:24:17,959][root][INFO] - Loading weights:conv0p1s1.kernel, bn0.bn.weight, bn0.bn.bias, bn0.bn.running_mean, bn0.bn.running_var, bn0.bn.num_batches_tracked, conv1p1s2.kernel, bn1.bn.weight, bn1.bn.bias, bn1.bn.running_mean, bn1.bn.running_var, bn1.bn.num_batches_tracked, block1.0.conv1.kernel, block1.0.norm1.bn.weight, block1.0.norm1.bn.bias, block1.0.norm1.bn.running_mean, block1.0.norm1.bn.running_var, block1.0.norm1.bn.num_batches_tracked, block1.0.conv2.kernel, block1.0.norm2.bn.weight, block1.0.norm2.bn.bias, block1.0.norm2.bn.running_mean, block1.0.norm2.bn.running_var, block1.0.norm2.bn.num_batches_tracked, block1.1.conv1.kernel, block1.1.norm1.bn.weight, block1.1.norm1.bn.bias, block1.1.norm1.bn.running_mean, block1.1.norm1.bn.running_var, block1.1.norm1.bn.num_batches_tracked, block1.1.conv2.kernel, block1.1.norm2.bn.weight, block1.1.norm2.bn.bias, block1.1.norm2.bn.running_mean, block1.1.norm2.bn.running_var, block1.1.norm2.bn.num_batches_tracked, conv2p2s2.kernel, bn2.bn.weight, bn2.bn.bias, bn2.bn.running_mean, bn2.bn.running_var, bn2.bn.num_batches_tracked, block2.0.conv1.kernel, block2.0.norm1.bn.weight, block2.0.norm1.bn.bias, block2.0.norm1.bn.running_mean, block2.0.norm1.bn.running_var, block2.0.norm1.bn.num_batches_tracked, block2.0.conv2.kernel, block2.0.norm2.bn.weight, block2.0.norm2.bn.bias, block2.0.norm2.bn.running_mean, block2.0.norm2.bn.running_var, block2.0.norm2.bn.num_batches_tracked, block2.0.downsample.0.kernel, block2.0.downsample.1.bn.weight, block2.0.downsample.1.bn.bias, block2.0.downsample.1.bn.running_mean, block2.0.downsample.1.bn.running_var, block2.0.downsample.1.bn.num_batches_tracked, block2.1.conv1.kernel, block2.1.norm1.bn.weight, block2.1.norm1.bn.bias, block2.1.norm1.bn.running_mean, block2.1.norm1.bn.running_var, block2.1.norm1.bn.num_batches_tracked, block2.1.conv2.kernel, block2.1.norm2.bn.weight, block2.1.norm2.bn.bias, block2.1.norm2.bn.running_mean, block2.1.norm2.bn.running_var, 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block3.3.norm2.bn.weight, block3.3.norm2.bn.bias, block3.3.norm2.bn.running_mean, block3.3.norm2.bn.running_var, block3.3.norm2.bn.num_batches_tracked, conv4p8s2.kernel, bn4.bn.weight, bn4.bn.bias, bn4.bn.running_mean, bn4.bn.running_var, bn4.bn.num_batches_tracked, block4.0.conv1.kernel, block4.0.norm1.bn.weight, block4.0.norm1.bn.bias, block4.0.norm1.bn.running_mean, block4.0.norm1.bn.running_var, block4.0.norm1.bn.num_batches_tracked, block4.0.conv2.kernel, block4.0.norm2.bn.weight, block4.0.norm2.bn.bias, block4.0.norm2.bn.running_mean, block4.0.norm2.bn.running_var, block4.0.norm2.bn.num_batches_tracked, block4.0.downsample.0.kernel, block4.0.downsample.1.bn.weight, block4.0.downsample.1.bn.bias, block4.0.downsample.1.bn.running_mean, block4.0.downsample.1.bn.running_var, block4.0.downsample.1.bn.num_batches_tracked, block4.1.conv1.kernel, block4.1.norm1.bn.weight, block4.1.norm1.bn.bias, block4.1.norm1.bn.running_mean, block4.1.norm1.bn.running_var, 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block4.4.norm1.bn.running_mean, block4.4.norm1.bn.running_var, block4.4.norm1.bn.num_batches_tracked, block4.4.conv2.kernel, block4.4.norm2.bn.weight, block4.4.norm2.bn.bias, block4.4.norm2.bn.running_mean, block4.4.norm2.bn.running_var, block4.4.norm2.bn.num_batches_tracked, block4.5.conv1.kernel, block4.5.norm1.bn.weight, block4.5.norm1.bn.bias, block4.5.norm1.bn.running_mean, block4.5.norm1.bn.running_var, block4.5.norm1.bn.num_batches_tracked, block4.5.conv2.kernel, block4.5.norm2.bn.weight, block4.5.norm2.bn.bias, block4.5.norm2.bn.running_mean, block4.5.norm2.bn.running_var, block4.5.norm2.bn.num_batches_tracked, convtr4p16s2.kernel, bntr4.bn.weight, bntr4.bn.bias, bntr4.bn.running_mean, bntr4.bn.running_var, bntr4.bn.num_batches_tracked, block5.0.conv1.kernel, block5.0.norm1.bn.weight, block5.0.norm1.bn.bias, block5.0.norm1.bn.running_mean, block5.0.norm1.bn.running_var, block5.0.norm1.bn.num_batches_tracked, block5.0.conv2.kernel, block5.0.norm2.bn.weight, block5.0.norm2.bn.bias, block5.0.norm2.bn.running_mean, block5.0.norm2.bn.running_var, block5.0.norm2.bn.num_batches_tracked, block5.0.downsample.0.kernel, block5.0.downsample.1.bn.weight, block5.0.downsample.1.bn.bias, block5.0.downsample.1.bn.running_mean, block5.0.downsample.1.bn.running_var, block5.0.downsample.1.bn.num_batches_tracked, block5.1.conv1.kernel, block5.1.norm1.bn.weight, block5.1.norm1.bn.bias, block5.1.norm1.bn.running_mean, block5.1.norm1.bn.running_var, block5.1.norm1.bn.num_batches_tracked, block5.1.conv2.kernel, block5.1.norm2.bn.weight, block5.1.norm2.bn.bias, block5.1.norm2.bn.running_mean, block5.1.norm2.bn.running_var, block5.1.norm2.bn.num_batches_tracked, convtr5p8s2.kernel, bntr5.bn.weight, bntr5.bn.bias, bntr5.bn.running_mean, bntr5.bn.running_var, bntr5.bn.num_batches_tracked, block6.0.conv1.kernel, block6.0.norm1.bn.weight, block6.0.norm1.bn.bias, block6.0.norm1.bn.running_mean, block6.0.norm1.bn.running_var, block6.0.norm1.bn.num_batches_tracked, block6.0.conv2.kernel, block6.0.norm2.bn.weight, block6.0.norm2.bn.bias, block6.0.norm2.bn.running_mean, block6.0.norm2.bn.running_var, block6.0.norm2.bn.num_batches_tracked, block6.0.downsample.0.kernel, block6.0.downsample.1.bn.weight, block6.0.downsample.1.bn.bias, block6.0.downsample.1.bn.running_mean, block6.0.downsample.1.bn.running_var, block6.0.downsample.1.bn.num_batches_tracked, block6.1.conv1.kernel, block6.1.norm1.bn.weight, block6.1.norm1.bn.bias, block6.1.norm1.bn.running_mean, block6.1.norm1.bn.running_var, block6.1.norm1.bn.num_batches_tracked, block6.1.conv2.kernel, block6.1.norm2.bn.weight, block6.1.norm2.bn.bias, block6.1.norm2.bn.running_mean, block6.1.norm2.bn.running_var, block6.1.norm2.bn.num_batches_tracked, convtr6p4s2.kernel, bntr6.bn.weight, bntr6.bn.bias, bntr6.bn.running_mean, bntr6.bn.running_var, bntr6.bn.num_batches_tracked, block7.0.conv1.kernel, block7.0.norm1.bn.weight, block7.0.norm1.bn.bias, block7.0.norm1.bn.running_mean, block7.0.norm1.bn.running_var, block7.0.norm1.bn.num_batches_tracked, block7.0.conv2.kernel, block7.0.norm2.bn.weight, block7.0.norm2.bn.bias, block7.0.norm2.bn.running_mean, block7.0.norm2.bn.running_var, block7.0.norm2.bn.num_batches_tracked, block7.0.downsample.0.kernel, block7.0.downsample.1.bn.weight, block7.0.downsample.1.bn.bias, block7.0.downsample.1.bn.running_mean, block7.0.downsample.1.bn.running_var, block7.0.downsample.1.bn.num_batches_tracked, block7.1.conv1.kernel, block7.1.norm1.bn.weight, block7.1.norm1.bn.bias, block7.1.norm1.bn.running_mean, block7.1.norm1.bn.running_var, block7.1.norm1.bn.num_batches_tracked, block7.1.conv2.kernel, block7.1.norm2.bn.weight, block7.1.norm2.bn.bias, block7.1.norm2.bn.running_mean, block7.1.norm2.bn.running_var, block7.1.norm2.bn.num_batches_tracked, convtr7p2s2.kernel, bntr7.bn.weight, bntr7.bn.bias, bntr7.bn.running_mean, bntr7.bn.running_var, bntr7.bn.num_batches_tracked, block8.0.conv1.kernel, block8.0.norm1.bn.weight, block8.0.norm1.bn.bias, block8.0.norm1.bn.running_mean, block8.0.norm1.bn.running_var, block8.0.norm1.bn.num_batches_tracked, block8.0.conv2.kernel, block8.0.norm2.bn.weight, block8.0.norm2.bn.bias, block8.0.norm2.bn.running_mean, block8.0.norm2.bn.running_var, block8.0.norm2.bn.num_batches_tracked, block8.0.downsample.0.kernel, block8.0.downsample.1.bn.weight, block8.0.downsample.1.bn.bias, block8.0.downsample.1.bn.running_mean, block8.0.downsample.1.bn.running_var, block8.0.downsample.1.bn.num_batches_tracked, block8.1.conv1.kernel, block8.1.norm1.bn.weight, block8.1.norm1.bn.bias, block8.1.norm1.bn.running_mean, block8.1.norm1.bn.running_var, block8.1.norm1.bn.num_batches_tracked, block8.1.conv2.kernel, block8.1.norm2.bn.weight, block8.1.norm2.bn.bias, block8.1.norm2.bn.running_mean, block8.1.norm2.bn.running_var, block8.1.norm2.bn.num_batches_tracked [2020-11-05 13:24:18,162][root][INFO] - ===> Start training on 8 GPUs, batch-size=48 [2020-11-05 13:24:18,163][root][INFO] - => no weights.pth [2020-11-05 13:24:29,798][root][INFO] - ===> Epoch[1](1/26): Loss 4.8018, Sem 3.0318, dir 0.0201, norm 1.7499, swav 0.0000 LR: 9.999e-02 Score 2.757 Data time: 4.6262, Forward time: 4.0055, Backward time: 2.8868, DDP time: 0.0018, Total iter time: 11.5724 [2020-11-05 13:24:36,027][root][INFO] - ===> Epoch[1](2/26): Loss 4.9810, Sem 2.7273, dir -0.0631, norm 2.3168, swav 0.0000 LR: 9.998e-02 Score 34.521 Data time: 0.1844, Forward time: 3.0727, Backward time: 3.2155, DDP time: 0.0026, Total iter time: 5.9917 [2020-11-05 13:24:41,780][root][INFO] - ===> Epoch[1](3/26): Loss 3.7415, Sem 2.5127, dir -0.0098, norm 1.2386, swav 0.0000 LR: 9.997e-02 Score 53.319 Data time: 0.1884, Forward time: 2.6894, Backward time: 3.2065, DDP time: 0.0030, Total iter time: 5.3941 [2020-11-05 13:24:47,510][root][INFO] - ===> Epoch[1](4/26): Loss 3.0997, Sem 2.2706, dir -0.0487, norm 0.8778, swav 0.0000 LR: 9.996e-02 Score 52.916 Data time: 0.2555, Forward time: 2.6943, Backward time: 3.0211, DDP time: 0.0032, Total iter time: 5.5192 [2020-11-05 13:24:53,763][root][INFO] - ===> Epoch[1](5/26): Loss 2.8192, Sem 1.9746, dir -0.0931, norm 0.9378, swav 0.0000 LR: 9.996e-02 Score 52.492 Data time: 0.3073, Forward time: 2.8055, Backward time: 2.9142, DDP time: 0.0028, Total iter time: 6.0574 [2020-11-05 13:24:59,196][root][INFO] - ===> Epoch[1](6/26): Loss 3.0997, Sem 1.9479, dir 0.0184, norm 1.1334, swav 0.0000 LR: 9.995e-02 Score 52.571 Data time: 0.3167, Forward time: 2.8025, Backward time: 2.7680, DDP time: 0.0032, Total iter time: 5.2457 [2020-11-05 13:25:05,110][root][INFO] - ===> Epoch[1](7/26): Loss 2.6235, Sem 1.7483, dir -0.0127, norm 0.8879, swav 0.0000 LR: 9.994e-02 Score 58.238 Data time: 0.2822, Forward time: 2.8387, Backward time: 2.7060, DDP time: 0.0034, Total iter time: 5.7466 [2020-11-05 13:25:11,023][root][INFO] - ===> Epoch[1](8/26): Loss 3.0262, Sem 1.8824, dir -0.0310, norm 1.1748, swav 0.0000 LR: 9.993e-02 Score 56.951 Data time: 0.2174, Forward time: 2.7827, Backward time: 2.7402, DDP time: 0.0035, Total iter time: 5.7416 [2020-11-05 13:25:17,204][root][INFO] - ===> Epoch[1](9/26): Loss 2.5143, Sem 1.7509, dir -0.0612, norm 0.8246, swav 0.0000 LR: 9.992e-02 Score 58.352 Data time: 0.2110, Forward time: 2.7348, Backward time: 2.8131, DDP time: 0.0036, Total iter time: 6.0466 [2020-11-05 13:25:23,499][root][INFO] - ===> Epoch[1](10/26): Loss 2.6763, Sem 1.9555, dir -0.0479, norm 0.7687, swav 0.0000 LR: 9.991e-02 Score 51.698 Data time: 0.1869, Forward time: 2.6795, Backward time: 2.9021, DDP time: 0.0036, Total iter time: 6.1796 [2020-11-05 13:25:29,368][root][INFO] - ===> Epoch[1](11/26): Loss 2.4684, Sem 1.8296, dir -0.0470, norm 0.6859, swav 0.0000 LR: 9.990e-02 Score 55.763 Data time: 0.2080, Forward time: 2.6649, Backward time: 2.9090, DDP time: 0.0037, Total iter time: 5.7677 [2020-11-05 13:25:35,684][root][INFO] - ===> Epoch[1](12/26): Loss 2.3806, Sem 1.8456, dir -0.1018, norm 0.6368, swav 0.0000 LR: 9.989e-02 Score 53.761 Data time: 0.1721, Forward time: 2.5969, Backward time: 3.0022, DDP time: 0.0037, Total iter time: 6.1805 [2020-11-05 13:25:41,899][root][INFO] - ===> Epoch[1](13/26): Loss 2.5525, Sem 1.8932, dir -0.1081, norm 0.7675, swav 0.0000 LR: 9.988e-02 Score 53.897 Data time: 0.2404, Forward time: 2.6117, Backward time: 3.0059, DDP time: 0.0037, Total iter time: 6.1212 [2020-11-05 13:25:47,690][root][INFO] - ===> Epoch[1](14/26): Loss 2.2515, Sem 1.8127, dir -0.2008, norm 0.6395, swav 0.0000 LR: 9.987e-02 Score 55.304 Data time: 0.2260, Forward time: 2.5999, Backward time: 2.9951, DDP time: 0.0037, Total iter time: 5.6151 [2020-11-05 13:25:53,512][root][INFO] - ===> Epoch[1](15/26): Loss 2.3887, Sem 1.7831, dir -0.1334, norm 0.7389, swav 0.0000 LR: 9.987e-02 Score 52.613 Data time: 0.2014, Forward time: 2.5652, Backward time: 3.0169, DDP time: 0.0037, Total iter time: 5.6948 [2020-11-05 13:26:00,327][root][INFO] - ===> Epoch[1](16/26): Loss 2.2282, Sem 1.7444, dir -0.1974, norm 0.6812, swav 0.0000 LR: 9.986e-02 Score 52.727 Data time: 0.2533, Forward time: 2.5761, Backward time: 3.0553, DDP time: 0.0037, Total iter time: 6.7101 [2020-11-05 13:26:06,877][root][INFO] - ===> Epoch[1](17/26): Loss 2.2194, Sem 1.7434, dir -0.2234, norm 0.6994, swav 0.0000 LR: 9.985e-02 Score 56.325 Data time: 0.2337, Forward time: 2.5786, Backward time: 3.0822, DDP time: 0.0037, Total iter time: 6.4096 [2020-11-05 13:26:13,221][root][INFO] - ===> Epoch[1](18/26): Loss 2.4070, Sem 1.8436, dir -0.2232, norm 0.7867, swav 0.0000 LR: 9.984e-02 Score 54.125 Data time: 0.2071, Forward time: 2.5629, Backward time: 3.1103, DDP time: 0.0037, Total iter time: 6.1893 [2020-11-05 13:26:19,407][root][INFO] - ===> Epoch[1](19/26): Loss 2.2059, Sem 1.7456, dir -0.2402, norm 0.7005, swav 0.0000 LR: 9.983e-02 Score 55.036 Data time: 0.2462, Forward time: 2.5679, Backward time: 3.1099, DDP time: 0.0037, Total iter time: 6.0608 [2020-11-05 13:26:24,347][root][INFO] - ===> Epoch[1](20/26): Loss 2.1541, Sem 1.6741, dir -0.2309, norm 0.7108, swav 0.0000 LR: 9.982e-02 Score 57.139 Data time: 0.2580, Forward time: 2.5546, Backward time: 3.0646, DDP time: 0.0038, Total iter time: 4.7947 [2020-11-05 13:26:29,547][root][INFO] - ===> Epoch[1](21/26): Loss 2.3038, Sem 1.8055, dir -0.2178, norm 0.7161, swav 0.0000 LR: 9.981e-02 Score 53.001 Data time: 0.2207, Forward time: 2.5571, Backward time: 3.0234, DDP time: 0.0038, Total iter time: 5.0765 [2020-11-05 13:26:34,215][root][INFO] - ===> Epoch[1](22/26): Loss 2.0768, Sem 1.6795, dir -0.2333, norm 0.6305, swav 0.0000 LR: 9.980e-02 Score 57.327 Data time: 0.2069, Forward time: 2.5437, Backward time: 2.9788, DDP time: 0.0038, Total iter time: 4.5371 [2020-11-05 13:26:39,568][root][INFO] - ===> Epoch[1](23/26): Loss 2.1951, Sem 1.7163, dir -0.2230, norm 0.7018, swav 0.0000 LR: 9.979e-02 Score 54.158 Data time: 0.2401, Forward time: 2.5480, Backward time: 2.9509, DDP time: 0.0038, Total iter time: 5.2429 [2020-11-05 13:26:46,085][root][INFO] - ===> Epoch[1](24/26): Loss 2.2151, Sem 1.7644, dir -0.2408, norm 0.6915, swav 0.0000 LR: 9.978e-02 Score 53.066 Data time: 0.1608, Forward time: 2.5223, Backward time: 3.0022, DDP time: 0.0038, Total iter time: 6.3895 [2020-11-05 13:26:51,123][root][INFO] - ===> Epoch[1](25/26): Loss 2.0074, Sem 1.5386, dir -0.2121, norm 0.6809, swav 0.0000 LR: 9.977e-02 Score 60.186 Data time: 0.1661, Forward time: 2.4984, Backward time: 2.9936, DDP time: 0.0038, Total iter time: 4.9445 [2020-11-05 13:26:57,312][root][INFO] - ===> Epoch[1](26/26): Loss 2.1299, Sem 1.7107, dir -0.2202, norm 0.6394, swav 0.0000 LR: 9.977e-02 Score 55.236 Data time: 0.1215, Forward time: 2.4548, Backward time: 3.0546, DDP time: 0.0037, Total iter time: 6.0792 [2020-11-05 13:27:02,189][root][INFO] - ===> Epoch[2](27/26): Loss 2.1044, Sem 1.6770, dir -0.2499, norm 0.6773, swav 0.0000 LR: 9.976e-02 Score 56.173 Data time: 0.1802, Forward time: 2.4276, Backward time: 3.0458, DDP time: 0.0037, Total iter time: 4.7931 [2020-11-05 13:27:09,024][root][INFO] - ===> Epoch[2](28/26): Loss 2.2130, Sem 1.7575, dir -0.2245, norm 0.6799, swav 0.0000 LR: 9.975e-02 Score 54.189 Data time: 0.2590, Forward time: 2.4223, Backward time: 3.0826, DDP time: 0.0037, Total iter time: 6.7349 [2020-11-05 13:27:15,231][root][INFO] - ===> Epoch[2](29/26): Loss 2.1709, Sem 1.7393, dir -0.2559, norm 0.6875, swav 0.0000 LR: 9.974e-02 Score 52.945 Data time: 0.3249, Forward time: 2.4486, Backward time: 3.0649, DDP time: 0.0036, Total iter time: 6.0910 [2020-11-05 13:27:21,002][root][INFO] - ===> Epoch[2](30/26): Loss 2.1359, Sem 1.7247, dir -0.2557, norm 0.6668, swav 0.0000 LR: 9.973e-02 Score 53.802 Data time: 0.2144, Forward time: 2.4425, Backward time: 3.0659, DDP time: 0.0036, Total iter time: 5.6471 [2020-11-05 13:27:26,302][root][INFO] - ===> Epoch[2](31/26): Loss 2.2248, Sem 1.7518, dir -0.2273, norm 0.7003, swav 0.0000 LR: 9.972e-02 Score 51.130 Data time: 0.1279, Forward time: 2.4139, Backward time: 3.0767, DDP time: 0.0036, Total iter time: 5.1751 [2020-11-05 13:27:32,740][root][INFO] - ===> Epoch[2](32/26): Loss 1.8742, Sem 1.4655, dir -0.2393, norm 0.6480, swav 0.0000 LR: 9.971e-02 Score 60.917 Data time: 0.1566, Forward time: 2.3885, Backward time: 3.1198, DDP time: 0.0036, Total iter time: 6.3597 [2020-11-05 13:27:38,795][root][INFO] - ===> Epoch[2](33/26): Loss 2.0924, Sem 1.6898, dir -0.2658, norm 0.6684, swav 0.0000 LR: 9.970e-02 Score 54.337 Data time: 0.2305, Forward time: 2.3898, Backward time: 3.1225, DDP time: 0.0036, Total iter time: 5.9405 [2020-11-05 13:27:46,317][root][INFO] - ===> Epoch[2](34/26): Loss 2.0572, Sem 1.6767, dir -0.2600, norm 0.6405, swav 0.0000 LR: 9.969e-02 Score 55.212 Data time: 0.2185, Forward time: 2.3874, Backward time: 3.1701, DDP time: 0.0036, Total iter time: 7.4058 [2020-11-05 13:27:52,166][root][INFO] - ===> Epoch[2](35/26): Loss 1.9184, Sem 1.5139, dir -0.2554, norm 0.6599, swav 0.0000 LR: 9.968e-02 Score 60.134 Data time: 0.2713, Forward time: 2.3985, Backward time: 3.1548, DDP time: 0.0036, Total iter time: 5.7233 [2020-11-05 13:27:58,456][root][INFO] - ===> Epoch[2](36/26): Loss 1.8908, Sem 1.4879, dir -0.2388, norm 0.6417, swav 0.0000 LR: 9.968e-02 Score 59.144 Data time: 0.2547, Forward time: 2.4119, Backward time: 3.1500, DDP time: 0.0036, Total iter time: 6.1650 [2020-11-05 13:28:03,740][root][INFO] - ===> Epoch[2](37/26): Loss 1.8969, Sem 1.5723, dir -0.2339, norm 0.5585, swav 0.0000 LR: 9.967e-02 Score 58.596 Data time: 0.2249, Forward time: 2.4136, Backward time: 3.1303, DDP time: 0.0037, Total iter time: 5.1432 [2020-11-05 13:28:09,640][root][INFO] - ===> Epoch[2](38/26): Loss 2.0784, Sem 1.6628, dir -0.2014, norm 0.6169, swav 0.0000 LR: 9.966e-02 Score 56.351 Data time: 0.1937, Forward time: 2.4058, Backward time: 3.1370, DDP time: 0.0037, Total iter time: 5.7867 [2020-11-05 13:28:14,459][root][INFO] - ===> Epoch[2](39/26): Loss 1.9291, Sem 1.5495, dir -0.2375, norm 0.6170, swav 0.0000 LR: 9.965e-02 Score 59.846 Data time: 0.1574, Forward time: 2.3909, Backward time: 3.1254, DDP time: 0.0037, Total iter time: 4.7120 [2020-11-05 13:28:19,925][root][INFO] - ===> Epoch[2](40/26): Loss 2.1823, Sem 1.7390, dir -0.2257, norm 0.6690, swav 0.0000 LR: 9.964e-02 Score 53.053 Data time: 0.1716, Forward time: 2.3752, Backward time: 3.1287, DDP time: 0.0037, Total iter time: 5.3662 [2020-11-05 13:28:25,145][root][INFO] - ===> Epoch[2](41/26): Loss 2.1083, Sem 1.6375, dir -0.2060, norm 0.6768, swav 0.0000 LR: 9.963e-02 Score 57.134 Data time: 0.1856, Forward time: 2.3692, Backward time: 3.1193, DDP time: 0.0037, Total iter time: 5.1157 [2020-11-05 13:28:30,598][root][INFO] - ===> Epoch[2](42/26): Loss 2.0320, Sem 1.6359, dir -0.2374, norm 0.6335, swav 0.0000 LR: 9.962e-02 Score 57.629 Data time: 0.1224, Forward time: 2.3440, Backward time: 3.1343, DDP time: 0.0037, Total iter time: 5.3170 [2020-11-05 13:28:35,789][root][INFO] - ===> Epoch[2](43/26): Loss 1.7990, Sem 1.4963, dir -0.2576, norm 0.5603, swav 0.0000 LR: 9.961e-02 Score 62.838 Data time: 0.2111, Forward time: 2.3399, Backward time: 3.1239, DDP time: 0.0037, Total iter time: 5.1175 [2020-11-05 13:28:41,250][root][INFO] - ===> Epoch[2](44/26): Loss 1.9502, Sem 1.4841, dir -0.2142, norm 0.6803, swav 0.0000 LR: 9.960e-02 Score 60.629 Data time: 0.2457, Forward time: 2.3515, Backward time: 3.1036, DDP time: 0.0036, Total iter time: 5.3439 [2020-11-05 13:28:47,284][root][INFO] - ===> Epoch[2](45/26): Loss 2.0037, Sem 1.5605, dir -0.2486, norm 0.6918, swav 0.0000 LR: 9.959e-02 Score 57.410 Data time: 0.2117, Forward time: 2.3529, Backward time: 3.1061, DDP time: 0.0036, Total iter time: 5.8879 [2020-11-05 13:28:53,868][root][INFO] - ===> Epoch[2](46/26): Loss 1.9190, Sem 1.4675, dir -0.2142, norm 0.6657, swav 0.0000 LR: 9.959e-02 Score 60.911 Data time: 0.2144, Forward time: 2.3525, Backward time: 3.1208, DDP time: 0.0036, Total iter time: 6.4236 [2020-11-05 13:28:59,658][root][INFO] - ===> Epoch[2](47/26): Loss 2.0132, Sem 1.5503, dir -0.2332, norm 0.6962, swav 0.0000 LR: 9.958e-02 Score 57.757 Data time: 0.1928, Forward time: 2.3427, Backward time: 3.1264, DDP time: 0.0036, Total iter time: 5.6463 [2020-11-05 13:29:05,253][root][INFO] - ===> Epoch[2](48/26): Loss 1.9419, Sem 1.4812, dir -0.2441, norm 0.7048, swav 0.0000 LR: 9.957e-02 Score 59.031 Data time: 0.2561, Forward time: 2.3514, Backward time: 3.1120, DDP time: 0.0036, Total iter time: 5.4693 [2020-11-05 13:29:10,733][root][INFO] - ===> Epoch[2](49/26): Loss 1.9512, Sem 1.5757, dir -0.2266, norm 0.6021, swav 0.0000 LR: 9.956e-02 Score 58.254 Data time: 0.2013, Forward time: 2.3485, Backward time: 3.1072, DDP time: 0.0036, Total iter time: 5.3537 [2020-11-05 13:29:16,756][root][INFO] - ===> Epoch[2](50/26): Loss 1.8878, Sem 1.5020, dir -0.2634, norm 0.6493, swav 0.0000 LR: 9.955e-02 Score 58.550 Data time: 0.2418, Forward time: 2.3535, Backward time: 3.1054, DDP time: 0.0036, Total iter time: 5.9197 [2020-11-05 13:29:22,446][root][INFO] - ===> Epoch[2](51/26): Loss 2.0406, Sem 1.5652, dir -0.2247, norm 0.7001, swav 0.0000 LR: 9.954e-02 Score 57.419 Data time: 0.2354, Forward time: 2.3545, Backward time: 3.1010, DDP time: 0.0036, Total iter time: 5.5807 [2020-11-05 13:29:27,680][root][INFO] - ===> Epoch[2](52/26): Loss 1.9930, Sem 1.5455, dir -0.2243, norm 0.6717, swav 0.0000 LR: 9.953e-02 Score 58.743 Data time: 0.2332, Forward time: 2.3634, Backward time: 3.0808, DDP time: 0.0036, Total iter time: 5.1120 [2020-11-05 13:29:33,513][root][INFO] - ===> Epoch[3](53/26): Loss 1.9616, Sem 1.5145, dir -0.2530, norm 0.7001, swav 0.0000 LR: 9.952e-02 Score 58.231 Data time: 0.2177, Forward time: 2.3589, Backward time: 3.0841, DDP time: 0.0036, Total iter time: 5.6933 [2020-11-05 13:29:40,211][root][INFO] - ===> Epoch[3](54/26): Loss 1.9520, Sem 1.5972, dir -0.2647, norm 0.6195, swav 0.0000 LR: 9.951e-02 Score 55.606 Data time: 0.3667, Forward time: 2.3786, Backward time: 3.0786, DDP time: 0.0036, Total iter time: 6.5861 [2020-11-05 13:29:46,960][root][INFO] - ===> Epoch[3](55/26): Loss 1.9298, Sem 1.5080, dir -0.2616, norm 0.6834, swav 0.0000 LR: 9.950e-02 Score 59.742 Data time: 0.2385, Forward time: 2.3856, Backward time: 3.0869, DDP time: 0.0036, Total iter time: 6.6171 [2020-11-05 13:29:53,186][root][INFO] - ===> Epoch[3](56/26): Loss 2.0339, Sem 1.5631, dir -0.2140, norm 0.6849, swav 0.0000 LR: 9.950e-02 Score 55.798 Data time: 0.2469, Forward time: 2.3879, Backward time: 3.0897, DDP time: 0.0036, Total iter time: 6.0798 [2020-11-05 13:29:59,223][root][INFO] - ===> Epoch[3](57/26): Loss 1.8840, Sem 1.4815, dir -0.2292, norm 0.6316, swav 0.0000 LR: 9.949e-02 Score 59.826 Data time: 0.2618, Forward time: 2.3943, Backward time: 3.0858, DDP time: 0.0036, Total iter time: 5.9185 [2020-11-05 13:30:03,963][root][INFO] - ===> Epoch[3](58/26): Loss 1.9962, Sem 1.6319, dir -0.2752, norm 0.6395, swav 0.0000 LR: 9.948e-02 Score 56.408 Data time: 0.2367, Forward time: 2.3969, Backward time: 3.0641, DDP time: 0.0036, Total iter time: 4.6314 [2020-11-05 13:30:09,183][root][INFO] - ===> Epoch[3](59/26): Loss 1.8688, Sem 1.4778, dir -0.2409, norm 0.6319, swav 0.0000 LR: 9.947e-02 Score 59.165 Data time: 0.2201, Forward time: 2.3970, Backward time: 3.0540, DDP time: 0.0036, Total iter time: 5.1323 [2020-11-05 13:30:15,061][root][INFO] - ===> Epoch[3](60/26): Loss 2.0297, Sem 1.6202, dir -0.2600, norm 0.6695, swav 0.0000 LR: 9.946e-02 Score 55.424 Data time: 0.1819, Forward time: 2.3900, Backward time: 3.0614, DDP time: 0.0036, Total iter time: 5.7607 [2020-11-05 13:30:21,434][root][INFO] - ===> Epoch[3](61/26): Loss 1.8501, Sem 1.4499, dir -0.2395, norm 0.6397, swav 0.0000 LR: 9.945e-02 Score 61.808 Data time: 0.2362, Forward time: 2.3934, Backward time: 3.0670, DDP time: 0.0036, Total iter time: 6.2937 [2020-11-05 13:30:26,738][root][INFO] - ===> Epoch[3](62/26): Loss 2.0035, Sem 1.5650, dir -0.2399, norm 0.6784, swav 0.0000 LR: 9.944e-02 Score 56.238 Data time: 0.1954, Forward time: 2.3838, Backward time: 3.0678, DDP time: 0.0036, Total iter time: 5.1909 [2020-11-05 13:30:33,175][root][INFO] - ===> Epoch[3](63/26): Loss 1.8203, Sem 1.3750, dir -0.2373, norm 0.6826, swav 0.0000 LR: 9.943e-02 Score 63.461 Data time: 0.2486, Forward time: 2.3865, Backward time: 3.0745, DDP time: 0.0036, Total iter time: 6.3745 [2020-11-05 13:30:38,843][root][INFO] - ===> Epoch[3](64/26): Loss 1.9621, Sem 1.5747, dir -0.2634, norm 0.6508, swav 0.0000 LR: 9.942e-02 Score 55.924 Data time: 0.2056, Forward time: 2.3850, Backward time: 3.0729, DDP time: 0.0036, Total iter time: 5.5298 [2020-11-05 13:30:43,559][root][INFO] - ===> Epoch[3](65/26): Loss 1.9794, Sem 1.5873, dir -0.2371, norm 0.6293, swav 0.0000 LR: 9.941e-02 Score 57.585 Data time: 0.2456, Forward time: 2.3819, Backward time: 3.0586, DDP time: 0.0036, Total iter time: 4.6089 [2020-11-05 13:30:47,611][root][INFO] - ===> Epoch[3](66/26): Loss 1.7700, Sem 1.3747, dir -0.2220, norm 0.6172, swav 0.0000 LR: 9.941e-02 Score 61.438 Data time: 0.1718, Forward time: 2.3765, Backward time: 3.0386, DDP time: 0.0036, Total iter time: 3.9599 [2020-11-05 13:30:53,378][root][INFO] - ===> Epoch[3](67/26): Loss 1.8768, Sem 1.4708, dir -0.2372, norm 0.6432, swav 0.0000 LR: 9.940e-02 Score 60.768 Data time: 0.1466, Forward time: 2.3640, Backward time: 3.0493, DDP time: 0.0036, Total iter time: 5.6597 [2020-11-05 13:30:59,966][root][INFO] - ===> Epoch[3](68/26): Loss 1.6955, Sem 1.3123, dir -0.2434, norm 0.6266, swav 0.0000 LR: 9.939e-02 Score 63.552 Data time: 0.2640, Forward time: 2.3693, Backward time: 3.0553, DDP time: 0.0036, Total iter time: 6.5196 [2020-11-05 13:31:05,358][root][INFO] - ===> Epoch[3](69/26): Loss 1.7872, Sem 1.4275, dir -0.2503, norm 0.6100, swav 0.0000 LR: 9.938e-02 Score 62.367 Data time: 0.2454, Forward time: 2.3724, Backward time: 3.0456, DDP time: 0.0036, Total iter time: 5.2508 [2020-11-05 13:31:11,585][root][INFO] - ===> Epoch[3](70/26): Loss 1.7320, Sem 1.3525, dir -0.2439, norm 0.6234, swav 0.0000 LR: 9.937e-02 Score 62.789 Data time: 0.1999, Forward time: 2.3709, Backward time: 3.0527, DDP time: 0.0036, Total iter time: 6.1136 [2020-11-05 13:31:16,736][root][INFO] - ===> Epoch[3](71/26): Loss 1.8942, Sem 1.5145, dir -0.2639, norm 0.6435, swav 0.0000 LR: 9.936e-02 Score 57.720 Data time: 0.2098, Forward time: 2.3672, Backward time: 3.0476, DDP time: 0.0036, Total iter time: 5.0514 [2020-11-05 13:31:21,876][root][INFO] - ===> Epoch[3](72/26): Loss 1.8107, Sem 1.3666, dir -0.2207, norm 0.6647, swav 0.0000 LR: 9.935e-02 Score 62.396 Data time: 0.2158, Forward time: 2.3669, Backward time: 3.0384, DDP time: 0.0036, Total iter time: 5.0383 [2020-11-05 13:31:28,019][root][INFO] - ===> Epoch[3](73/26): Loss 1.9057, Sem 1.5333, dir -0.2942, norm 0.6666, swav 0.0000 LR: 9.934e-02 Score 56.683 Data time: 0.2374, Forward time: 2.3727, Backward time: 3.0376, DDP time: 0.0036, Total iter time: 6.0221 [2020-11-05 13:31:33,772][root][INFO] - ===> Epoch[3](74/26): Loss 1.8033, Sem 1.4613, dir -0.2563, norm 0.5983, swav 0.0000 LR: 9.933e-02 Score 60.823 Data time: 0.1248, Forward time: 2.3592, Backward time: 3.0521, DDP time: 0.0036, Total iter time: 5.6179 [2020-11-05 13:31:39,771][root][INFO] - ===> Epoch[3](75/26): Loss 1.7881, Sem 1.4511, dir -0.2876, norm 0.6246, swav 0.0000 LR: 9.932e-02 Score 58.860 Data time: 0.2172, Forward time: 2.3551, Backward time: 3.0586, DDP time: 0.0036, Total iter time: 5.9006 [2020-11-05 13:31:46,611][root][INFO] - ===> Epoch[3](76/26): Loss 1.7852, Sem 1.3627, dir -0.2469, norm 0.6694, swav 0.0000 LR: 9.932e-02 Score 62.012 Data time: 0.3662, Forward time: 2.3695, Backward time: 3.0566, DDP time: 0.0036, Total iter time: 6.7434 [2020-11-05 13:31:52,572][root][INFO] - ===> Epoch[3](77/26): Loss 1.8598, Sem 1.5219, dir -0.2641, norm 0.6020, swav 0.0000 LR: 9.931e-02 Score 58.603 Data time: 0.2017, Forward time: 2.3701, Backward time: 3.0576, DDP time: 0.0036, Total iter time: 5.8305 [2020-11-05 13:31:58,700][root][INFO] - ===> Epoch[3](78/26): Loss 1.7246, Sem 1.3332, dir -0.2325, norm 0.6239, swav 0.0000 LR: 9.930e-02 Score 63.084 Data time: 0.2234, Forward time: 2.3699, Backward time: 3.0613, DDP time: 0.0036, Total iter time: 6.0102 [2020-11-05 13:32:04,650][root][INFO] - ===> Epoch[4](79/26): Loss 1.8829, Sem 1.5294, dir -0.2622, norm 0.6157, swav 0.0000 LR: 9.929e-02 Score 57.280 Data time: 0.3290, Forward time: 2.3787, Backward time: 3.0524, DDP time: 0.0036, Total iter time: 5.8343 [2020-11-05 13:32:10,813][root][INFO] - ===> Epoch[4](80/26): Loss 1.7721, Sem 1.4356, dir -0.2619, norm 0.5984, swav 0.0000 LR: 9.928e-02 Score 60.691 Data time: 0.3057, Forward time: 2.3883, Backward time: 3.0464, DDP time: 0.0036, Total iter time: 6.0499 [2020-11-05 13:32:16,771][root][INFO] - ===> Epoch[4](81/26): Loss 1.8184, Sem 1.3837, dir -0.2302, norm 0.6649, swav 0.0000 LR: 9.927e-02 Score 61.990 Data time: 0.2833, Forward time: 2.3966, Backward time: 3.0394, DDP time: 0.0036, Total iter time: 5.8332 [2020-11-05 13:32:22,319][root][INFO] - ===> Epoch[4](82/26): Loss 1.7688, Sem 1.4046, dir -0.2448, norm 0.6089, swav 0.0000 LR: 9.926e-02 Score 60.140 Data time: 0.1857, Forward time: 2.3924, Backward time: 3.0402, DDP time: 0.0036, Total iter time: 5.4402 [2020-11-05 13:32:28,401][root][INFO] - ===> Epoch[4](83/26): Loss 1.7703, Sem 1.4011, dir -0.2578, norm 0.6271, swav 0.0000 LR: 9.925e-02 Score 61.519 Data time: 0.2155, Forward time: 2.3923, Backward time: 3.0435, DDP time: 0.0036, Total iter time: 5.9890 [2020-11-05 13:32:34,807][root][INFO] - ===> Epoch[4](84/26): Loss 1.8608, Sem 1.4858, dir -0.2830, norm 0.6580, swav 0.0000 LR: 9.924e-02 Score 57.938 Data time: 0.1866, Forward time: 2.3883, Backward time: 3.0540, DDP time: 0.0036, Total iter time: 6.2781 [2020-11-05 13:32:40,169][root][INFO] - ===> Epoch[4](85/26): Loss 1.6620, Sem 1.3364, dir -0.2637, norm 0.5893, swav 0.0000 LR: 9.923e-02 Score 62.110 Data time: 0.2596, Forward time: 2.3882, Backward time: 3.0482, DDP time: 0.0036, Total iter time: 5.2341 [2020-11-05 13:32:46,484][root][INFO] - ===> Epoch[4](86/26): Loss 1.7609, Sem 1.3785, dir -0.2504, norm 0.6328, swav 0.0000 LR: 9.923e-02 Score 61.649 Data time: 0.2685, Forward time: 2.3926, Backward time: 3.0491, DDP time: 0.0036, Total iter time: 6.2102 [2020-11-05 13:32:52,528][root][INFO] - ===> Epoch[4](87/26): Loss 1.5861, Sem 1.1986, dir -0.2692, norm 0.6567, swav 0.0000 LR: 9.922e-02 Score 66.816 Data time: 0.2215, Forward time: 2.3931, Backward time: 3.0503, DDP time: 0.0036, Total iter time: 5.8823 [2020-11-05 13:32:58,167][root][INFO] - ===> Epoch[4](88/26): Loss 1.8758, Sem 1.4989, dir -0.2928, norm 0.6697, swav 0.0000 LR: 9.921e-02 Score 55.822 Data time: 0.1618, Forward time: 2.3869, Backward time: 3.0543, DDP time: 0.0036, Total iter time: 5.5180 [2020-11-05 13:33:03,397][root][INFO] - ===> Epoch[4](89/26): Loss 1.6199, Sem 1.2993, dir -0.2998, norm 0.6204, swav 0.0000 LR: 9.920e-02 Score 62.417 Data time: 0.1662, Forward time: 2.3797, Backward time: 3.0552, DDP time: 0.0036, Total iter time: 5.1423 [2020-11-05 13:33:09,410][root][INFO] - ===> Epoch[4](90/26): Loss 1.6859, Sem 1.3174, dir -0.2684, norm 0.6369, swav 0.0000 LR: 9.919e-02 Score 64.024 Data time: 0.1718, Forward time: 2.3742, Backward time: 3.0628, DDP time: 0.0036, Total iter time: 5.9074 [2020-11-05 13:33:15,104][root][INFO] - ===> Epoch[4](91/26): Loss 1.9663, Sem 1.5349, dir -0.2661, norm 0.6976, swav 0.0000 LR: 9.918e-02 Score 59.765 Data time: 0.1831, Forward time: 2.3689, Backward time: 3.0669, DDP time: 0.0036, Total iter time: 5.6189 [2020-11-05 13:33:21,377][root][INFO] - ===> Epoch[4](92/26): Loss 1.8700, Sem 1.5169, dir -0.2775, norm 0.6306, swav 0.0000 LR: 9.917e-02 Score 58.187 Data time: 0.2728, Forward time: 2.3719, Backward time: 3.0682, DDP time: 0.0036, Total iter time: 6.1478 [2020-11-05 13:33:26,712][root][INFO] - ===> Epoch[4](93/26): Loss 1.9696, Sem 1.5365, dir -0.2300, norm 0.6631, swav 0.0000 LR: 9.916e-02 Score 56.675 Data time: 0.2733, Forward time: 2.3764, Backward time: 3.0580, DDP time: 0.0036, Total iter time: 5.2060 [2020-11-05 13:33:32,510][root][INFO] - ===> Epoch[4](94/26): Loss 1.8381, Sem 1.4338, dir -0.2600, norm 0.6643, swav 0.0000 LR: 9.915e-02 Score 58.122 Data time: 0.2617, Forward time: 2.3813, Backward time: 3.0526, DDP time: 0.0036, Total iter time: 5.6765 [2020-11-05 13:33:38,272][root][INFO] - ===> Epoch[4](95/26): Loss 1.7220, Sem 1.3365, dir -0.2633, norm 0.6489, swav 0.0000 LR: 9.914e-02 Score 62.640 Data time: 0.2069, Forward time: 2.3803, Backward time: 3.0527, DDP time: 0.0036, Total iter time: 5.6335 [2020-11-05 13:33:44,968][root][INFO] - ===> Epoch[4](96/26): Loss 1.8912, Sem 1.4770, dir -0.2884, norm 0.7026, swav 0.0000 LR: 9.914e-02 Score 58.774 Data time: 0.1883, Forward time: 2.3755, Backward time: 3.0660, DDP time: 0.0036, Total iter time: 6.5819 [2020-11-05 13:33:50,583][root][INFO] - ===> Epoch[4](97/26): Loss 1.6543, Sem 1.3295, dir -0.2818, norm 0.6066, swav 0.0000 LR: 9.913e-02 Score 65.357 Data time: 0.2355, Forward time: 2.3772, Backward time: 3.0626, DDP time: 0.0035, Total iter time: 5.5184 [2020-11-05 13:33:57,769][root][INFO] - ===> Epoch[4](98/26): Loss 1.6678, Sem 1.2993, dir -0.2727, norm 0.6412, swav 0.0000 LR: 9.912e-02 Score 63.739 Data time: 0.2475, Forward time: 2.3805, Backward time: 3.0723, DDP time: 0.0036, Total iter time: 7.0688 [2020-11-05 13:34:03,693][root][INFO] - ===> Epoch[4](99/26): Loss 1.6101, Sem 1.3086, dir -0.2961, norm 0.5977, swav 0.0000 LR: 9.911e-02 Score 63.199 Data time: 0.2902, Forward time: 2.3872, Backward time: 3.0660, DDP time: 0.0035, Total iter time: 5.7949 [2020-11-05 13:34:08,991][root][INFO] - ===> Epoch[4](100/26): Loss 1.5936, Sem 1.2462, dir -0.2892, norm 0.6367, swav 0.0000 LR: 9.910e-02 Score 64.837 Data time: 0.2365, Forward time: 2.3873, Backward time: 3.0604, DDP time: 0.0035, Total iter time: 5.1777 [2020-11-05 13:34:14,389][root][INFO] - ===> Epoch[4](101/26): Loss 1.7783, Sem 1.4167, dir -0.2802, norm 0.6418, swav 0.0000 LR: 9.909e-02 Score 60.167 Data time: 0.2446, Forward time: 2.3899, Backward time: 3.0534, DDP time: 0.0035, Total iter time: 5.2868 [2020-11-05 13:34:20,697][root][INFO] - ===> Epoch[4](102/26): Loss 1.7103, Sem 1.3868, dir -0.3151, norm 0.6386, swav 0.0000 LR: 9.908e-02 Score 61.323 Data time: 0.2353, Forward time: 2.3881, Backward time: 3.0590, DDP time: 0.0035, Total iter time: 6.1659 [2020-11-05 13:34:25,630][root][INFO] - ===> Epoch[4](103/26): Loss 1.6869, Sem 1.3044, dir -0.3129, norm 0.6953, swav 0.0000 LR: 9.907e-02 Score 62.763 Data time: 0.2488, Forward time: 2.3882, Backward time: 3.0502, DDP time: 0.0035, Total iter time: 4.8235 [2020-11-05 13:34:30,923][root][INFO] - ===> Epoch[4](104/26): Loss 1.6797, Sem 1.3953, dir -0.3039, norm 0.5883, swav 0.0000 LR: 9.906e-02 Score 60.520 Data time: 0.1456, Forward time: 2.3793, Backward time: 3.0539, DDP time: 0.0035, Total iter time: 5.1573 [2020-11-05 13:34:36,035][root][INFO] - ===> Epoch[5](105/26): Loss 1.6177, Sem 1.3310, dir -0.3168, norm 0.6036, swav 0.0000 LR: 9.905e-02 Score 63.273 Data time: 0.1444, Forward time: 2.3714, Backward time: 3.0560, DDP time: 0.0035, Total iter time: 5.0462 [2020-11-05 13:34:43,070][root][INFO] - ===> Epoch[5](106/26): Loss 1.8976, Sem 1.4728, dir -0.2589, norm 0.6837, swav 0.0000 LR: 9.905e-02 Score 58.424 Data time: 0.2276, Forward time: 2.3706, Backward time: 3.0683, DDP time: 0.0036, Total iter time: 6.9691 [2020-11-05 13:34:48,844][root][INFO] - ===> Epoch[5](107/26): Loss 1.5821, Sem 1.2485, dir -0.2675, norm 0.6011, swav 0.0000 LR: 9.904e-02 Score 64.245 Data time: 0.1757, Forward time: 2.3658, Backward time: 3.0724, DDP time: 0.0036, Total iter time: 5.6394 [2020-11-05 13:34:54,574][root][INFO] - ===> Epoch[5](108/26): Loss 1.7338, Sem 1.3671, dir -0.2754, norm 0.6421, swav 0.0000 LR: 9.903e-02 Score 60.572 Data time: 0.2519, Forward time: 2.3647, Backward time: 3.0721, DDP time: 0.0036, Total iter time: 5.6068 [2020-11-05 13:34:59,783][root][INFO] - ===> Epoch[5](109/26): Loss 1.7896, Sem 1.4120, dir -0.3043, norm 0.6820, swav 0.0000 LR: 9.902e-02 Score 60.715 Data time: 0.2090, Forward time: 2.3618, Backward time: 3.0693, DDP time: 0.0036, Total iter time: 5.0951 [2020-11-05 13:35:06,176][root][INFO] - ===> Epoch[5](110/26): Loss 1.8282, Sem 1.4593, dir -0.3042, norm 0.6731, swav 0.0000 LR: 9.901e-02 Score 59.526 Data time: 0.3582, Forward time: 2.3698, Backward time: 3.0657, DDP time: 0.0035, Total iter time: 6.2968 [2020-11-05 13:35:12,872][root][INFO] - ===> Epoch[5](111/26): Loss 1.8137, Sem 1.4284, dir -0.2552, norm 0.6406, swav 0.0000 LR: 9.900e-02 Score 58.916 Data time: 0.2406, Forward time: 2.3721, Backward time: 3.0705, DDP time: 0.0035, Total iter time: 6.5580 [2020-11-05 13:35:18,168][root][INFO] - ===> Epoch[5](112/26): Loss 1.9206, Sem 1.4760, dir -0.2884, norm 0.7329, swav 0.0000 LR: 9.899e-02 Score 58.640 Data time: 0.2030, Forward time: 2.3711, Backward time: 3.0669, DDP time: 0.0035, Total iter time: 5.1763 [2020-11-05 13:35:24,793][root][INFO] - ===> Epoch[5](113/26): Loss 1.8438, Sem 1.4715, dir -0.2780, norm 0.6503, swav 0.0000 LR: 9.898e-02 Score 57.426 Data time: 0.1760, Forward time: 2.3656, Backward time: 3.0791, DDP time: 0.0035, Total iter time: 6.5238 [2020-11-05 13:35:29,708][root][INFO] - ===> Epoch[5](114/26): Loss 1.6907, Sem 1.3365, dir -0.2726, norm 0.6268, swav 0.0000 LR: 9.897e-02 Score 64.178 Data time: 0.2468, Forward time: 2.3661, Backward time: 3.0708, DDP time: 0.0035, Total iter time: 4.8228 [2020-11-05 13:35:35,867][root][INFO] - ===> Epoch[5](115/26): Loss 1.7062, Sem 1.3784, dir -0.2863, norm 0.6141, swav 0.0000 LR: 9.896e-02 Score 60.760 Data time: 0.2361, Forward time: 2.3666, Backward time: 3.0728, DDP time: 0.0036, Total iter time: 6.0360 [2020-11-05 13:35:41,992][root][INFO] - ===> Epoch[5](116/26): Loss 1.7058, Sem 1.3968, dir -0.3239, norm 0.6329, swav 0.0000 LR: 9.896e-02 Score 61.952 Data time: 0.2834, Forward time: 2.3729, Backward time: 3.0682, DDP time: 0.0036, Total iter time: 6.0103 [2020-11-05 13:35:47,472][root][INFO] - ===> Epoch[5](117/26): Loss 1.7490, Sem 1.4400, dir -0.3271, norm 0.6362, swav 0.0000 LR: 9.895e-02 Score 57.116 Data time: 0.1592, Forward time: 2.3679, Backward time: 3.0701, DDP time: 0.0036, Total iter time: 5.3375 [2020-11-05 13:35:53,246][root][INFO] - ===> Epoch[5](118/26): Loss 1.4839, Sem 1.2118, dir -0.2977, norm 0.5698, swav 0.0000 LR: 9.894e-02 Score 67.600 Data time: 0.2006, Forward time: 2.3645, Backward time: 3.0728, DDP time: 0.0036, Total iter time: 5.6671 [2020-11-05 13:35:59,214][root][INFO] - ===> Epoch[5](119/26): Loss 1.7422, Sem 1.3677, dir -0.2788, norm 0.6533, swav 0.0000 LR: 9.893e-02 Score 60.840 Data time: 0.2902, Forward time: 2.3692, Backward time: 3.0690, DDP time: 0.0036, Total iter time: 5.8542 [2020-11-05 13:36:05,097][root][INFO] - ===> Epoch[5](120/26): Loss 1.6196, Sem 1.3173, dir -0.3353, norm 0.6376, swav 0.0000 LR: 9.892e-02 Score 61.929 Data time: 0.1396, Forward time: 2.3633, Backward time: 3.0752, DDP time: 0.0036, Total iter time: 5.7672 [2020-11-05 13:36:12,601][root][INFO] - ===> Epoch[5](121/26): Loss 1.5406, Sem 1.2425, dir -0.2937, norm 0.5918, swav 0.0000 LR: 9.891e-02 Score 66.280 Data time: 0.1654, Forward time: 2.3573, Backward time: 3.0945, DDP time: 0.0036, Total iter time: 7.3941 [2020-11-05 13:36:18,264][root][INFO] - ===> Epoch[5](122/26): Loss 1.4418, Sem 1.1881, dir -0.3194, norm 0.5731, swav 0.0000 LR: 9.890e-02 Score 66.000 Data time: 0.2235, Forward time: 2.3571, Backward time: 3.0933, DDP time: 0.0036, Total iter time: 5.5725 [2020-11-05 13:36:25,191][root][INFO] - ===> Epoch[5](123/26): Loss 1.7196, Sem 1.3792, dir -0.2903, norm 0.6307, swav 0.0000 LR: 9.889e-02 Score 61.587 Data time: 0.1465, Forward time: 2.3505, Backward time: 3.1082, DDP time: 0.0036, Total iter time: 6.7962 [2020-11-05 13:36:31,168][root][INFO] - ===> Epoch[5](124/26): Loss 1.6082, Sem 1.3088, dir -0.3156, norm 0.6150, swav 0.0000 LR: 9.888e-02 Score 64.553 Data time: 0.2655, Forward time: 2.3533, Backward time: 3.1060, DDP time: 0.0036, Total iter time: 5.8910 [2020-11-05 13:36:35,482][root][INFO] - ===> Epoch[5](125/26): Loss 1.5933, Sem 1.3039, dir -0.3078, norm 0.5972, swav 0.0000 LR: 9.887e-02 Score 63.306 Data time: 0.2069, Forward time: 2.3520, Backward time: 3.0954, DDP time: 0.0036, Total iter time: 4.1971 [2020-11-05 13:36:40,502][root][INFO] - ===> Epoch[5](126/26): Loss 1.7229, Sem 1.3621, dir -0.3141, norm 0.6749, swav 0.0000 LR: 9.887e-02 Score 61.744 Data time: 0.2554, Forward time: 2.3541, Backward time: 3.0868, DDP time: 0.0036, Total iter time: 4.9121 [2020-11-05 13:36:45,913][root][INFO] - ===> Epoch[5](127/26): Loss 1.6209, Sem 1.3066, dir -0.3247, norm 0.6390, swav 0.0000 LR: 9.886e-02 Score 62.674 Data time: 0.1824, Forward time: 2.3515, Backward time: 3.0855, DDP time: 0.0036, Total iter time: 5.2799 [2020-11-05 13:36:51,482][root][INFO] - ===> Epoch[5](128/26): Loss 1.6213, Sem 1.3101, dir -0.3104, norm 0.6216, swav 0.0000 LR: 9.885e-02 Score 63.671 Data time: 0.1722, Forward time: 2.3464, Backward time: 3.0887, DDP time: 0.0036, Total iter time: 5.4745 [2020-11-05 13:36:59,487][root][INFO] - ===> Epoch[5](129/26): Loss 1.7054, Sem 1.3836, dir -0.2960, norm 0.6178, swav 0.0000 LR: 9.884e-02 Score 59.827 Data time: 0.2431, Forward time: 2.3476, Backward time: 3.1036, DDP time: 0.0036, Total iter time: 7.9004 [2020-11-05 13:37:06,209][root][INFO] - ===> Epoch[5](130/26): Loss 1.6385, Sem 1.3714, dir -0.3441, norm 0.6111, swav 0.0000 LR: 9.883e-02 Score 61.514 Data time: 0.2280, Forward time: 2.3486, Backward time: 3.1089, DDP time: 0.0036, Total iter time: 6.6031 [2020-11-05 13:37:12,326][root][INFO] - ===> Epoch[6](131/26): Loss 1.5863, Sem 1.2730, dir -0.3138, norm 0.6272, swav 0.0000 LR: 9.882e-02 Score 64.772 Data time: 0.1248, Forward time: 2.3408, Backward time: 3.1198, DDP time: 0.0036, Total iter time: 6.0008 [2020-11-05 13:37:16,833][root][INFO] - ===> Epoch[6](132/26): Loss 1.5925, Sem 1.2839, dir -0.3038, norm 0.6124, swav 0.0000 LR: 9.881e-02 Score 63.591 Data time: 0.2076, Forward time: 2.3391, Backward time: 3.1107, DDP time: 0.0036, Total iter time: 4.4100 [2020-11-05 13:37:22,467][root][INFO] - ===> Epoch[6](133/26): Loss 1.7752, Sem 1.4177, dir -0.3141, norm 0.6716, swav 0.0000 LR: 9.880e-02 Score 60.765 Data time: 0.1810, Forward time: 2.3360, Backward time: 3.1123, DDP time: 0.0036, Total iter time: 5.5290 [2020-11-05 13:37:26,912][root][INFO] - ===> Epoch[6](134/26): Loss 1.5743, Sem 1.3057, dir -0.3245, norm 0.5930, swav 0.0000 LR: 9.879e-02 Score 64.502 Data time: 0.1902, Forward time: 2.3317, Backward time: 3.1066, DDP time: 0.0036, Total iter time: 4.3508 [2020-11-05 13:37:32,304][root][INFO] - ===> Epoch[6](135/26): Loss 1.5835, Sem 1.2642, dir -0.3318, norm 0.6511, swav 0.0000 LR: 9.878e-02 Score 65.256 Data time: 0.2761, Forward time: 2.3351, Backward time: 3.1001, DDP time: 0.0036, Total iter time: 5.3185 [2020-11-05 13:37:37,551][root][INFO] - ===> Epoch[6](136/26): Loss 1.6194, Sem 1.3834, dir -0.3557, norm 0.5917, swav 0.0000 LR: 9.878e-02 Score 60.667 Data time: 0.2166, Forward time: 2.3375, Backward time: 3.0938, DDP time: 0.0035, Total iter time: 5.1291 [2020-11-05 13:37:43,199][root][INFO] - ===> Epoch[6](137/26): Loss 1.6600, Sem 1.3699, dir -0.3413, norm 0.6315, swav 0.0000 LR: 9.877e-02 Score 60.685 Data time: 0.1200, Forward time: 2.3307, Backward time: 3.0990, DDP time: 0.0036, Total iter time: 5.5240 [2020-11-05 13:37:48,595][root][INFO] - ===> Epoch[6](138/26): Loss 1.5778, Sem 1.3006, dir -0.3542, norm 0.6314, swav 0.0000 LR: 9.876e-02 Score 63.120 Data time: 0.2359, Forward time: 2.3304, Backward time: 3.0963, DDP time: 0.0036, Total iter time: 5.3030 [2020-11-05 13:37:54,153][root][INFO] - ===> Epoch[6](139/26): Loss 1.6460, Sem 1.3425, dir -0.3369, norm 0.6404, swav 0.0000 LR: 9.875e-02 Score 63.518 Data time: 0.2072, Forward time: 2.3301, Backward time: 3.0949, DDP time: 0.0036, Total iter time: 5.4365 [2020-11-05 13:38:00,346][root][INFO] - ===> Epoch[6](140/26): Loss 1.8733, Sem 1.5126, dir -0.3261, norm 0.6869, swav 0.0000 LR: 9.874e-02 Score 55.928 Data time: 0.1961, Forward time: 2.3284, Backward time: 3.0991, DDP time: 0.0036, Total iter time: 6.0891 [2020-11-05 13:38:05,761][root][INFO] - ===> Epoch[6](141/26): Loss 1.5384, Sem 1.3002, dir -0.3579, norm 0.5961, swav 0.0000 LR: 9.873e-02 Score 62.053 Data time: 0.1797, Forward time: 2.3242, Backward time: 3.1005, DDP time: 0.0036, Total iter time: 5.3078 [2020-11-05 13:38:10,724][root][INFO] - ===> Epoch[6](142/26): Loss 1.6357, Sem 1.2609, dir -0.3165, norm 0.6913, swav 0.0000 LR: 9.872e-02 Score 64.079 Data time: 0.2317, Forward time: 2.3244, Backward time: 3.0947, DDP time: 0.0036, Total iter time: 4.8965 [2020-11-05 13:38:17,779][root][INFO] - ===> Epoch[6](143/26): Loss 1.5156, Sem 1.2931, dir -0.4025, norm 0.6250, swav 0.0000 LR: 9.871e-02 Score 63.261 Data time: 0.2774, Forward time: 2.3268, Backward time: 3.1004, DDP time: 0.0036, Total iter time: 6.9437 [2020-11-05 13:38:25,268][root][INFO] - ===> Epoch[6](144/26): Loss 1.6756, Sem 1.3879, dir -0.3427, norm 0.6304, swav 0.0000 LR: 9.870e-02 Score 58.403 Data time: 0.1989, Forward time: 2.3253, Backward time: 3.1126, DDP time: 0.0036, Total iter time: 7.3374 [2020-11-05 13:38:31,043][root][INFO] - ===> Epoch[6](145/26): Loss 1.6310, Sem 1.3295, dir -0.3349, norm 0.6364, swav 0.0000 LR: 9.869e-02 Score 62.127 Data time: 0.2086, Forward time: 2.3229, Backward time: 3.1147, DDP time: 0.0036, Total iter time: 5.6961 [2020-11-05 13:38:37,221][root][INFO] - ===> Epoch[6](146/26): Loss 1.5140, Sem 1.2788, dir -0.3504, norm 0.5855, swav 0.0000 LR: 9.869e-02 Score 64.753 Data time: 0.2611, Forward time: 2.3259, Backward time: 3.1141, DDP time: 0.0036, Total iter time: 6.1052 [2020-11-05 13:38:43,230][root][INFO] - ===> Epoch[6](147/26): Loss 1.6654, Sem 1.4001, dir -0.3474, norm 0.6127, swav 0.0000 LR: 9.868e-02 Score 58.461 Data time: 0.2297, Forward time: 2.3257, Backward time: 3.1153, DDP time: 0.0036, Total iter time: 5.8938 [2020-11-05 13:38:49,006][root][INFO] - ===> Epoch[6](148/26): Loss 1.7322, Sem 1.4294, dir -0.3298, norm 0.6325, swav 0.0000 LR: 9.867e-02 Score 57.460 Data time: 0.2764, Forward time: 2.3301, Backward time: 3.1104, DDP time: 0.0036, Total iter time: 5.6554 [2020-11-05 13:38:56,510][root][INFO] - ===> Epoch[6](149/26): Loss 1.5742, Sem 1.2938, dir -0.3384, norm 0.6188, swav 0.0000 LR: 9.866e-02 Score 61.968 Data time: 0.2180, Forward time: 2.3289, Backward time: 3.1220, DDP time: 0.0036, Total iter time: 7.3709 [2020-11-05 13:39:01,944][root][INFO] - ===> Epoch[6](150/26): Loss 1.5569, Sem 1.3160, dir -0.3625, norm 0.6034, swav 0.0000 LR: 9.865e-02 Score 62.093 Data time: 0.1728, Forward time: 2.3253, Backward time: 3.1229, DDP time: 0.0036, Total iter time: 5.3259 [2020-11-05 13:39:08,457][root][INFO] - ===> Epoch[6](151/26): Loss 1.5068, Sem 1.2767, dir -0.3407, norm 0.5708, swav 0.0000 LR: 9.864e-02 Score 62.853 Data time: 0.1926, Forward time: 2.3222, Backward time: 3.1302, DDP time: 0.0036, Total iter time: 6.4117 [2020-11-05 13:39:13,791][root][INFO] - ===> Epoch[6](152/26): Loss 1.5333, Sem 1.2566, dir -0.3244, norm 0.6011, swav 0.0000 LR: 9.863e-02 Score 64.080 Data time: 0.2269, Forward time: 2.3225, Backward time: 3.1267, DDP time: 0.0036, Total iter time: 5.2388 [2020-11-05 13:39:18,683][root][INFO] - ===> Epoch[6](153/26): Loss 1.4762, Sem 1.2493, dir -0.3747, norm 0.6016, swav 0.0000 LR: 9.862e-02 Score 63.646 Data time: 0.1618, Forward time: 2.3182, Backward time: 3.1250, DDP time: 0.0036, Total iter time: 4.7810 [2020-11-05 13:39:24,401][root][INFO] - ===> Epoch[6](154/26): Loss 1.6189, Sem 1.3296, dir -0.3493, norm 0.6386, swav 0.0000 LR: 9.861e-02 Score 62.206 Data time: 0.2836, Forward time: 2.3207, Backward time: 3.1215, DDP time: 0.0036, Total iter time: 5.6101 [2020-11-05 13:39:31,064][root][INFO] - ===> Epoch[6](155/26): Loss 1.5931, Sem 1.3119, dir -0.3463, norm 0.6276, swav 0.0000 LR: 9.860e-02 Score 60.703 Data time: 0.4113, Forward time: 2.3276, Backward time: 3.1188, DDP time: 0.0036, Total iter time: 6.5251 [2020-11-05 13:39:37,304][root][INFO] - ===> Epoch[6](156/26): Loss 1.4244, Sem 1.2326, dir -0.3801, norm 0.5719, swav 0.0000 LR: 9.860e-02 Score 64.561 Data time: 0.3016, Forward time: 2.3334, Backward time: 3.1152, DDP time: 0.0036, Total iter time: 6.0942 [2020-11-05 13:39:43,979][root][INFO] - ===> Epoch[7](157/26): Loss 1.6143, Sem 1.4026, dir -0.3949, norm 0.6065, swav 0.0000 LR: 9.859e-02 Score 59.537 Data time: 0.2209, Forward time: 2.3349, Backward time: 3.1187, DDP time: 0.0036, Total iter time: 6.5587 [2020-11-05 13:39:49,721][root][INFO] - ===> Epoch[7](158/26): Loss 1.4780, Sem 1.2356, dir -0.3691, norm 0.6115, swav 0.0000 LR: 9.858e-02 Score 63.543 Data time: 0.2103, Forward time: 2.3347, Backward time: 3.1181, DDP time: 0.0036, Total iter time: 5.6161 [2020-11-05 13:39:55,552][root][INFO] - ===> Epoch[7](159/26): Loss 1.4960, Sem 1.3083, dir -0.3634, norm 0.5510, swav 0.0000 LR: 9.857e-02 Score 63.609 Data time: 0.1837, Forward time: 2.3315, Backward time: 3.1211, DDP time: 0.0036, Total iter time: 5.7159 [2020-11-05 13:40:01,884][root][INFO] - ===> Epoch[7](160/26): Loss 1.4809, Sem 1.2042, dir -0.3439, norm 0.6207, swav 0.0000 LR: 9.856e-02 Score 67.246 Data time: 0.1819, Forward time: 2.3287, Backward time: 3.1267, DDP time: 0.0036, Total iter time: 6.2338 [2020-11-05 13:40:07,045][root][INFO] - ===> Epoch[7](161/26): Loss 1.7131, Sem 1.4623, dir -0.3952, norm 0.6460, swav 0.0000 LR: 9.855e-02 Score 57.683 Data time: 0.2037, Forward time: 2.3268, Backward time: 3.1242, DDP time: 0.0036, Total iter time: 5.0394 [2020-11-05 13:40:11,703][root][INFO] - ===> Epoch[7](162/26): Loss 1.6545, Sem 1.4122, dir -0.3693, norm 0.6116, swav 0.0000 LR: 9.854e-02 Score 59.795 Data time: 0.2276, Forward time: 2.3272, Backward time: 3.1169, DDP time: 0.0036, Total iter time: 4.5677 [2020-11-05 13:40:16,922][root][INFO] - ===> Epoch[7](163/26): Loss 1.5471, Sem 1.2954, dir -0.3559, norm 0.6075, swav 0.0000 LR: 9.853e-02 Score 62.001 Data time: 0.2480, Forward time: 2.3282, Backward time: 3.1121, DDP time: 0.0036, Total iter time: 5.0991 [2020-11-05 13:40:23,184][root][INFO] - ===> Epoch[7](164/26): Loss 1.3444, Sem 1.0976, dir -0.3437, norm 0.5905, swav 0.0000 LR: 9.852e-02 Score 68.370 Data time: 0.2992, Forward time: 2.3340, Backward time: 3.1086, DDP time: 0.0036, Total iter time: 6.1299 [2020-11-05 13:40:28,393][root][INFO] - ===> Epoch[7](165/26): Loss 1.6887, Sem 1.3612, dir -0.3336, norm 0.6610, swav 0.0000 LR: 9.851e-02 Score 59.290 Data time: 0.2007, Forward time: 2.3332, Backward time: 3.1056, DDP time: 0.0036, Total iter time: 5.0957 [2020-11-05 13:40:34,132][root][INFO] - ===> Epoch[7](166/26): Loss 1.5606, Sem 1.2659, dir -0.3581, norm 0.6528, swav 0.0000 LR: 9.850e-02 Score 62.885 Data time: 0.2238, Forward time: 2.3338, Backward time: 3.1044, DDP time: 0.0036, Total iter time: 5.6128 [2020-11-05 13:40:39,652][root][INFO] - ===> Epoch[7](167/26): Loss 1.4882, Sem 1.2827, dir -0.4051, norm 0.6107, swav 0.0000 LR: 9.850e-02 Score 63.243 Data time: 0.1630, Forward time: 2.3305, Backward time: 3.1057, DDP time: 0.0036, Total iter time: 5.4032 [2020-11-05 13:40:46,774][root][INFO] - ===> Epoch[7](168/26): Loss 1.5519, Sem 1.3344, dir -0.3679, norm 0.5853, swav 0.0000 LR: 9.849e-02 Score 62.125 Data time: 0.1543, Forward time: 2.3261, Backward time: 3.1175, DDP time: 0.0036, Total iter time: 7.0354 [2020-11-05 13:40:52,634][root][INFO] - ===> Epoch[7](169/26): Loss 1.4667, Sem 1.2201, dir -0.3877, norm 0.6342, swav 0.0000 LR: 9.848e-02 Score 63.836 Data time: 0.2600, Forward time: 2.3282, Backward time: 3.1159, DDP time: 0.0036, Total iter time: 5.8001 [2020-11-05 13:40:58,707][root][INFO] - ===> Epoch[7](170/26): Loss 1.5849, Sem 1.3269, dir -0.3768, norm 0.6347, swav 0.0000 LR: 9.847e-02 Score 63.641 Data time: 0.2402, Forward time: 2.3302, Backward time: 3.1150, DDP time: 0.0036, Total iter time: 5.9310 [2020-11-05 13:41:03,711][root][INFO] - ===> Epoch[7](171/26): Loss 1.5335, Sem 1.3073, dir -0.3507, norm 0.5769, swav 0.0000 LR: 9.846e-02 Score 60.749 Data time: 0.1711, Forward time: 2.3270, Backward time: 3.1133, DDP time: 0.0036, Total iter time: 4.8867 [2020-11-05 13:41:09,928][root][INFO] - ===> Epoch[7](172/26): Loss 1.6213, Sem 1.3795, dir -0.3689, norm 0.6106, swav 0.0000 LR: 9.845e-02 Score 60.361 Data time: 0.2377, Forward time: 2.3291, Backward time: 3.1137, DDP time: 0.0036, Total iter time: 6.1314 [2020-11-05 13:41:15,882][root][INFO] - ===> Epoch[7](173/26): Loss 1.6410, Sem 1.3876, dir -0.3731, norm 0.6265, swav 0.0000 LR: 9.844e-02 Score 60.179 Data time: 0.2001, Forward time: 2.3275, Backward time: 3.1157, DDP time: 0.0036, Total iter time: 5.8251 [2020-11-05 13:41:20,879][root][INFO] - ===> Epoch[7](174/26): Loss 1.4660, Sem 1.2579, dir -0.3934, norm 0.6015, swav 0.0000 LR: 9.843e-02 Score 62.970 Data time: 0.2664, Forward time: 2.3266, Backward time: 3.1118, DDP time: 0.0036, Total iter time: 4.9078 [2020-11-05 13:41:26,146][root][INFO] - ===> Epoch[7](175/26): Loss 1.5503, Sem 1.3540, dir -0.3904, norm 0.5867, swav 0.0000 LR: 9.842e-02 Score 60.916 Data time: 0.2349, Forward time: 2.3277, Backward time: 3.1076, DDP time: 0.0036, Total iter time: 5.1638 [2020-11-05 13:41:32,076][root][INFO] - ===> Epoch[7](176/26): Loss 1.4760, Sem 1.2495, dir -0.3917, norm 0.6182, swav 0.0000 LR: 9.841e-02 Score 62.833 Data time: 0.2333, Forward time: 2.3285, Backward time: 3.1073, DDP time: 0.0036, Total iter time: 5.8124 [2020-11-05 13:41:37,196][root][INFO] - ===> Epoch[7](177/26): Loss 1.6174, Sem 1.3776, dir -0.4089, norm 0.6487, swav 0.0000 LR: 9.841e-02 Score 59.258 Data time: 0.2299, Forward time: 2.3288, Backward time: 3.1031, DDP time: 0.0036, Total iter time: 5.0061 [2020-11-05 13:41:43,090][root][INFO] - ===> Epoch[7](178/26): Loss 1.4884, Sem 1.2628, dir -0.3718, norm 0.5974, swav 0.0000 LR: 9.840e-02 Score 63.022 Data time: 0.2585, Forward time: 2.3314, Backward time: 3.1008, DDP time: 0.0036, Total iter time: 5.7843 [2020-11-05 13:41:49,479][root][INFO] - ===> Epoch[7](179/26): Loss 1.5648, Sem 1.3494, dir -0.3913, norm 0.6067, swav 0.0000 LR: 9.839e-02 Score 61.630 Data time: 0.2228, Forward time: 2.3298, Backward time: 3.1051, DDP time: 0.0036, Total iter time: 6.2638 [2020-11-05 13:41:54,662][root][INFO] - ===> Epoch[7](180/26): Loss 1.5803, Sem 1.3247, dir -0.4004, norm 0.6560, swav 0.0000 LR: 9.838e-02 Score 61.397 Data time: 0.2287, Forward time: 2.3302, Backward time: 3.1013, DDP time: 0.0036, Total iter time: 5.0875 [2020-11-05 13:42:00,607][root][INFO] - ===> Epoch[7](181/26): Loss 1.5382, Sem 1.2789, dir -0.3782, norm 0.6375, swav 0.0000 LR: 9.837e-02 Score 62.644 Data time: 0.2825, Forward time: 2.3342, Backward time: 3.0978, DDP time: 0.0036, Total iter time: 5.8264 [2020-11-05 13:42:06,407][root][INFO] - ===> Epoch[7](182/26): Loss 1.3040, Sem 1.1382, dir -0.4020, norm 0.5677, swav 0.0000 LR: 9.836e-02 Score 68.176 Data time: 0.2402, Forward time: 2.3368, Backward time: 3.0951, DDP time: 0.0036, Total iter time: 5.6744 [2020-11-05 13:42:11,676][root][INFO] - ===> Epoch[8](183/26): Loss 1.5418, Sem 1.2825, dir -0.3737, norm 0.6331, swav 0.0000 LR: 9.835e-02 Score 62.445 Data time: 0.1739, Forward time: 2.3336, Backward time: 3.0952, DDP time: 0.0036, Total iter time: 5.1523 [2020-11-05 13:42:17,588][root][INFO] - ===> Epoch[8](184/26): Loss 1.6140, Sem 1.4136, dir -0.4109, norm 0.6112, swav 0.0000 LR: 9.834e-02 Score 57.282 Data time: 0.3024, Forward time: 2.3374, Backward time: 3.0919, DDP time: 0.0036, Total iter time: 5.8320 [2020-11-05 13:42:24,780][root][INFO] - ===> Epoch[8](185/26): Loss 1.5440, Sem 1.3228, dir -0.3767, norm 0.5979, swav 0.0000 LR: 9.833e-02 Score 61.770 Data time: 0.2381, Forward time: 2.3383, Backward time: 3.0977, DDP time: 0.0036, Total iter time: 7.0413 [2020-11-05 13:42:31,472][root][INFO] - ===> Epoch[8](186/26): Loss 1.4572, Sem 1.2342, dir -0.3954, norm 0.6184, swav 0.0000 LR: 9.832e-02 Score 64.715 Data time: 0.1736, Forward time: 2.3355, Backward time: 3.1050, DDP time: 0.0036, Total iter time: 6.5973 [2020-11-05 13:42:37,933][root][INFO] - ===> Epoch[8](187/26): Loss 1.3575, Sem 1.1747, dir -0.3840, norm 0.5668, swav 0.0000 LR: 9.832e-02 Score 65.307 Data time: 0.2527, Forward time: 2.3379, Backward time: 3.1059, DDP time: 0.0036, Total iter time: 6.3858 [2020-11-05 13:42:42,772][root][INFO] - ===> Epoch[8](188/26): Loss 1.4943, Sem 1.2687, dir -0.3862, norm 0.6118, swav 0.0000 LR: 9.831e-02 Score 63.901 Data time: 0.2307, Forward time: 2.3379, Backward time: 3.1007, DDP time: 0.0036, Total iter time: 4.7263 [2020-11-05 13:42:48,180][root][INFO] - ===> Epoch[8](189/26): Loss 1.5619, Sem 1.3713, dir -0.3945, norm 0.5851, swav 0.0000 LR: 9.830e-02 Score 59.638 Data time: 0.2680, Forward time: 2.3406, Backward time: 3.0957, DDP time: 0.0036, Total iter time: 5.2948 [2020-11-05 13:42:54,712][root][INFO] - ===> Epoch[8](190/26): Loss 1.5472, Sem 1.3236, dir -0.4116, norm 0.6353, swav 0.0000 LR: 9.829e-02 Score 59.119 Data time: 0.2234, Forward time: 2.3395, Backward time: 3.1001, DDP time: 0.0036, Total iter time: 6.3988 [2020-11-05 13:43:00,526][root][INFO] - ===> Epoch[8](191/26): Loss 1.4654, Sem 1.2163, dir -0.4005, norm 0.6497, swav 0.0000 LR: 9.828e-02 Score 64.592 Data time: 0.2792, Forward time: 2.3426, Backward time: 3.0968, DDP time: 0.0036, Total iter time: 5.7136 [2020-11-05 13:43:06,074][root][INFO] - ===> Epoch[8](192/26): Loss 1.4354, Sem 1.2355, dir -0.4038, norm 0.6037, swav 0.0000 LR: 9.827e-02 Score 63.981 Data time: 0.2972, Forward time: 2.3454, Backward time: 3.0923, DDP time: 0.0036, Total iter time: 5.4190 [2020-11-05 13:43:12,738][root][INFO] - ===> Epoch[8](193/26): Loss 1.4824, Sem 1.2631, dir -0.3855, norm 0.6048, swav 0.0000 LR: 9.826e-02 Score 62.804 Data time: 0.2615, Forward time: 2.3488, Backward time: 3.0931, DDP time: 0.0036, Total iter time: 6.5668 [2020-11-05 13:43:18,094][root][INFO] - ===> Epoch[8](194/26): Loss 1.4421, Sem 1.2432, dir -0.3999, norm 0.5988, swav 0.0000 LR: 9.825e-02 Score 63.640 Data time: 0.1716, Forward time: 2.3465, Backward time: 3.0930, DDP time: 0.0036, Total iter time: 5.2386 [2020-11-05 13:43:23,770][root][INFO] - ===> Epoch[8](195/26): Loss 1.5893, Sem 1.3343, dir -0.3977, norm 0.6527, swav 0.0000 LR: 9.824e-02 Score 61.339 Data time: 0.1971, Forward time: 2.3444, Backward time: 3.0942, DDP time: 0.0036, Total iter time: 5.5736 [2020-11-05 13:43:28,746][root][INFO] - ===> Epoch[8](196/26): Loss 1.3910, Sem 1.2436, dir -0.4419, norm 0.5893, swav 0.0000 LR: 9.823e-02 Score 63.685 Data time: 0.1569, Forward time: 2.3408, Backward time: 3.0936, DDP time: 0.0036, Total iter time: 4.8607 [2020-11-05 13:43:34,733][root][INFO] - ===> Epoch[8](197/26): Loss 1.4790, Sem 1.2719, dir -0.3953, norm 0.6024, swav 0.0000 LR: 9.823e-02 Score 64.233 Data time: 0.1617, Forward time: 2.3383, Backward time: 3.0973, DDP time: 0.0036, Total iter time: 5.9273 [2020-11-05 13:43:39,753][root][INFO] - ===> Epoch[8](198/26): Loss 1.4257, Sem 1.2552, dir -0.4065, norm 0.5770, swav 0.0000 LR: 9.822e-02 Score 63.784 Data time: 0.1929, Forward time: 2.3361, Backward time: 3.0956, DDP time: 0.0036, Total iter time: 4.9221 [2020-11-05 13:43:45,859][root][INFO] - ===> Epoch[8](199/26): Loss 1.4496, Sem 1.2985, dir -0.4399, norm 0.5911, swav 0.0000 LR: 9.821e-02 Score 61.689 Data time: 0.3096, Forward time: 2.3400, Backward time: 3.0930, DDP time: 0.0036, Total iter time: 6.0066 [2020-11-05 13:43:51,196][root][INFO] - ===> Epoch[8](200/26): Loss 1.4966, Sem 1.2726, dir -0.3914, norm 0.6154, swav 0.0000 LR: 9.820e-02 Score 63.146 Data time: 0.1784, Forward time: 2.3389, Backward time: 3.0916, DDP time: 0.0036, Total iter time: 5.2037 [2020-11-05 13:43:56,360][root][INFO] - ===> Epoch[8](201/26): Loss 1.3757, Sem 1.1943, dir -0.3997, norm 0.5811, swav 0.0000 LR: 9.819e-02 Score 67.266 Data time: 0.1621, Forward time: 2.3356, Backward time: 3.0918, DDP time: 0.0036, Total iter time: 5.0615 [2020-11-05 13:44:02,443][root][INFO] - ===> Epoch[8](202/26): Loss 1.5044, Sem 1.2994, dir -0.4028, norm 0.6078, swav 0.0000 LR: 9.818e-02 Score 60.334 Data time: 0.2270, Forward time: 2.3352, Backward time: 3.0930, DDP time: 0.0036, Total iter time: 5.9848 [2020-11-05 13:44:08,251][root][INFO] - ===> Epoch[8](203/26): Loss 1.4033, Sem 1.2648, dir -0.4209, norm 0.5594, swav 0.0000 LR: 9.817e-02 Score 62.733 Data time: 0.2532, Forward time: 2.3360, Backward time: 3.0919, DDP time: 0.0036, Total iter time: 5.6935 [2020-11-05 13:44:13,084][root][INFO] - ===> Epoch[8](204/26): Loss 1.5406, Sem 1.3701, dir -0.4374, norm 0.6078, swav 0.0000 LR: 9.816e-02 Score 61.779 Data time: 0.1588, Forward time: 2.3331, Backward time: 3.0901, DDP time: 0.0036, Total iter time: 4.7259 [2020-11-05 13:44:18,149][root][INFO] - ===> Epoch[8](205/26): Loss 1.5662, Sem 1.4044, dir -0.4249, norm 0.5867, swav 0.0000 LR: 9.815e-02 Score 57.490 Data time: 0.1910, Forward time: 2.3316, Backward time: 3.0882, DDP time: 0.0037, Total iter time: 4.9805 [2020-11-05 13:44:23,553][root][INFO] - ===> Epoch[8](206/26): Loss 1.3524, Sem 1.1475, dir -0.4331, norm 0.6379, swav 0.0000 LR: 9.814e-02 Score 66.394 Data time: 0.1609, Forward time: 2.3279, Backward time: 3.0898, DDP time: 0.0037, Total iter time: 5.2671 [2020-11-05 13:44:28,672][root][INFO] - ===> Epoch[8](207/26): Loss 1.3987, Sem 1.2733, dir -0.4345, norm 0.5599, swav 0.0000 LR: 9.814e-02 Score 62.743 Data time: 0.2796, Forward time: 2.3293, Backward time: 3.0851, DDP time: 0.0036, Total iter time: 5.0292 [2020-11-05 13:44:33,141][root][INFO] - ===> Epoch[8](208/26): Loss 1.3908, Sem 1.2820, dir -0.4683, norm 0.5771, swav 0.0000 LR: 9.813e-02 Score 61.830 Data time: 0.2162, Forward time: 2.3291, Backward time: 3.0789, DDP time: 0.0036, Total iter time: 4.3224 [2020-11-05 13:44:38,730][root][INFO] - ===> Epoch[9](209/26): Loss 1.2893, Sem 1.1034, dir -0.4180, norm 0.6039, swav 0.0000 LR: 9.812e-02 Score 67.817 Data time: 0.1946, Forward time: 2.3257, Backward time: 3.0807, DDP time: 0.0036, Total iter time: 5.4660 [2020-11-05 13:44:44,982][root][INFO] - ===> Epoch[9](210/26): Loss 1.4729, Sem 1.2814, dir -0.3994, norm 0.5909, swav 0.0000 LR: 9.811e-02 Score 60.508 Data time: 0.2215, Forward time: 2.3262, Backward time: 3.0825, DDP time: 0.0036, Total iter time: 6.1625 [2020-11-05 13:44:51,161][root][INFO] - ===> Epoch[9](211/26): Loss 1.5475, Sem 1.3589, dir -0.4500, norm 0.6386, swav 0.0000 LR: 9.810e-02 Score 59.692 Data time: 0.2249, Forward time: 2.3259, Backward time: 3.0842, DDP time: 0.0036, Total iter time: 6.0379 [2020-11-05 13:44:57,113][root][INFO] - ===> Epoch[9](212/26): Loss 1.4339, Sem 1.2751, dir -0.4589, norm 0.6178, swav 0.0000 LR: 9.809e-02 Score 63.458 Data time: 0.2436, Forward time: 2.3264, Backward time: 3.0842, DDP time: 0.0037, Total iter time: 5.8045 [2020-11-05 13:45:03,580][root][INFO] - ===> Epoch[9](213/26): Loss 1.5524, Sem 1.3114, dir -0.4198, norm 0.6607, swav 0.0000 LR: 9.808e-02 Score 62.045 Data time: 0.3535, Forward time: 2.3312, Backward time: 3.0820, DDP time: 0.0036, Total iter time: 6.3456 [2020-11-05 13:45:09,089][root][INFO] - ===> Epoch[9](214/26): Loss 1.5118, Sem 1.3459, dir -0.4618, norm 0.6277, swav 0.0000 LR: 9.807e-02 Score 59.805 Data time: 0.2108, Forward time: 2.3314, Backward time: 3.0803, DDP time: 0.0036, Total iter time: 5.3603 [2020-11-05 13:45:14,643][root][INFO] - ===> Epoch[9](215/26): Loss 1.4579, Sem 1.2610, dir -0.4274, norm 0.6242, swav 0.0000 LR: 9.806e-02 Score 64.023 Data time: 0.2589, Forward time: 2.3325, Backward time: 3.0778, DDP time: 0.0036, Total iter time: 5.4358 [2020-11-05 13:45:20,403][root][INFO] - ===> Epoch[9](216/26): Loss 1.4104, Sem 1.2198, dir -0.4100, norm 0.6006, swav 0.0000 LR: 9.805e-02 Score 64.625 Data time: 0.1432, Forward time: 2.3290, Backward time: 3.0809, DDP time: 0.0036, Total iter time: 5.5919 [2020-11-05 13:45:26,449][root][INFO] - ===> Epoch[9](217/26): Loss 1.4733, Sem 1.1972, dir -0.4023, norm 0.6784, swav 0.0000 LR: 9.805e-02 Score 65.432 Data time: 0.1710, Forward time: 2.3261, Backward time: 3.0848, DDP time: 0.0036, Total iter time: 5.9473 [2020-11-05 13:45:34,250][root][INFO] - ===> Epoch[9](218/26): Loss 1.4357, Sem 1.2385, dir -0.4263, norm 0.6235, swav 0.0000 LR: 9.804e-02 Score 63.484 Data time: 0.2972, Forward time: 2.3283, Backward time: 3.0913, DDP time: 0.0036, Total iter time: 7.6951 [2020-11-05 13:45:39,977][root][INFO] - ===> Epoch[9](219/26): Loss 1.4027, Sem 1.2465, dir -0.4321, norm 0.5883, swav 0.0000 LR: 9.803e-02 Score 63.887 Data time: 0.1851, Forward time: 2.3275, Backward time: 3.0915, DDP time: 0.0036, Total iter time: 5.5931 [2020-11-05 13:45:45,355][root][INFO] - ===> Epoch[9](220/26): Loss 1.4890, Sem 1.2761, dir -0.4226, norm 0.6355, swav 0.0000 LR: 9.802e-02 Score 63.678 Data time: 0.1395, Forward time: 2.3240, Backward time: 3.0931, DDP time: 0.0037, Total iter time: 5.2605 [2020-11-05 13:45:51,134][root][INFO] - ===> Epoch[9](221/26): Loss 1.4882, Sem 1.3338, dir -0.4244, norm 0.5788, swav 0.0000 LR: 9.801e-02 Score 60.882 Data time: 0.1722, Forward time: 2.3214, Backward time: 3.0957, DDP time: 0.0037, Total iter time: 5.7075 [2020-11-05 13:45:56,378][root][INFO] - ===> Epoch[9](222/26): Loss 1.4697, Sem 1.3550, dir -0.4516, norm 0.5662, swav 0.0000 LR: 9.800e-02 Score 58.218 Data time: 0.1916, Forward time: 2.3189, Backward time: 3.0958, DDP time: 0.0037, Total iter time: 5.1599 [2020-11-05 13:46:03,170][root][INFO] - ===> Epoch[9](223/26): Loss 1.3213, Sem 1.1116, dir -0.4105, norm 0.6202, swav 0.0000 LR: 9.799e-02 Score 68.186 Data time: 0.2292, Forward time: 2.3208, Backward time: 3.0984, DDP time: 0.0037, Total iter time: 6.7142 [2020-11-05 13:46:08,043][root][INFO] - ===> Epoch[9](224/26): Loss 1.3667, Sem 1.2474, dir -0.4379, norm 0.5572, swav 0.0000 LR: 9.798e-02 Score 62.122 Data time: 0.1618, Forward time: 2.3181, Backward time: 3.0969, DDP time: 0.0037, Total iter time: 4.7429 [2020-11-05 13:46:14,740][root][INFO] - ===> Epoch[9](225/26): Loss 1.4072, Sem 1.2449, dir -0.4098, norm 0.5722, swav 0.0000 LR: 9.797e-02 Score 63.055 Data time: 0.2448, Forward time: 2.3190, Backward time: 3.0999, DDP time: 0.0037, Total iter time: 6.6061 [2020-11-05 13:46:20,396][root][INFO] - ===> Epoch[9](226/26): Loss 1.1548, Sem 1.0544, dir -0.4475, norm 0.5479, swav 0.0000 LR: 9.796e-02 Score 69.930 Data time: 0.2617, Forward time: 2.3210, Backward time: 3.0970, DDP time: 0.0037, Total iter time: 5.5134 [2020-11-05 13:46:26,738][root][INFO] - ===> Epoch[9](227/26): Loss 1.2126, Sem 1.0943, dir -0.4271, norm 0.5455, swav 0.0000 LR: 9.795e-02 Score 69.065 Data time: 0.2718, Forward time: 2.3232, Backward time: 3.0967, DDP time: 0.0037, Total iter time: 6.2105 [2020-11-05 13:46:32,977][root][INFO] - ===> Epoch[9](228/26): Loss 1.3057, Sem 1.1356, dir -0.4165, norm 0.5866, swav 0.0000 LR: 9.795e-02 Score 67.329 Data time: 0.3235, Forward time: 2.3270, Backward time: 3.0946, DDP time: 0.0037, Total iter time: 6.1161 [2020-11-05 13:46:38,927][root][INFO] - ===> Epoch[9](229/26): Loss 1.4382, Sem 1.2442, dir -0.4450, norm 0.6390, swav 0.0000 LR: 9.794e-02 Score 63.102 Data time: 0.2535, Forward time: 2.3301, Backward time: 3.0917, DDP time: 0.0037, Total iter time: 5.8129 [2020-11-05 13:46:43,731][root][INFO] - ===> Epoch[9](230/26): Loss 1.1055, Sem 1.0113, dir -0.4551, norm 0.5493, swav 0.0000 LR: 9.793e-02 Score 70.142 Data time: 0.1810, Forward time: 2.3281, Backward time: 3.0893, DDP time: 0.0037, Total iter time: 4.6761 [2020-11-05 13:46:49,235][root][INFO] - ===> Epoch[9](231/26): Loss 1.3271, Sem 1.2373, dir -0.4832, norm 0.5731, swav 0.0000 LR: 9.792e-02 Score 63.998 Data time: 0.2109, Forward time: 2.3274, Backward time: 3.0886, DDP time: 0.0037, Total iter time: 5.3942 [2020-11-05 13:46:55,005][root][INFO] - ===> Epoch[9](232/26): Loss 1.3375, Sem 1.1682, dir -0.4458, norm 0.6152, swav 0.0000 LR: 9.791e-02 Score 65.863 Data time: 0.2311, Forward time: 2.3256, Backward time: 3.0901, DDP time: 0.0037, Total iter time: 5.6624 [2020-11-05 13:47:00,141][root][INFO] - ===> Epoch[9](233/26): Loss 1.4075, Sem 1.2950, dir -0.4452, norm 0.5578, swav 0.0000 LR: 9.790e-02 Score 61.561 Data time: 0.2523, Forward time: 2.3262, Backward time: 3.0867, DDP time: 0.0037, Total iter time: 5.0625 [2020-11-05 13:47:06,665][root][INFO] - ===> Epoch[9](234/26): Loss 1.4105, Sem 1.2805, dir -0.4483, norm 0.5784, swav 0.0000 LR: 9.789e-02 Score 61.904 Data time: 0.2969, Forward time: 2.3286, Backward time: 3.0870, DDP time: 0.0037, Total iter time: 6.3989 [2020-11-05 13:47:11,982][root][INFO] - ===> Epoch[10](235/26): Loss 1.4620, Sem 1.2920, dir -0.4324, norm 0.6025, swav 0.0000 LR: 9.788e-02 Score 60.782 Data time: 0.1909, Forward time: 2.3268, Backward time: 3.0865, DDP time: 0.0037, Total iter time: 5.1513 [2020-11-05 13:47:18,000][root][INFO] - ===> Epoch[10](236/26): Loss 1.3604, Sem 1.2148, dir -0.4405, norm 0.5861, swav 0.0000 LR: 9.787e-02 Score 64.299 Data time: 0.2065, Forward time: 2.3266, Backward time: 3.0876, DDP time: 0.0037, Total iter time: 5.9109 [2020-11-05 13:47:23,568][root][INFO] - ===> Epoch[10](237/26): Loss 1.4092, Sem 1.2011, dir -0.3987, norm 0.6068, swav 0.0000 LR: 9.786e-02 Score 65.029 Data time: 0.2100, Forward time: 2.3261, Backward time: 3.0871, DDP time: 0.0037, Total iter time: 5.4568 [2020-11-05 13:47:30,942][root][INFO] - ===> Epoch[10](238/26): Loss 1.4858, Sem 1.3221, dir -0.4564, norm 0.6202, swav 0.0000 LR: 9.786e-02 Score 60.753 Data time: 0.1658, Forward time: 2.3245, Backward time: 3.0950, DDP time: 0.0037, Total iter time: 7.2708 [2020-11-05 13:47:35,886][root][INFO] - ===> Epoch[10](239/26): Loss 1.3612, Sem 1.2312, dir -0.4648, norm 0.5948, swav 0.0000 LR: 9.785e-02 Score 63.712 Data time: 0.1610, Forward time: 2.3219, Backward time: 3.0943, DDP time: 0.0037, Total iter time: 4.8630 [2020-11-05 13:47:41,430][root][INFO] - ===> Epoch[10](240/26): Loss 1.4369, Sem 1.2364, dir -0.4464, norm 0.6468, swav 0.0000 LR: 9.784e-02 Score 65.137 Data time: 0.2212, Forward time: 2.3214, Backward time: 3.0938, DDP time: 0.0037, Total iter time: 5.4435 [2020-11-05 13:47:47,308][root][INFO] - ===> Epoch[10](241/26): Loss 1.5063, Sem 1.3396, dir -0.4178, norm 0.5846, swav 0.0000 LR: 9.783e-02 Score 59.015 Data time: 0.2188, Forward time: 2.3217, Backward time: 3.0937, DDP time: 0.0037, Total iter time: 5.7323 [2020-11-05 13:47:53,801][root][INFO] - ===> Epoch[10](242/26): Loss 1.4494, Sem 1.2556, dir -0.4504, norm 0.6443, swav 0.0000 LR: 9.782e-02 Score 63.823 Data time: 0.1769, Forward time: 2.3200, Backward time: 3.0979, DDP time: 0.0037, Total iter time: 6.3344 [2020-11-05 13:47:58,719][root][INFO] - ===> Epoch[10](243/26): Loss 1.3893, Sem 1.2544, dir -0.4629, norm 0.5978, swav 0.0000 LR: 9.781e-02 Score 62.051 Data time: 0.1831, Forward time: 2.3183, Backward time: 3.0960, DDP time: 0.0037, Total iter time: 4.7849 [2020-11-05 13:48:03,025][root][INFO] - ===> Epoch[10](244/26): Loss 1.3300, Sem 1.1813, dir -0.4367, norm 0.5854, swav 0.0000 LR: 9.780e-02 Score 64.100 Data time: 0.1790, Forward time: 2.3164, Backward time: 3.0920, DDP time: 0.0037, Total iter time: 4.2038 [2020-11-05 13:48:09,796][root][INFO] - ===> Epoch[10](245/26): Loss 1.3208, Sem 1.1960, dir -0.4288, norm 0.5536, swav 0.0000 LR: 9.779e-02 Score 65.007 Data time: 0.2355, Forward time: 2.3159, Backward time: 3.0962, DDP time: 0.0037, Total iter time: 6.6687 [2020-11-05 13:48:16,329][root][INFO] - ===> Epoch[10](246/26): Loss 1.3615, Sem 1.2389, dir -0.4717, norm 0.5943, swav 0.0000 LR: 9.778e-02 Score 63.148 Data time: 0.3466, Forward time: 2.3199, Backward time: 3.0948, DDP time: 0.0037, Total iter time: 6.4009 [2020-11-05 13:48:22,817][root][INFO] - ===> Epoch[10](247/26): Loss 1.2449, Sem 1.1134, dir -0.4688, norm 0.6003, swav 0.0000 LR: 9.777e-02 Score 68.198 Data time: 0.3275, Forward time: 2.3242, Backward time: 3.0929, DDP time: 0.0037, Total iter time: 6.3596 [2020-11-05 13:48:29,162][root][INFO] - ===> Epoch[10](248/26): Loss 1.4167, Sem 1.2165, dir -0.4443, norm 0.6446, swav 0.0000 LR: 9.777e-02 Score 63.567 Data time: 0.2741, Forward time: 2.3272, Backward time: 3.0919, DDP time: 0.0037, Total iter time: 6.2421 [2020-11-05 13:48:34,963][root][INFO] - ===> Epoch[10](249/26): Loss 1.3691, Sem 1.1951, dir -0.4323, norm 0.6063, swav 0.0000 LR: 9.776e-02 Score 64.296 Data time: 0.1912, Forward time: 2.3260, Backward time: 3.0929, DDP time: 0.0037, Total iter time: 5.6619 [2020-11-05 13:48:41,157][root][INFO] - ===> Epoch[10](250/26): Loss 1.3665, Sem 1.1737, dir -0.4393, norm 0.6321, swav 0.0000 LR: 9.775e-02 Score 64.771 Data time: 0.2221, Forward time: 2.3255, Backward time: 3.0947, DDP time: 0.0037, Total iter time: 6.0860 [2020-11-05 13:48:47,116][root][INFO] - ===> Epoch[10](251/26): Loss 1.3406, Sem 1.2246, dir -0.4709, norm 0.5869, swav 0.0000 LR: 9.774e-02 Score 63.891 Data time: 0.2455, Forward time: 2.3259, Backward time: 3.0949, DDP time: 0.0037, Total iter time: 5.8626 [2020-11-05 13:48:52,386][root][INFO] - ===> Epoch[10](252/26): Loss 1.3123, Sem 1.2517, dir -0.4955, norm 0.5562, swav 0.0000 LR: 9.773e-02 Score 62.325 Data time: 0.1805, Forward time: 2.3240, Backward time: 3.0945, DDP time: 0.0037, Total iter time: 5.1426 [2020-11-05 13:48:58,576][root][INFO] - ===> Epoch[10](253/26): Loss 1.4641, Sem 1.3309, dir -0.4674, norm 0.6006, swav 0.0000 LR: 9.772e-02 Score 59.965 Data time: 0.2797, Forward time: 2.3259, Backward time: 3.0940, DDP time: 0.0037, Total iter time: 6.1013 [2020-11-05 13:49:05,147][root][INFO] - ===> Epoch[10](254/26): Loss 1.4243, Sem 1.2650, dir -0.4481, norm 0.6074, swav 0.0000 LR: 9.771e-02 Score 60.963 Data time: 0.1344, Forward time: 2.3223, Backward time: 3.1005, DDP time: 0.0037, Total iter time: 6.4411 [2020-11-05 13:49:10,812][root][INFO] - ===> Epoch[10](255/26): Loss 1.3321, Sem 1.1717, dir -0.4681, norm 0.6285, swav 0.0000 LR: 9.770e-02 Score 65.069 Data time: 0.2686, Forward time: 2.3248, Backward time: 3.0976, DDP time: 0.0037, Total iter time: 5.6013 [2020-11-05 13:49:16,594][root][INFO] - ===> Epoch[10](256/26): Loss 1.3082, Sem 1.1548, dir -0.4382, norm 0.5916, swav 0.0000 LR: 9.769e-02 Score 65.926 Data time: 0.2250, Forward time: 2.3246, Backward time: 3.0973, DDP time: 0.0037, Total iter time: 5.6582 [2020-11-05 13:49:23,833][root][INFO] - ===> Epoch[10](257/26): Loss 1.2530, Sem 1.0738, dir -0.4242, norm 0.6034, swav 0.0000 LR: 9.768e-02 Score 68.597 Data time: 0.1879, Forward time: 2.3236, Backward time: 3.1036, DDP time: 0.0037, Total iter time: 7.1408 [2020-11-05 13:49:30,217][root][INFO] - ===> Epoch[10](258/26): Loss 1.3239, Sem 1.2126, dir -0.4443, norm 0.5556, swav 0.0000 LR: 9.768e-02 Score 64.404 Data time: 0.2407, Forward time: 2.3236, Backward time: 3.1056, DDP time: 0.0037, Total iter time: 6.2821 [2020-11-05 13:49:35,416][root][INFO] - ===> Epoch[10](259/26): Loss 1.2749, Sem 1.1975, dir -0.4860, norm 0.5634, swav 0.0000 LR: 9.767e-02 Score 65.773 Data time: 0.1839, Forward time: 2.3226, Backward time: 3.1043, DDP time: 0.0037, Total iter time: 5.0828 [2020-11-05 13:49:40,226][root][INFO] - ===> Epoch[10](260/26): Loss 1.2894, Sem 1.1639, dir -0.4481, norm 0.5736, swav 0.0000 LR: 9.766e-02 Score 65.127 Data time: 0.1921, Forward time: 2.3206, Backward time: 3.1025, DDP time: 0.0037, Total iter time: 4.7102 [2020-11-05 13:49:45,564][root][INFO] - ===> Epoch[11](261/26): Loss 1.3051, Sem 1.1763, dir -0.4731, norm 0.6019, swav 0.0000 LR: 9.765e-02 Score 65.977 Data time: 0.2044, Forward time: 2.3198, Backward time: 3.1014, DDP time: 0.0037, Total iter time: 5.2029 [2020-11-05 13:49:52,266][root][INFO] - ===> Epoch[11](262/26): Loss 1.4922, Sem 1.2772, dir -0.4507, norm 0.6657, swav 0.0000 LR: 9.764e-02 Score 61.169 Data time: 0.2399, Forward time: 2.3200, Backward time: 3.1043, DDP time: 0.0037, Total iter time: 6.6007 [2020-11-05 13:49:57,073][root][INFO] - ===> Epoch[11](263/26): Loss 1.3015, Sem 1.2216, dir -0.4868, norm 0.5667, swav 0.0000 LR: 9.763e-02 Score 63.190 Data time: 0.1995, Forward time: 2.3194, Backward time: 3.1012, DDP time: 0.0037, Total iter time: 4.6753 [2020-11-05 13:50:02,094][root][INFO] - ===> Epoch[11](264/26): Loss 1.1715, Sem 1.0373, dir -0.4432, norm 0.5774, swav 0.0000 LR: 9.762e-02 Score 69.311 Data time: 0.2034, Forward time: 2.3176, Backward time: 3.0999, DDP time: 0.0037, Total iter time: 4.9106 [2020-11-05 13:50:07,327][root][INFO] - ===> Epoch[11](265/26): Loss 1.2745, Sem 1.1401, dir -0.4400, norm 0.5744, swav 0.0000 LR: 9.761e-02 Score 65.676 Data time: 0.2323, Forward time: 2.3180, Backward time: 3.0975, DDP time: 0.0037, Total iter time: 5.1252 [2020-11-05 13:50:12,782][root][INFO] - ===> Epoch[11](266/26): Loss 1.3924, Sem 1.2631, dir -0.4530, norm 0.5823, swav 0.0000 LR: 9.760e-02 Score 62.719 Data time: 0.2615, Forward time: 2.3174, Backward time: 3.0965, DDP time: 0.0037, Total iter time: 5.3337 [2020-11-05 13:50:18,193][root][INFO] - ===> Epoch[11](267/26): Loss 1.4862, Sem 1.3307, dir -0.4311, norm 0.5866, swav 0.0000 LR: 9.759e-02 Score 59.920 Data time: 0.2525, Forward time: 2.3187, Backward time: 3.0938, DDP time: 0.0037, Total iter time: 5.2944 [2020-11-05 13:50:23,003][root][INFO] - ===> Epoch[11](268/26): Loss 1.2276, Sem 1.1399, dir -0.4936, norm 0.5814, swav 0.0000 LR: 9.758e-02 Score 66.997 Data time: 0.2299, Forward time: 2.3188, Backward time: 3.0899, DDP time: 0.0037, Total iter time: 4.6721 [2020-11-05 13:50:30,401][root][INFO] - ===> Epoch[11](269/26): Loss 1.3374, Sem 1.2150, dir -0.4699, norm 0.5923, swav 0.0000 LR: 9.758e-02 Score 64.342 Data time: 0.1484, Forward time: 2.3164, Backward time: 3.0980, DDP time: 0.0037, Total iter time: 7.2826 [2020-11-05 13:50:36,220][root][INFO] - ===> Epoch[11](270/26): Loss 1.4147, Sem 1.2859, dir -0.4535, norm 0.5823, swav 0.0000 LR: 9.757e-02 Score 61.533 Data time: 0.2051, Forward time: 2.3152, Backward time: 3.0992, DDP time: 0.0037, Total iter time: 5.7238 [2020-11-05 13:50:41,566][root][INFO] - ===> Epoch[11](271/26): Loss 1.2089, Sem 1.1245, dir -0.4627, norm 0.5471, swav 0.0000 LR: 9.756e-02 Score 66.379 Data time: 0.3049, Forward time: 2.3168, Backward time: 3.0958, DDP time: 0.0037, Total iter time: 5.2288 [2020-11-05 13:50:47,156][root][INFO] - ===> Epoch[11](272/26): Loss 1.5173, Sem 1.2912, dir -0.4597, norm 0.6858, swav 0.0000 LR: 9.755e-02 Score 61.985 Data time: 0.2240, Forward time: 2.3166, Backward time: 3.0951, DDP time: 0.0037, Total iter time: 5.4652 [2020-11-05 13:50:52,431][root][INFO] - ===> Epoch[11](273/26): Loss 1.1805, Sem 1.1004, dir -0.4705, norm 0.5506, swav 0.0000 LR: 9.754e-02 Score 66.863 Data time: 0.2808, Forward time: 2.3167, Backward time: 3.0928, DDP time: 0.0037, Total iter time: 5.1500 [2020-11-05 13:50:58,415][root][INFO] - ===> Epoch[11](274/26): Loss 1.3272, Sem 1.2109, dir -0.4451, norm 0.5614, swav 0.0000 LR: 9.753e-02 Score 63.992 Data time: 0.2513, Forward time: 2.3180, Backward time: 3.0921, DDP time: 0.0037, Total iter time: 5.8601 [2020-11-05 13:51:03,976][root][INFO] - ===> Epoch[11](275/26): Loss 1.2862, Sem 1.2171, dir -0.4735, norm 0.5426, swav 0.0000 LR: 9.752e-02 Score 63.610 Data time: 0.1514, Forward time: 2.3150, Backward time: 3.0941, DDP time: 0.0037, Total iter time: 5.4211 [2020-11-05 13:51:11,479][root][INFO] - ===> Epoch[11](276/26): Loss 1.3511, Sem 1.1805, dir -0.4281, norm 0.5987, swav 0.0000 LR: 9.751e-02 Score 64.943 Data time: 0.3434, Forward time: 2.3197, Backward time: 3.0954, DDP time: 0.0037, Total iter time: 7.4085 [2020-11-05 13:51:17,036][root][INFO] - ===> Epoch[11](277/26): Loss 1.3372, Sem 1.1996, dir -0.4861, norm 0.6237, swav 0.0000 LR: 9.750e-02 Score 64.909 Data time: 0.1651, Forward time: 2.3177, Backward time: 3.0964, DDP time: 0.0037, Total iter time: 5.4212 [2020-11-05 13:51:22,878][root][INFO] - ===> Epoch[11](278/26): Loss 1.3203, Sem 1.1770, dir -0.4514, norm 0.5946, swav 0.0000 LR: 9.749e-02 Score 64.745 Data time: 0.2873, Forward time: 2.3200, Backward time: 3.0941, DDP time: 0.0037, Total iter time: 5.7202 [2020-11-05 13:51:29,097][root][INFO] - ===> Epoch[11](279/26): Loss 1.4549, Sem 1.2864, dir -0.4650, norm 0.6336, swav 0.0000 LR: 9.749e-02 Score 61.862 Data time: 0.2279, Forward time: 2.3202, Backward time: 3.0952, DDP time: 0.0037, Total iter time: 6.0989 [2020-11-05 13:51:34,984][root][INFO] - ===> Epoch[11](280/26): Loss 1.3836, Sem 1.2366, dir -0.4680, norm 0.6149, swav 0.0000 LR: 9.748e-02 Score 62.550 Data time: 0.1308, Forward time: 2.3170, Backward time: 3.0991, DDP time: 0.0037, Total iter time: 5.7675 [2020-11-05 13:51:41,353][root][INFO] - ===> Epoch[11](281/26): Loss 1.2860, Sem 1.1832, dir -0.4783, norm 0.5811, swav 0.0000 LR: 9.747e-02 Score 63.402 Data time: 0.2451, Forward time: 2.3180, Backward time: 3.1001, DDP time: 0.0037, Total iter time: 6.2894 [2020-11-05 13:51:48,155][root][INFO] - ===> Epoch[11](282/26): Loss 1.2073, Sem 1.1230, dir -0.4564, norm 0.5407, swav 0.0000 LR: 9.746e-02 Score 66.221 Data time: 0.2313, Forward time: 2.3181, Backward time: 3.1032, DDP time: 0.0037, Total iter time: 6.6681 [2020-11-05 13:51:53,692][root][INFO] - ===> Epoch[11](283/26): Loss 1.3271, Sem 1.2352, dir -0.4709, norm 0.5629, swav 0.0000 LR: 9.745e-02 Score 63.097 Data time: 0.2246, Forward time: 2.3185, Backward time: 3.1020, DDP time: 0.0037, Total iter time: 5.4340 [2020-11-05 13:51:59,629][root][INFO] - ===> Epoch[11](284/26): Loss 1.4010, Sem 1.2697, dir -0.4678, norm 0.5991, swav 0.0000 LR: 9.744e-02 Score 61.433 Data time: 0.2184, Forward time: 2.3179, Backward time: 3.1027, DDP time: 0.0037, Total iter time: 5.8182 [2020-11-05 13:52:04,257][root][INFO] - ===> Epoch[11](285/26): Loss 1.3552, Sem 1.2654, dir -0.4880, norm 0.5778, swav 0.0000 LR: 9.743e-02 Score 61.456 Data time: 0.1727, Forward time: 2.3159, Backward time: 3.1007, DDP time: 0.0037, Total iter time: 4.5289 [2020-11-05 13:52:10,865][root][INFO] - ===> Epoch[11](286/26): Loss 1.2234, Sem 1.0609, dir -0.4685, norm 0.6311, swav 0.0000 LR: 9.742e-02 Score 68.024 Data time: 0.2960, Forward time: 2.3191, Backward time: 3.1002, DDP time: 0.0037, Total iter time: 6.5181 [2020-11-05 13:52:16,549][root][INFO] - ===> Epoch[12](287/26): Loss 1.2527, Sem 1.1008, dir -0.4194, norm 0.5713, swav 0.0000 LR: 9.741e-02 Score 67.848 Data time: 0.1924, Forward time: 2.3188, Backward time: 3.1000, DDP time: 0.0037, Total iter time: 5.5333 [2020-11-05 13:52:22,689][root][INFO] - ===> Epoch[12](288/26): Loss 1.3692, Sem 1.2682, dir -0.4803, norm 0.5813, swav 0.0000 LR: 9.740e-02 Score 62.693 Data time: 0.1816, Forward time: 2.3178, Backward time: 3.1022, DDP time: 0.0037, Total iter time: 6.0293 [2020-11-05 13:52:28,970][root][INFO] - ===> Epoch[12](289/26): Loss 1.3098, Sem 1.1641, dir -0.4247, norm 0.5705, swav 0.0000 LR: 9.740e-02 Score 65.036 Data time: 0.1828, Forward time: 2.3166, Backward time: 3.1049, DDP time: 0.0037, Total iter time: 6.1820 [2020-11-05 13:52:33,592][root][INFO] - ===> Epoch[12](290/26): Loss 1.2123, Sem 1.1258, dir -0.4791, norm 0.5657, swav 0.0000 LR: 9.739e-02 Score 65.925 Data time: 0.2363, Forward time: 2.3170, Backward time: 3.1005, DDP time: 0.0037, Total iter time: 4.4900 [2020-11-05 13:52:38,667][root][INFO] - ===> Epoch[12](291/26): Loss 1.2854, Sem 1.1669, dir -0.4808, norm 0.5993, swav 0.0000 LR: 9.738e-02 Score 66.725 Data time: 0.2191, Forward time: 2.3164, Backward time: 3.0986, DDP time: 0.0037, Total iter time: 4.9630 [2020-11-05 13:52:45,494][root][INFO] - ===> Epoch[12](292/26): Loss 1.1913, Sem 1.1316, dir -0.4910, norm 0.5507, swav 0.0000 LR: 9.737e-02 Score 65.825 Data time: 0.3771, Forward time: 2.3201, Backward time: 3.0980, DDP time: 0.0037, Total iter time: 6.7121 [2020-11-05 13:52:50,906][root][INFO] - ===> Epoch[12](293/26): Loss 1.1864, Sem 1.0857, dir -0.4988, norm 0.5995, swav 0.0000 LR: 9.736e-02 Score 66.738 Data time: 0.2257, Forward time: 2.3197, Backward time: 3.0969, DDP time: 0.0037, Total iter time: 5.2891 [2020-11-05 13:52:56,411][root][INFO] - ===> Epoch[12](294/26): Loss 1.3668, Sem 1.2393, dir -0.4876, norm 0.6152, swav 0.0000 LR: 9.735e-02 Score 63.130 Data time: 0.1842, Forward time: 2.3175, Backward time: 3.0980, DDP time: 0.0037, Total iter time: 5.3807 [2020-11-05 13:53:02,037][root][INFO] - ===> Epoch[12](295/26): Loss 1.2439, Sem 1.1180, dir -0.4707, norm 0.5966, swav 0.0000 LR: 9.734e-02 Score 66.516 Data time: 0.2485, Forward time: 2.3196, Backward time: 3.0955, DDP time: 0.0037, Total iter time: 5.5416 [2020-11-05 13:53:08,988][root][INFO] - ===> Epoch[12](296/26): Loss 1.4963, Sem 1.3355, dir -0.4834, norm 0.6442, swav 0.0000 LR: 9.733e-02 Score 59.553 Data time: 0.1888, Forward time: 2.3187, Backward time: 3.1000, DDP time: 0.0037, Total iter time: 6.8118 [2020-11-05 13:53:14,289][root][INFO] - ===> Epoch[12](297/26): Loss 1.3702, Sem 1.2493, dir -0.4793, norm 0.6003, swav 0.0000 LR: 9.732e-02 Score 63.388 Data time: 0.1632, Forward time: 2.3166, Backward time: 3.1005, DDP time: 0.0037, Total iter time: 5.2014 [2020-11-05 13:53:19,834][root][INFO] - ===> Epoch[12](298/26): Loss 1.2833, Sem 1.1467, dir -0.4697, norm 0.6063, swav 0.0000 LR: 9.731e-02 Score 66.500 Data time: 0.2219, Forward time: 2.3164, Backward time: 3.0999, DDP time: 0.0037, Total iter time: 5.4585 [2020-11-05 13:53:26,452][root][INFO] - ===> Epoch[12](299/26): Loss 1.2560, Sem 1.2189, dir -0.5184, norm 0.5555, swav 0.0000 LR: 9.731e-02 Score 64.070 Data time: 0.2143, Forward time: 2.3163, Backward time: 3.1024, DDP time: 0.0037, Total iter time: 6.5155 [2020-11-05 13:53:31,543][root][INFO] - ===> Epoch[12](300/26): Loss 1.3858, Sem 1.1750, dir -0.4270, norm 0.6378, swav 0.0000 LR: 9.730e-02 Score 66.454 Data time: 0.1630, Forward time: 2.3147, Backward time: 3.1017, DDP time: 0.0037, Total iter time: 5.0036 [2020-11-05 13:53:36,967][root][INFO] - ===> Epoch[12](301/26): Loss 1.2753, Sem 1.1858, dir -0.4773, norm 0.5669, swav 0.0000 LR: 9.729e-02 Score 64.038 Data time: 0.1102, Forward time: 2.3109, Backward time: 3.1048, DDP time: 0.0037, Total iter time: 5.3279 [2020-11-05 13:53:42,236][root][INFO] - ===> Epoch[12](302/26): Loss 1.3102, Sem 1.2205, dir -0.4949, norm 0.5846, swav 0.0000 LR: 9.728e-02 Score 62.058 Data time: 0.1707, Forward time: 2.3098, Backward time: 3.1046, DDP time: 0.0037, Total iter time: 5.2217 [2020-11-05 13:53:48,368][root][INFO] - ===> Epoch[12](303/26): Loss 1.3452, Sem 1.2667, dir -0.5029, norm 0.5814, swav 0.0000 LR: 9.727e-02 Score 60.974 Data time: 0.2531, Forward time: 2.3110, Backward time: 3.1044, DDP time: 0.0037, Total iter time: 6.0322 [2020-11-05 13:53:54,251][root][INFO] - ===> Epoch[12](304/26): Loss 1.2393, Sem 1.0613, dir -0.4768, norm 0.6548, swav 0.0000 LR: 9.726e-02 Score 66.669 Data time: 0.1605, Forward time: 2.3091, Backward time: 3.1064, DDP time: 0.0037, Total iter time: 5.7326 [2020-11-05 13:53:59,901][root][INFO] - ===> Epoch[12](305/26): Loss 1.2358, Sem 1.1685, dir -0.4684, norm 0.5358, swav 0.0000 LR: 9.725e-02 Score 65.848 Data time: 0.2306, Forward time: 2.3100, Backward time: 3.1050, DDP time: 0.0037, Total iter time: 5.5696 [2020-11-05 13:54:05,136][root][INFO] - ===> Epoch[12](306/26): Loss 1.3549, Sem 1.2466, dir -0.4681, norm 0.5763, swav 0.0000 LR: 9.724e-02 Score 62.867 Data time: 0.2077, Forward time: 2.3100, Backward time: 3.1032, DDP time: 0.0037, Total iter time: 5.0821 [2020-11-05 13:54:10,084][root][INFO] - ===> Epoch[12](307/26): Loss 1.3322, Sem 1.2722, dir -0.4971, norm 0.5570, swav 0.0000 LR: 9.723e-02 Score 62.257 Data time: 0.1878, Forward time: 2.3083, Backward time: 3.1021, DDP time: 0.0037, Total iter time: 4.8334 [2020-11-05 13:54:16,161][root][INFO] - ===> Epoch[12](308/26): Loss 1.3974, Sem 1.2773, dir -0.4955, norm 0.6156, swav 0.0000 LR: 9.722e-02 Score 60.357 Data time: 0.2937, Forward time: 2.3112, Backward time: 3.1002, DDP time: 0.0037, Total iter time: 6.0149 [2020-11-05 13:54:22,097][root][INFO] - ===> Epoch[12](309/26): Loss 1.3884, Sem 1.2928, dir -0.5021, norm 0.5978, swav 0.0000 LR: 9.721e-02 Score 61.650 Data time: 0.2758, Forward time: 2.3134, Backward time: 3.0983, DDP time: 0.0037, Total iter time: 5.8144 [2020-11-05 13:54:27,784][root][INFO] - ===> Epoch[12](310/26): Loss 1.2785, Sem 1.0954, dir -0.4569, norm 0.6400, swav 0.0000 LR: 9.721e-02 Score 66.571 Data time: 0.1863, Forward time: 2.3126, Backward time: 3.0988, DDP time: 0.0037, Total iter time: 5.5775 [2020-11-05 13:54:32,318][root][INFO] - ===> Epoch[12](311/26): Loss 1.1828, Sem 1.1526, dir -0.4827, norm 0.5129, swav 0.0000 LR: 9.720e-02 Score 65.292 Data time: 0.1541, Forward time: 2.3102, Backward time: 3.0969, DDP time: 0.0037, Total iter time: 4.4548 [2020-11-05 13:54:37,501][root][INFO] - ===> Epoch[12](312/26): Loss 1.2111, Sem 1.1085, dir -0.4729, norm 0.5755, swav 0.0000 LR: 9.719e-02 Score 66.103 Data time: 0.2220, Forward time: 2.3106, Backward time: 3.0949, DDP time: 0.0037, Total iter time: 5.1244 [2020-11-05 13:54:44,178][root][INFO] - ===> Epoch[13](313/26): Loss 1.2332, Sem 1.1281, dir -0.4980, norm 0.6031, swav 0.0000 LR: 9.718e-02 Score 66.715 Data time: 0.1920, Forward time: 2.3092, Backward time: 3.0988, DDP time: 0.0037, Total iter time: 6.5377 [2020-11-05 13:54:48,898][root][INFO] - ===> Epoch[13](314/26): Loss 1.1702, Sem 1.1101, dir -0.5018, norm 0.5619, swav 0.0000 LR: 9.717e-02 Score 66.072 Data time: 0.1695, Forward time: 2.3078, Backward time: 3.0970, DDP time: 0.0037, Total iter time: 4.6613 [2020-11-05 13:54:55,385][root][INFO] - ===> Epoch[13](315/26): Loss 1.2906, Sem 1.1043, dir -0.4648, norm 0.6510, swav 0.0000 LR: 9.716e-02 Score 67.711 Data time: 0.1955, Forward time: 2.3069, Backward time: 3.1001, DDP time: 0.0037, Total iter time: 6.3911 [2020-11-05 13:55:01,883][root][INFO] - ===> Epoch[13](316/26): Loss 1.2930, Sem 1.1528, dir -0.4297, norm 0.5699, swav 0.0000 LR: 9.715e-02 Score 67.009 Data time: 0.2395, Forward time: 2.3081, Backward time: 3.1011, DDP time: 0.0037, Total iter time: 6.3938 [2020-11-05 13:55:07,354][root][INFO] - ===> Epoch[13](317/26): Loss 1.1998, Sem 1.1601, dir -0.4867, norm 0.5264, swav 0.0000 LR: 9.714e-02 Score 64.632 Data time: 0.2029, Forward time: 2.3076, Backward time: 3.1004, DDP time: 0.0037, Total iter time: 5.3236 [2020-11-05 13:55:12,567][root][INFO] - ===> Epoch[13](318/26): Loss 1.2426, Sem 1.1525, dir -0.4889, norm 0.5789, swav 0.0000 LR: 9.713e-02 Score 66.412 Data time: 0.2486, Forward time: 2.3079, Backward time: 3.0983, DDP time: 0.0037, Total iter time: 5.0956 [2020-11-05 13:55:17,497][root][INFO] - ===> Epoch[13](319/26): Loss 1.3251, Sem 1.2411, dir -0.5141, norm 0.5981, swav 0.0000 LR: 9.712e-02 Score 61.971 Data time: 0.1604, Forward time: 2.3054, Backward time: 3.0981, DDP time: 0.0037, Total iter time: 4.8151 [2020-11-05 13:55:24,714][root][INFO] - ===> Epoch[13](320/26): Loss 1.0861, Sem 1.0346, dir -0.4886, norm 0.5400, swav 0.0000 LR: 9.712e-02 Score 69.556 Data time: 0.3418, Forward time: 2.3087, Backward time: 3.0991, DDP time: 0.0037, Total iter time: 7.1408 [2020-11-05 13:55:31,473][root][INFO] - ===> Epoch[13](321/26): Loss 1.2185, Sem 1.1043, dir -0.4864, norm 0.6006, swav 0.0000 LR: 9.711e-02 Score 65.796 Data time: 0.2607, Forward time: 2.3103, Backward time: 3.1002, DDP time: 0.0037, Total iter time: 6.6244 [2020-11-05 13:55:37,297][root][INFO] - ===> Epoch[13](322/26): Loss 1.2554, Sem 1.1891, dir -0.5067, norm 0.5731, swav 0.0000 LR: 9.710e-02 Score 63.826 Data time: 0.2828, Forward time: 2.3124, Backward time: 3.0981, DDP time: 0.0037, Total iter time: 5.6895 [2020-11-05 13:55:42,353][root][INFO] - ===> Epoch[13](323/26): Loss 1.4208, Sem 1.3110, dir -0.4768, norm 0.5866, swav 0.0000 LR: 9.709e-02 Score 60.465 Data time: 0.1811, Forward time: 2.3111, Backward time: 3.0968, DDP time: 0.0037, Total iter time: 4.9473 [2020-11-05 13:55:48,832][root][INFO] - ===> Epoch[13](324/26): Loss 1.2303, Sem 1.1034, dir -0.4632, norm 0.5901, swav 0.0000 LR: 9.708e-02 Score 67.179 Data time: 0.2909, Forward time: 2.3129, Backward time: 3.0969, DDP time: 0.0037, Total iter time: 6.3740 [2020-11-05 13:55:54,356][root][INFO] - ===> Epoch[13](325/26): Loss 1.1981, Sem 1.1131, dir -0.4866, norm 0.5717, swav 0.0000 LR: 9.707e-02 Score 66.366 Data time: 0.2679, Forward time: 2.3147, Backward time: 3.0942, DDP time: 0.0037, Total iter time: 5.3937 [2020-11-05 13:55:58,805][root][INFO] - ===> Epoch[13](326/26): Loss 1.2983, Sem 1.1817, dir -0.4785, norm 0.5950, swav 0.0000 LR: 9.706e-02 Score 65.170 Data time: 0.2071, Forward time: 2.3147, Backward time: 3.0902, DDP time: 0.0037, Total iter time: 4.3377 [2020-11-05 13:56:04,753][root][INFO] - ===> Epoch[13](327/26): Loss 1.3370, Sem 1.1803, dir -0.4659, norm 0.6227, swav 0.0000 LR: 9.705e-02 Score 63.492 Data time: 0.1902, Forward time: 2.3140, Backward time: 3.0914, DDP time: 0.0037, Total iter time: 5.8506 [2020-11-05 13:56:11,150][root][INFO] - ===> Epoch[13](328/26): Loss 1.3180, Sem 1.1970, dir -0.4760, norm 0.5970, swav 0.0000 LR: 9.704e-02 Score 63.936 Data time: 0.2477, Forward time: 2.3155, Backward time: 3.0918, DDP time: 0.0037, Total iter time: 6.3086 [2020-11-05 13:56:16,439][root][INFO] - ===> Epoch[13](329/26): Loss 1.3745, Sem 1.2978, dir -0.5314, norm 0.6082, swav 0.0000 LR: 9.703e-02 Score 59.693 Data time: 0.2363, Forward time: 2.3151, Backward time: 3.0905, DDP time: 0.0037, Total iter time: 5.1349 [2020-11-05 13:56:21,958][root][INFO] - ===> Epoch[13](330/26): Loss 1.2193, Sem 1.1047, dir -0.4577, norm 0.5722, swav 0.0000 LR: 9.703e-02 Score 66.819 Data time: 0.2078, Forward time: 2.3145, Backward time: 3.0902, DDP time: 0.0037, Total iter time: 5.4168 [2020-11-05 13:56:26,953][root][INFO] - ===> Epoch[13](331/26): Loss 1.2414, Sem 1.1014, dir -0.4545, norm 0.5945, swav 0.0000 LR: 9.702e-02 Score 67.554 Data time: 0.2133, Forward time: 2.3145, Backward time: 3.0878, DDP time: 0.0037, Total iter time: 4.8862 [2020-11-05 13:56:33,042][root][INFO] - ===> Epoch[13](332/26): Loss 1.3504, Sem 1.2408, dir -0.5041, norm 0.6137, swav 0.0000 LR: 9.701e-02 Score 61.310 Data time: 0.1405, Forward time: 2.3128, Backward time: 3.0906, DDP time: 0.0037, Total iter time: 5.9904 [2020-11-05 13:56:38,899][root][INFO] - ===> Epoch[13](333/26): Loss 1.3275, Sem 1.2157, dir -0.4856, norm 0.5975, swav 0.0000 LR: 9.700e-02 Score 65.261 Data time: 0.1668, Forward time: 2.3111, Backward time: 3.0926, DDP time: 0.0037, Total iter time: 5.7713 [2020-11-05 13:56:45,343][root][INFO] - ===> Epoch[13](334/26): Loss 1.2665, Sem 1.1864, dir -0.4915, norm 0.5716, swav 0.0000 LR: 9.699e-02 Score 64.107 Data time: 0.1937, Forward time: 2.3105, Backward time: 3.0950, DDP time: 0.0037, Total iter time: 6.3239 [2020-11-05 13:56:51,283][root][INFO] - ===> Epoch[13](335/26): Loss 1.2271, Sem 1.1043, dir -0.4807, norm 0.6035, swav 0.0000 LR: 9.698e-02 Score 68.717 Data time: 0.1505, Forward time: 2.3087, Backward time: 3.0972, DDP time: 0.0037, Total iter time: 5.8393 [2020-11-05 13:56:56,175][root][INFO] - ===> Epoch[13](336/26): Loss 1.2538, Sem 1.1427, dir -0.5096, norm 0.6207, swav 0.0000 LR: 9.697e-02 Score 64.850 Data time: 0.1434, Forward time: 2.3061, Backward time: 3.0972, DDP time: 0.0037, Total iter time: 4.7884 [2020-11-05 13:57:02,959][root][INFO] - ===> Epoch[13](337/26): Loss 1.1929, Sem 1.0736, dir -0.4467, norm 0.5660, swav 0.0000 LR: 9.696e-02 Score 67.346 Data time: 0.2782, Forward time: 2.3059, Backward time: 3.1001, DDP time: 0.0037, Total iter time: 6.6974 [2020-11-05 13:57:10,149][root][INFO] - ===> Epoch[13](338/26): Loss 1.3054, Sem 1.1792, dir -0.4685, norm 0.5948, swav 0.0000 LR: 9.695e-02 Score 64.660 Data time: 0.2569, Forward time: 2.3069, Backward time: 3.1030, DDP time: 0.0037, Total iter time: 7.0590 [2020-11-05 13:57:15,633][root][INFO] - ===> Epoch[14](339/26): Loss 1.1498, Sem 1.1235, dir -0.5071, norm 0.5334, swav 0.0000 LR: 9.694e-02 Score 65.567 Data time: 0.2566, Forward time: 2.3083, Backward time: 3.1005, DDP time: 0.0037, Total iter time: 5.3366 [2020-11-05 13:57:21,948][root][INFO] - ===> Epoch[14](340/26): Loss 1.2985, Sem 1.1728, dir -0.4616, norm 0.5873, swav 0.0000 LR: 9.694e-02 Score 64.572 Data time: 0.1561, Forward time: 2.3065, Backward time: 3.1037, DDP time: 0.0037, Total iter time: 6.1792 [2020-11-05 13:57:28,003][root][INFO] - ===> Epoch[14](341/26): Loss 1.2764, Sem 1.1947, dir -0.5126, norm 0.5942, swav 0.0000 LR: 9.693e-02 Score 63.692 Data time: 0.1821, Forward time: 2.3054, Backward time: 3.1056, DDP time: 0.0037, Total iter time: 5.9469 [2020-11-05 13:57:33,683][root][INFO] - ===> Epoch[14](342/26): Loss 1.2373, Sem 1.1635, dir -0.5030, norm 0.5767, swav 0.0000 LR: 9.692e-02 Score 64.377 Data time: 0.2145, Forward time: 2.3052, Backward time: 3.1054, DDP time: 0.0037, Total iter time: 5.5716 [2020-11-05 13:57:39,161][root][INFO] - ===> Epoch[14](343/26): Loss 1.1310, Sem 1.0928, dir -0.5073, norm 0.5455, swav 0.0000 LR: 9.691e-02 Score 68.410 Data time: 0.2011, Forward time: 2.3049, Backward time: 3.1047, DDP time: 0.0037, Total iter time: 5.3526 [2020-11-05 13:57:44,894][root][INFO] - ===> Epoch[14](344/26): Loss 1.3185, Sem 1.2294, dir -0.5199, norm 0.6090, swav 0.0000 LR: 9.690e-02 Score 63.149 Data time: 0.2199, Forward time: 2.3044, Backward time: 3.1050, DDP time: 0.0037, Total iter time: 5.6240 [2020-11-05 13:57:49,896][root][INFO] - ===> Epoch[14](345/26): Loss 1.1314, Sem 1.0754, dir -0.4982, norm 0.5542, swav 0.0000 LR: 9.689e-02 Score 66.460 Data time: 0.1655, Forward time: 2.3029, Backward time: 3.1043, DDP time: 0.0037, Total iter time: 4.8899 [2020-11-05 13:57:55,009][root][INFO] - ===> Epoch[14](346/26): Loss 1.2555, Sem 1.1866, dir -0.5009, norm 0.5698, swav 0.0000 LR: 9.688e-02 Score 63.089 Data time: 0.2238, Forward time: 2.3030, Backward time: 3.1024, DDP time: 0.0037, Total iter time: 5.0268 [2020-11-05 13:58:00,763][root][INFO] - ===> Epoch[14](347/26): Loss 1.1378, Sem 1.0482, dir -0.4894, norm 0.5790, swav 0.0000 LR: 9.687e-02 Score 68.763 Data time: 0.2120, Forward time: 2.3029, Backward time: 3.1023, DDP time: 0.0037, Total iter time: 5.6062 [2020-11-05 13:58:06,948][root][INFO] - ===> Epoch[14](348/26): Loss 1.1874, Sem 1.1217, dir -0.4720, norm 0.5378, swav 0.0000 LR: 9.686e-02 Score 65.391 Data time: 0.2932, Forward time: 2.3054, Backward time: 3.1007, DDP time: 0.0037, Total iter time: 6.0555 [2020-11-05 13:58:11,673][root][INFO] - ===> Epoch[14](349/26): Loss 1.1010, Sem 1.0236, dir -0.5084, norm 0.5858, swav 0.0000 LR: 9.685e-02 Score 67.925 Data time: 0.1713, Forward time: 2.3042, Backward time: 3.0988, DDP time: 0.0037, Total iter time: 4.6014 [2020-11-05 13:58:17,323][root][INFO] - ===> Epoch[14](350/26): Loss 1.2618, Sem 1.1797, dir -0.5072, norm 0.5894, swav 0.0000 LR: 9.684e-02 Score 63.294 Data time: 0.1980, Forward time: 2.3031, Backward time: 3.0995, DDP time: 0.0037, Total iter time: 5.5400 [2020-11-05 13:58:22,612][root][INFO] - ===> Epoch[14](351/26): Loss 1.1152, Sem 1.0650, dir -0.4925, norm 0.5427, swav 0.0000 LR: 9.684e-02 Score 67.772 Data time: 0.2479, Forward time: 2.3039, Backward time: 3.0972, DDP time: 0.0037, Total iter time: 5.1842 [2020-11-05 13:58:28,313][root][INFO] - ===> Epoch[14](352/26): Loss 1.1569, Sem 1.0911, dir -0.5033, norm 0.5691, swav 0.0000 LR: 9.683e-02 Score 65.990 Data time: 0.1769, Forward time: 2.3030, Backward time: 3.0978, DDP time: 0.0037, Total iter time: 5.5622 [2020-11-05 13:58:34,643][root][INFO] - ===> Epoch[14](353/26): Loss 1.0989, Sem 1.0898, dir -0.5294, norm 0.5385, swav 0.0000 LR: 9.682e-02 Score 65.836 Data time: 0.2149, Forward time: 2.3030, Backward time: 3.0993, DDP time: 0.0037, Total iter time: 6.2231 [2020-11-05 13:58:39,927][root][INFO] - ===> Epoch[14](354/26): Loss 1.1798, Sem 1.1162, dir -0.5217, norm 0.5853, swav 0.0000 LR: 9.681e-02 Score 66.750 Data time: 0.1717, Forward time: 2.3020, Backward time: 3.0989, DDP time: 0.0037, Total iter time: 5.1599 [2020-11-05 13:58:45,191][root][INFO] - ===> Epoch[14](355/26): Loss 1.0600, Sem 1.0466, dir -0.5104, norm 0.5239, swav 0.0000 LR: 9.680e-02 Score 68.526 Data time: 0.1297, Forward time: 2.2994, Backward time: 3.1000, DDP time: 0.0037, Total iter time: 5.1500 [2020-11-05 13:58:50,783][root][INFO] - ===> Epoch[14](356/26): Loss 1.2172, Sem 1.1471, dir -0.5176, norm 0.5878, swav 0.0000 LR: 9.679e-02 Score 64.295 Data time: 0.1761, Forward time: 2.2981, Backward time: 3.1009, DDP time: 0.0037, Total iter time: 5.5046 [2020-11-05 13:58:55,994][root][INFO] - ===> Epoch[14](357/26): Loss 1.2916, Sem 1.1508, dir -0.4887, norm 0.6294, swav 0.0000 LR: 9.678e-02 Score 64.167 Data time: 0.2259, Forward time: 2.2984, Backward time: 3.0989, DDP time: 0.0037, Total iter time: 5.0721 [2020-11-05 13:59:02,362][root][INFO] - ===> Epoch[14](358/26): Loss 0.9994, Sem 0.9867, dir -0.5199, norm 0.5326, swav 0.0000 LR: 9.677e-02 Score 71.672 Data time: 0.1744, Forward time: 2.2971, Backward time: 3.1017, DDP time: 0.0037, Total iter time: 6.2414 [2020-11-05 13:59:07,526][root][INFO] - ===> Epoch[14](359/26): Loss 1.1786, Sem 1.0671, dir -0.4885, norm 0.5999, swav 0.0000 LR: 9.676e-02 Score 67.496 Data time: 0.2307, Forward time: 2.2974, Backward time: 3.0996, DDP time: 0.0037, Total iter time: 5.0489 [2020-11-05 13:59:12,996][root][INFO] - ===> Epoch[14](360/26): Loss 1.3189, Sem 1.1838, dir -0.5199, norm 0.6550, swav 0.0000 LR: 9.675e-02 Score 64.688 Data time: 0.2142, Forward time: 2.2969, Backward time: 3.0991, DDP time: 0.0037, Total iter time: 5.3370 [2020-11-05 13:59:19,915][root][INFO] - ===> Epoch[14](361/26): Loss 1.1143, Sem 1.0475, dir -0.4928, norm 0.5596, swav 0.0000 LR: 9.675e-02 Score 68.604 Data time: 0.3153, Forward time: 2.2995, Backward time: 3.0995, DDP time: 0.0037, Total iter time: 6.8033 [2020-11-05 13:59:25,084][root][INFO] - ===> Epoch[14](362/26): Loss 1.1206, Sem 1.0794, dir -0.5182, norm 0.5594, swav 0.0000 LR: 9.674e-02 Score 67.865 Data time: 0.2390, Forward time: 2.3005, Backward time: 3.0965, DDP time: 0.0037, Total iter time: 5.0395 [2020-11-05 13:59:30,612][root][INFO] - ===> Epoch[14](363/26): Loss 1.1146, Sem 1.0819, dir -0.5256, norm 0.5583, swav 0.0000 LR: 9.673e-02 Score 67.441 Data time: 0.2313, Forward time: 2.3007, Backward time: 3.0956, DDP time: 0.0037, Total iter time: 5.4110 [2020-11-05 13:59:35,999][root][INFO] - ===> Epoch[14](364/26): Loss 1.2112, Sem 1.1997, dir -0.5358, norm 0.5472, swav 0.0000 LR: 9.672e-02 Score 63.549 Data time: 0.2214, Forward time: 2.3005, Backward time: 3.0947, DDP time: 0.0037, Total iter time: 5.2756 [2020-11-05 13:59:41,285][root][INFO] - ===> Epoch[15](365/26): Loss 1.1788, Sem 1.0728, dir -0.4878, norm 0.5938, swav 0.0000 LR: 9.671e-02 Score 67.753 Data time: 0.2657, Forward time: 2.3013, Backward time: 3.0924, DDP time: 0.0037, Total iter time: 5.1702 [2020-11-05 13:59:48,702][root][INFO] - ===> Epoch[15](366/26): Loss 1.0992, Sem 1.0714, dir -0.5307, norm 0.5586, swav 0.0000 LR: 9.670e-02 Score 66.872 Data time: 0.4222, Forward time: 2.3052, Backward time: 3.0926, DDP time: 0.0037, Total iter time: 7.2964 [2020-11-05 13:59:53,592][root][INFO] - ===> Epoch[15](367/26): Loss 1.1435, Sem 1.0667, dir -0.5059, norm 0.5827, swav 0.0000 LR: 9.669e-02 Score 67.256 Data time: 0.2042, Forward time: 2.3057, Backward time: 3.0896, DDP time: 0.0037, Total iter time: 4.7425 [2020-11-05 14:00:01,220][root][INFO] - ===> Epoch[15](368/26): Loss 1.3756, Sem 1.2102, dir -0.4934, norm 0.6588, swav 0.0000 LR: 9.668e-02 Score 62.579 Data time: 0.2052, Forward time: 2.3054, Backward time: 3.0946, DDP time: 0.0037, Total iter time: 7.5067 [2020-11-05 14:00:06,315][root][INFO] - ===> Epoch[15](369/26): Loss 1.0018, Sem 0.9560, dir -0.4871, norm 0.5329, swav 0.0000 LR: 9.667e-02 Score 72.497 Data time: 0.2145, Forward time: 2.3053, Backward time: 3.0930, DDP time: 0.0037, Total iter time: 4.9813 [2020-11-05 14:00:11,745][root][INFO] - ===> Epoch[15](370/26): Loss 1.2447, Sem 1.1682, dir -0.4884, norm 0.5650, swav 0.0000 LR: 9.666e-02 Score 65.165 Data time: 0.2756, Forward time: 2.3066, Backward time: 3.0906, DDP time: 0.0037, Total iter time: 5.3096 [2020-11-05 14:00:16,917][root][INFO] - ===> Epoch[15](371/26): Loss 1.2783, Sem 1.1939, dir -0.5142, norm 0.5985, swav 0.0000 LR: 9.666e-02 Score 64.315 Data time: 0.1937, Forward time: 2.3062, Backward time: 3.0893, DDP time: 0.0037, Total iter time: 5.0305 [2020-11-05 14:00:22,363][root][INFO] - ===> Epoch[15](372/26): Loss 1.1601, Sem 1.1638, dir -0.5183, norm 0.5146, swav 0.0000 LR: 9.665e-02 Score 65.917 Data time: 0.2271, Forward time: 2.3060, Backward time: 3.0884, DDP time: 0.0037, Total iter time: 5.3346 [2020-11-05 14:00:29,179][root][INFO] - ===> Epoch[15](373/26): Loss 1.1617, Sem 1.0980, dir -0.5265, norm 0.5903, swav 0.0000 LR: 9.664e-02 Score 65.085 Data time: 0.2504, Forward time: 2.3069, Backward time: 3.0901, DDP time: 0.0037, Total iter time: 6.6979 [2020-11-05 14:00:35,819][root][INFO] - ===> Epoch[15](374/26): Loss 1.0738, Sem 1.0652, dir -0.5062, norm 0.5148, swav 0.0000 LR: 9.663e-02 Score 68.004 Data time: 0.2299, Forward time: 2.3070, Backward time: 3.0921, DDP time: 0.0037, Total iter time: 6.5154 [2020-11-05 14:00:41,917][root][INFO] - ===> Epoch[15](375/26): Loss 1.1989, Sem 1.0957, dir -0.4801, norm 0.5834, swav 0.0000 LR: 9.662e-02 Score 66.806 Data time: 0.2095, Forward time: 2.3064, Backward time: 3.0934, DDP time: 0.0037, Total iter time: 5.9814 [2020-11-05 14:00:47,743][root][INFO] - ===> Epoch[15](376/26): Loss 1.1570, Sem 1.0814, dir -0.5046, norm 0.5802, swav 0.0000 LR: 9.661e-02 Score 68.305 Data time: 0.2553, Forward time: 2.3061, Backward time: 3.0937, DDP time: 0.0037, Total iter time: 5.7107 [2020-11-05 14:00:53,591][root][INFO] - ===> Epoch[15](377/26): Loss 1.1156, Sem 1.1109, dir -0.5136, norm 0.5183, swav 0.0000 LR: 9.660e-02 Score 65.211 Data time: 0.2934, Forward time: 2.3079, Backward time: 3.0920, DDP time: 0.0037, Total iter time: 5.7380 [2020-11-05 14:00:58,198][root][INFO] - ===> Epoch[15](378/26): Loss 1.2975, Sem 1.2527, dir -0.5342, norm 0.5790, swav 0.0000 LR: 9.659e-02 Score 62.278 Data time: 0.2365, Forward time: 2.3081, Backward time: 3.0886, DDP time: 0.0037, Total iter time: 4.4348 [2020-11-05 14:01:03,874][root][INFO] - ===> Epoch[15](379/26): Loss 1.0878, Sem 1.0271, dir -0.4963, norm 0.5570, swav 0.0000 LR: 9.658e-02 Score 69.209 Data time: 0.2237, Forward time: 2.3078, Backward time: 3.0885, DDP time: 0.0037, Total iter time: 5.5678 [2020-11-05 14:01:09,757][root][INFO] - ===> Epoch[15](380/26): Loss 1.1725, Sem 1.0679, dir -0.4954, norm 0.6000, swav 0.0000 LR: 9.657e-02 Score 68.304 Data time: 0.2856, Forward time: 2.3096, Backward time: 3.0869, DDP time: 0.0037, Total iter time: 5.7850 [2020-11-05 14:01:16,923][root][INFO] - ===> Epoch[15](381/26): Loss 1.0648, Sem 1.0689, dir -0.5483, norm 0.5442, swav 0.0000 LR: 9.656e-02 Score 68.316 Data time: 0.2041, Forward time: 2.3096, Backward time: 3.0903, DDP time: 0.0037, Total iter time: 7.0449 [2020-11-05 14:01:21,860][root][INFO] - ===> Epoch[15](382/26): Loss 0.9210, Sem 0.9404, dir -0.5142, norm 0.4947, swav 0.0000 LR: 9.656e-02 Score 71.356 Data time: 0.1711, Forward time: 2.3083, Backward time: 3.0895, DDP time: 0.0037, Total iter time: 4.8189 [2020-11-05 14:01:28,157][root][INFO] - ===> Epoch[15](383/26): Loss 1.2555, Sem 1.1569, dir -0.4945, norm 0.5931, swav 0.0000 LR: 9.655e-02 Score 64.273 Data time: 0.2178, Forward time: 2.3083, Backward time: 3.0909, DDP time: 0.0037, Total iter time: 6.2059 [2020-11-05 14:01:34,045][root][INFO] - ===> Epoch[15](384/26): Loss 1.0587, Sem 0.9776, dir -0.4913, norm 0.5725, swav 0.0000 LR: 9.654e-02 Score 70.584 Data time: 0.2593, Forward time: 2.3093, Backward time: 3.0900, DDP time: 0.0037, Total iter time: 5.7681 [2020-11-05 14:01:39,965][root][INFO] - ===> Epoch[15](385/26): Loss 1.2520, Sem 1.1073, dir -0.4856, norm 0.6303, swav 0.0000 LR: 9.653e-02 Score 66.769 Data time: 0.2582, Forward time: 2.3101, Backward time: 3.0894, DDP time: 0.0037, Total iter time: 5.7936 [2020-11-05 14:01:45,162][root][INFO] - ===> Epoch[15](386/26): Loss 1.1708, Sem 1.1167, dir -0.5085, norm 0.5626, swav 0.0000 LR: 9.652e-02 Score 67.251 Data time: 0.2407, Forward time: 2.3109, Backward time: 3.0870, DDP time: 0.0037, Total iter time: 5.0795 [2020-11-05 14:01:50,421][root][INFO] - ===> Epoch[15](387/26): Loss 1.0344, Sem 1.0009, dir -0.4992, norm 0.5326, swav 0.0000 LR: 9.651e-02 Score 70.035 Data time: 0.1648, Forward time: 2.3094, Backward time: 3.0870, DDP time: 0.0037, Total iter time: 5.1492 [2020-11-05 14:01:55,579][root][INFO] - ===> Epoch[15](388/26): Loss 1.1628, Sem 1.1579, dir -0.5211, norm 0.5260, swav 0.0000 LR: 9.650e-02 Score 65.035 Data time: 0.2606, Forward time: 2.3103, Backward time: 3.0846, DDP time: 0.0037, Total iter time: 5.0800 [2020-11-05 14:02:01,759][root][INFO] - ===> Epoch[15](389/26): Loss 1.0954, Sem 1.0553, dir -0.5129, norm 0.5530, swav 0.0000 LR: 9.649e-02 Score 68.125 Data time: 0.2308, Forward time: 2.3105, Backward time: 3.0853, DDP time: 0.0037, Total iter time: 6.0699 [2020-11-05 14:02:08,358][root][INFO] - ===> Epoch[15](390/26): Loss 1.2568, Sem 1.1587, dir -0.5012, norm 0.5992, swav 0.0000 LR: 9.648e-02 Score 63.214 Data time: 0.2157, Forward time: 2.3107, Backward time: 3.0872, DDP time: 0.0037, Total iter time: 6.5101 [2020-11-05 14:02:14,271][root][INFO] - ===> Epoch[16](391/26): Loss 1.0635, Sem 1.0270, dir -0.5143, norm 0.5507, swav 0.0000 LR: 9.647e-02 Score 68.560 Data time: 0.2171, Forward time: 2.3108, Backward time: 3.0873, DDP time: 0.0037, Total iter time: 5.7768 [2020-11-05 14:02:19,842][root][INFO] - ===> Epoch[16](392/26): Loss 1.1380, Sem 1.0617, dir -0.5271, norm 0.6035, swav 0.0000 LR: 9.647e-02 Score 67.516 Data time: 0.2324, Forward time: 2.3100, Backward time: 3.0875, DDP time: 0.0037, Total iter time: 5.4603 [2020-11-05 14:02:25,346][root][INFO] - ===> Epoch[16](393/26): Loss 1.1721, Sem 1.1532, dir -0.5326, norm 0.5515, swav 0.0000 LR: 9.646e-02 Score 64.529 Data time: 0.1893, Forward time: 2.3093, Backward time: 3.0876, DDP time: 0.0037, Total iter time: 5.4181 [2020-11-05 14:02:30,746][root][INFO] - ===> Epoch[16](394/26): Loss 1.2048, Sem 1.2028, dir -0.5508, norm 0.5528, swav 0.0000 LR: 9.645e-02 Score 65.131 Data time: 0.1312, Forward time: 2.3073, Backward time: 3.0886, DDP time: 0.0037, Total iter time: 5.2754 [2020-11-05 14:02:37,252][root][INFO] - ===> Epoch[16](395/26): Loss 1.0377, Sem 1.0022, dir -0.5120, norm 0.5475, swav 0.0000 LR: 9.644e-02 Score 69.228 Data time: 0.1378, Forward time: 2.3051, Backward time: 3.0931, DDP time: 0.0037, Total iter time: 6.4274 [2020-11-05 14:02:43,576][root][INFO] - ===> Epoch[16](396/26): Loss 1.2147, Sem 1.0954, dir -0.4872, norm 0.6065, swav 0.0000 LR: 9.643e-02 Score 67.136 Data time: 0.1899, Forward time: 2.3046, Backward time: 3.0950, DDP time: 0.0037, Total iter time: 6.2583 [2020-11-05 14:02:49,542][root][INFO] - ===> Epoch[16](397/26): Loss 1.1595, Sem 1.1073, dir -0.5134, norm 0.5656, swav 0.0000 LR: 9.642e-02 Score 64.861 Data time: 0.2098, Forward time: 2.3035, Backward time: 3.0964, DDP time: 0.0037, Total iter time: 5.8455 [2020-11-05 14:02:55,315][root][INFO] - ===> Epoch[16](398/26): Loss 1.2727, Sem 1.1719, dir -0.5103, norm 0.6111, swav 0.0000 LR: 9.641e-02 Score 64.559 Data time: 0.2914, Forward time: 2.3051, Backward time: 3.0947, DDP time: 0.0037, Total iter time: 5.6765 [2020-11-05 14:03:02,076][root][INFO] - ===> Epoch[16](399/26): Loss 1.1268, Sem 1.0934, dir -0.4749, norm 0.5084, swav 0.0000 LR: 9.640e-02 Score 66.175 Data time: 0.3883, Forward time: 2.3079, Backward time: 3.0941, DDP time: 0.0037, Total iter time: 6.6397 [2020-11-05 14:03:08,587][root][INFO] - ===> Epoch[16](400/26): Loss 1.2026, Sem 1.1171, dir -0.5411, norm 0.6266, swav 0.0000 LR: 9.639e-02 Score 65.047 Data time: 0.1397, Forward time: 2.3064, Backward time: 3.0972, DDP time: 0.0037, Total iter time: 6.3714 [2020-11-05 14:03:14,601][root][INFO] - ===> Epoch[16](401/26): Loss 1.1666, Sem 1.1577, dir -0.5547, norm 0.5636, swav 0.0000 LR: 9.638e-02 Score 63.818 Data time: 0.1912, Forward time: 2.3055, Backward time: 3.0986, DDP time: 0.0037, Total iter time: 5.9209 [2020-11-05 14:03:20,617][root][INFO] - ===> Epoch[16](402/26): Loss 1.0672, Sem 1.0440, dir -0.5296, norm 0.5527, swav 0.0000 LR: 9.637e-02 Score 66.322 Data time: 0.2060, Forward time: 2.3054, Backward time: 3.0992, DDP time: 0.0037, Total iter time: 5.9139 [2020-11-05 14:03:26,414][root][INFO] - ===> Epoch[16](403/26): Loss 1.0737, Sem 1.0312, dir -0.5149, norm 0.5574, swav 0.0000 LR: 9.637e-02 Score 68.411 Data time: 0.2113, Forward time: 2.3052, Backward time: 3.0994, DDP time: 0.0037, Total iter time: 5.6841 [2020-11-05 14:03:31,551][root][INFO] - ===> Epoch[16](404/26): Loss 1.0946, Sem 1.0507, dir -0.5379, norm 0.5818, swav 0.0000 LR: 9.636e-02 Score 68.311 Data time: 0.2036, Forward time: 2.3050, Backward time: 3.0981, DDP time: 0.0038, Total iter time: 5.0254 [2020-11-05 14:03:38,076][root][INFO] - ===> Epoch[16](405/26): Loss 1.0116, Sem 1.0207, dir -0.5265, norm 0.5175, swav 0.0000 LR: 9.635e-02 Score 68.398 Data time: 0.2185, Forward time: 2.3049, Backward time: 3.0999, DDP time: 0.0038, Total iter time: 6.4017 [2020-11-05 14:03:45,187][root][INFO] - ===> Epoch[16](406/26): Loss 1.1612, Sem 1.0859, dir -0.5255, norm 0.6008, swav 0.0000 LR: 9.634e-02 Score 67.081 Data time: 0.2378, Forward time: 2.3055, Backward time: 3.1023, DDP time: 0.0038, Total iter time: 6.9987 [2020-11-05 14:03:50,781][root][INFO] - ===> Epoch[16](407/26): Loss 1.1145, Sem 1.0827, dir -0.5239, norm 0.5557, swav 0.0000 LR: 9.633e-02 Score 66.944 Data time: 0.2650, Forward time: 2.3060, Backward time: 3.1012, DDP time: 0.0038, Total iter time: 5.4689 [2020-11-05 14:03:55,348][root][INFO] - ===> Epoch[16](408/26): Loss 1.1688, Sem 1.0337, dir -0.4945, norm 0.6296, swav 0.0000 LR: 9.632e-02 Score 69.659 Data time: 0.1440, Forward time: 2.3046, Backward time: 3.0997, DDP time: 0.0038, Total iter time: 4.4325 [2020-11-05 14:04:00,707][root][INFO] - ===> Epoch[16](409/26): Loss 1.1517, Sem 1.0772, dir -0.5335, norm 0.6081, swav 0.0000 LR: 9.631e-02 Score 66.873 Data time: 0.1367, Forward time: 2.3025, Backward time: 3.1008, DDP time: 0.0038, Total iter time: 5.2709 [2020-11-05 14:04:05,936][root][INFO] - ===> Epoch[16](410/26): Loss 0.9755, Sem 1.0124, dir -0.5404, norm 0.5035, swav 0.0000 LR: 9.630e-02 Score 69.216 Data time: 0.1938, Forward time: 2.3008, Backward time: 3.1011, DDP time: 0.0038, Total iter time: 5.1612 [2020-11-05 14:04:11,142][root][INFO] - ===> Epoch[16](411/26): Loss 1.1983, Sem 1.0975, dir -0.4931, norm 0.5940, swav 0.0000 LR: 9.629e-02 Score 66.795 Data time: 0.1943, Forward time: 2.3006, Backward time: 3.1001, DDP time: 0.0038, Total iter time: 5.1316 [2020-11-05 14:04:16,159][root][INFO] - ===> Epoch[16](412/26): Loss 1.0936, Sem 1.0689, dir -0.5165, norm 0.5411, swav 0.0000 LR: 9.628e-02 Score 66.185 Data time: 0.1864, Forward time: 2.2996, Backward time: 3.0992, DDP time: 0.0038, Total iter time: 4.8715 [2020-11-05 14:04:22,316][root][INFO] - ===> Epoch[16](413/26): Loss 0.9587, Sem 0.8972, dir -0.4731, norm 0.5345, swav 0.0000 LR: 9.628e-02 Score 72.015 Data time: 0.1337, Forward time: 2.2974, Backward time: 3.1022, DDP time: 0.0038, Total iter time: 6.0567 [2020-11-05 14:04:27,633][root][INFO] - ===> Epoch[16](414/26): Loss 1.0945, Sem 1.0775, dir -0.5386, norm 0.5556, swav 0.0000 LR: 9.627e-02 Score 67.535 Data time: 0.2145, Forward time: 2.2975, Backward time: 3.1012, DDP time: 0.0038, Total iter time: 5.2703 [2020-11-05 14:04:33,336][root][INFO] - ===> Epoch[16](415/26): Loss 1.3413, Sem 1.2196, dir -0.4835, norm 0.6052, swav 0.0000 LR: 9.626e-02 Score 62.532 Data time: 0.2907, Forward time: 2.2989, Backward time: 3.0995, DDP time: 0.0038, Total iter time: 5.5988 [2020-11-05 14:04:39,154][root][INFO] - ===> Epoch[16](416/26): Loss 1.2252, Sem 1.1174, dir -0.4839, norm 0.5917, swav 0.0000 LR: 9.625e-02 Score 66.741 Data time: 0.2025, Forward time: 2.2986, Backward time: 3.0997, DDP time: 0.0038, Total iter time: 5.6975 [2020-11-05 14:04:44,830][root][INFO] - ===> Epoch[17](417/26): Loss 1.0705, Sem 1.0603, dir -0.5354, norm 0.5456, swav 0.0000 LR: 9.624e-02 Score 67.609 Data time: 0.2963, Forward time: 2.3001, Backward time: 3.0979, DDP time: 0.0038, Total iter time: 5.5710 [2020-11-05 14:04:49,657][root][INFO] - ===> Epoch[17](418/26): Loss 0.9866, Sem 0.9657, dir -0.5412, norm 0.5622, swav 0.0000 LR: 9.623e-02 Score 69.849 Data time: 0.1868, Forward time: 2.2996, Backward time: 3.0961, DDP time: 0.0038, Total iter time: 4.6779 [2020-11-05 14:04:54,740][root][INFO] - ===> Epoch[17](419/26): Loss 1.0551, Sem 1.0396, dir -0.5120, norm 0.5275, swav 0.0000 LR: 9.622e-02 Score 67.869 Data time: 0.1306, Forward time: 2.2976, Backward time: 3.0965, DDP time: 0.0038, Total iter time: 4.9582 [2020-11-05 14:04:59,641][root][INFO] - ===> Epoch[17](420/26): Loss 1.0832, Sem 1.0900, dir -0.5440, norm 0.5373, swav 0.0000 LR: 9.621e-02 Score 67.509 Data time: 0.1637, Forward time: 2.2961, Backward time: 3.0961, DDP time: 0.0038, Total iter time: 4.8243 [2020-11-05 14:05:04,647][root][INFO] - ===> Epoch[17](421/26): Loss 1.1344, Sem 1.0706, dir -0.5395, norm 0.6032, swav 0.0000 LR: 9.620e-02 Score 66.681 Data time: 0.1956, Forward time: 2.2957, Backward time: 3.0948, DDP time: 0.0038, Total iter time: 4.8974 [2020-11-05 14:05:10,048][root][INFO] - ===> Epoch[17](422/26): Loss 0.9747, Sem 0.9727, dir -0.5345, norm 0.5365, swav 0.0000 LR: 9.619e-02 Score 70.106 Data time: 0.1762, Forward time: 2.2945, Backward time: 3.0950, DDP time: 0.0038, Total iter time: 5.2716 [2020-11-05 14:05:16,871][root][INFO] - ===> Epoch[17](423/26): Loss 1.1066, Sem 1.0797, dir -0.5257, norm 0.5527, swav 0.0000 LR: 9.619e-02 Score 66.148 Data time: 0.1823, Forward time: 2.2938, Backward time: 3.0981, DDP time: 0.0038, Total iter time: 6.7111 [2020-11-05 14:05:22,280][root][INFO] - ===> Epoch[17](424/26): Loss 1.1337, Sem 1.0415, dir -0.4883, norm 0.5805, swav 0.0000 LR: 9.618e-02 Score 68.983 Data time: 0.1330, Forward time: 2.2917, Backward time: 3.0994, DDP time: 0.0038, Total iter time: 5.2954 [2020-11-05 14:05:26,702][root][INFO] - ===> Epoch[17](425/26): Loss 0.9858, Sem 1.0018, dir -0.5555, norm 0.5395, swav 0.0000 LR: 9.617e-02 Score 68.543 Data time: 0.2161, Forward time: 2.2914, Backward time: 3.0965, DDP time: 0.0038, Total iter time: 4.3297 [2020-11-05 14:05:32,366][root][INFO] - ===> Epoch[17](426/26): Loss 1.2381, Sem 1.1418, dir -0.5212, norm 0.6175, swav 0.0000 LR: 9.616e-02 Score 65.191 Data time: 0.2463, Forward time: 2.2924, Backward time: 3.0953, DDP time: 0.0038, Total iter time: 5.5517 [2020-11-05 14:05:38,131][root][INFO] - ===> Epoch[17](427/26): Loss 1.1475, Sem 1.1077, dir -0.5253, norm 0.5651, swav 0.0000 LR: 9.615e-02 Score 66.740 Data time: 0.1808, Forward time: 2.2916, Backward time: 3.0960, DDP time: 0.0038, Total iter time: 5.6308 [2020-11-05 14:05:43,899][root][INFO] - ===> Epoch[17](428/26): Loss 1.1260, Sem 1.1043, dir -0.5365, norm 0.5582, swav 0.0000 LR: 9.614e-02 Score 66.860 Data time: 0.2168, Forward time: 2.2917, Backward time: 3.0959, DDP time: 0.0038, Total iter time: 5.6503 [2020-11-05 14:05:49,234][root][INFO] - ===> Epoch[17](429/26): Loss 1.1752, Sem 1.1359, dir -0.5158, norm 0.5552, swav 0.0000 LR: 9.613e-02 Score 65.862 Data time: 0.2211, Forward time: 2.2918, Backward time: 3.0945, DDP time: 0.0038, Total iter time: 5.2069 [2020-11-05 14:05:54,047][root][INFO] - ===> Epoch[17](430/26): Loss 1.0230, Sem 0.9954, dir -0.5170, norm 0.5446, swav 0.0000 LR: 9.612e-02 Score 69.172 Data time: 0.1800, Forward time: 2.2911, Backward time: 3.0930, DDP time: 0.0038, Total iter time: 4.6922 [2020-11-05 14:06:00,867][root][INFO] - ===> Epoch[17](431/26): Loss 1.2316, Sem 1.1192, dir -0.4915, norm 0.6038, swav 0.0000 LR: 9.611e-02 Score 66.302 Data time: 0.2057, Forward time: 2.2910, Backward time: 3.0955, DDP time: 0.0038, Total iter time: 6.7149 [2020-11-05 14:06:05,351][root][INFO] - ===> Epoch[17](432/26): Loss 1.0331, Sem 1.0711, dir -0.5579, norm 0.5200, swav 0.0000 LR: 9.610e-02 Score 68.306 Data time: 0.1730, Forward time: 2.2899, Backward time: 3.0937, DDP time: 0.0038, Total iter time: 4.3513 [2020-11-05 14:06:11,507][root][INFO] - ===> Epoch[17](433/26): Loss 1.0765, Sem 1.0437, dir -0.5318, norm 0.5647, swav 0.0000 LR: 9.609e-02 Score 67.548 Data time: 0.2665, Forward time: 2.2910, Backward time: 3.0933, DDP time: 0.0038, Total iter time: 6.0378 [2020-11-05 14:06:16,939][root][INFO] - ===> Epoch[17](434/26): Loss 1.0496, Sem 1.0800, dir -0.5614, norm 0.5310, swav 0.0000 LR: 9.609e-02 Score 67.796 Data time: 0.2192, Forward time: 2.2917, Backward time: 3.0920, DDP time: 0.0038, Total iter time: 5.2970 [2020-11-05 14:06:21,772][root][INFO] - ===> Epoch[17](435/26): Loss 1.0564, Sem 1.0536, dir -0.5334, norm 0.5362, swav 0.0000 LR: 9.608e-02 Score 67.722 Data time: 0.1884, Forward time: 2.2912, Backward time: 3.0903, DDP time: 0.0038, Total iter time: 4.7021 [2020-11-05 14:06:26,797][root][INFO] - ===> Epoch[17](436/26): Loss 1.1350, Sem 1.0539, dir -0.5007, norm 0.5818, swav 0.0000 LR: 9.607e-02 Score 67.574 Data time: 0.1881, Forward time: 2.2905, Backward time: 3.0894, DDP time: 0.0038, Total iter time: 4.9029 [2020-11-05 14:06:32,927][root][INFO] - ===> Epoch[17](437/26): Loss 1.3581, Sem 1.2349, dir -0.5166, norm 0.6398, swav 0.0000 LR: 9.606e-02 Score 62.688 Data time: 0.2074, Forward time: 2.2901, Backward time: 3.0905, DDP time: 0.0038, Total iter time: 6.0232 [2020-11-05 14:06:38,982][root][INFO] - ===> Epoch[17](438/26): Loss 1.0042, Sem 0.9988, dir -0.5100, norm 0.5155, swav 0.0000 LR: 9.605e-02 Score 69.918 Data time: 0.1799, Forward time: 2.2895, Backward time: 3.0916, DDP time: 0.0038, Total iter time: 5.9320 [2020-11-05 14:06:44,086][root][INFO] - ===> Epoch[17](439/26): Loss 0.9389, Sem 1.0217, dir -0.5855, norm 0.5027, swav 0.0000 LR: 9.604e-02 Score 68.187 Data time: 0.1265, Forward time: 2.2875, Backward time: 3.0924, DDP time: 0.0038, Total iter time: 5.0132 [2020-11-05 14:06:49,760][root][INFO] - ===> Epoch[17](440/26): Loss 1.1560, Sem 1.0956, dir -0.5398, norm 0.6002, swav 0.0000 LR: 9.603e-02 Score 65.229 Data time: 0.2264, Forward time: 2.2879, Backward time: 3.0920, DDP time: 0.0038, Total iter time: 5.6105 [2020-11-05 14:06:54,746][root][INFO] - ===> Epoch[17](441/26): Loss 1.0689, Sem 1.0295, dir -0.5192, norm 0.5586, swav 0.0000 LR: 9.602e-02 Score 67.559 Data time: 0.2485, Forward time: 2.2879, Backward time: 3.0902, DDP time: 0.0038, Total iter time: 4.8568 [2020-11-05 14:07:00,237][root][INFO] - ===> Epoch[17](442/26): Loss 1.2479, Sem 1.1545, dir -0.5028, norm 0.5962, swav 0.0000 LR: 9.601e-02 Score 64.937 Data time: 0.2530, Forward time: 2.2892, Backward time: 3.0883, DDP time: 0.0038, Total iter time: 5.3826 [2020-11-05 14:07:06,400][root][INFO] - ===> Epoch[18](443/26): Loss 1.1069, Sem 1.0307, dir -0.4863, norm 0.5625, swav 0.0000 LR: 9.600e-02 Score 68.374 Data time: 0.2048, Forward time: 2.2889, Backward time: 3.0894, DDP time: 0.0038, Total iter time: 6.0427 [2020-11-05 14:07:12,303][root][INFO] - ===> Epoch[18](444/26): Loss 1.0687, Sem 1.0405, dir -0.5463, norm 0.5745, swav 0.0000 LR: 9.600e-02 Score 68.008 Data time: 0.1696, Forward time: 2.2878, Backward time: 3.0908, DDP time: 0.0038, Total iter time: 5.7952 [2020-11-05 14:07:18,353][root][INFO] - ===> Epoch[18](445/26): Loss 1.1078, Sem 1.0581, dir -0.4959, norm 0.5457, swav 0.0000 LR: 9.599e-02 Score 67.232 Data time: 0.2404, Forward time: 2.2877, Backward time: 3.0915, DDP time: 0.0038, Total iter time: 5.9661 [2020-11-05 14:07:25,288][root][INFO] - ===> Epoch[18](446/26): Loss 1.0663, Sem 1.0053, dir -0.4998, norm 0.5608, swav 0.0000 LR: 9.598e-02 Score 69.624 Data time: 0.1865, Forward time: 2.2871, Backward time: 3.0946, DDP time: 0.0038, Total iter time: 6.8325 [2020-11-05 14:07:31,231][root][INFO] - ===> Epoch[18](447/26): Loss 1.0897, Sem 0.9781, dir -0.5168, norm 0.6283, swav 0.0000 LR: 9.597e-02 Score 70.933 Data time: 0.2275, Forward time: 2.2873, Backward time: 3.0947, DDP time: 0.0038, Total iter time: 5.8491 [2020-11-05 14:07:37,101][root][INFO] - ===> Epoch[18](448/26): Loss 1.0209, Sem 1.0063, dir -0.5064, norm 0.5210, swav 0.0000 LR: 9.596e-02 Score 68.613 Data time: 0.2015, Forward time: 2.2872, Backward time: 3.0951, DDP time: 0.0038, Total iter time: 5.7542 [2020-11-05 14:07:43,449][root][INFO] - ===> Epoch[18](449/26): Loss 0.9822, Sem 0.9970, dir -0.5360, norm 0.5213, swav 0.0000 LR: 9.595e-02 Score 70.060 Data time: 0.1364, Forward time: 2.2856, Backward time: 3.0979, DDP time: 0.0038, Total iter time: 6.2522 [2020-11-05 14:07:50,076][root][INFO] - ===> Epoch[18](450/26): Loss 0.9059, Sem 0.9114, dir -0.5334, norm 0.5279, swav 0.0000 LR: 9.594e-02 Score 71.884 Data time: 0.1727, Forward time: 2.2846, Backward time: 3.1008, DDP time: 0.0038, Total iter time: 6.5454 [2020-11-05 14:07:55,235][root][INFO] - ===> Epoch[18](451/26): Loss 1.1442, Sem 1.1110, dir -0.5237, norm 0.5569, swav 0.0000 LR: 9.593e-02 Score 66.492 Data time: 0.2465, Forward time: 2.2853, Backward time: 3.0989, DDP time: 0.0038, Total iter time: 5.0720 [2020-11-05 14:08:01,248][root][INFO] - ===> Epoch[18](452/26): Loss 1.1482, Sem 1.0406, dir -0.4969, norm 0.6045, swav 0.0000 LR: 9.592e-02 Score 68.368 Data time: 0.2660, Forward time: 2.2869, Backward time: 3.0978, DDP time: 0.0038, Total iter time: 5.9009 [2020-11-05 14:08:07,094][root][INFO] - ===> Epoch[18](453/26): Loss 1.0131, Sem 1.0193, dir -0.5669, norm 0.5606, swav 0.0000 LR: 9.591e-02 Score 67.943 Data time: 0.2157, Forward time: 2.2869, Backward time: 3.0979, DDP time: 0.0038, Total iter time: 5.7085 [2020-11-05 14:08:13,704][root][INFO] - ===> Epoch[18](454/26): Loss 0.9319, Sem 0.9906, dir -0.5555, norm 0.4968, swav 0.0000 LR: 9.590e-02 Score 69.977 Data time: 0.2585, Forward time: 2.2865, Backward time: 3.0999, DDP time: 0.0038, Total iter time: 6.4943 [2020-11-05 14:08:19,501][root][INFO] - ===> Epoch[18](455/26): Loss 1.2182, Sem 1.1317, dir -0.5124, norm 0.5989, swav 0.0000 LR: 9.590e-02 Score 65.680 Data time: 0.2938, Forward time: 2.2880, Backward time: 3.0984, DDP time: 0.0037, Total iter time: 5.6714 [2020-11-05 14:08:25,090][root][INFO] - ===> Epoch[18](456/26): Loss 0.9422, Sem 0.9263, dir -0.5243, norm 0.5403, swav 0.0000 LR: 9.589e-02 Score 71.121 Data time: 0.1847, Forward time: 2.2878, Backward time: 3.0982, DDP time: 0.0038, Total iter time: 5.4546 [2020-11-05 14:08:30,411][root][INFO] - ===> Epoch[18](457/26): Loss 0.9459, Sem 0.9627, dir -0.5504, norm 0.5335, swav 0.0000 LR: 9.588e-02 Score 70.392 Data time: 0.2080, Forward time: 2.2877, Backward time: 3.0973, DDP time: 0.0038, Total iter time: 5.2021 [2020-11-05 14:08:35,271][root][INFO] - ===> Epoch[18](458/26): Loss 0.8546, Sem 0.8541, dir -0.5317, norm 0.5322, swav 0.0000 LR: 9.587e-02 Score 74.929 Data time: 0.1464, Forward time: 2.2859, Backward time: 3.0971, DDP time: 0.0038, Total iter time: 4.7384 [2020-11-05 14:08:41,138][root][INFO] - ===> Epoch[18](459/26): Loss 1.0659, Sem 1.0432, dir -0.5437, norm 0.5664, swav 0.0000 LR: 9.586e-02 Score 67.422 Data time: 0.1811, Forward time: 2.2847, Backward time: 3.0985, DDP time: 0.0038, Total iter time: 5.7799 [2020-11-05 14:08:46,107][root][INFO] - ===> Epoch[18](460/26): Loss 1.1305, Sem 1.0950, dir -0.5331, norm 0.5687, swav 0.0000 LR: 9.585e-02 Score 66.667 Data time: 0.2573, Forward time: 2.2851, Backward time: 3.0962, DDP time: 0.0038, Total iter time: 4.8731 [2020-11-05 14:08:51,179][root][INFO] - ===> Epoch[18](461/26): Loss 1.1084, Sem 1.0168, dir -0.5207, norm 0.6123, swav 0.0000 LR: 9.584e-02 Score 68.206 Data time: 0.2348, Forward time: 2.2856, Backward time: 3.0942, DDP time: 0.0038, Total iter time: 4.9479 [2020-11-05 14:08:56,773][root][INFO] - ===> Epoch[18](462/26): Loss 0.9771, Sem 1.0014, dir -0.5270, norm 0.5027, swav 0.0000 LR: 9.583e-02 Score 69.333 Data time: 0.2847, Forward time: 2.2866, Backward time: 3.0927, DDP time: 0.0037, Total iter time: 5.4666 [2020-11-05 14:09:02,181][root][INFO] - ===> Epoch[18](463/26): Loss 1.0347, Sem 1.0466, dir -0.5669, norm 0.5550, swav 0.0000 LR: 9.582e-02 Score 67.396 Data time: 0.1717, Forward time: 2.2859, Backward time: 3.0927, DDP time: 0.0038, Total iter time: 5.2985 [2020-11-05 14:09:08,269][root][INFO] - ===> Epoch[18](464/26): Loss 0.9657, Sem 0.9164, dir -0.5285, norm 0.5778, swav 0.0000 LR: 9.581e-02 Score 71.679 Data time: 0.1691, Forward time: 2.2846, Backward time: 3.0946, DDP time: 0.0038, Total iter time: 5.9625 [2020-11-05 14:09:14,310][root][INFO] - ===> Epoch[18](465/26): Loss 1.0226, Sem 1.0227, dir -0.5036, norm 0.5035, swav 0.0000 LR: 9.581e-02 Score 69.498 Data time: 0.2256, Forward time: 2.2848, Backward time: 3.0949, DDP time: 0.0038, Total iter time: 5.9508 [2020-11-05 14:09:20,145][root][INFO] - ===> Epoch[18](466/26): Loss 1.1738, Sem 1.0789, dir -0.4919, norm 0.5868, swav 0.0000 LR: 9.580e-02 Score 65.231 Data time: 0.1833, Forward time: 2.2839, Backward time: 3.0958, DDP time: 0.0038, Total iter time: 5.6987 [2020-11-05 14:09:26,306][root][INFO] - ===> Epoch[18](467/26): Loss 1.0458, Sem 1.0430, dir -0.5492, norm 0.5520, swav 0.0000 LR: 9.579e-02 Score 68.044 Data time: 0.2361, Forward time: 2.2843, Backward time: 3.0963, DDP time: 0.0038, Total iter time: 6.0728 [2020-11-05 14:09:32,767][root][INFO] - ===> Epoch[18](468/26): Loss 1.3306, Sem 1.1873, dir -0.4926, norm 0.6359, swav 0.0000 LR: 9.578e-02 Score 63.309 Data time: 0.2342, Forward time: 2.2847, Backward time: 3.0972, DDP time: 0.0038, Total iter time: 6.3300 [2020-11-05 14:09:37,753][root][INFO] - ===> Epoch[19](469/26): Loss 1.0326, Sem 1.0632, dir -0.5696, norm 0.5390, swav 0.0000 LR: 9.577e-02 Score 67.578 Data time: 0.2208, Forward time: 2.2846, Backward time: 3.0956, DDP time: 0.0038, Total iter time: 4.8412 [2020-11-05 14:09:44,404][root][INFO] - ===> Epoch[19](470/26): Loss 1.0135, Sem 0.9904, dir -0.5271, norm 0.5502, swav 0.0000 LR: 9.576e-02 Score 70.664 Data time: 0.2615, Forward time: 2.2856, Backward time: 3.0964, DDP time: 0.0038, Total iter time: 6.5405 [2020-11-05 14:09:50,740][root][INFO] - ===> Epoch[19](471/26): Loss 1.0156, Sem 1.0275, dir -0.5530, norm 0.5410, swav 0.0000 LR: 9.575e-02 Score 67.082 Data time: 0.2218, Forward time: 2.2859, Backward time: 3.0972, DDP time: 0.0038, Total iter time: 6.2134 [2020-11-05 14:09:56,045][root][INFO] - ===> Epoch[19](472/26): Loss 0.9097, Sem 0.9064, dir -0.5211, norm 0.5244, swav 0.0000 LR: 9.574e-02 Score 72.953 Data time: 0.2068, Forward time: 2.2856, Backward time: 3.0964, DDP time: 0.0038, Total iter time: 5.1626 [2020-11-05 14:10:02,218][root][INFO] - ===> Epoch[19](473/26): Loss 1.1248, Sem 1.0921, dir -0.5366, norm 0.5693, swav 0.0000 LR: 9.573e-02 Score 65.243 Data time: 0.2852, Forward time: 2.2868, Backward time: 3.0960, DDP time: 0.0038, Total iter time: 6.0543 [2020-11-05 14:10:07,891][root][INFO] - ===> Epoch[19](474/26): Loss 1.1119, Sem 1.0627, dir -0.5211, norm 0.5702, swav 0.0000 LR: 9.572e-02 Score 68.026 Data time: 0.2107, Forward time: 2.2869, Backward time: 3.0954, DDP time: 0.0038, Total iter time: 5.5187 [2020-11-05 14:10:13,234][root][INFO] - ===> Epoch[19](475/26): Loss 1.0452, Sem 1.0264, dir -0.5077, norm 0.5265, swav 0.0000 LR: 9.572e-02 Score 70.527 Data time: 0.2282, Forward time: 2.2872, Backward time: 3.0943, DDP time: 0.0038, Total iter time: 5.2349 [2020-11-05 14:10:19,484][root][INFO] - ===> Epoch[19](476/26): Loss 1.0031, Sem 1.0168, dir -0.5276, norm 0.5138, swav 0.0000 LR: 9.571e-02 Score 67.969 Data time: 0.2981, Forward time: 2.2883, Backward time: 3.0941, DDP time: 0.0038, Total iter time: 6.1247 [2020-11-05 14:10:25,225][root][INFO] - ===> Epoch[19](477/26): Loss 0.9696, Sem 0.9558, dir -0.5443, norm 0.5580, swav 0.0000 LR: 9.570e-02 Score 70.528 Data time: 0.2714, Forward time: 2.2897, Backward time: 3.0926, DDP time: 0.0038, Total iter time: 5.6279 [2020-11-05 14:10:29,975][root][INFO] - ===> Epoch[19](478/26): Loss 1.1071, Sem 1.1247, dir -0.5362, norm 0.5185, swav 0.0000 LR: 9.569e-02 Score 64.676 Data time: 0.2070, Forward time: 2.2898, Backward time: 3.0904, DDP time: 0.0038, Total iter time: 4.6277 [2020-11-05 14:10:36,446][root][INFO] - ===> Epoch[19](479/26): Loss 1.0103, Sem 1.0168, dir -0.5417, norm 0.5352, swav 0.0000 LR: 9.568e-02 Score 69.234 Data time: 0.1986, Forward time: 2.2893, Backward time: 3.0923, DDP time: 0.0038, Total iter time: 6.3621 [2020-11-05 14:10:41,727][root][INFO] - ===> Epoch[19](480/26): Loss 1.0671, Sem 1.0212, dir -0.5145, norm 0.5603, swav 0.0000 LR: 9.567e-02 Score 68.911 Data time: 0.2268, Forward time: 2.2893, Backward time: 3.0912, DDP time: 0.0038, Total iter time: 5.1579 [2020-11-05 14:10:47,192][root][INFO] - ===> Epoch[19](481/26): Loss 1.0948, Sem 1.0341, dir -0.5179, norm 0.5786, swav 0.0000 LR: 9.566e-02 Score 66.898 Data time: 0.1970, Forward time: 2.2891, Backward time: 3.0907, DDP time: 0.0038, Total iter time: 5.3392 [2020-11-05 14:10:53,660][root][INFO] - ===> Epoch[19](482/26): Loss 1.1547, Sem 1.0905, dir -0.5056, norm 0.5698, swav 0.0000 LR: 9.565e-02 Score 68.302 Data time: 0.1707, Forward time: 2.2884, Backward time: 3.0929, DDP time: 0.0038, Total iter time: 6.3535 [2020-11-05 14:10:59,636][root][INFO] - ===> Epoch[19](483/26): Loss 1.0263, Sem 1.0726, dir -0.5460, norm 0.4997, swav 0.0000 LR: 9.564e-02 Score 66.224 Data time: 0.1522, Forward time: 2.2871, Backward time: 3.0946, DDP time: 0.0038, Total iter time: 5.8851 [2020-11-05 14:11:05,378][root][INFO] - ===> Epoch[19](484/26): Loss 0.9439, Sem 0.9870, dir -0.5473, norm 0.5042, swav 0.0000 LR: 9.563e-02 Score 70.250 Data time: 0.1967, Forward time: 2.2862, Backward time: 3.0954, DDP time: 0.0038, Total iter time: 5.6427 [2020-11-05 14:11:10,856][root][INFO] - ===> Epoch[19](485/26): Loss 1.1097, Sem 1.0569, dir -0.5130, norm 0.5658, swav 0.0000 LR: 9.562e-02 Score 67.475 Data time: 0.2269, Forward time: 2.2864, Backward time: 3.0947, DDP time: 0.0038, Total iter time: 5.3790 [2020-11-05 14:11:17,059][root][INFO] - ===> Epoch[19](486/26): Loss 0.8792, Sem 0.9058, dir -0.5395, norm 0.5129, swav 0.0000 LR: 9.562e-02 Score 71.285 Data time: 0.1950, Forward time: 2.2860, Backward time: 3.0957, DDP time: 0.0038, Total iter time: 6.0773 [2020-11-05 14:11:22,646][root][INFO] - ===> Epoch[19](487/26): Loss 1.0674, Sem 1.0219, dir -0.5262, norm 0.5717, swav 0.0000 LR: 9.561e-02 Score 68.028 Data time: 0.2149, Forward time: 2.2857, Backward time: 3.0955, DDP time: 0.0038, Total iter time: 5.4507 [2020-11-05 14:11:27,437][root][INFO] - ===> Epoch[19](488/26): Loss 1.0265, Sem 1.0270, dir -0.5762, norm 0.5756, swav 0.0000 LR: 9.560e-02 Score 69.025 Data time: 0.2029, Forward time: 2.2854, Backward time: 3.0939, DDP time: 0.0038, Total iter time: 4.6756 [2020-11-05 14:11:33,265][root][INFO] - ===> Epoch[19](489/26): Loss 0.9416, Sem 0.9730, dir -0.5595, norm 0.5281, swav 0.0000 LR: 9.559e-02 Score 70.899 Data time: 0.2308, Forward time: 2.2855, Backward time: 3.0939, DDP time: 0.0038, Total iter time: 5.7161 [2020-11-05 14:11:39,447][root][INFO] - ===> Epoch[19](490/26): Loss 0.9626, Sem 0.9036, dir -0.4677, norm 0.5267, swav 0.0000 LR: 9.558e-02 Score 71.574 Data time: 0.2999, Forward time: 2.2872, Backward time: 3.0930, DDP time: 0.0038, Total iter time: 6.0678 [2020-11-05 14:11:44,810][root][INFO] - ===> Epoch[19](491/26): Loss 0.9359, Sem 0.9837, dir -0.6034, norm 0.5556, swav 0.0000 LR: 9.557e-02 Score 69.801 Data time: 0.2138, Forward time: 2.2874, Backward time: 3.0919, DDP time: 0.0038, Total iter time: 5.2479 [2020-11-05 14:11:51,003][root][INFO] - ===> Epoch[19](492/26): Loss 0.9310, Sem 0.9410, dir -0.5403, norm 0.5303, swav 0.0000 LR: 9.556e-02 Score 71.173 Data time: 0.2133, Forward time: 2.2875, Backward time: 3.0926, DDP time: 0.0038, Total iter time: 6.0690 [2020-11-05 14:11:57,619][root][INFO] - ===> Epoch[19](493/26): Loss 1.0706, Sem 0.9918, dir -0.5214, norm 0.6002, swav 0.0000 LR: 9.555e-02 Score 69.548 Data time: 0.1881, Forward time: 2.2871, Backward time: 3.0947, DDP time: 0.0038, Total iter time: 6.4960 [2020-11-05 14:12:03,104][root][INFO] - ===> Epoch[19](494/26): Loss 0.9039, Sem 0.8910, dir -0.5292, norm 0.5421, swav 0.0000 LR: 9.554e-02 Score 72.871 Data time: 0.2014, Forward time: 2.2865, Backward time: 3.0946, DDP time: 0.0038, Total iter time: 5.3612 [2020-11-05 14:12:08,043][root][INFO] - ===> Epoch[20](495/26): Loss 0.8575, Sem 0.9260, dir -0.5640, norm 0.4955, swav 0.0000 LR: 9.553e-02 Score 71.719 Data time: 0.2230, Forward time: 2.2868, Backward time: 3.0928, DDP time: 0.0038, Total iter time: 4.8341 [2020-11-05 14:12:13,307][root][INFO] - ===> Epoch[20](496/26): Loss 0.9647, Sem 0.9671, dir -0.5383, norm 0.5358, swav 0.0000 LR: 9.553e-02 Score 70.806 Data time: 0.2066, Forward time: 2.2868, Backward time: 3.0918, DDP time: 0.0038, Total iter time: 5.1488 [2020-11-05 14:12:19,000][root][INFO] - ===> Epoch[20](497/26): Loss 0.9332, Sem 0.9772, dir -0.5488, norm 0.5048, swav 0.0000 LR: 9.552e-02 Score 69.997 Data time: 0.2724, Forward time: 2.2878, Backward time: 3.0906, DDP time: 0.0038, Total iter time: 5.5766 [2020-11-05 14:12:24,665][root][INFO] - ===> Epoch[20](498/26): Loss 1.0136, Sem 0.9485, dir -0.5227, norm 0.5878, swav 0.0000 LR: 9.551e-02 Score 72.263 Data time: 0.2655, Forward time: 2.2885, Backward time: 3.0895, DDP time: 0.0038, Total iter time: 5.5268 [2020-11-05 14:12:31,023][root][INFO] - ===> Epoch[20](499/26): Loss 0.9325, Sem 0.9530, dir -0.5274, norm 0.5068, swav 0.0000 LR: 9.550e-02 Score 71.089 Data time: 0.2314, Forward time: 2.2889, Backward time: 3.0901, DDP time: 0.0038, Total iter time: 6.2345 [2020-11-05 14:12:36,986][root][INFO] - ===> Epoch[20](500/26): Loss 1.0749, Sem 1.0976, dir -0.5552, norm 0.5325, swav 0.0000 LR: 9.549e-02 Score 65.696 Data time: 0.1894, Forward time: 2.2876, Backward time: 3.0917, DDP time: 0.0038, Total iter time: 5.8357 [2020-11-05 14:12:37,624][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-11-05 14:12:37,783][root][INFO] - ===> Start testing [2020-11-05 14:14:01,961][root][INFO] - 101/312: Data time: 0.0048, Iter time: 0.2907 Loss 0.585 (AVG: 0.954) Score 87.828 (AVG: 70.210) mIOU 23.405 mAP 44.832 mAcc 34.333 IOU: 68.047 95.341 22.253 21.546 67.343 21.101 43.197 6.188 16.414 4.256 0.000 14.794 3.118 17.709 0.000 5.057 18.655 3.070 26.111 13.900 mAP: 74.903 95.996 36.431 53.745 71.857 56.479 56.723 29.718 32.629 37.302 3.622 32.132 35.188 55.257 16.493 32.037 63.912 18.506 68.502 25.212 mAcc: 90.945 98.430 38.910 48.008 87.320 30.227 54.029 7.147 19.882 4.423 0.000 25.085 3.267 51.093 0.000 7.353 28.461 3.673 66.319 22.088 [2020-11-05 14:15:30,047][root][INFO] - 201/312: Data time: 0.0063, Iter time: 0.5605 Loss 0.648 (AVG: 0.994) Score 77.214 (AVG: 69.685) mIOU 23.853 mAP 45.684 mAcc 34.903 IOU: 68.405 94.854 24.704 23.667 65.550 21.132 39.402 5.860 14.432 3.419 0.000 14.456 2.904 20.705 0.000 4.868 21.155 5.978 31.427 14.147 mAP: 73.676 96.307 38.768 56.678 69.941 54.451 50.720 27.225 34.259 39.936 4.473 34.318 29.612 59.644 14.955 45.256 64.216 25.570 68.078 25.603 mAcc: 91.693 98.221 44.091 48.649 86.356 32.175 50.524 7.050 16.937 3.537 0.000 23.719 3.074 49.937 0.000 6.491 30.977 7.137 75.198 22.293 [2020-11-05 14:16:55,065][root][INFO] - 301/312: Data time: 0.0109, Iter time: 0.3480 Loss 0.779 (AVG: 0.973) Score 71.070 (AVG: 70.164) mIOU 23.978 mAP 45.855 mAcc 35.026 IOU: 69.197 95.083 23.901 26.097 65.880 21.420 36.632 5.433 13.617 3.125 0.000 13.075 3.066 21.393 0.000 5.390 22.971 7.240 31.698 14.348 mAP: 74.143 96.433 36.047 57.212 69.934 53.776 48.511 27.219 33.488 39.201 5.500 33.943 31.471 54.676 13.035 46.003 67.601 33.218 69.907 25.782 mAcc: 91.914 98.310 42.960 49.765 87.221 32.690 48.982 6.524 16.224 3.237 0.000 22.323 3.219 48.993 0.000 7.627 33.516 8.475 75.828 22.705 [2020-11-05 14:17:04,293][root][INFO] - 312/312: Data time: 0.0027, Iter time: 0.1926 Loss 1.532 (AVG: 0.980) Score 48.504 (AVG: 70.030) mIOU 23.870 mAP 45.761 mAcc 34.930 IOU: 68.853 95.139 24.003 25.777 65.873 21.205 36.406 5.391 13.517 3.047 0.000 12.917 3.029 21.363 0.000 5.546 22.966 7.108 31.438 13.825 mAP: 73.950 96.533 36.667 56.676 70.109 53.275 48.785 26.824 33.200 39.300 5.454 33.600 31.398 55.205 13.321 45.195 67.713 32.504 69.333 26.176 mAcc: 91.805 98.332 43.441 49.768 87.324 32.587 48.610 6.472 16.200 3.155 0.000 21.802 3.188 49.427 0.000 7.860 33.816 8.308 75.268 21.236 [2020-11-05 14:17:04,305][root][INFO] - Finished test. Elapsed time: 266.5094 [2020-11-05 14:17:19,888][root][INFO] - [2020-11-05 14:17:19,889][root][INFO] - ################################################################ [2020-11-05 14:17:19,889][root][INFO] - what : AP AP_50% AP_25% [2020-11-05 14:17:19,889][root][INFO] - ################################################################ [2020-11-05 14:17:19,889][root][INFO] - cabinet : 0.001 0.009 0.110 [2020-11-05 14:17:19,889][root][INFO] - bed : 0.001 0.005 0.101 [2020-11-05 14:17:19,889][root][INFO] - chair : 0.300 0.507 0.676 [2020-11-05 14:17:19,889][root][INFO] - sofa : 0.000 0.000 0.008 [2020-11-05 14:17:19,889][root][INFO] - table : 0.001 0.003 0.093 [2020-11-05 14:17:19,889][root][INFO] - door : 0.000 0.000 0.000 [2020-11-05 14:17:19,889][root][INFO] - window : 0.000 0.000 0.008 [2020-11-05 14:17:19,889][root][INFO] - bookshelf : 0.000 0.000 0.000 [2020-11-05 14:17:19,889][root][INFO] - picture : 0.000 0.000 0.000 [2020-11-05 14:17:19,889][root][INFO] - counter : 0.000 0.000 0.000 [2020-11-05 14:17:19,889][root][INFO] - desk : 0.000 0.000 0.000 [2020-11-05 14:17:19,889][root][INFO] - curtain : 0.002 0.009 0.065 [2020-11-05 14:17:19,890][root][INFO] - refrigerator : 0.000 0.000 0.000 [2020-11-05 14:17:19,890][root][INFO] - shower curtain : 0.000 0.000 0.000 [2020-11-05 14:17:19,890][root][INFO] - toilet : 0.001 0.010 0.182 [2020-11-05 14:17:19,890][root][INFO] - sink : 0.000 0.000 0.019 [2020-11-05 14:17:19,890][root][INFO] - bathtub : 0.090 0.260 0.376 [2020-11-05 14:17:19,890][root][INFO] - otherfurniture : 0.009 0.024 0.088 [2020-11-05 14:17:19,890][root][INFO] - ---------------------------------------------------------------- [2020-11-05 14:17:19,890][root][INFO] - average : 0.022 0.046 0.096 [2020-11-05 14:17:19,890][root][INFO] - [2020-11-05 14:17:20,261][root][INFO] - Summary name validation/mAP@0.5 is illegal; using validation/mAP_0.5 instead. [2020-11-05 14:17:20,854][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34Cbest_val.pth [2020-11-05 14:17:21,065][root][INFO] - Current best mIoU: 23.870 at iter 500 [2020-11-05 14:17:25,595][root][INFO] - ===> Epoch[20](501/26): Loss 0.8905, Sem 0.9193, dir -0.5557, norm 0.5269, swav 0.0000 LR: 9.548e-02 Score 69.799 Data time: 0.2345, Forward time: 2.2874, Backward time: 3.0896, DDP time: 0.0038, Total iter time: 4.5232 [2020-11-05 14:17:30,498][root][INFO] - ===> Epoch[20](502/26): Loss 1.0098, Sem 0.9818, dir -0.5641, norm 0.5921, swav 0.0000 LR: 9.547e-02 Score 69.618 Data time: 0.2165, Forward time: 2.2878, Backward time: 3.0876, DDP time: 0.0038, Total iter time: 4.7773 [2020-11-05 14:17:36,056][root][INFO] - ===> Epoch[20](503/26): Loss 0.9660, Sem 0.8999, dir -0.5222, norm 0.5882, swav 0.0000 LR: 9.546e-02 Score 73.174 Data time: 0.1231, Forward time: 2.2858, Backward time: 3.0895, DDP time: 0.0038, Total iter time: 5.4402 [2020-11-05 14:17:40,388][root][INFO] - ===> Epoch[20](504/26): Loss 0.8403, Sem 0.9099, dir -0.5498, norm 0.4802, swav 0.0000 LR: 9.545e-02 Score 71.989 Data time: 0.1999, Forward time: 2.2856, Backward time: 3.0870, DDP time: 0.0038, Total iter time: 4.2565 [2020-11-05 14:17:45,574][root][INFO] - ===> Epoch[20](505/26): Loss 0.8629, Sem 0.8944, dir -0.5472, norm 0.5157, swav 0.0000 LR: 9.544e-02 Score 72.208 Data time: 0.1420, Forward time: 2.2842, Backward time: 3.0874, DDP time: 0.0038, Total iter time: 5.0905 [2020-11-05 14:17:50,672][root][INFO] - ===> Epoch[20](506/26): Loss 0.8432, Sem 0.9156, dir -0.5715, norm 0.4992, swav 0.0000 LR: 9.543e-02 Score 71.698 Data time: 0.1939, Forward time: 2.2835, Backward time: 3.0868, DDP time: 0.0038, Total iter time: 5.0261 [2020-11-05 14:17:56,104][root][INFO] - ===> Epoch[20](507/26): Loss 1.0904, Sem 1.0895, dir -0.5396, norm 0.5404, swav 0.0000 LR: 9.543e-02 Score 65.399 Data time: 0.1770, Forward time: 2.2830, Backward time: 3.0868, DDP time: 0.0038, Total iter time: 5.3290 [2020-11-05 14:18:01,416][root][INFO] - ===> Epoch[20](508/26): Loss 0.9097, Sem 0.9651, dir -0.5611, norm 0.5057, swav 0.0000 LR: 9.542e-02 Score 69.998 Data time: 0.2456, Forward time: 2.2828, Backward time: 3.0860, DDP time: 0.0038, Total iter time: 5.2041 [2020-11-05 14:18:06,820][root][INFO] - ===> Epoch[20](509/26): Loss 1.0350, Sem 1.0104, dir -0.5047, norm 0.5294, swav 0.0000 LR: 9.541e-02 Score 67.544 Data time: 0.1732, Forward time: 2.2818, Backward time: 3.0863, DDP time: 0.0038, Total iter time: 5.2806 [2020-11-05 14:18:13,983][root][INFO] - ===> Epoch[20](510/26): Loss 0.9020, Sem 0.8736, dir -0.5250, norm 0.5533, swav 0.0000 LR: 9.540e-02 Score 73.476 Data time: 0.2413, Forward time: 2.2823, Backward time: 3.0885, DDP time: 0.0038, Total iter time: 7.0837 [2020-11-05 14:18:19,923][root][INFO] - ===> Epoch[20](511/26): Loss 1.0201, Sem 1.0284, dir -0.5541, norm 0.5457, swav 0.0000 LR: 9.539e-02 Score 68.346 Data time: 0.1820, Forward time: 2.2817, Backward time: 3.0894, DDP time: 0.0038, Total iter time: 5.8181 [2020-11-05 14:18:25,690][root][INFO] - ===> Epoch[20](512/26): Loss 1.1485, Sem 1.0353, dir -0.5224, norm 0.6355, swav 0.0000 LR: 9.538e-02 Score 67.703 Data time: 0.1808, Forward time: 2.2808, Backward time: 3.0903, DDP time: 0.0038, Total iter time: 5.6565 [2020-11-05 14:18:33,286][root][INFO] - ===> Epoch[20](513/26): Loss 1.0866, Sem 1.0836, dir -0.5278, norm 0.5308, swav 0.0000 LR: 9.537e-02 Score 65.869 Data time: 0.2358, Forward time: 2.2810, Backward time: 3.0935, DDP time: 0.0038, Total iter time: 7.5052 [2020-11-05 14:18:38,636][root][INFO] - ===> Epoch[20](514/26): Loss 0.9294, Sem 0.9058, dir -0.5129, norm 0.5366, swav 0.0000 LR: 9.536e-02 Score 71.960 Data time: 0.2268, Forward time: 2.2810, Backward time: 3.0927, DDP time: 0.0038, Total iter time: 5.2347 [2020-11-05 14:18:45,566][root][INFO] - ===> Epoch[20](515/26): Loss 0.9301, Sem 0.8901, dir -0.5156, norm 0.5556, swav 0.0000 LR: 9.535e-02 Score 71.291 Data time: 0.2584, Forward time: 2.2820, Backward time: 3.0938, DDP time: 0.0038, Total iter time: 6.8309 [2020-11-05 14:18:52,316][root][INFO] - ===> Epoch[20](516/26): Loss 0.9633, Sem 0.9601, dir -0.5283, norm 0.5315, swav 0.0000 LR: 9.534e-02 Score 70.274 Data time: 0.2420, Forward time: 2.2820, Backward time: 3.0955, DDP time: 0.0038, Total iter time: 6.6271 [2020-11-05 14:18:58,021][root][INFO] - ===> Epoch[20](517/26): Loss 0.8693, Sem 0.9243, dir -0.5399, norm 0.4849, swav 0.0000 LR: 9.534e-02 Score 71.491 Data time: 0.1768, Forward time: 2.2810, Backward time: 3.0964, DDP time: 0.0038, Total iter time: 5.6009 [2020-11-05 14:19:03,544][root][INFO] - ===> Epoch[20](518/26): Loss 1.0946, Sem 1.0731, dir -0.5422, norm 0.5637, swav 0.0000 LR: 9.533e-02 Score 65.719 Data time: 0.2341, Forward time: 2.2814, Backward time: 3.0957, DDP time: 0.0038, Total iter time: 5.4506 [2020-11-05 14:19:09,151][root][INFO] - ===> Epoch[20](519/26): Loss 1.0648, Sem 0.9914, dir -0.5137, norm 0.5872, swav 0.0000 LR: 9.532e-02 Score 70.572 Data time: 0.2481, Forward time: 2.2822, Backward time: 3.0945, DDP time: 0.0038, Total iter time: 5.4707 [2020-11-05 14:19:15,113][root][INFO] - ===> Epoch[20](520/26): Loss 1.0067, Sem 0.9952, dir -0.5233, norm 0.5348, swav 0.0000 LR: 9.531e-02 Score 70.578 Data time: 0.1791, Forward time: 2.2815, Backward time: 3.0955, DDP time: 0.0038, Total iter time: 5.8293 [2020-11-05 14:19:21,003][root][INFO] - ===> Epoch[21](521/26): Loss 1.0051, Sem 0.9776, dir -0.5220, norm 0.5495, swav 0.0000 LR: 9.530e-02 Score 70.388 Data time: 0.1868, Forward time: 2.2807, Backward time: 3.0965, DDP time: 0.0038, Total iter time: 5.7893 [2020-11-05 14:19:28,191][root][INFO] - ===> Epoch[21](522/26): Loss 0.9711, Sem 0.8933, dir -0.5256, norm 0.6034, swav 0.0000 LR: 9.529e-02 Score 72.428 Data time: 0.2602, Forward time: 2.2817, Backward time: 3.0981, DDP time: 0.0038, Total iter time: 7.0765 [2020-11-05 14:19:34,242][root][INFO] - ===> Epoch[21](523/26): Loss 0.9666, Sem 0.9688, dir -0.5410, norm 0.5388, swav 0.0000 LR: 9.528e-02 Score 70.347 Data time: 0.1727, Forward time: 2.2810, Backward time: 3.0993, DDP time: 0.0038, Total iter time: 5.9332 [2020-11-05 14:19:41,359][root][INFO] - ===> Epoch[21](524/26): Loss 0.8577, Sem 0.8554, dir -0.5214, norm 0.5237, swav 0.0000 LR: 9.527e-02 Score 72.281 Data time: 0.1798, Forward time: 2.2802, Backward time: 3.1026, DDP time: 0.0038, Total iter time: 7.0096 [2020-11-05 14:19:46,811][root][INFO] - ===> Epoch[21](525/26): Loss 0.8710, Sem 0.9182, dir -0.5596, norm 0.5124, swav 0.0000 LR: 9.526e-02 Score 71.599 Data time: 0.2163, Forward time: 2.2800, Backward time: 3.1022, DDP time: 0.0038, Total iter time: 5.3501 [2020-11-05 14:19:52,930][root][INFO] - ===> Epoch[21](526/26): Loss 0.9392, Sem 0.9458, dir -0.5600, norm 0.5533, swav 0.0000 LR: 9.525e-02 Score 72.186 Data time: 0.2294, Forward time: 2.2797, Backward time: 3.1031, DDP time: 0.0038, Total iter time: 6.0009 [2020-11-05 14:19:58,643][root][INFO] - ===> Epoch[21](527/26): Loss 0.9032, Sem 0.9437, dir -0.5993, norm 0.5588, swav 0.0000 LR: 9.524e-02 Score 70.944 Data time: 0.2177, Forward time: 2.2795, Backward time: 3.1029, DDP time: 0.0038, Total iter time: 5.5904 [2020-11-05 14:20:03,591][root][INFO] - ===> Epoch[21](528/26): Loss 0.9267, Sem 0.9771, dir -0.5846, norm 0.5342, swav 0.0000 LR: 9.524e-02 Score 69.019 Data time: 0.2264, Forward time: 2.2795, Backward time: 3.1011, DDP time: 0.0038, Total iter time: 4.8098 [2020-11-05 14:20:07,850][root][INFO] - ===> Epoch[21](529/26): Loss 0.8456, Sem 0.9019, dir -0.5574, norm 0.5011, swav 0.0000 LR: 9.523e-02 Score 72.283 Data time: 0.2044, Forward time: 2.2794, Backward time: 3.0984, DDP time: 0.0038, Total iter time: 4.1321 [2020-11-05 14:20:13,209][root][INFO] - ===> Epoch[21](530/26): Loss 0.8457, Sem 0.9403, dir -0.5772, norm 0.4826, swav 0.0000 LR: 9.522e-02 Score 70.902 Data time: 0.1578, Forward time: 2.2784, Backward time: 3.0987, DDP time: 0.0038, Total iter time: 5.2398 [2020-11-05 14:20:18,627][root][INFO] - ===> Epoch[21](531/26): Loss 0.9983, Sem 1.0051, dir -0.5482, norm 0.5413, swav 0.0000 LR: 9.521e-02 Score 68.060 Data time: 0.2531, Forward time: 2.2792, Backward time: 3.0973, DDP time: 0.0038, Total iter time: 5.3376 [2020-11-05 14:20:25,753][root][INFO] - ===> Epoch[21](532/26): Loss 0.8444, Sem 0.9025, dir -0.5644, norm 0.5063, swav 0.0000 LR: 9.520e-02 Score 71.267 Data time: 0.2487, Forward time: 2.2796, Backward time: 3.0992, DDP time: 0.0038, Total iter time: 6.9799 [2020-11-05 14:20:31,892][root][INFO] - ===> Epoch[21](533/26): Loss 0.7844, Sem 0.8527, dir -0.5712, norm 0.5029, swav 0.0000 LR: 9.519e-02 Score 73.884 Data time: 0.2669, Forward time: 2.2805, Backward time: 3.0989, DDP time: 0.0038, Total iter time: 6.0015 [2020-11-05 14:20:36,954][root][INFO] - ===> Epoch[21](534/26): Loss 0.8609, Sem 0.9167, dir -0.5639, norm 0.5081, swav 0.0000 LR: 9.518e-02 Score 71.925 Data time: 0.1981, Forward time: 2.2804, Backward time: 3.0977, DDP time: 0.0038, Total iter time: 4.9414 [2020-11-05 14:20:42,621][root][INFO] - ===> Epoch[21](535/26): Loss 0.8025, Sem 0.8517, dir -0.5574, norm 0.5082, swav 0.0000 LR: 9.517e-02 Score 74.442 Data time: 0.2056, Forward time: 2.2801, Backward time: 3.0978, DDP time: 0.0038, Total iter time: 5.5562 [2020-11-05 14:20:48,846][root][INFO] - ===> Epoch[21](536/26): Loss 0.9694, Sem 0.9272, dir -0.5154, norm 0.5576, swav 0.0000 LR: 9.516e-02 Score 70.807 Data time: 0.2313, Forward time: 2.2806, Backward time: 3.0982, DDP time: 0.0038, Total iter time: 6.1088 [2020-11-05 14:20:56,189][root][INFO] - ===> Epoch[21](537/26): Loss 1.0191, Sem 0.9406, dir -0.5150, norm 0.5934, swav 0.0000 LR: 9.515e-02 Score 72.116 Data time: 0.2585, Forward time: 2.2812, Backward time: 3.1002, DDP time: 0.0038, Total iter time: 7.1975 [2020-11-05 14:21:01,486][root][INFO] - ===> Epoch[21](538/26): Loss 0.9266, Sem 0.9270, dir -0.5431, norm 0.5427, swav 0.0000 LR: 9.515e-02 Score 68.912 Data time: 0.2473, Forward time: 2.2820, Backward time: 3.0985, DDP time: 0.0038, Total iter time: 5.1547 [2020-11-05 14:21:08,117][root][INFO] - ===> Epoch[21](539/26): Loss 0.9236, Sem 0.9300, dir -0.5278, norm 0.5213, swav 0.0000 LR: 9.514e-02 Score 72.362 Data time: 0.2250, Forward time: 2.2825, Backward time: 3.0995, DDP time: 0.0038, Total iter time: 6.4970 [2020-11-05 14:21:13,413][root][INFO] - ===> Epoch[21](540/26): Loss 0.8801, Sem 0.9410, dir -0.5703, norm 0.5095, swav 0.0000 LR: 9.513e-02 Score 70.809 Data time: 0.2354, Forward time: 2.2827, Backward time: 3.0983, DDP time: 0.0038, Total iter time: 5.1595 [2020-11-05 14:21:19,333][root][INFO] - ===> Epoch[21](541/26): Loss 0.8659, Sem 0.9024, dir -0.5722, norm 0.5357, swav 0.0000 LR: 9.512e-02 Score 72.165 Data time: 0.2008, Forward time: 2.2824, Backward time: 3.0986, DDP time: 0.0038, Total iter time: 5.7862 [2020-11-05 14:21:24,268][root][INFO] - ===> Epoch[21](542/26): Loss 0.8252, Sem 0.8457, dir -0.5265, norm 0.5060, swav 0.0000 LR: 9.511e-02 Score 74.075 Data time: 0.1496, Forward time: 2.2812, Backward time: 3.0984, DDP time: 0.0038, Total iter time: 4.8277 [2020-11-05 14:21:30,945][root][INFO] - ===> Epoch[21](543/26): Loss 0.9961, Sem 0.9094, dir -0.5183, norm 0.6051, swav 0.0000 LR: 9.510e-02 Score 72.407 Data time: 0.1641, Forward time: 2.2804, Backward time: 3.1009, DDP time: 0.0038, Total iter time: 6.6000 [2020-11-05 14:21:35,776][root][INFO] - ===> Epoch[21](544/26): Loss 0.9963, Sem 1.0271, dir -0.5779, norm 0.5471, swav 0.0000 LR: 9.509e-02 Score 67.408 Data time: 0.1435, Forward time: 2.2788, Backward time: 3.1008, DDP time: 0.0038, Total iter time: 4.7325 [2020-11-05 14:21:40,887][root][INFO] - ===> Epoch[21](545/26): Loss 1.0132, Sem 0.9911, dir -0.5586, norm 0.5807, swav 0.0000 LR: 9.508e-02 Score 69.391 Data time: 0.2451, Forward time: 2.2791, Backward time: 3.0994, DDP time: 0.0038, Total iter time: 5.0593 [2020-11-05 14:21:46,153][root][INFO] - ===> Epoch[21](546/26): Loss 0.8651, Sem 0.9079, dir -0.5765, norm 0.5338, swav 0.0000 LR: 9.507e-02 Score 72.019 Data time: 0.2432, Forward time: 2.2795, Backward time: 3.0981, DDP time: 0.0038, Total iter time: 5.1544 [2020-11-05 14:21:52,141][root][INFO] - ===> Epoch[22](547/26): Loss 0.9664, Sem 0.9896, dir -0.5437, norm 0.5206, swav 0.0000 LR: 9.506e-02 Score 68.066 Data time: 0.2068, Forward time: 2.2794, Backward time: 3.0986, DDP time: 0.0038, Total iter time: 5.8863 [2020-11-05 14:21:57,557][root][INFO] - ===> Epoch[22](548/26): Loss 0.9020, Sem 0.9011, dir -0.5394, norm 0.5403, swav 0.0000 LR: 9.505e-02 Score 71.171 Data time: 0.2447, Forward time: 2.2800, Backward time: 3.0973, DDP time: 0.0038, Total iter time: 5.2876 [2020-11-05 14:22:02,312][root][INFO] - ===> Epoch[22](549/26): Loss 0.8107, Sem 0.8269, dir -0.5470, norm 0.5308, swav 0.0000 LR: 9.505e-02 Score 75.324 Data time: 0.2175, Forward time: 2.2794, Backward time: 3.0960, DDP time: 0.0038, Total iter time: 4.6236 [2020-11-05 14:22:08,464][root][INFO] - ===> Epoch[22](550/26): Loss 0.9503, Sem 0.8826, dir -0.5318, norm 0.5996, swav 0.0000 LR: 9.504e-02 Score 73.810 Data time: 0.2312, Forward time: 2.2798, Backward time: 3.0963, DDP time: 0.0038, Total iter time: 6.0619 [2020-11-05 14:22:14,799][root][INFO] - ===> Epoch[22](551/26): Loss 0.9274, Sem 0.9524, dir -0.5700, norm 0.5451, swav 0.0000 LR: 9.503e-02 Score 71.194 Data time: 0.2431, Forward time: 2.2805, Backward time: 3.0964, DDP time: 0.0038, Total iter time: 6.2004 [2020-11-05 14:22:20,196][root][INFO] - ===> Epoch[22](552/26): Loss 1.0258, Sem 1.0605, dir -0.5635, norm 0.5289, swav 0.0000 LR: 9.502e-02 Score 68.215 Data time: 0.1747, Forward time: 2.2797, Backward time: 3.0966, DDP time: 0.0038, Total iter time: 5.2872 [2020-11-05 14:22:25,055][root][INFO] - ===> Epoch[22](553/26): Loss 0.8644, Sem 0.9009, dir -0.5266, norm 0.4901, swav 0.0000 LR: 9.501e-02 Score 71.594 Data time: 0.1531, Forward time: 2.2785, Backward time: 3.0962, DDP time: 0.0038, Total iter time: 4.7554 [2020-11-05 14:22:30,927][root][INFO] - ===> Epoch[22](554/26): Loss 0.9076, Sem 1.0079, dir -0.5921, norm 0.4918, swav 0.0000 LR: 9.500e-02 Score 68.705 Data time: 0.2108, Forward time: 2.2782, Backward time: 3.0966, DDP time: 0.0038, Total iter time: 5.8084 [2020-11-05 14:22:36,067][root][INFO] - ===> Epoch[22](555/26): Loss 0.8822, Sem 0.9112, dir -0.5403, norm 0.5114, swav 0.0000 LR: 9.499e-02 Score 72.205 Data time: 0.2437, Forward time: 2.2788, Backward time: 3.0950, DDP time: 0.0038, Total iter time: 5.0289 [2020-11-05 14:22:41,730][root][INFO] - ===> Epoch[22](556/26): Loss 0.7192, Sem 0.7610, dir -0.5574, norm 0.5156, swav 0.0000 LR: 9.498e-02 Score 76.384 Data time: 0.2141, Forward time: 2.2790, Backward time: 3.0946, DDP time: 0.0038, Total iter time: 5.5376 [2020-11-05 14:22:47,319][root][INFO] - ===> Epoch[22](557/26): Loss 0.8759, Sem 0.9545, dir -0.5768, norm 0.4982, swav 0.0000 LR: 9.497e-02 Score 70.678 Data time: 0.1239, Forward time: 2.2772, Backward time: 3.0962, DDP time: 0.0038, Total iter time: 5.4625 [2020-11-05 14:22:51,844][root][INFO] - ===> Epoch[22](558/26): Loss 0.8803, Sem 0.8454, dir -0.5404, norm 0.5753, swav 0.0000 LR: 9.496e-02 Score 74.430 Data time: 0.1778, Forward time: 2.2765, Backward time: 3.0949, DDP time: 0.0038, Total iter time: 4.4584 [2020-11-05 14:22:57,171][root][INFO] - ===> Epoch[22](559/26): Loss 0.8488, Sem 0.8854, dir -0.5914, norm 0.5548, swav 0.0000 LR: 9.496e-02 Score 73.983 Data time: 0.1362, Forward time: 2.2751, Backward time: 3.0956, DDP time: 0.0038, Total iter time: 5.2310 [2020-11-05 14:23:03,973][root][INFO] - ===> Epoch[22](560/26): Loss 0.9920, Sem 0.9526, dir -0.5531, norm 0.5926, swav 0.0000 LR: 9.495e-02 Score 69.394 Data time: 0.1320, Forward time: 2.2735, Backward time: 3.0991, DDP time: 0.0038, Total iter time: 6.7233 [2020-11-05 14:23:09,552][root][INFO] - ===> Epoch[22](561/26): Loss 0.8201, Sem 0.8383, dir -0.5511, norm 0.5330, swav 0.0000 LR: 9.494e-02 Score 73.820 Data time: 0.1597, Forward time: 2.2722, Backward time: 3.1001, DDP time: 0.0038, Total iter time: 5.5151 [2020-11-05 14:23:16,226][root][INFO] - ===> Epoch[22](562/26): Loss 0.9081, Sem 0.9349, dir -0.5570, norm 0.5302, swav 0.0000 LR: 9.493e-02 Score 71.165 Data time: 0.2732, Forward time: 2.2732, Backward time: 3.1006, DDP time: 0.0038, Total iter time: 6.5830 [2020-11-05 14:23:21,077][root][INFO] - ===> Epoch[22](563/26): Loss 0.8452, Sem 0.9014, dir -0.5727, norm 0.5165, swav 0.0000 LR: 9.492e-02 Score 71.216 Data time: 0.2036, Forward time: 2.2732, Backward time: 3.0990, DDP time: 0.0038, Total iter time: 4.7023 [2020-11-05 14:23:26,060][root][INFO] - ===> Epoch[22](564/26): Loss 0.8765, Sem 0.9025, dir -0.5724, norm 0.5464, swav 0.0000 LR: 9.491e-02 Score 72.183 Data time: 0.1624, Forward time: 2.2721, Backward time: 3.0988, DDP time: 0.0038, Total iter time: 4.8497 [2020-11-05 14:23:31,606][root][INFO] - ===> Epoch[22](565/26): Loss 0.7405, Sem 0.8049, dir -0.5671, norm 0.5027, swav 0.0000 LR: 9.490e-02 Score 75.158 Data time: 0.2633, Forward time: 2.2731, Backward time: 3.0975, DDP time: 0.0038, Total iter time: 5.4609 [2020-11-05 14:23:36,770][root][INFO] - ===> Epoch[22](566/26): Loss 0.9077, Sem 0.9134, dir -0.5584, norm 0.5527, swav 0.0000 LR: 9.489e-02 Score 72.003 Data time: 0.2028, Forward time: 2.2727, Backward time: 3.0968, DDP time: 0.0038, Total iter time: 5.0499 [2020-11-05 14:23:41,532][root][INFO] - ===> Epoch[22](567/26): Loss 0.7893, Sem 0.8544, dir -0.5716, norm 0.5065, swav 0.0000 LR: 9.488e-02 Score 73.309 Data time: 0.2258, Forward time: 2.2730, Backward time: 3.0948, DDP time: 0.0038, Total iter time: 4.6610 [2020-11-05 14:23:47,501][root][INFO] - ===> Epoch[22](568/26): Loss 0.9782, Sem 0.9597, dir -0.5492, norm 0.5677, swav 0.0000 LR: 9.487e-02 Score 70.664 Data time: 0.1982, Forward time: 2.2726, Backward time: 3.0956, DDP time: 0.0038, Total iter time: 5.8593 [2020-11-05 14:23:52,078][root][INFO] - ===> Epoch[22](569/26): Loss 0.8380, Sem 0.9177, dir -0.5779, norm 0.4982, swav 0.0000 LR: 9.486e-02 Score 72.232 Data time: 0.1988, Forward time: 2.2724, Backward time: 3.0938, DDP time: 0.0038, Total iter time: 4.4711 [2020-11-05 14:23:57,620][root][INFO] - ===> Epoch[22](570/26): Loss 0.8738, Sem 0.8920, dir -0.5690, norm 0.5507, swav 0.0000 LR: 9.486e-02 Score 72.424 Data time: 0.1980, Forward time: 2.2720, Backward time: 3.0938, DDP time: 0.0038, Total iter time: 5.4342 [2020-11-05 14:24:04,834][root][INFO] - ===> Epoch[22](571/26): Loss 1.1642, Sem 1.1495, dir -0.5609, norm 0.5756, swav 0.0000 LR: 9.485e-02 Score 64.222 Data time: 0.1399, Forward time: 2.2707, Backward time: 3.0975, DDP time: 0.0038, Total iter time: 7.1107 [2020-11-05 14:24:10,821][root][INFO] - ===> Epoch[22](572/26): Loss 0.9926, Sem 1.0154, dir -0.5732, norm 0.5503, swav 0.0000 LR: 9.484e-02 Score 67.272 Data time: 0.2113, Forward time: 2.2704, Backward time: 3.0982, DDP time: 0.0038, Total iter time: 5.8990 [2020-11-05 14:24:15,584][root][INFO] - ===> Epoch[23](573/26): Loss 1.0428, Sem 1.0869, dir -0.5503, norm 0.5062, swav 0.0000 LR: 9.483e-02 Score 67.391 Data time: 0.2598, Forward time: 2.2707, Backward time: 3.0962, DDP time: 0.0038, Total iter time: 4.6217 [2020-11-05 14:24:22,193][root][INFO] - ===> Epoch[23](574/26): Loss 0.8248, Sem 0.8592, dir -0.5237, norm 0.4892, swav 0.0000 LR: 9.482e-02 Score 74.537 Data time: 0.3453, Forward time: 2.2725, Backward time: 3.0957, DDP time: 0.0038, Total iter time: 6.4915 [2020-11-05 14:24:27,880][root][INFO] - ===> Epoch[23](575/26): Loss 0.9146, Sem 0.9137, dir -0.5357, norm 0.5367, swav 0.0000 LR: 9.481e-02 Score 71.618 Data time: 0.2651, Forward time: 2.2737, Backward time: 3.0943, DDP time: 0.0038, Total iter time: 5.5431 [2020-11-05 14:24:33,731][root][INFO] - ===> Epoch[23](576/26): Loss 0.8673, Sem 0.8816, dir -0.5250, norm 0.5106, swav 0.0000 LR: 9.480e-02 Score 72.743 Data time: 0.2616, Forward time: 2.2746, Backward time: 3.0935, DDP time: 0.0038, Total iter time: 5.7385 [2020-11-05 14:24:39,430][root][INFO] - ===> Epoch[23](577/26): Loss 0.8798, Sem 0.8720, dir -0.5511, norm 0.5589, swav 0.0000 LR: 9.479e-02 Score 73.411 Data time: 0.2841, Forward time: 2.2758, Backward time: 3.0922, DDP time: 0.0038, Total iter time: 5.5857 [2020-11-05 14:24:45,855][root][INFO] - ===> Epoch[23](578/26): Loss 0.7985, Sem 0.8776, dir -0.5892, norm 0.5101, swav 0.0000 LR: 9.478e-02 Score 71.932 Data time: 0.2654, Forward time: 2.2769, Backward time: 3.0922, DDP time: 0.0038, Total iter time: 6.3018 [2020-11-05 14:24:52,286][root][INFO] - ===> Epoch[23](579/26): Loss 0.8938, Sem 0.9315, dir -0.5638, norm 0.5261, swav 0.0000 LR: 9.477e-02 Score 71.957 Data time: 0.2332, Forward time: 2.2771, Backward time: 3.0931, DDP time: 0.0038, Total iter time: 6.2876 [2020-11-05 14:24:59,110][root][INFO] - ===> Epoch[23](580/26): Loss 0.8478, Sem 0.8876, dir -0.5761, norm 0.5363, swav 0.0000 LR: 9.477e-02 Score 71.968 Data time: 0.2265, Forward time: 2.2767, Backward time: 3.0951, DDP time: 0.0038, Total iter time: 6.6960 [2020-11-05 14:25:06,979][root][INFO] - ===> Epoch[23](581/26): Loss 0.8198, Sem 0.8281, dir -0.5512, norm 0.5429, swav 0.0000 LR: 9.476e-02 Score 76.439 Data time: 0.2302, Forward time: 2.2770, Backward time: 3.0983, DDP time: 0.0038, Total iter time: 7.7699 [2020-11-05 14:25:13,253][root][INFO] - ===> Epoch[23](582/26): Loss 0.8900, Sem 0.9314, dir -0.5485, norm 0.5071, swav 0.0000 LR: 9.475e-02 Score 70.310 Data time: 0.2470, Forward time: 2.2778, Backward time: 3.0983, DDP time: 0.0038, Total iter time: 6.1345 [2020-11-05 14:25:17,927][root][INFO] - ===> Epoch[23](583/26): Loss 0.8979, Sem 0.9100, dir -0.5520, norm 0.5399, swav 0.0000 LR: 9.474e-02 Score 72.077 Data time: 0.1721, Forward time: 2.2767, Backward time: 3.0976, DDP time: 0.0038, Total iter time: 4.5451 [2020-11-05 14:25:22,869][root][INFO] - ===> Epoch[23](584/26): Loss 0.9822, Sem 0.9794, dir -0.5556, norm 0.5584, swav 0.0000 LR: 9.473e-02 Score 69.378 Data time: 0.2267, Forward time: 2.2766, Backward time: 3.0962, DDP time: 0.0038, Total iter time: 4.8407 [2020-11-05 14:25:28,741][root][INFO] - ===> Epoch[23](585/26): Loss 0.9169, Sem 0.9169, dir -0.5451, norm 0.5451, swav 0.0000 LR: 9.472e-02 Score 71.111 Data time: 0.3066, Forward time: 2.2773, Backward time: 3.0956, DDP time: 0.0038, Total iter time: 5.7609 [2020-11-05 14:25:35,668][root][INFO] - ===> Epoch[23](586/26): Loss 1.0123, Sem 1.0177, dir -0.5780, norm 0.5727, swav 0.0000 LR: 9.471e-02 Score 68.300 Data time: 0.2280, Forward time: 2.2776, Backward time: 3.0971, DDP time: 0.0038, Total iter time: 6.7750 [2020-11-05 14:25:41,285][root][INFO] - ===> Epoch[23](587/26): Loss 0.9257, Sem 0.9089, dir -0.5414, norm 0.5582, swav 0.0000 LR: 9.470e-02 Score 72.820 Data time: 0.2789, Forward time: 2.2785, Backward time: 3.0959, DDP time: 0.0038, Total iter time: 5.4981 [2020-11-05 14:25:48,563][root][INFO] - ===> Epoch[23](588/26): Loss 0.8122, Sem 0.8777, dir -0.5774, norm 0.5119, swav 0.0000 LR: 9.469e-02 Score 72.943 Data time: 0.2248, Forward time: 2.2790, Backward time: 3.0979, DDP time: 0.0038, Total iter time: 7.1443 [2020-11-05 14:25:53,293][root][INFO] - ===> Epoch[23](589/26): Loss 0.9952, Sem 1.0039, dir -0.5344, norm 0.5256, swav 0.0000 LR: 9.468e-02 Score 68.314 Data time: 0.1669, Forward time: 2.2781, Backward time: 3.0970, DDP time: 0.0038, Total iter time: 4.6114 [2020-11-05 14:25:58,282][root][INFO] - ===> Epoch[23](590/26): Loss 0.9413, Sem 0.8962, dir -0.5528, norm 0.5979, swav 0.0000 LR: 9.467e-02 Score 71.957 Data time: 0.2028, Forward time: 2.2779, Backward time: 3.0959, DDP time: 0.0038, Total iter time: 4.9052 [2020-11-05 14:26:04,077][root][INFO] - ===> Epoch[23](591/26): Loss 0.8192, Sem 0.8999, dir -0.5840, norm 0.5034, swav 0.0000 LR: 9.467e-02 Score 71.362 Data time: 0.2456, Forward time: 2.2783, Backward time: 3.0956, DDP time: 0.0038, Total iter time: 5.6705 [2020-11-05 14:26:09,229][root][INFO] - ===> Epoch[23](592/26): Loss 0.7458, Sem 0.8365, dir -0.5944, norm 0.5037, swav 0.0000 LR: 9.466e-02 Score 73.611 Data time: 0.2351, Forward time: 2.2787, Backward time: 3.0942, DDP time: 0.0038, Total iter time: 5.0291 [2020-11-05 14:26:14,899][root][INFO] - ===> Epoch[23](593/26): Loss 0.7815, Sem 0.8643, dir -0.5609, norm 0.4782, swav 0.0000 LR: 9.465e-02 Score 73.958 Data time: 0.1168, Forward time: 2.2771, Backward time: 3.0958, DDP time: 0.0038, Total iter time: 5.5470 [2020-11-05 14:26:21,086][root][INFO] - ===> Epoch[23](594/26): Loss 0.8746, Sem 0.8863, dir -0.5623, norm 0.5506, swav 0.0000 LR: 9.464e-02 Score 72.741 Data time: 0.1674, Forward time: 2.2761, Backward time: 3.0976, DDP time: 0.0038, Total iter time: 6.1119 [2020-11-05 14:26:26,410][root][INFO] - ===> Epoch[23](595/26): Loss 0.7875, Sem 0.8583, dir -0.5537, norm 0.4828, swav 0.0000 LR: 9.463e-02 Score 72.019 Data time: 0.2129, Forward time: 2.2757, Backward time: 3.0973, DDP time: 0.0038, Total iter time: 5.2523 [2020-11-05 14:26:32,081][root][INFO] - ===> Epoch[23](596/26): Loss 0.9053, Sem 0.9192, dir -0.5176, norm 0.5037, swav 0.0000 LR: 9.462e-02 Score 71.605 Data time: 0.2009, Forward time: 2.2754, Backward time: 3.0975, DDP time: 0.0038, Total iter time: 5.5746 [2020-11-05 14:26:37,515][root][INFO] - ===> Epoch[23](597/26): Loss 0.9166, Sem 0.9124, dir -0.5717, norm 0.5759, swav 0.0000 LR: 9.461e-02 Score 71.691 Data time: 0.1933, Forward time: 2.2750, Backward time: 3.0973, DDP time: 0.0038, Total iter time: 5.3239 [2020-11-05 14:26:43,581][root][INFO] - ===> Epoch[23](598/26): Loss 0.9832, Sem 0.8758, dir -0.5052, norm 0.6125, swav 0.0000 LR: 9.460e-02 Score 74.062 Data time: 0.2523, Forward time: 2.2753, Backward time: 3.0975, DDP time: 0.0038, Total iter time: 5.9582 [2020-11-05 14:26:49,762][root][INFO] - ===> Epoch[24](599/26): Loss 0.8261, Sem 0.8534, dir -0.5422, norm 0.5148, swav 0.0000 LR: 9.459e-02 Score 74.018 Data time: 0.3343, Forward time: 2.2767, Backward time: 3.0967, DDP time: 0.0038, Total iter time: 6.0485 [2020-11-05 14:26:55,677][root][INFO] - ===> Epoch[24](600/26): Loss 0.8533, Sem 0.9084, dir -0.5572, norm 0.5021, swav 0.0000 LR: 9.458e-02 Score 72.598 Data time: 0.2061, Forward time: 2.2764, Backward time: 3.0971, DDP time: 0.0038, Total iter time: 5.7734 [2020-11-05 14:27:01,029][root][INFO] - ===> Epoch[24](601/26): Loss 0.7158, Sem 0.8227, dir -0.5917, norm 0.4848, swav 0.0000 LR: 9.457e-02 Score 75.814 Data time: 0.2380, Forward time: 2.2771, Backward time: 3.0958, DDP time: 0.0038, Total iter time: 5.2385 [2020-11-05 14:27:05,283][root][INFO] - ===> Epoch[24](602/26): Loss 0.9190, Sem 0.9160, dir -0.5460, norm 0.5491, swav 0.0000 LR: 9.457e-02 Score 72.451 Data time: 0.1867, Forward time: 2.2761, Backward time: 3.0943, DDP time: 0.0038, Total iter time: 4.1274 [2020-11-05 14:27:10,910][root][INFO] - ===> Epoch[24](603/26): Loss 0.8421, Sem 0.8545, dir -0.5635, norm 0.5511, swav 0.0000 LR: 9.456e-02 Score 75.076 Data time: 0.1774, Forward time: 2.2752, Backward time: 3.0949, DDP time: 0.0038, Total iter time: 5.5299 [2020-11-05 14:27:17,396][root][INFO] - ===> Epoch[24](604/26): Loss 0.9390, Sem 0.9489, dir -0.5408, norm 0.5310, swav 0.0000 LR: 9.455e-02 Score 71.359 Data time: 0.2414, Forward time: 2.2756, Backward time: 3.0957, DDP time: 0.0038, Total iter time: 6.3905 [2020-11-05 14:27:23,201][root][INFO] - ===> Epoch[24](605/26): Loss 0.7925, Sem 0.8228, dir -0.5636, norm 0.5333, swav 0.0000 LR: 9.454e-02 Score 73.994 Data time: 0.2752, Forward time: 2.2764, Backward time: 3.0949, DDP time: 0.0038, Total iter time: 5.6661 [2020-11-05 14:27:28,938][root][INFO] - ===> Epoch[24](606/26): Loss 0.8745, Sem 0.9159, dir -0.6003, norm 0.5588, swav 0.0000 LR: 9.453e-02 Score 72.046 Data time: 0.2322, Forward time: 2.2767, Backward time: 3.0944, DDP time: 0.0038, Total iter time: 5.5850 [2020-11-05 14:27:34,069][root][INFO] - ===> Epoch[24](607/26): Loss 0.8027, Sem 0.8516, dir -0.5312, norm 0.4823, swav 0.0000 LR: 9.452e-02 Score 74.169 Data time: 0.2385, Forward time: 2.2763, Backward time: 3.0937, DDP time: 0.0038, Total iter time: 5.0108 [2020-11-05 14:27:40,363][root][INFO] - ===> Epoch[24](608/26): Loss 0.7725, Sem 0.7837, dir -0.5331, norm 0.5219, swav 0.0000 LR: 9.451e-02 Score 76.107 Data time: 0.2031, Forward time: 2.2760, Backward time: 3.0949, DDP time: 0.0038, Total iter time: 6.2032 [2020-11-05 14:27:46,575][root][INFO] - ===> Epoch[24](609/26): Loss 0.9655, Sem 0.9897, dir -0.5434, norm 0.5192, swav 0.0000 LR: 9.450e-02 Score 69.381 Data time: 0.2503, Forward time: 2.2765, Backward time: 3.0951, DDP time: 0.0038, Total iter time: 6.0964 [2020-11-05 14:27:51,667][root][INFO] - ===> Epoch[24](610/26): Loss 0.9576, Sem 0.9539, dir -0.5744, norm 0.5782, swav 0.0000 LR: 9.449e-02 Score 70.631 Data time: 0.2617, Forward time: 2.2762, Backward time: 3.0941, DDP time: 0.0038, Total iter time: 4.9626 [2020-11-05 14:27:56,834][root][INFO] - ===> Epoch[24](611/26): Loss 0.9649, Sem 0.9512, dir -0.5547, norm 0.5684, swav 0.0000 LR: 9.448e-02 Score 69.142 Data time: 0.2780, Forward time: 2.2768, Backward time: 3.0926, DDP time: 0.0038, Total iter time: 5.0514 [2020-11-05 14:28:02,497][root][INFO] - ===> Epoch[24](612/26): Loss 0.7782, Sem 0.8391, dir -0.5586, norm 0.4976, swav 0.0000 LR: 9.448e-02 Score 73.458 Data time: 0.2040, Forward time: 2.2764, Backward time: 3.0928, DDP time: 0.0038, Total iter time: 5.5473 [2020-11-05 14:28:08,896][root][INFO] - ===> Epoch[24](613/26): Loss 0.9118, Sem 0.9435, dir -0.5608, norm 0.5290, swav 0.0000 LR: 9.447e-02 Score 70.737 Data time: 0.3399, Forward time: 2.2779, Backward time: 3.0922, DDP time: 0.0038, Total iter time: 6.2825 [2020-11-05 14:28:14,263][root][INFO] - ===> Epoch[24](614/26): Loss 1.0240, Sem 1.0060, dir -0.5756, norm 0.5936, swav 0.0000 LR: 9.446e-02 Score 68.502 Data time: 0.2374, Forward time: 2.2786, Backward time: 3.0908, DDP time: 0.0038, Total iter time: 5.2591 [2020-11-05 14:28:19,964][root][INFO] - ===> Epoch[24](615/26): Loss 0.6961, Sem 0.7741, dir -0.5543, norm 0.4762, swav 0.0000 LR: 9.445e-02 Score 76.536 Data time: 0.2156, Forward time: 2.2786, Backward time: 3.0907, DDP time: 0.0038, Total iter time: 5.5426 [2020-11-05 14:28:26,542][root][INFO] - ===> Epoch[24](616/26): Loss 0.8117, Sem 0.8641, dir -0.5830, norm 0.5306, swav 0.0000 LR: 9.444e-02 Score 72.323 Data time: 0.1893, Forward time: 2.2781, Backward time: 3.0924, DDP time: 0.0038, Total iter time: 6.4649 [2020-11-05 14:28:32,081][root][INFO] - ===> Epoch[24](617/26): Loss 0.8856, Sem 0.9206, dir -0.5691, norm 0.5341, swav 0.0000 LR: 9.443e-02 Score 71.224 Data time: 0.1821, Forward time: 2.2771, Backward time: 3.0931, DDP time: 0.0038, Total iter time: 5.4589 [2020-11-05 14:28:36,690][root][INFO] - ===> Epoch[24](618/26): Loss 0.7385, Sem 0.7670, dir -0.5538, norm 0.5253, swav 0.0000 LR: 9.442e-02 Score 77.173 Data time: 0.1926, Forward time: 2.2763, Backward time: 3.0920, DDP time: 0.0038, Total iter time: 4.5120 [2020-11-05 14:28:42,240][root][INFO] - ===> Epoch[24](619/26): Loss 0.7581, Sem 0.8716, dir -0.5889, norm 0.4754, swav 0.0000 LR: 9.441e-02 Score 73.008 Data time: 0.2806, Forward time: 2.2769, Backward time: 3.0911, DDP time: 0.0038, Total iter time: 5.4510 [2020-11-05 14:28:48,225][root][INFO] - ===> Epoch[24](620/26): Loss 0.8680, Sem 0.9006, dir -0.5532, norm 0.5206, swav 0.0000 LR: 9.440e-02 Score 71.075 Data time: 0.2202, Forward time: 2.2767, Backward time: 3.0916, DDP time: 0.0038, Total iter time: 5.8531 [2020-11-05 14:28:54,191][root][INFO] - ===> Epoch[24](621/26): Loss 0.7784, Sem 0.8622, dir -0.5911, norm 0.5073, swav 0.0000 LR: 9.439e-02 Score 74.830 Data time: 0.2496, Forward time: 2.2771, Backward time: 3.0915, DDP time: 0.0038, Total iter time: 5.8444 [2020-11-05 14:28:58,993][root][INFO] - ===> Epoch[24](622/26): Loss 0.7361, Sem 0.8016, dir -0.5707, norm 0.5052, swav 0.0000 LR: 9.438e-02 Score 74.802 Data time: 0.2014, Forward time: 2.2769, Backward time: 3.0902, DDP time: 0.0038, Total iter time: 4.6871 [2020-11-05 14:29:06,203][root][INFO] - ===> Epoch[24](623/26): Loss 0.7701, Sem 0.8310, dir -0.5517, norm 0.4908, swav 0.0000 LR: 9.438e-02 Score 74.297 Data time: 0.2276, Forward time: 2.2770, Backward time: 3.0922, DDP time: 0.0039, Total iter time: 7.0966 [2020-11-05 14:29:11,569][root][INFO] - ===> Epoch[24](624/26): Loss 0.7819, Sem 0.8737, dir -0.6120, norm 0.5203, swav 0.0000 LR: 9.437e-02 Score 73.531 Data time: 0.1655, Forward time: 2.2760, Backward time: 3.0926, DDP time: 0.0039, Total iter time: 5.2472 [2020-11-05 14:29:18,289][root][INFO] - ===> Epoch[25](625/26): Loss 0.7869, Sem 0.8106, dir -0.5489, norm 0.5252, swav 0.0000 LR: 9.436e-02 Score 76.359 Data time: 0.2800, Forward time: 2.2771, Backward time: 3.0930, DDP time: 0.0039, Total iter time: 6.6796 [2020-11-05 14:29:23,793][root][INFO] - ===> Epoch[25](626/26): Loss 0.9015, Sem 0.9188, dir -0.5451, norm 0.5279, swav 0.0000 LR: 9.435e-02 Score 71.511 Data time: 0.2088, Forward time: 2.2770, Backward time: 3.0927, DDP time: 0.0039, Total iter time: 5.3941 [2020-11-05 14:29:29,506][root][INFO] - ===> Epoch[25](627/26): Loss 0.8943, Sem 0.9120, dir -0.5808, norm 0.5631, swav 0.0000 LR: 9.434e-02 Score 71.327 Data time: 0.2161, Forward time: 2.2770, Backward time: 3.0927, DDP time: 0.0039, Total iter time: 5.6044 [2020-11-05 14:29:34,345][root][INFO] - ===> Epoch[25](628/26): Loss 0.7658, Sem 0.8452, dir -0.5831, norm 0.5037, swav 0.0000 LR: 9.433e-02 Score 74.390 Data time: 0.2235, Forward time: 2.2769, Backward time: 3.0912, DDP time: 0.0039, Total iter time: 4.6953 [2020-11-05 14:29:39,729][root][INFO] - ===> Epoch[25](629/26): Loss 0.8627, Sem 0.8810, dir -0.5815, norm 0.5632, swav 0.0000 LR: 9.432e-02 Score 71.577 Data time: 0.2411, Forward time: 2.2770, Backward time: 3.0905, DDP time: 0.0039, Total iter time: 5.2706 [2020-11-05 14:29:45,248][root][INFO] - ===> Epoch[25](630/26): Loss 0.8372, Sem 0.8303, dir -0.5540, norm 0.5608, swav 0.0000 LR: 9.431e-02 Score 73.861 Data time: 0.2109, Forward time: 2.2771, Backward time: 3.0900, DDP time: 0.0039, Total iter time: 5.4093 [2020-11-05 14:29:50,327][root][INFO] - ===> Epoch[25](631/26): Loss 0.6889, Sem 0.7420, dir -0.5295, norm 0.4764, swav 0.0000 LR: 9.430e-02 Score 77.487 Data time: 0.2235, Forward time: 2.2771, Backward time: 3.0890, DDP time: 0.0039, Total iter time: 4.9784 [2020-11-05 14:29:56,842][root][INFO] - ===> Epoch[25](632/26): Loss 0.8552, Sem 0.8676, dir -0.5465, norm 0.5341, swav 0.0000 LR: 9.429e-02 Score 73.803 Data time: 0.2374, Forward time: 2.2775, Backward time: 3.0898, DDP time: 0.0039, Total iter time: 6.4225 [2020-11-05 14:30:03,172][root][INFO] - ===> Epoch[25](633/26): Loss 0.9514, Sem 0.9557, dir -0.5355, norm 0.5312, swav 0.0000 LR: 9.429e-02 Score 71.328 Data time: 0.1828, Forward time: 2.2771, Backward time: 3.0909, DDP time: 0.0039, Total iter time: 6.1976 [2020-11-05 14:30:09,808][root][INFO] - ===> Epoch[25](634/26): Loss 0.7488, Sem 0.8382, dir -0.6065, norm 0.5171, swav 0.0000 LR: 9.428e-02 Score 72.746 Data time: 0.1278, Forward time: 2.2760, Backward time: 3.0934, DDP time: 0.0039, Total iter time: 6.5454 [2020-11-05 14:30:15,620][root][INFO] - ===> Epoch[25](635/26): Loss 0.7469, Sem 0.7910, dir -0.5941, norm 0.5500, swav 0.0000 LR: 9.427e-02 Score 75.185 Data time: 0.1896, Forward time: 2.2753, Backward time: 3.0942, DDP time: 0.0039, Total iter time: 5.7319 [2020-11-05 14:30:20,263][root][INFO] - ===> Epoch[25](636/26): Loss 0.7861, Sem 0.8729, dir -0.5718, norm 0.4850, swav 0.0000 LR: 9.426e-02 Score 72.047 Data time: 0.2385, Forward time: 2.2754, Backward time: 3.0924, DDP time: 0.0039, Total iter time: 4.5723 [2020-11-05 14:30:25,482][root][INFO] - ===> Epoch[25](637/26): Loss 0.8546, Sem 0.8913, dir -0.5692, norm 0.5324, swav 0.0000 LR: 9.425e-02 Score 72.275 Data time: 0.2487, Forward time: 2.2761, Backward time: 3.0909, DDP time: 0.0039, Total iter time: 5.0998 [2020-11-05 14:30:31,259][root][INFO] - ===> Epoch[25](638/26): Loss 0.7853, Sem 0.8045, dir -0.5598, norm 0.5406, swav 0.0000 LR: 9.424e-02 Score 75.670 Data time: 0.1251, Forward time: 2.2748, Backward time: 3.0924, DDP time: 0.0039, Total iter time: 5.6240 [2020-11-05 14:30:37,787][root][INFO] - ===> Epoch[25](639/26): Loss 0.8591, Sem 0.8768, dir -0.5747, norm 0.5569, swav 0.0000 LR: 9.423e-02 Score 71.641 Data time: 0.1943, Forward time: 2.2741, Backward time: 3.0943, DDP time: 0.0039, Total iter time: 6.4383 [2020-11-05 14:30:44,287][root][INFO] - ===> Epoch[25](640/26): Loss 0.7510, Sem 0.8063, dir -0.5570, norm 0.5017, swav 0.0000 LR: 9.422e-02 Score 75.455 Data time: 0.1869, Forward time: 2.2736, Backward time: 3.0959, DDP time: 0.0039, Total iter time: 6.3904 [2020-11-05 14:30:50,592][root][INFO] - ===> Epoch[25](641/26): Loss 0.9072, Sem 0.9087, dir -0.5615, norm 0.5600, swav 0.0000 LR: 9.421e-02 Score 71.711 Data time: 0.2133, Forward time: 2.2734, Backward time: 3.0968, DDP time: 0.0039, Total iter time: 6.1876 [2020-11-05 14:30:56,073][root][INFO] - ===> Epoch[25](642/26): Loss 0.8121, Sem 0.8866, dir -0.6002, norm 0.5258, swav 0.0000 LR: 9.420e-02 Score 73.193 Data time: 0.2439, Forward time: 2.2738, Backward time: 3.0958, DDP time: 0.0039, Total iter time: 5.3584 [2020-11-05 14:31:02,313][root][INFO] - ===> Epoch[25](643/26): Loss 0.8203, Sem 0.8042, dir -0.5865, norm 0.6026, swav 0.0000 LR: 9.419e-02 Score 76.377 Data time: 0.2094, Forward time: 2.2737, Backward time: 3.0967, DDP time: 0.0039, Total iter time: 6.1200 [2020-11-05 14:31:07,369][root][INFO] - ===> Epoch[25](644/26): Loss 0.9508, Sem 0.9542, dir -0.5286, norm 0.5253, swav 0.0000 LR: 9.419e-02 Score 71.731 Data time: 0.1920, Forward time: 2.2733, Backward time: 3.0960, DDP time: 0.0039, Total iter time: 4.9434 [2020-11-05 14:31:11,947][root][INFO] - ===> Epoch[25](645/26): Loss 0.8572, Sem 0.8606, dir -0.5282, norm 0.5248, swav 0.0000 LR: 9.418e-02 Score 73.599 Data time: 0.1840, Forward time: 2.2729, Backward time: 3.0946, DDP time: 0.0039, Total iter time: 4.4660 [2020-11-05 14:31:17,357][root][INFO] - ===> Epoch[25](646/26): Loss 0.6525, Sem 0.7124, dir -0.5569, norm 0.4969, swav 0.0000 LR: 9.417e-02 Score 77.492 Data time: 0.1812, Forward time: 2.2721, Backward time: 3.0949, DDP time: 0.0039, Total iter time: 5.3005 [2020-11-05 14:31:22,878][root][INFO] - ===> Epoch[25](647/26): Loss 0.7669, Sem 0.7797, dir -0.5452, norm 0.5324, swav 0.0000 LR: 9.416e-02 Score 76.457 Data time: 0.2162, Forward time: 2.2720, Backward time: 3.0946, DDP time: 0.0039, Total iter time: 5.4301 [2020-11-05 14:31:27,812][root][INFO] - ===> Epoch[25](648/26): Loss 0.8801, Sem 0.9716, dir -0.5755, norm 0.4840, swav 0.0000 LR: 9.415e-02 Score 69.986 Data time: 0.1988, Forward time: 2.2717, Backward time: 3.0935, DDP time: 0.0039, Total iter time: 4.7964 [2020-11-05 14:31:32,860][root][INFO] - ===> Epoch[25](649/26): Loss 0.8811, Sem 0.9019, dir -0.5424, norm 0.5216, swav 0.0000 LR: 9.414e-02 Score 74.295 Data time: 0.1815, Forward time: 2.2713, Backward time: 3.0929, DDP time: 0.0039, Total iter time: 4.9413 [2020-11-05 14:31:38,546][root][INFO] - ===> Epoch[25](650/26): Loss 0.8301, Sem 0.8643, dir -0.5724, norm 0.5383, swav 0.0000 LR: 9.413e-02 Score 73.894 Data time: 0.2016, Forward time: 2.2708, Backward time: 3.0932, DDP time: 0.0039, Total iter time: 5.5613 [2020-11-05 14:31:44,850][root][INFO] - ===> Epoch[26](651/26): Loss 0.8587, Sem 0.9016, dir -0.5721, norm 0.5293, swav 0.0000 LR: 9.412e-02 Score 72.659 Data time: 0.2222, Forward time: 2.2707, Backward time: 3.0941, DDP time: 0.0039, Total iter time: 6.1982 [2020-11-05 14:31:50,809][root][INFO] - ===> Epoch[26](652/26): Loss 0.8944, Sem 0.8962, dir -0.5395, norm 0.5377, swav 0.0000 LR: 9.411e-02 Score 70.436 Data time: 0.1960, Forward time: 2.2703, Backward time: 3.0947, DDP time: 0.0039, Total iter time: 5.8360 [2020-11-05 14:31:56,317][root][INFO] - ===> Epoch[26](653/26): Loss 0.6538, Sem 0.7108, dir -0.5262, norm 0.4692, swav 0.0000 LR: 9.410e-02 Score 78.030 Data time: 0.2431, Forward time: 2.2708, Backward time: 3.0939, DDP time: 0.0039, Total iter time: 5.3968 [2020-11-05 14:32:00,999][root][INFO] - ===> Epoch[26](654/26): Loss 0.7930, Sem 0.8567, dir -0.5915, norm 0.5279, swav 0.0000 LR: 9.409e-02 Score 72.677 Data time: 0.1848, Forward time: 2.2703, Backward time: 3.0928, DDP time: 0.0039, Total iter time: 4.5618 [2020-11-05 14:32:06,324][root][INFO] - ===> Epoch[26](655/26): Loss 0.8497, Sem 0.8710, dir -0.5545, norm 0.5332, swav 0.0000 LR: 9.409e-02 Score 72.389 Data time: 0.2664, Forward time: 2.2710, Backward time: 3.0914, DDP time: 0.0039, Total iter time: 5.2299 [2020-11-05 14:32:11,993][root][INFO] - ===> Epoch[26](656/26): Loss 0.7711, Sem 0.8220, dir -0.5707, norm 0.5197, swav 0.0000 LR: 9.408e-02 Score 75.090 Data time: 0.2231, Forward time: 2.2713, Backward time: 3.0910, DDP time: 0.0039, Total iter time: 5.5339 [2020-11-05 14:32:17,375][root][INFO] - ===> Epoch[26](657/26): Loss 0.7503, Sem 0.8091, dir -0.5696, norm 0.5109, swav 0.0000 LR: 9.407e-02 Score 75.146 Data time: 0.2670, Forward time: 2.2718, Backward time: 3.0898, DDP time: 0.0039, Total iter time: 5.2653 [2020-11-05 14:32:22,781][root][INFO] - ===> Epoch[26](658/26): Loss 0.8773, Sem 0.9278, dir -0.5995, norm 0.5490, swav 0.0000 LR: 9.406e-02 Score 71.468 Data time: 0.2095, Forward time: 2.2720, Backward time: 3.0892, DDP time: 0.0039, Total iter time: 5.2772 [2020-11-05 14:32:28,992][root][INFO] - ===> Epoch[26](659/26): Loss 0.7842, Sem 0.8576, dir -0.5993, norm 0.5260, swav 0.0000 LR: 9.405e-02 Score 73.305 Data time: 0.1405, Forward time: 2.2708, Backward time: 3.0910, DDP time: 0.0039, Total iter time: 6.0852 [2020-11-05 14:32:33,701][root][INFO] - ===> Epoch[26](660/26): Loss 0.7267, Sem 0.8216, dir -0.5833, norm 0.4884, swav 0.0000 LR: 9.404e-02 Score 73.750 Data time: 0.1922, Forward time: 2.2701, Backward time: 3.0901, DDP time: 0.0039, Total iter time: 4.5841 [2020-11-05 14:32:39,828][root][INFO] - ===> Epoch[26](661/26): Loss 0.7510, Sem 0.7654, dir -0.5682, norm 0.5538, swav 0.0000 LR: 9.403e-02 Score 76.538 Data time: 0.2909, Forward time: 2.2710, Backward time: 3.0898, DDP time: 0.0039, Total iter time: 6.0082 [2020-11-05 14:32:44,227][root][INFO] - ===> Epoch[26](662/26): Loss 0.8222, Sem 0.8947, dir -0.5899, norm 0.5174, swav 0.0000 LR: 9.402e-02 Score 71.862 Data time: 0.2134, Forward time: 2.2708, Backward time: 3.0879, DDP time: 0.0039, Total iter time: 4.2578 [2020-11-05 14:32:50,485][root][INFO] - ===> Epoch[26](663/26): Loss 0.8495, Sem 0.9138, dir -0.5851, norm 0.5208, swav 0.0000 LR: 9.401e-02 Score 72.995 Data time: 0.3084, Forward time: 2.2721, Backward time: 3.0872, DDP time: 0.0039, Total iter time: 6.1354 [2020-11-05 14:32:56,728][root][INFO] - ===> Epoch[26](664/26): Loss 0.9844, Sem 0.9878, dir -0.5883, norm 0.5849, swav 0.0000 LR: 9.400e-02 Score 69.803 Data time: 0.2808, Forward time: 2.2734, Backward time: 3.0866, DDP time: 0.0039, Total iter time: 6.1228 [2020-11-05 14:33:01,751][root][INFO] - ===> Epoch[26](665/26): Loss 0.9179, Sem 0.9321, dir -0.5496, norm 0.5354, swav 0.0000 LR: 9.400e-02 Score 70.519 Data time: 0.1959, Forward time: 2.2731, Backward time: 3.0858, DDP time: 0.0039, Total iter time: 4.8848 [2020-11-05 14:33:07,819][root][INFO] - ===> Epoch[26](666/26): Loss 0.6606, Sem 0.7633, dir -0.5628, norm 0.4601, swav 0.0000 LR: 9.399e-02 Score 77.604 Data time: 0.3212, Forward time: 2.2743, Backward time: 3.0850, DDP time: 0.0039, Total iter time: 5.9498 [2020-11-05 14:33:13,622][root][INFO] - ===> Epoch[26](667/26): Loss 0.9118, Sem 0.9516, dir -0.5702, norm 0.5303, swav 0.0000 LR: 9.398e-02 Score 71.272 Data time: 0.2036, Forward time: 2.2746, Backward time: 3.0848, DDP time: 0.0039, Total iter time: 5.6832 [2020-11-05 14:33:19,713][root][INFO] - ===> Epoch[26](668/26): Loss 0.6764, Sem 0.7750, dir -0.5735, norm 0.4748, swav 0.0000 LR: 9.397e-02 Score 76.240 Data time: 0.1238, Forward time: 2.2731, Backward time: 3.0869, DDP time: 0.0039, Total iter time: 5.9627 [2020-11-05 14:33:25,713][root][INFO] - ===> Epoch[26](669/26): Loss 0.7196, Sem 0.8173, dir -0.5745, norm 0.4767, swav 0.0000 LR: 9.396e-02 Score 74.539 Data time: 0.2231, Forward time: 2.2733, Backward time: 3.0872, DDP time: 0.0039, Total iter time: 5.9423 [2020-11-05 14:33:31,239][root][INFO] - ===> Epoch[26](670/26): Loss 0.7540, Sem 0.8293, dir -0.5835, norm 0.5083, swav 0.0000 LR: 9.395e-02 Score 73.376 Data time: 0.1631, Forward time: 2.2727, Backward time: 3.0875, DDP time: 0.0039, Total iter time: 5.4003 [2020-11-05 14:33:36,927][root][INFO] - ===> Epoch[26](671/26): Loss 0.6923, Sem 0.7969, dir -0.6223, norm 0.5178, swav 0.0000 LR: 9.394e-02 Score 75.076 Data time: 0.1889, Forward time: 2.2724, Backward time: 3.0878, DDP time: 0.0039, Total iter time: 5.6015 [2020-11-05 14:33:42,826][root][INFO] - ===> Epoch[26](672/26): Loss 0.9011, Sem 0.9096, dir -0.6035, norm 0.5950, swav 0.0000 LR: 9.393e-02 Score 72.697 Data time: 0.1844, Forward time: 2.2716, Backward time: 3.0887, DDP time: 0.0039, Total iter time: 5.7874 [2020-11-05 14:33:48,582][root][INFO] - ===> Epoch[26](673/26): Loss 0.7187, Sem 0.7575, dir -0.5592, norm 0.5204, swav 0.0000 LR: 9.392e-02 Score 76.669 Data time: 0.2939, Forward time: 2.2727, Backward time: 3.0876, DDP time: 0.0039, Total iter time: 5.6588 [2020-11-05 14:33:54,532][root][INFO] - ===> Epoch[26](674/26): Loss 0.9170, Sem 0.9355, dir -0.5651, norm 0.5466, swav 0.0000 LR: 9.391e-02 Score 72.364 Data time: 0.2449, Forward time: 2.2734, Backward time: 3.0871, DDP time: 0.0039, Total iter time: 5.8099 [2020-11-05 14:34:00,154][root][INFO] - ===> Epoch[26](675/26): Loss 0.8517, Sem 0.8040, dir -0.5186, norm 0.5663, swav 0.0000 LR: 9.390e-02 Score 75.897 Data time: 0.2066, Forward time: 2.2734, Backward time: 3.0870, DDP time: 0.0039, Total iter time: 5.4802 [2020-11-05 14:34:07,130][root][INFO] - ===> Epoch[26](676/26): Loss 0.7862, Sem 0.8280, dir -0.5507, norm 0.5090, swav 0.0000 LR: 9.390e-02 Score 75.445 Data time: 0.2027, Forward time: 2.2732, Backward time: 3.0889, DDP time: 0.0039, Total iter time: 6.8688 [2020-11-05 14:34:12,516][root][INFO] - ===> Epoch[27](677/26): Loss 0.8532, Sem 0.8829, dir -0.5599, norm 0.5302, swav 0.0000 LR: 9.389e-02 Score 72.891 Data time: 0.2649, Forward time: 2.2735, Backward time: 3.0881, DDP time: 0.0039, Total iter time: 5.2879 [2020-11-05 14:34:18,335][root][INFO] - ===> Epoch[27](678/26): Loss 0.8366, Sem 0.8564, dir -0.5514, norm 0.5316, swav 0.0000 LR: 9.388e-02 Score 74.661 Data time: 0.2689, Forward time: 2.2744, Backward time: 3.0872, DDP time: 0.0039, Total iter time: 5.6951 [2020-11-05 14:34:24,807][root][INFO] - ===> Epoch[27](679/26): Loss 0.8178, Sem 0.8469, dir -0.5369, norm 0.5077, swav 0.0000 LR: 9.387e-02 Score 74.708 Data time: 0.1902, Forward time: 2.2741, Backward time: 3.0885, DDP time: 0.0039, Total iter time: 6.3505 [2020-11-05 14:34:30,021][root][INFO] - ===> Epoch[27](680/26): Loss 0.8456, Sem 0.8457, dir -0.5413, norm 0.5412, swav 0.0000 LR: 9.386e-02 Score 73.737 Data time: 0.1544, Forward time: 2.2732, Backward time: 3.0886, DDP time: 0.0039, Total iter time: 5.1188 [2020-11-05 14:34:35,522][root][INFO] - ===> Epoch[27](681/26): Loss 0.7869, Sem 0.8608, dir -0.5791, norm 0.5052, swav 0.0000 LR: 9.385e-02 Score 72.659 Data time: 0.1326, Forward time: 2.2719, Backward time: 3.0897, DDP time: 0.0039, Total iter time: 5.4230 [2020-11-05 14:34:41,010][root][INFO] - ===> Epoch[27](682/26): Loss 0.8107, Sem 0.8364, dir -0.5822, norm 0.5565, swav 0.0000 LR: 9.384e-02 Score 75.471 Data time: 0.1724, Forward time: 2.2713, Backward time: 3.0900, DDP time: 0.0039, Total iter time: 5.4420 [2020-11-05 14:34:46,875][root][INFO] - ===> Epoch[27](683/26): Loss 0.7782, Sem 0.8459, dir -0.5661, norm 0.4984, swav 0.0000 LR: 9.383e-02 Score 73.587 Data time: 0.1207, Forward time: 2.2699, Backward time: 3.0915, DDP time: 0.0039, Total iter time: 5.7559 [2020-11-05 14:34:52,310][root][INFO] - ===> Epoch[27](684/26): Loss 0.7157, Sem 0.7945, dir -0.5716, norm 0.4929, swav 0.0000 LR: 9.382e-02 Score 74.465 Data time: 0.1773, Forward time: 2.2693, Backward time: 3.0917, DDP time: 0.0039, Total iter time: 5.3378 [2020-11-05 14:34:58,106][root][INFO] - ===> Epoch[27](685/26): Loss 0.8179, Sem 0.8468, dir -0.5774, norm 0.5486, swav 0.0000 LR: 9.381e-02 Score 74.419 Data time: 0.2205, Forward time: 2.2688, Backward time: 3.0922, DDP time: 0.0039, Total iter time: 5.6696 [2020-11-05 14:35:03,499][root][INFO] - ===> Epoch[27](686/26): Loss 0.7759, Sem 0.8199, dir -0.5762, norm 0.5322, swav 0.0000 LR: 9.380e-02 Score 75.075 Data time: 0.2320, Forward time: 2.2686, Backward time: 3.0918, DDP time: 0.0039, Total iter time: 5.2896 [2020-11-05 14:35:08,887][root][INFO] - ===> Epoch[27](687/26): Loss 0.7510, Sem 0.7859, dir -0.5676, norm 0.5327, swav 0.0000 LR: 9.380e-02 Score 76.975 Data time: 0.2032, Forward time: 2.2683, Backward time: 3.0916, DDP time: 0.0039, Total iter time: 5.2533 [2020-11-05 14:35:14,263][root][INFO] - ===> Epoch[27](688/26): Loss 0.8419, Sem 0.9020, dir -0.5700, norm 0.5100, swav 0.0000 LR: 9.379e-02 Score 71.309 Data time: 0.2188, Forward time: 2.2683, Backward time: 3.0911, DDP time: 0.0039, Total iter time: 5.2707 [2020-11-05 14:35:20,173][root][INFO] - ===> Epoch[27](689/26): Loss 0.7631, Sem 0.8466, dir -0.5855, norm 0.5020, swav 0.0000 LR: 9.378e-02 Score 73.753 Data time: 0.1927, Forward time: 2.2683, Backward time: 3.0914, DDP time: 0.0039, Total iter time: 5.7793 [2020-11-05 14:35:26,002][root][INFO] - ===> Epoch[27](690/26): Loss 0.8195, Sem 0.8375, dir -0.5590, norm 0.5409, swav 0.0000 LR: 9.377e-02 Score 73.564 Data time: 0.1235, Forward time: 2.2668, Backward time: 3.0931, DDP time: 0.0039, Total iter time: 5.7143 [2020-11-05 14:35:31,667][root][INFO] - ===> Epoch[27](691/26): Loss 0.8707, Sem 0.9109, dir -0.5651, norm 0.5249, swav 0.0000 LR: 9.376e-02 Score 72.675 Data time: 0.2524, Forward time: 2.2673, Backward time: 3.0925, DDP time: 0.0039, Total iter time: 5.5795 [2020-11-05 14:35:36,856][root][INFO] - ===> Epoch[27](692/26): Loss 0.8465, Sem 0.8305, dir -0.5401, norm 0.5562, swav 0.0000 LR: 9.375e-02 Score 72.390 Data time: 0.2233, Forward time: 2.2676, Backward time: 3.0915, DDP time: 0.0039, Total iter time: 5.0742 [2020-11-05 14:35:43,133][root][INFO] - ===> Epoch[27](693/26): Loss 0.7282, Sem 0.8170, dir -0.5881, norm 0.4993, swav 0.0000 LR: 9.374e-02 Score 74.368 Data time: 0.2891, Forward time: 2.2682, Backward time: 3.0915, DDP time: 0.0039, Total iter time: 6.1485 [2020-11-05 14:35:49,281][root][INFO] - ===> Epoch[27](694/26): Loss 0.7084, Sem 0.7694, dir -0.5668, norm 0.5057, swav 0.0000 LR: 9.373e-02 Score 76.575 Data time: 0.2069, Forward time: 2.2683, Backward time: 3.0919, DDP time: 0.0039, Total iter time: 6.0159 [2020-11-05 14:35:54,774][root][INFO] - ===> Epoch[27](695/26): Loss 0.7544, Sem 0.8400, dir -0.5636, norm 0.4780, swav 0.0000 LR: 9.372e-02 Score 74.081 Data time: 0.2145, Forward time: 2.2683, Backward time: 3.0915, DDP time: 0.0039, Total iter time: 5.3731 [2020-11-05 14:36:01,345][root][INFO] - ===> Epoch[27](696/26): Loss 0.9221, Sem 0.9532, dir -0.5577, norm 0.5266, swav 0.0000 LR: 9.371e-02 Score 70.166 Data time: 0.2347, Forward time: 2.2689, Backward time: 3.0921, DDP time: 0.0039, Total iter time: 6.4541 [2020-11-05 14:36:07,502][root][INFO] - ===> Epoch[27](697/26): Loss 0.6654, Sem 0.7423, dir -0.5864, norm 0.5095, swav 0.0000 LR: 9.371e-02 Score 77.961 Data time: 0.1705, Forward time: 2.2683, Backward time: 3.0931, DDP time: 0.0039, Total iter time: 6.0027 [2020-11-05 14:36:12,804][root][INFO] - ===> Epoch[27](698/26): Loss 0.8835, Sem 0.8832, dir -0.5613, norm 0.5616, swav 0.0000 LR: 9.370e-02 Score 71.869 Data time: 0.1933, Forward time: 2.2680, Backward time: 3.0928, DDP time: 0.0039, Total iter time: 5.1961 [2020-11-05 14:36:19,387][root][INFO] - ===> Epoch[27](699/26): Loss 0.8294, Sem 0.8594, dir -0.5763, norm 0.5463, swav 0.0000 LR: 9.369e-02 Score 73.219 Data time: 0.1742, Forward time: 2.2674, Backward time: 3.0945, DDP time: 0.0039, Total iter time: 6.4791 [2020-11-05 14:36:25,250][root][INFO] - ===> Epoch[27](700/26): Loss 0.7073, Sem 0.7368, dir -0.5422, norm 0.5126, swav 0.0000 LR: 9.368e-02 Score 78.037 Data time: 0.2269, Forward time: 2.2678, Backward time: 3.0944, DDP time: 0.0039, Total iter time: 5.7751 [2020-11-05 14:36:31,199][root][INFO] - ===> Epoch[27](701/26): Loss 0.6925, Sem 0.7340, dir -0.5665, norm 0.5250, swav 0.0000 LR: 9.367e-02 Score 76.617 Data time: 0.2275, Forward time: 2.2680, Backward time: 3.0944, DDP time: 0.0039, Total iter time: 5.8254 [2020-11-05 14:36:36,891][root][INFO] - ===> Epoch[27](702/26): Loss 0.6593, Sem 0.7149, dir -0.5707, norm 0.5150, swav 0.0000 LR: 9.366e-02 Score 76.856 Data time: 0.2791, Forward time: 2.2689, Backward time: 3.0934, DDP time: 0.0039, Total iter time: 5.5668 [2020-11-05 14:36:42,047][root][INFO] - ===> Epoch[28](703/26): Loss 0.7910, Sem 0.8254, dir -0.5730, norm 0.5386, swav 0.0000 LR: 9.365e-02 Score 74.712 Data time: 0.1790, Forward time: 2.2685, Backward time: 3.0930, DDP time: 0.0039, Total iter time: 5.0370 [2020-11-05 14:36:46,930][root][INFO] - ===> Epoch[28](704/26): Loss 0.7979, Sem 0.8169, dir -0.5308, norm 0.5118, swav 0.0000 LR: 9.364e-02 Score 74.878 Data time: 0.2310, Forward time: 2.2681, Backward time: 3.0921, DDP time: 0.0039, Total iter time: 4.7793 [2020-11-05 14:36:52,999][root][INFO] - ===> Epoch[28](705/26): Loss 0.7778, Sem 0.8569, dir -0.5863, norm 0.5072, swav 0.0000 LR: 9.363e-02 Score 75.111 Data time: 0.1930, Forward time: 2.2678, Backward time: 3.0929, DDP time: 0.0039, Total iter time: 5.9498 [2020-11-05 14:36:59,541][root][INFO] - ===> Epoch[28](706/26): Loss 0.7395, Sem 0.8019, dir -0.5578, norm 0.4954, swav 0.0000 LR: 9.362e-02 Score 74.167 Data time: 0.2141, Forward time: 2.2674, Backward time: 3.0943, DDP time: 0.0039, Total iter time: 6.4285 [2020-11-05 14:37:05,247][root][INFO] - ===> Epoch[28](707/26): Loss 0.7916, Sem 0.8432, dir -0.5895, norm 0.5379, swav 0.0000 LR: 9.361e-02 Score 73.870 Data time: 0.1515, Forward time: 2.2664, Backward time: 3.0952, DDP time: 0.0039, Total iter time: 5.5892 [2020-11-05 14:37:11,656][root][INFO] - ===> Epoch[28](708/26): Loss 0.6706, Sem 0.7733, dir -0.5675, norm 0.4648, swav 0.0000 LR: 9.361e-02 Score 75.387 Data time: 0.2331, Forward time: 2.2666, Backward time: 3.0959, DDP time: 0.0039, Total iter time: 6.3045 [2020-11-05 14:37:16,724][root][INFO] - ===> Epoch[28](709/26): Loss 0.7737, Sem 0.8362, dir -0.5766, norm 0.5141, swav 0.0000 LR: 9.360e-02 Score 72.195 Data time: 0.1846, Forward time: 2.2661, Backward time: 3.0955, DDP time: 0.0039, Total iter time: 4.9372 [2020-11-05 14:37:22,579][root][INFO] - ===> Epoch[28](710/26): Loss 0.7861, Sem 0.8234, dir -0.5687, norm 0.5314, swav 0.0000 LR: 9.359e-02 Score 74.513 Data time: 0.3003, Forward time: 2.2672, Backward time: 3.0945, DDP time: 0.0039, Total iter time: 5.7630 [2020-11-05 14:37:29,025][root][INFO] - ===> Epoch[28](711/26): Loss 0.6937, Sem 0.7929, dir -0.6073, norm 0.5082, swav 0.0000 LR: 9.358e-02 Score 75.133 Data time: 0.2340, Forward time: 2.2677, Backward time: 3.0949, DDP time: 0.0039, Total iter time: 6.3213 [2020-11-05 14:37:34,383][root][INFO] - ===> Epoch[28](712/26): Loss 0.8381, Sem 0.9042, dir -0.5928, norm 0.5267, swav 0.0000 LR: 9.357e-02 Score 72.351 Data time: 0.1732, Forward time: 2.2669, Backward time: 3.0949, DDP time: 0.0039, Total iter time: 5.2306 [2020-11-05 14:37:41,686][root][INFO] - ===> Epoch[28](713/26): Loss 0.9963, Sem 0.9468, dir -0.5509, norm 0.6004, swav 0.0000 LR: 9.356e-02 Score 71.038 Data time: 0.1660, Forward time: 2.2663, Backward time: 3.0977, DDP time: 0.0039, Total iter time: 7.2075 [2020-11-05 14:37:46,975][root][INFO] - ===> Epoch[28](714/26): Loss 0.7994, Sem 0.8774, dir -0.5893, norm 0.5113, swav 0.0000 LR: 9.355e-02 Score 73.071 Data time: 0.2446, Forward time: 2.2665, Backward time: 3.0968, DDP time: 0.0039, Total iter time: 5.1901 [2020-11-05 14:37:52,566][root][INFO] - ===> Epoch[28](715/26): Loss 0.7837, Sem 0.7980, dir -0.5893, norm 0.5751, swav 0.0000 LR: 9.354e-02 Score 75.699 Data time: 0.2129, Forward time: 2.2667, Backward time: 3.0964, DDP time: 0.0039, Total iter time: 5.4636 [2020-11-05 14:37:57,604][root][INFO] - ===> Epoch[28](716/26): Loss 0.7458, Sem 0.8269, dir -0.5899, norm 0.5088, swav 0.0000 LR: 9.353e-02 Score 73.779 Data time: 0.1823, Forward time: 2.2663, Backward time: 3.0958, DDP time: 0.0039, Total iter time: 4.9153 [2020-11-05 14:38:02,273][root][INFO] - ===> Epoch[28](717/26): Loss 0.6988, Sem 0.7538, dir -0.5638, norm 0.5087, swav 0.0000 LR: 9.352e-02 Score 77.876 Data time: 0.1967, Forward time: 2.2656, Backward time: 3.0948, DDP time: 0.0039, Total iter time: 4.5657 [2020-11-05 14:38:09,430][root][INFO] - ===> Epoch[28](718/26): Loss 0.7373, Sem 0.7970, dir -0.5898, norm 0.5302, swav 0.0000 LR: 9.351e-02 Score 76.073 Data time: 0.1860, Forward time: 2.2650, Backward time: 3.0974, DDP time: 0.0039, Total iter time: 7.0628 [2020-11-05 14:38:14,846][root][INFO] - ===> Epoch[28](719/26): Loss 0.6992, Sem 0.8005, dir -0.5845, norm 0.4832, swav 0.0000 LR: 9.351e-02 Score 74.314 Data time: 0.2220, Forward time: 2.2650, Backward time: 3.0968, DDP time: 0.0039, Total iter time: 5.2872 [2020-11-05 14:38:21,140][root][INFO] - ===> Epoch[28](720/26): Loss 0.7817, Sem 0.8249, dir -0.5876, norm 0.5444, swav 0.0000 LR: 9.350e-02 Score 75.109 Data time: 0.1955, Forward time: 2.2650, Backward time: 3.0975, DDP time: 0.0039, Total iter time: 6.1625 [2020-11-05 14:38:26,875][root][INFO] - ===> Epoch[28](721/26): Loss 0.7983, Sem 0.7703, dir -0.5435, norm 0.5715, swav 0.0000 LR: 9.349e-02 Score 76.169 Data time: 0.1788, Forward time: 2.2644, Backward time: 3.0981, DDP time: 0.0039, Total iter time: 5.5809 [2020-11-05 14:38:33,559][root][INFO] - ===> Epoch[28](722/26): Loss 0.6008, Sem 0.6610, dir -0.5563, norm 0.4961, swav 0.0000 LR: 9.348e-02 Score 79.521 Data time: 0.2719, Forward time: 2.2652, Backward time: 3.0984, DDP time: 0.0039, Total iter time: 6.5502 [2020-11-05 14:38:39,126][root][INFO] - ===> Epoch[28](723/26): Loss 0.7594, Sem 0.8046, dir -0.5745, norm 0.5292, swav 0.0000 LR: 9.347e-02 Score 74.817 Data time: 0.2509, Forward time: 2.2659, Backward time: 3.0975, DDP time: 0.0039, Total iter time: 5.4367 [2020-11-05 14:38:44,853][root][INFO] - ===> Epoch[28](724/26): Loss 0.6502, Sem 0.7597, dir -0.5968, norm 0.4874, swav 0.0000 LR: 9.346e-02 Score 75.633 Data time: 0.1986, Forward time: 2.2657, Backward time: 3.0975, DDP time: 0.0039, Total iter time: 5.6066 [2020-11-05 14:38:50,094][root][INFO] - ===> Epoch[28](725/26): Loss 0.6442, Sem 0.7598, dir -0.6085, norm 0.4929, swav 0.0000 LR: 9.345e-02 Score 76.977 Data time: 0.1500, Forward time: 2.2648, Backward time: 3.0978, DDP time: 0.0039, Total iter time: 5.1344 [2020-11-05 14:38:55,075][root][INFO] - ===> Epoch[28](726/26): Loss 0.6175, Sem 0.7538, dir -0.6039, norm 0.4676, swav 0.0000 LR: 9.344e-02 Score 76.658 Data time: 0.1456, Forward time: 2.2638, Backward time: 3.0979, DDP time: 0.0039, Total iter time: 4.9182 [2020-11-05 14:39:01,463][root][INFO] - ===> Epoch[28](727/26): Loss 0.8244, Sem 0.8822, dir -0.5673, norm 0.5095, swav 0.0000 LR: 9.343e-02 Score 72.530 Data time: 0.2359, Forward time: 2.2637, Backward time: 3.0987, DDP time: 0.0039, Total iter time: 6.2842 [2020-11-05 14:39:07,912][root][INFO] - ===> Epoch[28](728/26): Loss 0.6470, Sem 0.7329, dir -0.6090, norm 0.5231, swav 0.0000 LR: 9.342e-02 Score 77.603 Data time: 0.2678, Forward time: 2.2638, Backward time: 3.0995, DDP time: 0.0039, Total iter time: 6.3414 [2020-11-05 14:39:13,968][root][INFO] - ===> Epoch[29](729/26): Loss 0.7503, Sem 0.8221, dir -0.5771, norm 0.5053, swav 0.0000 LR: 9.342e-02 Score 74.355 Data time: 0.2409, Forward time: 2.2644, Backward time: 3.0993, DDP time: 0.0039, Total iter time: 5.9113 [2020-11-05 14:39:19,769][root][INFO] - ===> Epoch[29](730/26): Loss 0.7780, Sem 0.8203, dir -0.5588, norm 0.5165, swav 0.0000 LR: 9.341e-02 Score 74.996 Data time: 0.1527, Forward time: 2.2636, Backward time: 3.1002, DDP time: 0.0039, Total iter time: 5.6710 [2020-11-05 14:39:25,656][root][INFO] - ===> Epoch[29](731/26): Loss 0.8025, Sem 0.8488, dir -0.5838, norm 0.5376, swav 0.0000 LR: 9.340e-02 Score 72.532 Data time: 0.1879, Forward time: 2.2631, Backward time: 3.1008, DDP time: 0.0039, Total iter time: 5.7991 [2020-11-05 14:39:30,678][root][INFO] - ===> Epoch[29](732/26): Loss 0.6681, Sem 0.8006, dir -0.5863, norm 0.4537, swav 0.0000 LR: 9.339e-02 Score 75.773 Data time: 0.1723, Forward time: 2.2626, Backward time: 3.1004, DDP time: 0.0039, Total iter time: 4.9194 [2020-11-05 14:39:36,568][root][INFO] - ===> Epoch[29](733/26): Loss 0.9566, Sem 0.9127, dir -0.5405, norm 0.5844, swav 0.0000 LR: 9.338e-02 Score 72.983 Data time: 0.2023, Forward time: 2.2623, Backward time: 3.1009, DDP time: 0.0039, Total iter time: 5.7994 [2020-11-05 14:39:42,566][root][INFO] - ===> Epoch[29](734/26): Loss 0.7153, Sem 0.7253, dir -0.5631, norm 0.5532, swav 0.0000 LR: 9.337e-02 Score 77.137 Data time: 0.2455, Forward time: 2.2628, Backward time: 3.1007, DDP time: 0.0039, Total iter time: 5.8567 [2020-11-05 14:39:47,953][root][INFO] - ===> Epoch[29](735/26): Loss 0.9072, Sem 0.8598, dir -0.5314, norm 0.5788, swav 0.0000 LR: 9.336e-02 Score 74.705 Data time: 0.2897, Forward time: 2.2634, Backward time: 3.0995, DDP time: 0.0039, Total iter time: 5.2346 [2020-11-05 14:39:53,704][root][INFO] - ===> Epoch[29](736/26): Loss 0.7456, Sem 0.8019, dir -0.5667, norm 0.5105, swav 0.0000 LR: 9.335e-02 Score 75.646 Data time: 0.2584, Forward time: 2.2641, Backward time: 3.0988, DDP time: 0.0039, Total iter time: 5.6200 [2020-11-05 14:40:00,301][root][INFO] - ===> Epoch[29](737/26): Loss 0.6253, Sem 0.6884, dir -0.5932, norm 0.5301, swav 0.0000 LR: 9.334e-02 Score 78.793 Data time: 0.2499, Forward time: 2.2646, Backward time: 3.0993, DDP time: 0.0039, Total iter time: 6.4629 [2020-11-05 14:40:05,675][root][INFO] - ===> Epoch[29](738/26): Loss 0.8775, Sem 0.9646, dir -0.5699, norm 0.4827, swav 0.0000 LR: 9.333e-02 Score 70.464 Data time: 0.2470, Forward time: 2.2652, Backward time: 3.0982, DDP time: 0.0039, Total iter time: 5.2614 [2020-11-05 14:40:13,843][root][INFO] - ===> Epoch[29](739/26): Loss 0.8164, Sem 0.7767, dir -0.5344, norm 0.5741, swav 0.0000 LR: 9.332e-02 Score 76.406 Data time: 0.2192, Forward time: 2.2653, Backward time: 3.1013, DDP time: 0.0039, Total iter time: 8.0499 [2020-11-05 14:40:18,945][root][INFO] - ===> Epoch[29](740/26): Loss 0.5130, Sem 0.6708, dir -0.6215, norm 0.4636, swav 0.0000 LR: 9.332e-02 Score 77.265 Data time: 0.1725, Forward time: 2.2646, Backward time: 3.1010, DDP time: 0.0039, Total iter time: 4.9676 [2020-11-05 14:40:24,990][root][INFO] - ===> Epoch[29](741/26): Loss 0.6914, Sem 0.7277, dir -0.5568, norm 0.5205, swav 0.0000 LR: 9.331e-02 Score 77.904 Data time: 0.2142, Forward time: 2.2647, Backward time: 3.1014, DDP time: 0.0039, Total iter time: 5.9555 [2020-11-05 14:40:30,123][root][INFO] - ===> Epoch[29](742/26): Loss 0.6373, Sem 0.7196, dir -0.5925, norm 0.5102, swav 0.0000 LR: 9.330e-02 Score 77.379 Data time: 0.1728, Forward time: 2.2638, Backward time: 3.1013, DDP time: 0.0039, Total iter time: 5.0022 [2020-11-05 14:40:36,099][root][INFO] - ===> Epoch[29](743/26): Loss 0.8901, Sem 0.8724, dir -0.5506, norm 0.5682, swav 0.0000 LR: 9.329e-02 Score 73.194 Data time: 0.1478, Forward time: 2.2627, Backward time: 3.1027, DDP time: 0.0039, Total iter time: 5.8663 [2020-11-05 14:40:41,223][root][INFO] - ===> Epoch[29](744/26): Loss 0.7832, Sem 0.7806, dir -0.5853, norm 0.5879, swav 0.0000 LR: 9.328e-02 Score 75.719 Data time: 0.2184, Forward time: 2.2629, Backward time: 3.1017, DDP time: 0.0039, Total iter time: 5.0545 [2020-11-05 14:40:46,281][root][INFO] - ===> Epoch[29](745/26): Loss 0.9075, Sem 0.8889, dir -0.5476, norm 0.5662, swav 0.0000 LR: 9.327e-02 Score 71.512 Data time: 0.1514, Forward time: 2.2621, Backward time: 3.1017, DDP time: 0.0039, Total iter time: 4.9396 [2020-11-05 14:40:53,597][root][INFO] - ===> Epoch[29](746/26): Loss 0.8262, Sem 0.8887, dir -0.5796, norm 0.5171, swav 0.0000 LR: 9.326e-02 Score 71.766 Data time: 0.2658, Forward time: 2.2626, Backward time: 3.1032, DDP time: 0.0039, Total iter time: 7.2341 [2020-11-05 14:40:59,233][root][INFO] - ===> Epoch[29](747/26): Loss 0.7813, Sem 0.8237, dir -0.5606, norm 0.5182, swav 0.0000 LR: 9.325e-02 Score 73.954 Data time: 0.2373, Forward time: 2.2629, Backward time: 3.1028, DDP time: 0.0039, Total iter time: 5.5130 [2020-11-05 14:41:04,816][root][INFO] - ===> Epoch[29](748/26): Loss 0.7895, Sem 0.8492, dir -0.5931, norm 0.5334, swav 0.0000 LR: 9.324e-02 Score 73.779 Data time: 0.1757, Forward time: 2.2622, Backward time: 3.1031, DDP time: 0.0039, Total iter time: 5.4600 [2020-11-05 14:41:11,427][root][INFO] - ===> Epoch[29](749/26): Loss 0.8445, Sem 0.7954, dir -0.5232, norm 0.5723, swav 0.0000 LR: 9.323e-02 Score 75.668 Data time: 0.2691, Forward time: 2.2630, Backward time: 3.1035, DDP time: 0.0039, Total iter time: 6.5148 [2020-11-05 14:41:17,650][root][INFO] - ===> Epoch[29](750/26): Loss 0.7229, Sem 0.8244, dir -0.5729, norm 0.4714, swav 0.0000 LR: 9.322e-02 Score 75.066 Data time: 0.2073, Forward time: 2.2628, Backward time: 3.1042, DDP time: 0.0039, Total iter time: 6.0913 [2020-11-05 14:41:22,907][root][INFO] - ===> Epoch[29](751/26): Loss 0.5868, Sem 0.6473, dir -0.5698, norm 0.5092, swav 0.0000 LR: 9.322e-02 Score 80.758 Data time: 0.1968, Forward time: 2.2625, Backward time: 3.1038, DDP time: 0.0039, Total iter time: 5.1539 [2020-11-05 14:41:28,234][root][INFO] - ===> Epoch[29](752/26): Loss 0.6870, Sem 0.7370, dir -0.5540, norm 0.5040, swav 0.0000 LR: 9.321e-02 Score 77.236 Data time: 0.2259, Forward time: 2.2626, Backward time: 3.1032, DDP time: 0.0039, Total iter time: 5.1969 [2020-11-05 14:41:33,883][root][INFO] - ===> Epoch[29](753/26): Loss 0.7109, Sem 0.8080, dir -0.5960, norm 0.4989, swav 0.0000 LR: 9.320e-02 Score 76.208 Data time: 0.1828, Forward time: 2.2622, Backward time: 3.1034, DDP time: 0.0039, Total iter time: 5.5296 [2020-11-05 14:41:41,641][root][INFO] - ===> Epoch[29](754/26): Loss 0.6710, Sem 0.7100, dir -0.5558, norm 0.5168, swav 0.0000 LR: 9.319e-02 Score 77.853 Data time: 0.2628, Forward time: 2.2627, Backward time: 3.1054, DDP time: 0.0039, Total iter time: 7.6337 [2020-11-05 14:41:46,342][root][INFO] - ===> Epoch[30](755/26): Loss 0.7045, Sem 0.8191, dir -0.5967, norm 0.4821, swav 0.0000 LR: 9.318e-02 Score 75.295 Data time: 0.1824, Forward time: 2.2624, Backward time: 3.1043, DDP time: 0.0039, Total iter time: 4.5836 [2020-11-05 14:41:52,411][root][INFO] - ===> Epoch[30](756/26): Loss 0.6604, Sem 0.7423, dir -0.5816, norm 0.4997, swav 0.0000 LR: 9.317e-02 Score 76.488 Data time: 0.2399, Forward time: 2.2627, Backward time: 3.1044, DDP time: 0.0039, Total iter time: 5.9534 [2020-11-05 14:41:57,946][root][INFO] - ===> Epoch[30](757/26): Loss 0.7107, Sem 0.7809, dir -0.5736, norm 0.5034, swav 0.0000 LR: 9.316e-02 Score 76.070 Data time: 0.1962, Forward time: 2.2625, Backward time: 3.1043, DDP time: 0.0039, Total iter time: 5.3986 [2020-11-05 14:42:03,979][root][INFO] - ===> Epoch[30](758/26): Loss 0.6955, Sem 0.7249, dir -0.5638, norm 0.5344, swav 0.0000 LR: 9.315e-02 Score 77.082 Data time: 0.1880, Forward time: 2.2621, Backward time: 3.1051, DDP time: 0.0039, Total iter time: 5.9389 [2020-11-05 14:42:10,434][root][INFO] - ===> Epoch[30](759/26): Loss 0.8132, Sem 0.7851, dir -0.5661, norm 0.5942, swav 0.0000 LR: 9.314e-02 Score 76.012 Data time: 0.2232, Forward time: 2.2620, Backward time: 3.1061, DDP time: 0.0039, Total iter time: 6.3794 [2020-11-05 14:42:17,388][root][INFO] - ===> Epoch[30](760/26): Loss 0.6994, Sem 0.7802, dir -0.5834, norm 0.5026, swav 0.0000 LR: 9.313e-02 Score 76.027 Data time: 0.3585, Forward time: 2.2636, Backward time: 3.1059, DDP time: 0.0039, Total iter time: 6.8354 [2020-11-05 14:42:23,657][root][INFO] - ===> Epoch[30](761/26): Loss 0.7822, Sem 0.8334, dir -0.5705, norm 0.5193, swav 0.0000 LR: 9.312e-02 Score 74.418 Data time: 0.2255, Forward time: 2.2642, Backward time: 3.1059, DDP time: 0.0039, Total iter time: 6.1312 [2020-11-05 14:42:30,881][root][INFO] - ===> Epoch[30](762/26): Loss 0.8436, Sem 0.8230, dir -0.5492, norm 0.5698, swav 0.0000 LR: 9.312e-02 Score 74.314 Data time: 0.2254, Forward time: 2.2643, Backward time: 3.1077, DDP time: 0.0039, Total iter time: 7.0774 [2020-11-05 14:42:37,464][root][INFO] - ===> Epoch[30](763/26): Loss 0.9073, Sem 0.8772, dir -0.5612, norm 0.5913, swav 0.0000 LR: 9.311e-02 Score 73.198 Data time: 0.3187, Forward time: 2.2656, Backward time: 3.1074, DDP time: 0.0039, Total iter time: 6.4582 [2020-11-05 14:42:42,573][root][INFO] - ===> Epoch[30](764/26): Loss 0.6392, Sem 0.7536, dir -0.6125, norm 0.4981, swav 0.0000 LR: 9.310e-02 Score 77.272 Data time: 0.2375, Forward time: 2.2653, Backward time: 3.1067, DDP time: 0.0039, Total iter time: 4.9795 [2020-11-05 14:42:48,191][root][INFO] - ===> Epoch[30](765/26): Loss 0.7550, Sem 0.7780, dir -0.5581, norm 0.5350, swav 0.0000 LR: 9.309e-02 Score 75.875 Data time: 0.2155, Forward time: 2.2653, Backward time: 3.1065, DDP time: 0.0039, Total iter time: 5.5178 [2020-11-05 14:42:53,345][root][INFO] - ===> Epoch[30](766/26): Loss 0.6853, Sem 0.8072, dir -0.6198, norm 0.4978, swav 0.0000 LR: 9.308e-02 Score 75.383 Data time: 0.2281, Forward time: 2.2654, Backward time: 3.1056, DDP time: 0.0039, Total iter time: 5.0440 [2020-11-05 14:42:58,289][root][INFO] - ===> Epoch[30](767/26): Loss 0.6962, Sem 0.7599, dir -0.5938, norm 0.5302, swav 0.0000 LR: 9.307e-02 Score 77.241 Data time: 0.1913, Forward time: 2.2650, Backward time: 3.1048, DDP time: 0.0039, Total iter time: 4.8285 [2020-11-05 14:43:03,515][root][INFO] - ===> Epoch[30](768/26): Loss 0.6049, Sem 0.7130, dir -0.5991, norm 0.4910, swav 0.0000 LR: 9.306e-02 Score 78.548 Data time: 0.2409, Forward time: 2.2648, Backward time: 3.1044, DDP time: 0.0039, Total iter time: 5.1425 [2020-11-05 14:43:08,138][root][INFO] - ===> Epoch[30](769/26): Loss 0.7106, Sem 0.7866, dir -0.6225, norm 0.5465, swav 0.0000 LR: 9.305e-02 Score 75.213 Data time: 0.2470, Forward time: 2.2649, Backward time: 3.1028, DDP time: 0.0039, Total iter time: 4.5008 [2020-11-05 14:43:14,416][root][INFO] - ===> Epoch[30](770/26): Loss 0.8819, Sem 0.8928, dir -0.5482, norm 0.5374, swav 0.0000 LR: 9.304e-02 Score 72.226 Data time: 0.1344, Forward time: 2.2640, Backward time: 3.1044, DDP time: 0.0039, Total iter time: 6.1620 [2020-11-05 14:43:19,562][root][INFO] - ===> Epoch[30](771/26): Loss 0.7436, Sem 0.7890, dir -0.5667, norm 0.5214, swav 0.0000 LR: 9.303e-02 Score 76.074 Data time: 0.1415, Forward time: 2.2629, Backward time: 3.1047, DDP time: 0.0039, Total iter time: 5.0651 [2020-11-05 14:43:24,698][root][INFO] - ===> Epoch[30](772/26): Loss 0.6354, Sem 0.7116, dir -0.5859, norm 0.5097, swav 0.0000 LR: 9.303e-02 Score 78.184 Data time: 0.2507, Forward time: 2.2634, Backward time: 3.1034, DDP time: 0.0039, Total iter time: 5.0330 [2020-11-05 14:43:30,463][root][INFO] - ===> Epoch[30](773/26): Loss 0.8137, Sem 0.8353, dir -0.5616, norm 0.5400, swav 0.0000 LR: 9.302e-02 Score 75.258 Data time: 0.2362, Forward time: 2.2639, Backward time: 3.1028, DDP time: 0.0039, Total iter time: 5.6385 [2020-11-05 14:43:36,804][root][INFO] - ===> Epoch[30](774/26): Loss 0.5805, Sem 0.6970, dir -0.6022, norm 0.4857, swav 0.0000 LR: 9.301e-02 Score 78.557 Data time: 0.2083, Forward time: 2.2637, Backward time: 3.1037, DDP time: 0.0039, Total iter time: 6.2141 [2020-11-05 14:43:41,962][root][INFO] - ===> Epoch[30](775/26): Loss 0.6413, Sem 0.7221, dir -0.5719, norm 0.4910, swav 0.0000 LR: 9.300e-02 Score 76.892 Data time: 0.1584, Forward time: 2.2630, Backward time: 3.1037, DDP time: 0.0039, Total iter time: 5.0425 [2020-11-05 14:43:48,188][root][INFO] - ===> Epoch[30](776/26): Loss 0.7257, Sem 0.7520, dir -0.5394, norm 0.5130, swav 0.0000 LR: 9.299e-02 Score 76.940 Data time: 0.2409, Forward time: 2.2632, Backward time: 3.1041, DDP time: 0.0039, Total iter time: 6.1420 [2020-11-05 14:43:55,283][root][INFO] - ===> Epoch[30](777/26): Loss 0.6560, Sem 0.7482, dir -0.5835, norm 0.4913, swav 0.0000 LR: 9.298e-02 Score 76.743 Data time: 0.2182, Forward time: 2.2634, Backward time: 3.1055, DDP time: 0.0039, Total iter time: 6.9582 [2020-11-05 14:44:00,845][root][INFO] - ===> Epoch[30](778/26): Loss 0.5907, Sem 0.6849, dir -0.5858, norm 0.4916, swav 0.0000 LR: 9.297e-02 Score 78.677 Data time: 0.2352, Forward time: 2.2636, Backward time: 3.1050, DDP time: 0.0039, Total iter time: 5.4259 [2020-11-05 14:44:07,015][root][INFO] - ===> Epoch[30](779/26): Loss 0.7075, Sem 0.7966, dir -0.6034, norm 0.5143, swav 0.0000 LR: 9.296e-02 Score 75.198 Data time: 0.2682, Forward time: 2.2639, Backward time: 3.1051, DDP time: 0.0039, Total iter time: 6.0418 [2020-11-05 14:44:12,875][root][INFO] - ===> Epoch[30](780/26): Loss 0.6961, Sem 0.7924, dir -0.6049, norm 0.5086, swav 0.0000 LR: 9.295e-02 Score 74.763 Data time: 0.2194, Forward time: 2.2640, Backward time: 3.1050, DDP time: 0.0039, Total iter time: 5.7260 [2020-11-05 14:44:18,168][root][INFO] - ===> Epoch[31](781/26): Loss 0.7424, Sem 0.7329, dir -0.5617, norm 0.5712, swav 0.0000 LR: 9.294e-02 Score 77.254 Data time: 0.2159, Forward time: 2.2642, Backward time: 3.1043, DDP time: 0.0039, Total iter time: 5.1716 [2020-11-05 14:44:25,655][root][INFO] - ===> Epoch[31](782/26): Loss 0.7630, Sem 0.7975, dir -0.5999, norm 0.5654, swav 0.0000 LR: 9.293e-02 Score 74.579 Data time: 0.2563, Forward time: 2.2642, Backward time: 3.1062, DDP time: 0.0039, Total iter time: 7.3478 [2020-11-05 14:44:30,826][root][INFO] - ===> Epoch[31](783/26): Loss 0.6956, Sem 0.7894, dir -0.5616, norm 0.4679, swav 0.0000 LR: 9.293e-02 Score 74.814 Data time: 0.2478, Forward time: 2.2648, Backward time: 3.1049, DDP time: 0.0039, Total iter time: 5.0446 [2020-11-05 14:44:35,792][root][INFO] - ===> Epoch[31](784/26): Loss 0.6519, Sem 0.7370, dir -0.5822, norm 0.4970, swav 0.0000 LR: 9.292e-02 Score 75.908 Data time: 0.1962, Forward time: 2.2643, Backward time: 3.1042, DDP time: 0.0039, Total iter time: 4.8616 [2020-11-05 14:44:42,729][root][INFO] - ===> Epoch[31](785/26): Loss 0.7327, Sem 0.8121, dir -0.5985, norm 0.5192, swav 0.0000 LR: 9.291e-02 Score 75.364 Data time: 0.3414, Forward time: 2.2659, Backward time: 3.1041, DDP time: 0.0039, Total iter time: 6.8540 [2020-11-05 14:44:48,950][root][INFO] - ===> Epoch[31](786/26): Loss 0.7537, Sem 0.8129, dir -0.5706, norm 0.5114, swav 0.0000 LR: 9.290e-02 Score 74.625 Data time: 0.1948, Forward time: 2.2660, Backward time: 3.1046, DDP time: 0.0039, Total iter time: 6.0995 [2020-11-05 14:44:56,047][root][INFO] - ===> Epoch[31](787/26): Loss 0.7547, Sem 0.8017, dir -0.5852, norm 0.5381, swav 0.0000 LR: 9.289e-02 Score 74.444 Data time: 0.2068, Forward time: 2.2659, Backward time: 3.1063, DDP time: 0.0039, Total iter time: 6.9858 [2020-11-05 14:45:01,861][root][INFO] - ===> Epoch[31](788/26): Loss 0.6131, Sem 0.7122, dir -0.5970, norm 0.4979, swav 0.0000 LR: 9.288e-02 Score 77.592 Data time: 0.1775, Forward time: 2.2654, Backward time: 3.1069, DDP time: 0.0039, Total iter time: 5.6897 [2020-11-05 14:45:08,791][root][INFO] - ===> Epoch[31](789/26): Loss 0.6853, Sem 0.7858, dir -0.5853, norm 0.4847, swav 0.0000 LR: 9.287e-02 Score 75.454 Data time: 0.1969, Forward time: 2.2651, Backward time: 3.1085, DDP time: 0.0039, Total iter time: 6.8284 [2020-11-05 14:45:15,116][root][INFO] - ===> Epoch[31](790/26): Loss 0.7682, Sem 0.8149, dir -0.5757, norm 0.5290, swav 0.0000 LR: 9.286e-02 Score 75.610 Data time: 0.1962, Forward time: 2.2647, Backward time: 3.1096, DDP time: 0.0039, Total iter time: 6.2124 [2020-11-05 14:45:19,857][root][INFO] - ===> Epoch[31](791/26): Loss 0.7309, Sem 0.7775, dir -0.5867, norm 0.5401, swav 0.0000 LR: 9.285e-02 Score 76.075 Data time: 0.2322, Forward time: 2.2645, Backward time: 3.1086, DDP time: 0.0039, Total iter time: 4.6752 [2020-11-05 14:45:24,743][root][INFO] - ===> Epoch[31](792/26): Loss 0.7342, Sem 0.8249, dir -0.5810, norm 0.4903, swav 0.0000 LR: 9.284e-02 Score 74.849 Data time: 0.1973, Forward time: 2.2641, Backward time: 3.1079, DDP time: 0.0039, Total iter time: 4.7711 [2020-11-05 14:45:30,249][root][INFO] - ===> Epoch[31](793/26): Loss 0.7391, Sem 0.7511, dir -0.5306, norm 0.5186, swav 0.0000 LR: 9.283e-02 Score 77.091 Data time: 0.2558, Forward time: 2.2648, Backward time: 3.1069, DDP time: 0.0039, Total iter time: 5.4073 [2020-11-05 14:45:37,561][root][INFO] - ===> Epoch[31](794/26): Loss 0.7150, Sem 0.7315, dir -0.5682, norm 0.5517, swav 0.0000 LR: 9.283e-02 Score 77.395 Data time: 0.2164, Forward time: 2.2650, Backward time: 3.1086, DDP time: 0.0039, Total iter time: 7.1832 [2020-11-05 14:45:43,498][root][INFO] - ===> Epoch[31](795/26): Loss 0.7431, Sem 0.7796, dir -0.5621, norm 0.5255, swav 0.0000 LR: 9.282e-02 Score 76.480 Data time: 0.1849, Forward time: 2.2647, Backward time: 3.1090, DDP time: 0.0039, Total iter time: 5.8193 [2020-11-05 14:45:49,383][root][INFO] - ===> Epoch[31](796/26): Loss 0.7651, Sem 0.8532, dir -0.5733, norm 0.4852, swav 0.0000 LR: 9.281e-02 Score 73.505 Data time: 0.2009, Forward time: 2.2645, Backward time: 3.1094, DDP time: 0.0039, Total iter time: 5.7875 [2020-11-05 14:45:55,434][root][INFO] - ===> Epoch[31](797/26): Loss 0.8580, Sem 0.8867, dir -0.5867, norm 0.5581, swav 0.0000 LR: 9.280e-02 Score 73.795 Data time: 0.2254, Forward time: 2.2646, Backward time: 3.1097, DDP time: 0.0039, Total iter time: 5.9260 [2020-11-05 14:46:00,814][root][INFO] - ===> Epoch[31](798/26): Loss 0.7193, Sem 0.8398, dir -0.6276, norm 0.5071, swav 0.0000 LR: 9.279e-02 Score 74.143 Data time: 0.2064, Forward time: 2.2646, Backward time: 3.1091, DDP time: 0.0039, Total iter time: 5.2508 [2020-11-05 14:46:05,952][root][INFO] - ===> Epoch[31](799/26): Loss 0.6625, Sem 0.7191, dir -0.5732, norm 0.5167, swav 0.0000 LR: 9.278e-02 Score 77.573 Data time: 0.2112, Forward time: 2.2648, Backward time: 3.1082, DDP time: 0.0039, Total iter time: 5.0224 [2020-11-05 14:46:11,132][root][INFO] - ===> Epoch[31](800/26): Loss 0.6762, Sem 0.7828, dir -0.6245, norm 0.5179, swav 0.0000 LR: 9.277e-02 Score 74.765 Data time: 0.2119, Forward time: 2.2645, Backward time: 3.1078, DDP time: 0.0039, Total iter time: 5.0654 [2020-11-05 14:46:16,283][root][INFO] - ===> Epoch[31](801/26): Loss 0.6713, Sem 0.7689, dir -0.6019, norm 0.5043, swav 0.0000 LR: 9.276e-02 Score 76.560 Data time: 0.2527, Forward time: 2.2649, Backward time: 3.1066, DDP time: 0.0039, Total iter time: 5.0541 [2020-11-05 14:46:21,657][root][INFO] - ===> Epoch[31](802/26): Loss 0.5776, Sem 0.6713, dir -0.6065, norm 0.5128, swav 0.0000 LR: 9.275e-02 Score 79.392 Data time: 0.2158, Forward time: 2.2649, Backward time: 3.1061, DDP time: 0.0039, Total iter time: 5.2485 [2020-11-05 14:46:26,878][root][INFO] - ===> Epoch[31](803/26): Loss 0.7065, Sem 0.7907, dir -0.6051, norm 0.5210, swav 0.0000 LR: 9.274e-02 Score 75.327 Data time: 0.1769, Forward time: 2.2643, Backward time: 3.1059, DDP time: 0.0039, Total iter time: 5.0986 [2020-11-05 14:46:31,964][root][INFO] - ===> Epoch[31](804/26): Loss 0.6988, Sem 0.7905, dir -0.5961, norm 0.5043, swav 0.0000 LR: 9.273e-02 Score 74.511 Data time: 0.2348, Forward time: 2.2643, Backward time: 3.1051, DDP time: 0.0039, Total iter time: 4.9938 [2020-11-05 14:46:37,776][root][INFO] - ===> Epoch[31](805/26): Loss 0.6519, Sem 0.7420, dir -0.5976, norm 0.5075, swav 0.0000 LR: 9.273e-02 Score 76.728 Data time: 0.2721, Forward time: 2.2651, Backward time: 3.1044, DDP time: 0.0039, Total iter time: 5.7041 [2020-11-05 14:46:43,848][root][INFO] - ===> Epoch[31](806/26): Loss 0.7514, Sem 0.7482, dir -0.5496, norm 0.5527, swav 0.0000 LR: 9.272e-02 Score 76.195 Data time: 0.2117, Forward time: 2.2651, Backward time: 3.1047, DDP time: 0.0039, Total iter time: 5.9461 [2020-11-05 14:46:50,107][root][INFO] - ===> Epoch[32](807/26): Loss 0.7043, Sem 0.7570, dir -0.5668, norm 0.5141, swav 0.0000 LR: 9.271e-02 Score 76.186 Data time: 0.1589, Forward time: 2.2645, Backward time: 3.1059, DDP time: 0.0039, Total iter time: 6.1503 [2020-11-05 14:46:55,144][root][INFO] - ===> Epoch[32](808/26): Loss 0.7457, Sem 0.7873, dir -0.5724, norm 0.5308, swav 0.0000 LR: 9.270e-02 Score 76.829 Data time: 0.1675, Forward time: 2.2639, Backward time: 3.1057, DDP time: 0.0039, Total iter time: 4.9403 [2020-11-05 14:46:59,582][root][INFO] - ===> Epoch[32](809/26): Loss 0.6066, Sem 0.7024, dir -0.5944, norm 0.4986, swav 0.0000 LR: 9.269e-02 Score 78.080 Data time: 0.1799, Forward time: 2.2635, Backward time: 3.1046, DDP time: 0.0039, Total iter time: 4.3225 [2020-11-05 14:47:06,039][root][INFO] - ===> Epoch[32](810/26): Loss 0.6176, Sem 0.6793, dir -0.5667, norm 0.5051, swav 0.0000 LR: 9.268e-02 Score 78.200 Data time: 0.1701, Forward time: 2.2629, Backward time: 3.1059, DDP time: 0.0039, Total iter time: 6.3635 [2020-11-05 14:47:11,297][root][INFO] - ===> Epoch[32](811/26): Loss 0.5853, Sem 0.7111, dir -0.6146, norm 0.4889, swav 0.0000 LR: 9.267e-02 Score 78.577 Data time: 0.1919, Forward time: 2.2626, Backward time: 3.1056, DDP time: 0.0039, Total iter time: 5.1383 [2020-11-05 14:47:18,037][root][INFO] - ===> Epoch[32](812/26): Loss 0.7129, Sem 0.7600, dir -0.5779, norm 0.5308, swav 0.0000 LR: 9.266e-02 Score 76.630 Data time: 0.2524, Forward time: 2.2631, Backward time: 3.1062, DDP time: 0.0039, Total iter time: 6.6208 [2020-11-05 14:47:23,276][root][INFO] - ===> Epoch[32](813/26): Loss 0.7261, Sem 0.7970, dir -0.5956, norm 0.5247, swav 0.0000 LR: 9.265e-02 Score 75.327 Data time: 0.2349, Forward time: 2.2636, Backward time: 3.1051, DDP time: 0.0039, Total iter time: 5.0894 [2020-11-05 14:47:28,826][root][INFO] - ===> Epoch[32](814/26): Loss 0.5790, Sem 0.7278, dir -0.6246, norm 0.4758, swav 0.0000 LR: 9.264e-02 Score 77.422 Data time: 0.1623, Forward time: 2.2628, Backward time: 3.1056, DDP time: 0.0039, Total iter time: 5.4164 [2020-11-05 14:47:34,464][root][INFO] - ===> Epoch[32](815/26): Loss 0.6673, Sem 0.7437, dir -0.5803, norm 0.5039, swav 0.0000 LR: 9.263e-02 Score 77.188 Data time: 0.2401, Forward time: 2.2631, Backward time: 3.1051, DDP time: 0.0039, Total iter time: 5.5381 [2020-11-05 14:47:39,872][root][INFO] - ===> Epoch[32](816/26): Loss 0.6939, Sem 0.7230, dir -0.5676, norm 0.5385, swav 0.0000 LR: 9.263e-02 Score 78.433 Data time: 0.2434, Forward time: 2.2634, Backward time: 3.1044, DDP time: 0.0039, Total iter time: 5.2949 [2020-11-05 14:47:45,624][root][INFO] - ===> Epoch[32](817/26): Loss 0.8393, Sem 0.8617, dir -0.5741, norm 0.5517, swav 0.0000 LR: 9.262e-02 Score 73.795 Data time: 0.2329, Forward time: 2.2638, Backward time: 3.1040, DDP time: 0.0039, Total iter time: 5.6328 [2020-11-05 14:47:50,460][root][INFO] - ===> Epoch[32](818/26): Loss 0.7628, Sem 0.8430, dir -0.5962, norm 0.5160, swav 0.0000 LR: 9.261e-02 Score 74.560 Data time: 0.1855, Forward time: 2.2633, Backward time: 3.1033, DDP time: 0.0039, Total iter time: 4.7015 [2020-11-05 14:47:56,068][root][INFO] - ===> Epoch[32](819/26): Loss 0.7017, Sem 0.7668, dir -0.5609, norm 0.4958, swav 0.0000 LR: 9.260e-02 Score 75.980 Data time: 0.2511, Forward time: 2.2636, Backward time: 3.1029, DDP time: 0.0039, Total iter time: 5.5110 [2020-11-05 14:48:01,468][root][INFO] - ===> Epoch[32](820/26): Loss 0.7106, Sem 0.7530, dir -0.5707, norm 0.5283, swav 0.0000 LR: 9.259e-02 Score 76.844 Data time: 0.2553, Forward time: 2.2641, Backward time: 3.1019, DDP time: 0.0039, Total iter time: 5.2638 [2020-11-05 14:48:07,466][root][INFO] - ===> Epoch[32](821/26): Loss 0.7047, Sem 0.7598, dir -0.5925, norm 0.5373, swav 0.0000 LR: 9.258e-02 Score 76.665 Data time: 0.2793, Forward time: 2.2648, Backward time: 3.1015, DDP time: 0.0039, Total iter time: 5.8679 [2020-11-05 14:48:13,002][root][INFO] - ===> Epoch[32](822/26): Loss 0.6684, Sem 0.6965, dir -0.5811, norm 0.5530, swav 0.0000 LR: 9.257e-02 Score 78.566 Data time: 0.2187, Forward time: 2.2648, Backward time: 3.1011, DDP time: 0.0039, Total iter time: 5.4082 [2020-11-05 14:48:19,359][root][INFO] - ===> Epoch[32](823/26): Loss 0.6909, Sem 0.7902, dir -0.5745, norm 0.4753, swav 0.0000 LR: 9.256e-02 Score 75.877 Data time: 0.1433, Forward time: 2.2640, Backward time: 3.1026, DDP time: 0.0039, Total iter time: 6.2310 [2020-11-05 14:48:25,813][root][INFO] - ===> Epoch[32](824/26): Loss 0.7859, Sem 0.8001, dir -0.5752, norm 0.5611, swav 0.0000 LR: 9.255e-02 Score 75.081 Data time: 0.2342, Forward time: 2.2640, Backward time: 3.1035, DDP time: 0.0039, Total iter time: 6.3647 [2020-11-05 14:48:32,472][root][INFO] - ===> Epoch[32](825/26): Loss 0.7682, Sem 0.7984, dir -0.5799, norm 0.5497, swav 0.0000 LR: 9.254e-02 Score 76.616 Data time: 0.2271, Forward time: 2.2641, Backward time: 3.1044, DDP time: 0.0039, Total iter time: 6.5381 [2020-11-05 14:48:38,217][root][INFO] - ===> Epoch[32](826/26): Loss 0.6301, Sem 0.6794, dir -0.5966, norm 0.5474, swav 0.0000 LR: 9.254e-02 Score 78.590 Data time: 0.2139, Forward time: 2.2641, Backward time: 3.1043, DDP time: 0.0039, Total iter time: 5.6218 [2020-11-05 14:48:42,780][root][INFO] - ===> Epoch[32](827/26): Loss 0.6349, Sem 0.7554, dir -0.5970, norm 0.4766, swav 0.0000 LR: 9.253e-02 Score 77.333 Data time: 0.1836, Forward time: 2.2637, Backward time: 3.1033, DDP time: 0.0039, Total iter time: 4.4612 [2020-11-05 14:48:47,680][root][INFO] - ===> Epoch[32](828/26): Loss 0.6858, Sem 0.7972, dir -0.6068, norm 0.4954, swav 0.0000 LR: 9.252e-02 Score 75.815 Data time: 0.2153, Forward time: 2.2638, Backward time: 3.1022, DDP time: 0.0039, Total iter time: 4.7978 [2020-11-05 14:48:52,152][root][INFO] - ===> Epoch[32](829/26): Loss 0.6382, Sem 0.7329, dir -0.6140, norm 0.5193, swav 0.0000 LR: 9.251e-02 Score 76.424 Data time: 0.1703, Forward time: 2.2633, Backward time: 3.1012, DDP time: 0.0040, Total iter time: 4.3539 [2020-11-05 14:48:57,852][root][INFO] - ===> Epoch[32](830/26): Loss 0.6291, Sem 0.7470, dir -0.6065, norm 0.4885, swav 0.0000 LR: 9.250e-02 Score 77.150 Data time: 0.2058, Forward time: 2.2630, Backward time: 3.1015, DDP time: 0.0040, Total iter time: 5.6016 [2020-11-05 14:49:03,743][root][INFO] - ===> Epoch[32](831/26): Loss 0.6002, Sem 0.6779, dir -0.5695, norm 0.4918, swav 0.0000 LR: 9.249e-02 Score 79.933 Data time: 0.2574, Forward time: 2.2634, Backward time: 3.1012, DDP time: 0.0040, Total iter time: 5.7631 [2020-11-05 14:49:10,021][root][INFO] - ===> Epoch[32](832/26): Loss 0.6437, Sem 0.7300, dir -0.5749, norm 0.4886, swav 0.0000 LR: 9.248e-02 Score 77.800 Data time: 0.2626, Forward time: 2.2640, Backward time: 3.1011, DDP time: 0.0040, Total iter time: 6.1473 [2020-11-05 14:49:15,395][root][INFO] - ===> Epoch[33](833/26): Loss 0.5453, Sem 0.6540, dir -0.5862, norm 0.4774, swav 0.0000 LR: 9.247e-02 Score 79.217 Data time: 0.2455, Forward time: 2.2646, Backward time: 3.1001, DDP time: 0.0039, Total iter time: 5.2184 [2020-11-05 14:49:20,821][root][INFO] - ===> Epoch[33](834/26): Loss 0.7606, Sem 0.7671, dir -0.5256, norm 0.5191, swav 0.0000 LR: 9.246e-02 Score 75.741 Data time: 0.2112, Forward time: 2.2645, Backward time: 3.0998, DDP time: 0.0039, Total iter time: 5.3175 [2020-11-05 14:49:26,223][root][INFO] - ===> Epoch[33](835/26): Loss 0.6299, Sem 0.7330, dir -0.5668, norm 0.4637, swav 0.0000 LR: 9.245e-02 Score 76.266 Data time: 0.2942, Forward time: 2.2651, Backward time: 3.0987, DDP time: 0.0039, Total iter time: 5.2866 [2020-11-05 14:49:32,368][root][INFO] - ===> Epoch[33](836/26): Loss 0.6066, Sem 0.7085, dir -0.6076, norm 0.5057, swav 0.0000 LR: 9.244e-02 Score 78.680 Data time: 0.2032, Forward time: 2.2651, Backward time: 3.0992, DDP time: 0.0039, Total iter time: 6.0141 [2020-11-05 14:49:38,241][root][INFO] - ===> Epoch[33](837/26): Loss 0.7310, Sem 0.7844, dir -0.5757, norm 0.5222, swav 0.0000 LR: 9.244e-02 Score 75.564 Data time: 0.2262, Forward time: 2.2653, Backward time: 3.0991, DDP time: 0.0039, Total iter time: 5.7672 [2020-11-05 14:49:43,880][root][INFO] - ===> Epoch[33](838/26): Loss 0.6113, Sem 0.7093, dir -0.5871, norm 0.4891, swav 0.0000 LR: 9.243e-02 Score 77.464 Data time: 0.1845, Forward time: 2.2648, Backward time: 3.0994, DDP time: 0.0039, Total iter time: 5.5292 [2020-11-05 14:49:49,799][root][INFO] - ===> Epoch[33](839/26): Loss 0.7341, Sem 0.7266, dir -0.5397, norm 0.5472, swav 0.0000 LR: 9.242e-02 Score 77.800 Data time: 0.2770, Forward time: 2.2657, Backward time: 3.0987, DDP time: 0.0039, Total iter time: 5.8327 [2020-11-05 14:49:54,752][root][INFO] - ===> Epoch[33](840/26): Loss 0.8602, Sem 0.9222, dir -0.5822, norm 0.5202, swav 0.0000 LR: 9.241e-02 Score 71.757 Data time: 0.1873, Forward time: 2.2653, Backward time: 3.0982, DDP time: 0.0039, Total iter time: 4.8211 [2020-11-05 14:49:59,946][root][INFO] - ===> Epoch[33](841/26): Loss 0.6011, Sem 0.7009, dir -0.5886, norm 0.4887, swav 0.0000 LR: 9.240e-02 Score 77.213 Data time: 0.2118, Forward time: 2.2653, Backward time: 3.0976, DDP time: 0.0039, Total iter time: 5.0973 [2020-11-05 14:50:05,721][root][INFO] - ===> Epoch[33](842/26): Loss 0.5547, Sem 0.6876, dir -0.6337, norm 0.5008, swav 0.0000 LR: 9.239e-02 Score 77.987 Data time: 0.1396, Forward time: 2.2644, Backward time: 3.0985, DDP time: 0.0040, Total iter time: 5.6596 [2020-11-05 14:50:11,360][root][INFO] - ===> Epoch[33](843/26): Loss 0.6853, Sem 0.7869, dir -0.6052, norm 0.5036, swav 0.0000 LR: 9.238e-02 Score 75.177 Data time: 0.1949, Forward time: 2.2642, Backward time: 3.0986, DDP time: 0.0040, Total iter time: 5.5747 [2020-11-05 14:50:17,705][root][INFO] - ===> Epoch[33](844/26): Loss 0.7902, Sem 0.8296, dir -0.5856, norm 0.5463, swav 0.0000 LR: 9.237e-02 Score 73.607 Data time: 0.2028, Forward time: 2.2640, Backward time: 3.0994, DDP time: 0.0040, Total iter time: 6.2337 [2020-11-05 14:50:23,512][root][INFO] - ===> Epoch[33](845/26): Loss 0.7074, Sem 0.8003, dir -0.6157, norm 0.5228, swav 0.0000 LR: 9.236e-02 Score 75.624 Data time: 0.1400, Forward time: 2.2631, Backward time: 3.1004, DDP time: 0.0040, Total iter time: 5.6950 [2020-11-05 14:50:29,114][root][INFO] - ===> Epoch[33](846/26): Loss 0.7801, Sem 0.7511, dir -0.5250, norm 0.5539, swav 0.0000 LR: 9.235e-02 Score 75.947 Data time: 0.2321, Forward time: 2.2632, Backward time: 3.1001, DDP time: 0.0040, Total iter time: 5.5191 [2020-11-05 14:50:34,822][root][INFO] - ===> Epoch[33](847/26): Loss 0.6801, Sem 0.7653, dir -0.6074, norm 0.5223, swav 0.0000 LR: 9.234e-02 Score 77.292 Data time: 0.1871, Forward time: 2.2628, Backward time: 3.1004, DDP time: 0.0040, Total iter time: 5.5689 [2020-11-05 14:50:39,586][root][INFO] - ===> Epoch[33](848/26): Loss 0.7712, Sem 0.8286, dir -0.5608, norm 0.5035, swav 0.0000 LR: 9.234e-02 Score 75.272 Data time: 0.2281, Forward time: 2.2628, Backward time: 3.0993, DDP time: 0.0040, Total iter time: 4.6305 [2020-11-05 14:50:45,259][root][INFO] - ===> Epoch[33](849/26): Loss 0.6536, Sem 0.7580, dir -0.5924, norm 0.4881, swav 0.0000 LR: 9.233e-02 Score 75.877 Data time: 0.2485, Forward time: 2.2632, Backward time: 3.0987, DDP time: 0.0040, Total iter time: 5.5421 [2020-11-05 14:50:50,569][root][INFO] - ===> Epoch[33](850/26): Loss 0.5579, Sem 0.7311, dir -0.6421, norm 0.4689, swav 0.0000 LR: 9.232e-02 Score 77.517 Data time: 0.2094, Forward time: 2.2630, Backward time: 3.0982, DDP time: 0.0040, Total iter time: 5.1665 [2020-11-05 14:50:55,333][root][INFO] - ===> Epoch[33](851/26): Loss 0.7053, Sem 0.7345, dir -0.5789, norm 0.5497, swav 0.0000 LR: 9.231e-02 Score 78.642 Data time: 0.2128, Forward time: 2.2624, Backward time: 3.0977, DDP time: 0.0040, Total iter time: 4.6534 [2020-11-05 14:51:01,714][root][INFO] - ===> Epoch[33](852/26): Loss 0.5981, Sem 0.6721, dir -0.6075, norm 0.5336, swav 0.0000 LR: 9.230e-02 Score 79.591 Data time: 0.3112, Forward time: 2.2635, Backward time: 3.0973, DDP time: 0.0040, Total iter time: 6.2894 [2020-11-05 14:51:07,502][root][INFO] - ===> Epoch[33](853/26): Loss 0.6609, Sem 0.7515, dir -0.5904, norm 0.4998, swav 0.0000 LR: 9.229e-02 Score 79.695 Data time: 0.2188, Forward time: 2.2635, Backward time: 3.0972, DDP time: 0.0040, Total iter time: 5.6187 [2020-11-05 14:51:13,526][root][INFO] - ===> Epoch[33](854/26): Loss 0.6072, Sem 0.6806, dir -0.5990, norm 0.5256, swav 0.0000 LR: 9.228e-02 Score 79.544 Data time: 0.2628, Forward time: 2.2639, Backward time: 3.0970, DDP time: 0.0040, Total iter time: 5.9023 [2020-11-05 14:51:18,395][root][INFO] - ===> Epoch[33](855/26): Loss 0.8129, Sem 0.8535, dir -0.6122, norm 0.5716, swav 0.0000 LR: 9.227e-02 Score 74.299 Data time: 0.2329, Forward time: 2.2641, Backward time: 3.0958, DDP time: 0.0040, Total iter time: 4.7396 [2020-11-05 14:51:24,794][root][INFO] - ===> Epoch[33](856/26): Loss 0.6483, Sem 0.7170, dir -0.5816, norm 0.5129, swav 0.0000 LR: 9.226e-02 Score 78.856 Data time: 0.3187, Forward time: 2.2653, Backward time: 3.0953, DDP time: 0.0040, Total iter time: 6.2873 [2020-11-05 14:51:31,379][root][INFO] - ===> Epoch[33](857/26): Loss 0.5749, Sem 0.7004, dir -0.6093, norm 0.4838, swav 0.0000 LR: 9.225e-02 Score 77.110 Data time: 0.2807, Forward time: 2.2658, Backward time: 3.0957, DDP time: 0.0040, Total iter time: 6.4483 [2020-11-05 14:51:37,395][root][INFO] - ===> Epoch[33](858/26): Loss 0.6050, Sem 0.6948, dir -0.5579, norm 0.4682, swav 0.0000 LR: 9.224e-02 Score 77.839 Data time: 0.1506, Forward time: 2.2652, Backward time: 3.0966, DDP time: 0.0040, Total iter time: 5.8853 [2020-11-05 14:51:42,651][root][INFO] - ===> Epoch[34](859/26): Loss 0.6241, Sem 0.7181, dir -0.5997, norm 0.5057, swav 0.0000 LR: 9.224e-02 Score 78.700 Data time: 0.1715, Forward time: 2.2647, Backward time: 3.0965, DDP time: 0.0040, Total iter time: 5.1628 [2020-11-05 14:51:47,506][root][INFO] - ===> Epoch[34](860/26): Loss 0.8715, Sem 0.7979, dir -0.5581, norm 0.6318, swav 0.0000 LR: 9.223e-02 Score 75.930 Data time: 0.1982, Forward time: 2.2644, Backward time: 3.0958, DDP time: 0.0040, Total iter time: 4.7472 [2020-11-05 14:51:53,003][root][INFO] - ===> Epoch[34](861/26): Loss 0.6222, Sem 0.7189, dir -0.5659, norm 0.4692, swav 0.0000 LR: 9.222e-02 Score 78.398 Data time: 0.2421, Forward time: 2.2647, Backward time: 3.0952, DDP time: 0.0040, Total iter time: 5.3869 [2020-11-05 14:51:59,214][root][INFO] - ===> Epoch[34](862/26): Loss 0.5652, Sem 0.6959, dir -0.5740, norm 0.4432, swav 0.0000 LR: 9.221e-02 Score 79.738 Data time: 0.2264, Forward time: 2.2648, Backward time: 3.0956, DDP time: 0.0040, Total iter time: 6.0845 [2020-11-05 14:52:06,162][root][INFO] - ===> Epoch[34](863/26): Loss 0.5410, Sem 0.6032, dir -0.5842, norm 0.5220, swav 0.0000 LR: 9.220e-02 Score 82.332 Data time: 0.3370, Forward time: 2.2662, Backward time: 3.0955, DDP time: 0.0040, Total iter time: 6.8184 [2020-11-05 14:52:11,108][root][INFO] - ===> Epoch[34](864/26): Loss 0.5570, Sem 0.7033, dir -0.6060, norm 0.4597, swav 0.0000 LR: 9.219e-02 Score 78.396 Data time: 0.1798, Forward time: 2.2658, Backward time: 3.0949, DDP time: 0.0040, Total iter time: 4.8120 [2020-11-05 14:52:16,153][root][INFO] - ===> Epoch[34](865/26): Loss 0.5471, Sem 0.6615, dir -0.5971, norm 0.4827, swav 0.0000 LR: 9.218e-02 Score 79.284 Data time: 0.2381, Forward time: 2.2661, Backward time: 3.0938, DDP time: 0.0040, Total iter time: 4.9135 [2020-11-05 14:52:22,503][root][INFO] - ===> Epoch[34](866/26): Loss 0.6327, Sem 0.6948, dir -0.5674, norm 0.5054, swav 0.0000 LR: 9.217e-02 Score 79.338 Data time: 0.2178, Forward time: 2.2660, Backward time: 3.0946, DDP time: 0.0040, Total iter time: 6.2157 [2020-11-05 14:52:28,238][root][INFO] - ===> Epoch[34](867/26): Loss 0.7825, Sem 0.8205, dir -0.5949, norm 0.5569, swav 0.0000 LR: 9.216e-02 Score 75.176 Data time: 0.2461, Forward time: 2.2660, Backward time: 3.0944, DDP time: 0.0040, Total iter time: 5.6058 [2020-11-05 14:52:34,249][root][INFO] - ===> Epoch[34](868/26): Loss 0.5842, Sem 0.7479, dir -0.6321, norm 0.4684, swav 0.0000 LR: 9.215e-02 Score 76.088 Data time: 0.2717, Forward time: 2.2666, Backward time: 3.0941, DDP time: 0.0040, Total iter time: 5.8982 [2020-11-05 14:52:38,757][root][INFO] - ===> Epoch[34](869/26): Loss 0.6138, Sem 0.7286, dir -0.6150, norm 0.5002, swav 0.0000 LR: 9.214e-02 Score 77.232 Data time: 0.1946, Forward time: 2.2663, Backward time: 3.0930, DDP time: 0.0040, Total iter time: 4.3698 [2020-11-05 14:52:44,674][root][INFO] - ===> Epoch[34](870/26): Loss 0.6911, Sem 0.7734, dir -0.6000, norm 0.5176, swav 0.0000 LR: 9.214e-02 Score 75.515 Data time: 0.2296, Forward time: 2.2663, Backward time: 3.0931, DDP time: 0.0040, Total iter time: 5.7996 [2020-11-05 14:52:49,481][root][INFO] - ===> Epoch[34](871/26): Loss 0.6432, Sem 0.7239, dir -0.6167, norm 0.5360, swav 0.0000 LR: 9.213e-02 Score 77.190 Data time: 0.2176, Forward time: 2.2663, Backward time: 3.0920, DDP time: 0.0040, Total iter time: 4.6605 [2020-11-05 14:52:55,837][root][INFO] - ===> Epoch[34](872/26): Loss 0.5718, Sem 0.6551, dir -0.5774, norm 0.4941, swav 0.0000 LR: 9.212e-02 Score 79.543 Data time: 0.2486, Forward time: 2.2667, Backward time: 3.0923, DDP time: 0.0040, Total iter time: 6.2339 [2020-11-05 14:53:01,698][root][INFO] - ===> Epoch[34](873/26): Loss 0.6894, Sem 0.7627, dir -0.5820, norm 0.5087, swav 0.0000 LR: 9.211e-02 Score 76.114 Data time: 0.1662, Forward time: 2.2661, Backward time: 3.0929, DDP time: 0.0040, Total iter time: 5.7367 [2020-11-05 14:53:07,063][root][INFO] - ===> Epoch[34](874/26): Loss 0.7018, Sem 0.7812, dir -0.5793, norm 0.4999, swav 0.0000 LR: 9.210e-02 Score 75.601 Data time: 0.2319, Forward time: 2.2661, Backward time: 3.0925, DDP time: 0.0040, Total iter time: 5.2676 [2020-11-05 14:53:13,300][root][INFO] - ===> Epoch[34](875/26): Loss 0.7208, Sem 0.7265, dir -0.5487, norm 0.5429, swav 0.0000 LR: 9.209e-02 Score 77.785 Data time: 0.2882, Forward time: 2.2671, Backward time: 3.0921, DDP time: 0.0040, Total iter time: 6.1216 [2020-11-05 14:53:19,017][root][INFO] - ===> Epoch[34](876/26): Loss 0.6827, Sem 0.7462, dir -0.5911, norm 0.5276, swav 0.0000 LR: 9.208e-02 Score 77.558 Data time: 0.1857, Forward time: 2.2667, Backward time: 3.0923, DDP time: 0.0040, Total iter time: 5.5609 [2020-11-05 14:53:25,067][root][INFO] - ===> Epoch[34](877/26): Loss 0.6409, Sem 0.6843, dir -0.5612, norm 0.5178, swav 0.0000 LR: 9.207e-02 Score 78.624 Data time: 0.2453, Forward time: 2.2669, Backward time: 3.0924, DDP time: 0.0040, Total iter time: 5.9328 [2020-11-05 14:53:29,876][root][INFO] - ===> Epoch[34](878/26): Loss 0.6486, Sem 0.7530, dir -0.6073, norm 0.5029, swav 0.0000 LR: 9.206e-02 Score 77.066 Data time: 0.2293, Forward time: 2.2670, Backward time: 3.0912, DDP time: 0.0040, Total iter time: 4.6786 [2020-11-05 14:53:35,799][root][INFO] - ===> Epoch[34](879/26): Loss 0.7724, Sem 0.8179, dir -0.5888, norm 0.5432, swav 0.0000 LR: 9.205e-02 Score 76.257 Data time: 0.1752, Forward time: 2.2666, Backward time: 3.0919, DDP time: 0.0040, Total iter time: 5.8101 [2020-11-05 14:53:41,572][root][INFO] - ===> Epoch[34](880/26): Loss 0.6490, Sem 0.7663, dir -0.5970, norm 0.4797, swav 0.0000 LR: 9.204e-02 Score 75.719 Data time: 0.1989, Forward time: 2.2662, Backward time: 3.0923, DDP time: 0.0040, Total iter time: 5.6714 [2020-11-05 14:53:47,043][root][INFO] - ===> Epoch[34](881/26): Loss 0.5245, Sem 0.6521, dir -0.6177, norm 0.4901, swav 0.0000 LR: 9.204e-02 Score 80.016 Data time: 0.2594, Forward time: 2.2668, Backward time: 3.0914, DDP time: 0.0040, Total iter time: 5.3679 [2020-11-05 14:53:53,247][root][INFO] - ===> Epoch[34](882/26): Loss 0.6830, Sem 0.6851, dir -0.5691, norm 0.5669, swav 0.0000 LR: 9.203e-02 Score 79.731 Data time: 0.1788, Forward time: 2.2665, Backward time: 3.0922, DDP time: 0.0040, Total iter time: 6.0834 [2020-11-05 14:53:58,628][root][INFO] - ===> Epoch[34](883/26): Loss 0.6284, Sem 0.6964, dir -0.5676, norm 0.4996, swav 0.0000 LR: 9.202e-02 Score 77.511 Data time: 0.1744, Forward time: 2.2659, Backward time: 3.0923, DDP time: 0.0040, Total iter time: 5.2857 [2020-11-05 14:54:03,881][root][INFO] - ===> Epoch[34](884/26): Loss 0.5508, Sem 0.6977, dir -0.6082, norm 0.4612, swav 0.0000 LR: 9.201e-02 Score 78.551 Data time: 0.2661, Forward time: 2.2664, Backward time: 3.0913, DDP time: 0.0040, Total iter time: 5.1666 [2020-11-05 14:54:10,924][root][INFO] - ===> Epoch[35](885/26): Loss 0.6837, Sem 0.7608, dir -0.6014, norm 0.5243, swav 0.0000 LR: 9.200e-02 Score 77.395 Data time: 0.2057, Forward time: 2.2662, Backward time: 3.0929, DDP time: 0.0040, Total iter time: 6.9112 [2020-11-05 14:54:16,978][root][INFO] - ===> Epoch[35](886/26): Loss 0.6144, Sem 0.6407, dir -0.5700, norm 0.5437, swav 0.0000 LR: 9.199e-02 Score 81.314 Data time: 0.2581, Forward time: 2.2665, Backward time: 3.0928, DDP time: 0.0040, Total iter time: 5.9282 [2020-11-05 14:54:22,319][root][INFO] - ===> Epoch[35](887/26): Loss 0.5206, Sem 0.6604, dir -0.6104, norm 0.4706, swav 0.0000 LR: 9.198e-02 Score 79.087 Data time: 0.2482, Forward time: 2.2670, Backward time: 3.0918, DDP time: 0.0040, Total iter time: 5.2370 [2020-11-05 14:54:28,183][root][INFO] - ===> Epoch[35](888/26): Loss 0.6180, Sem 0.7331, dir -0.6202, norm 0.5051, swav 0.0000 LR: 9.197e-02 Score 77.977 Data time: 0.2891, Forward time: 2.2678, Backward time: 3.0911, DDP time: 0.0040, Total iter time: 5.7404 [2020-11-05 14:54:34,862][root][INFO] - ===> Epoch[35](889/26): Loss 0.5326, Sem 0.6307, dir -0.5722, norm 0.4741, swav 0.0000 LR: 9.196e-02 Score 79.978 Data time: 0.1989, Forward time: 2.2677, Backward time: 3.0923, DDP time: 0.0040, Total iter time: 6.5344 [2020-11-05 14:54:40,478][root][INFO] - ===> Epoch[35](890/26): Loss 0.5799, Sem 0.6829, dir -0.6059, norm 0.5030, swav 0.0000 LR: 9.195e-02 Score 77.342 Data time: 0.2685, Forward time: 2.2678, Backward time: 3.0918, DDP time: 0.0040, Total iter time: 5.4957 [2020-11-05 14:54:45,903][root][INFO] - ===> Epoch[35](891/26): Loss 0.7162, Sem 0.7550, dir -0.5804, norm 0.5416, swav 0.0000 LR: 9.194e-02 Score 75.964 Data time: 0.1777, Forward time: 2.2674, Backward time: 3.0919, DDP time: 0.0040, Total iter time: 5.3220 [2020-11-05 14:54:51,403][root][INFO] - ===> Epoch[35](892/26): Loss 0.7230, Sem 0.8222, dir -0.6184, norm 0.5192, swav 0.0000 LR: 9.194e-02 Score 74.625 Data time: 0.2048, Forward time: 2.2672, Backward time: 3.0917, DDP time: 0.0040, Total iter time: 5.3800 [2020-11-05 14:54:57,473][root][INFO] - ===> Epoch[35](893/26): Loss 0.5823, Sem 0.7338, dir -0.6231, norm 0.4717, swav 0.0000 LR: 9.193e-02 Score 77.318 Data time: 0.2234, Forward time: 2.2673, Backward time: 3.0919, DDP time: 0.0040, Total iter time: 5.9676 [2020-11-05 14:55:02,307][root][INFO] - ===> Epoch[35](894/26): Loss 0.6961, Sem 0.7638, dir -0.5960, norm 0.5283, swav 0.0000 LR: 9.192e-02 Score 77.304 Data time: 0.1999, Forward time: 2.2671, Backward time: 3.0911, DDP time: 0.0040, Total iter time: 4.7146 [2020-11-05 14:55:07,492][root][INFO] - ===> Epoch[35](895/26): Loss 0.7789, Sem 0.7947, dir -0.5558, norm 0.5400, swav 0.0000 LR: 9.191e-02 Score 75.337 Data time: 0.2125, Forward time: 2.2672, Backward time: 3.0904, DDP time: 0.0040, Total iter time: 5.0886 [2020-11-05 14:55:14,264][root][INFO] - ===> Epoch[35](896/26): Loss 0.5203, Sem 0.6308, dir -0.5812, norm 0.4706, swav 0.0000 LR: 9.190e-02 Score 80.194 Data time: 0.2086, Forward time: 2.2671, Backward time: 3.0916, DDP time: 0.0040, Total iter time: 6.6261 [2020-11-05 14:55:19,241][root][INFO] - ===> Epoch[35](897/26): Loss 0.7121, Sem 0.7630, dir -0.5889, norm 0.5380, swav 0.0000 LR: 9.189e-02 Score 77.578 Data time: 0.1952, Forward time: 2.2668, Backward time: 3.0910, DDP time: 0.0040, Total iter time: 4.8597 [2020-11-05 14:55:24,558][root][INFO] - ===> Epoch[35](898/26): Loss 0.6165, Sem 0.6399, dir -0.5504, norm 0.5270, swav 0.0000 LR: 9.188e-02 Score 80.451 Data time: 0.2175, Forward time: 2.2669, Backward time: 3.0904, DDP time: 0.0040, Total iter time: 5.2187 [2020-11-05 14:55:30,301][root][INFO] - ===> Epoch[35](899/26): Loss 0.7264, Sem 0.8075, dir -0.5934, norm 0.5124, swav 0.0000 LR: 9.187e-02 Score 76.566 Data time: 0.1857, Forward time: 2.2666, Backward time: 3.0907, DDP time: 0.0040, Total iter time: 5.6152 [2020-11-05 14:55:36,610][root][INFO] - ===> Epoch[35](900/26): Loss 0.6777, Sem 0.7664, dir -0.5969, norm 0.5082, swav 0.0000 LR: 9.186e-02 Score 75.306 Data time: 0.1592, Forward time: 2.2660, Backward time: 3.0919, DDP time: 0.0040, Total iter time: 6.1995 [2020-11-05 14:55:42,994][root][INFO] - ===> Epoch[35](901/26): Loss 0.5234, Sem 0.6252, dir -0.5899, norm 0.4881, swav 0.0000 LR: 9.185e-02 Score 79.234 Data time: 0.2230, Forward time: 2.2662, Backward time: 3.0924, DDP time: 0.0040, Total iter time: 6.2760 [2020-11-05 14:55:48,619][root][INFO] - ===> Epoch[35](902/26): Loss 0.6562, Sem 0.7205, dir -0.5628, norm 0.4984, swav 0.0000 LR: 9.184e-02 Score 76.644 Data time: 0.2190, Forward time: 2.2661, Backward time: 3.0923, DDP time: 0.0040, Total iter time: 5.4690 [2020-11-05 14:55:53,947][root][INFO] - ===> Epoch[35](903/26): Loss 0.5951, Sem 0.6933, dir -0.5978, norm 0.4997, swav 0.0000 LR: 9.184e-02 Score 78.656 Data time: 0.2209, Forward time: 2.2660, Backward time: 3.0919, DDP time: 0.0040, Total iter time: 5.1940 [2020-11-05 14:55:59,813][root][INFO] - ===> Epoch[35](904/26): Loss 0.6562, Sem 0.7270, dir -0.5989, norm 0.5281, swav 0.0000 LR: 9.183e-02 Score 77.612 Data time: 0.2037, Forward time: 2.2659, Backward time: 3.0921, DDP time: 0.0040, Total iter time: 5.7389 [2020-11-05 14:56:04,948][root][INFO] - ===> Epoch[35](905/26): Loss 0.8248, Sem 0.8528, dir -0.5746, norm 0.5466, swav 0.0000 LR: 9.182e-02 Score 73.474 Data time: 0.2559, Forward time: 2.2664, Backward time: 3.0910, DDP time: 0.0040, Total iter time: 5.0320 [2020-11-05 14:56:11,491][root][INFO] - ===> Epoch[35](906/26): Loss 0.5922, Sem 0.6378, dir -0.5579, norm 0.5124, swav 0.0000 LR: 9.181e-02 Score 80.043 Data time: 0.3553, Forward time: 2.2675, Backward time: 3.0907, DDP time: 0.0040, Total iter time: 6.4107 [2020-11-05 14:56:17,302][root][INFO] - ===> Epoch[35](907/26): Loss 0.6631, Sem 0.7315, dir -0.5666, norm 0.4982, swav 0.0000 LR: 9.180e-02 Score 77.746 Data time: 0.3101, Forward time: 2.2682, Backward time: 3.0899, DDP time: 0.0040, Total iter time: 5.6648 [2020-11-05 14:56:22,320][root][INFO] - ===> Epoch[35](908/26): Loss 0.6113, Sem 0.6968, dir -0.5631, norm 0.4776, swav 0.0000 LR: 9.179e-02 Score 78.567 Data time: 0.1845, Forward time: 2.2681, Backward time: 3.0892, DDP time: 0.0040, Total iter time: 4.8890 [2020-11-05 14:56:27,200][root][INFO] - ===> Epoch[35](909/26): Loss 0.5289, Sem 0.6898, dir -0.6372, norm 0.4763, swav 0.0000 LR: 9.178e-02 Score 79.172 Data time: 0.1619, Forward time: 2.2675, Backward time: 3.0888, DDP time: 0.0040, Total iter time: 4.7668 [2020-11-05 14:56:33,130][root][INFO] - ===> Epoch[35](910/26): Loss 0.5267, Sem 0.6878, dir -0.6064, norm 0.4453, swav 0.0000 LR: 9.177e-02 Score 78.601 Data time: 0.1838, Forward time: 2.2666, Backward time: 3.0899, DDP time: 0.0040, Total iter time: 5.8396 [2020-11-05 14:56:38,989][root][INFO] - ===> Epoch[36](911/26): Loss 0.6620, Sem 0.6629, dir -0.5609, norm 0.5600, swav 0.0000 LR: 9.176e-02 Score 79.442 Data time: 0.3014, Forward time: 2.2673, Backward time: 3.0892, DDP time: 0.0040, Total iter time: 5.7823 [2020-11-05 14:56:44,116][root][INFO] - ===> Epoch[36](912/26): Loss 0.5673, Sem 0.6735, dir -0.6049, norm 0.4987, swav 0.0000 LR: 9.175e-02 Score 79.435 Data time: 0.2248, Forward time: 2.2674, Backward time: 3.0885, DDP time: 0.0040, Total iter time: 5.0059 [2020-11-05 14:56:50,016][root][INFO] - ===> Epoch[36](913/26): Loss 0.5007, Sem 0.6365, dir -0.6217, norm 0.4859, swav 0.0000 LR: 9.174e-02 Score 80.563 Data time: 0.2065, Forward time: 2.2673, Backward time: 3.0887, DDP time: 0.0040, Total iter time: 5.8027 [2020-11-05 14:56:55,998][root][INFO] - ===> Epoch[36](914/26): Loss 0.6245, Sem 0.7259, dir -0.5804, norm 0.4791, swav 0.0000 LR: 9.174e-02 Score 78.543 Data time: 0.1833, Forward time: 2.2667, Backward time: 3.0895, DDP time: 0.0040, Total iter time: 5.8701 [2020-11-05 14:57:03,037][root][INFO] - ===> Epoch[36](915/26): Loss 0.7309, Sem 0.7660, dir -0.5555, norm 0.5204, swav 0.0000 LR: 9.173e-02 Score 76.031 Data time: 0.3502, Forward time: 2.2680, Backward time: 3.0896, DDP time: 0.0040, Total iter time: 6.9664 [2020-11-05 14:57:10,450][root][INFO] - ===> Epoch[36](916/26): Loss 0.6480, Sem 0.7079, dir -0.5699, norm 0.5100, swav 0.0000 LR: 9.172e-02 Score 78.366 Data time: 0.2673, Forward time: 2.2687, Backward time: 3.0905, DDP time: 0.0040, Total iter time: 7.2680 [2020-11-05 14:57:16,305][root][INFO] - ===> Epoch[36](917/26): Loss 0.5236, Sem 0.6487, dir -0.6217, norm 0.4966, swav 0.0000 LR: 9.171e-02 Score 80.016 Data time: 0.1769, Forward time: 2.2683, Backward time: 3.0910, DDP time: 0.0040, Total iter time: 5.7313 [2020-11-05 14:57:21,549][root][INFO] - ===> Epoch[36](918/26): Loss 0.7970, Sem 0.8592, dir -0.6030, norm 0.5408, swav 0.0000 LR: 9.170e-02 Score 73.600 Data time: 0.2395, Forward time: 2.2686, Backward time: 3.0902, DDP time: 0.0040, Total iter time: 5.1791 [2020-11-05 14:57:27,823][root][INFO] - ===> Epoch[36](919/26): Loss 0.5820, Sem 0.6958, dir -0.6171, norm 0.5033, swav 0.0000 LR: 9.169e-02 Score 79.268 Data time: 0.2656, Forward time: 2.2692, Backward time: 3.0901, DDP time: 0.0040, Total iter time: 6.1406 [2020-11-05 14:57:33,416][root][INFO] - ===> Epoch[36](920/26): Loss 0.5110, Sem 0.6442, dir -0.5917, norm 0.4585, swav 0.0000 LR: 9.168e-02 Score 80.374 Data time: 0.1741, Forward time: 2.2686, Backward time: 3.0905, DDP time: 0.0040, Total iter time: 5.4771 [2020-11-05 14:57:39,293][root][INFO] - ===> Epoch[36](921/26): Loss 0.6394, Sem 0.6992, dir -0.5914, norm 0.5316, swav 0.0000 LR: 9.167e-02 Score 77.435 Data time: 0.2022, Forward time: 2.2684, Backward time: 3.0908, DDP time: 0.0040, Total iter time: 5.7924 [2020-11-05 14:57:44,626][root][INFO] - ===> Epoch[36](922/26): Loss 0.6380, Sem 0.6675, dir -0.5384, norm 0.5088, swav 0.0000 LR: 9.166e-02 Score 79.110 Data time: 0.2257, Forward time: 2.2685, Backward time: 3.0904, DDP time: 0.0040, Total iter time: 5.2414 [2020-11-05 14:57:50,292][root][INFO] - ===> Epoch[36](923/26): Loss 0.7526, Sem 0.7712, dir -0.5831, norm 0.5645, swav 0.0000 LR: 9.165e-02 Score 75.393 Data time: 0.2691, Forward time: 2.2691, Backward time: 3.0896, DDP time: 0.0040, Total iter time: 5.5580 [2020-11-05 14:57:55,678][root][INFO] - ===> Epoch[36](924/26): Loss 0.5601, Sem 0.6978, dir -0.6351, norm 0.4975, swav 0.0000 LR: 9.165e-02 Score 79.180 Data time: 0.2090, Forward time: 2.2691, Backward time: 3.0893, DDP time: 0.0040, Total iter time: 5.2596 [2020-11-05 14:58:00,680][root][INFO] - ===> Epoch[36](925/26): Loss 0.7079, Sem 0.7415, dir -0.5782, norm 0.5446, swav 0.0000 LR: 9.164e-02 Score 76.329 Data time: 0.2067, Forward time: 2.2690, Backward time: 3.0886, DDP time: 0.0040, Total iter time: 4.9025 [2020-11-05 14:58:06,213][root][INFO] - ===> Epoch[36](926/26): Loss 0.5938, Sem 0.7099, dir -0.5932, norm 0.4771, swav 0.0000 LR: 9.163e-02 Score 78.893 Data time: 0.2284, Forward time: 2.2688, Backward time: 3.0885, DDP time: 0.0040, Total iter time: 5.4203 [2020-11-05 14:58:12,261][root][INFO] - ===> Epoch[36](927/26): Loss 0.6122, Sem 0.6263, dir -0.5490, norm 0.5348, swav 0.0000 LR: 9.162e-02 Score 80.595 Data time: 0.2311, Forward time: 2.2688, Backward time: 3.0888, DDP time: 0.0040, Total iter time: 5.9431 [2020-11-05 14:58:20,150][root][INFO] - ===> Epoch[36](928/26): Loss 0.6449, Sem 0.6931, dir -0.5826, norm 0.5344, swav 0.0000 LR: 9.161e-02 Score 78.858 Data time: 0.3379, Forward time: 2.2698, Backward time: 3.0899, DDP time: 0.0040, Total iter time: 7.7597 [2020-11-05 14:58:26,047][root][INFO] - ===> Epoch[36](929/26): Loss 0.7127, Sem 0.7844, dir -0.6232, norm 0.5514, swav 0.0000 LR: 9.160e-02 Score 73.508 Data time: 0.2231, Forward time: 2.2701, Backward time: 3.0897, DDP time: 0.0040, Total iter time: 5.7475 [2020-11-05 14:58:31,905][root][INFO] - ===> Epoch[36](930/26): Loss 0.5046, Sem 0.6364, dir -0.6056, norm 0.4739, swav 0.0000 LR: 9.159e-02 Score 80.851 Data time: 0.2630, Forward time: 2.2708, Backward time: 3.0892, DDP time: 0.0040, Total iter time: 5.7336 [2020-11-05 14:58:36,426][root][INFO] - ===> Epoch[36](931/26): Loss 0.7211, Sem 0.7620, dir -0.5921, norm 0.5512, swav 0.0000 LR: 9.158e-02 Score 77.222 Data time: 0.1748, Forward time: 2.2705, Backward time: 3.0882, DDP time: 0.0040, Total iter time: 4.3937 [2020-11-05 14:58:42,835][root][INFO] - ===> Epoch[36](932/26): Loss 0.7042, Sem 0.7313, dir -0.5365, norm 0.5094, swav 0.0000 LR: 9.157e-02 Score 76.819 Data time: 0.1981, Forward time: 2.2703, Backward time: 3.0891, DDP time: 0.0040, Total iter time: 6.2878 [2020-11-05 14:58:48,061][root][INFO] - ===> Epoch[36](933/26): Loss 0.6648, Sem 0.7178, dir -0.5945, norm 0.5415, swav 0.0000 LR: 9.156e-02 Score 76.100 Data time: 0.2451, Forward time: 2.2707, Backward time: 3.0881, DDP time: 0.0040, Total iter time: 5.1078 [2020-11-05 14:58:54,315][root][INFO] - ===> Epoch[36](934/26): Loss 0.6849, Sem 0.7080, dir -0.5568, norm 0.5337, swav 0.0000 LR: 9.155e-02 Score 78.623 Data time: 0.2036, Forward time: 2.2704, Backward time: 3.0889, DDP time: 0.0040, Total iter time: 6.1214 [2020-11-05 14:58:59,515][root][INFO] - ===> Epoch[36](935/26): Loss 0.5385, Sem 0.6545, dir -0.6307, norm 0.5147, swav 0.0000 LR: 9.155e-02 Score 79.328 Data time: 0.2454, Forward time: 2.2708, Backward time: 3.0880, DDP time: 0.0040, Total iter time: 5.1028 [2020-11-05 14:59:07,344][root][INFO] - ===> Epoch[36](936/26): Loss 0.6887, Sem 0.7568, dir -0.5916, norm 0.5234, swav 0.0000 LR: 9.154e-02 Score 76.732 Data time: 0.2143, Forward time: 2.2709, Backward time: 3.0900, DDP time: 0.0040, Total iter time: 7.6998 [2020-11-05 14:59:12,872][root][INFO] - ===> Epoch[37](937/26): Loss 0.5941, Sem 0.6572, dir -0.5951, norm 0.5320, swav 0.0000 LR: 9.153e-02 Score 78.799 Data time: 0.1592, Forward time: 2.2702, Backward time: 3.0904, DDP time: 0.0040, Total iter time: 5.3998 [2020-11-05 14:59:19,279][root][INFO] - ===> Epoch[37](938/26): Loss 0.6395, Sem 0.7341, dir -0.6318, norm 0.5373, swav 0.0000 LR: 9.152e-02 Score 78.278 Data time: 0.2151, Forward time: 2.2701, Backward time: 3.0911, DDP time: 0.0040, Total iter time: 6.3354 [2020-11-05 14:59:26,149][root][INFO] - ===> Epoch[37](939/26): Loss 0.7277, Sem 0.7588, dir -0.5740, norm 0.5429, swav 0.0000 LR: 9.151e-02 Score 76.949 Data time: 0.2607, Forward time: 2.2706, Backward time: 3.0918, DDP time: 0.0040, Total iter time: 6.7547 [2020-11-05 14:59:32,686][root][INFO] - ===> Epoch[37](940/26): Loss 0.5180, Sem 0.6274, dir -0.6085, norm 0.4991, swav 0.0000 LR: 9.150e-02 Score 81.712 Data time: 0.2116, Forward time: 2.2704, Backward time: 3.0927, DDP time: 0.0040, Total iter time: 6.3944 [2020-11-05 14:59:38,956][root][INFO] - ===> Epoch[37](941/26): Loss 0.6005, Sem 0.6959, dir -0.6165, norm 0.5211, swav 0.0000 LR: 9.149e-02 Score 78.484 Data time: 0.2897, Forward time: 2.2713, Backward time: 3.0924, DDP time: 0.0040, Total iter time: 6.1611 [2020-11-05 14:59:44,774][root][INFO] - ===> Epoch[37](942/26): Loss 0.5583, Sem 0.6598, dir -0.5619, norm 0.4603, swav 0.0000 LR: 9.148e-02 Score 80.394 Data time: 0.2247, Forward time: 2.2716, Backward time: 3.0921, DDP time: 0.0040, Total iter time: 5.7008 [2020-11-05 14:59:50,528][root][INFO] - ===> Epoch[37](943/26): Loss 0.5447, Sem 0.6761, dir -0.6275, norm 0.4961, swav 0.0000 LR: 9.147e-02 Score 78.306 Data time: 0.1791, Forward time: 2.2712, Backward time: 3.0925, DDP time: 0.0040, Total iter time: 5.6173 [2020-11-05 14:59:55,714][root][INFO] - ===> Epoch[37](944/26): Loss 0.5898, Sem 0.6840, dir -0.5907, norm 0.4966, swav 0.0000 LR: 9.146e-02 Score 77.891 Data time: 0.2140, Forward time: 2.2712, Backward time: 3.0919, DDP time: 0.0040, Total iter time: 5.0920 [2020-11-05 15:00:01,816][root][INFO] - ===> Epoch[37](945/26): Loss 0.4937, Sem 0.6255, dir -0.6040, norm 0.4722, swav 0.0000 LR: 9.145e-02 Score 80.812 Data time: 0.1951, Forward time: 2.2710, Backward time: 3.0924, DDP time: 0.0040, Total iter time: 5.9751 [2020-11-05 15:00:06,471][root][INFO] - ===> Epoch[37](946/26): Loss 0.6544, Sem 0.7329, dir -0.5988, norm 0.5202, swav 0.0000 LR: 9.145e-02 Score 77.035 Data time: 0.2080, Forward time: 2.2708, Backward time: 3.0913, DDP time: 0.0040, Total iter time: 4.5462 [2020-11-05 15:00:12,460][root][INFO] - ===> Epoch[37](947/26): Loss 0.5355, Sem 0.6473, dir -0.6157, norm 0.5038, swav 0.0000 LR: 9.144e-02 Score 80.146 Data time: 0.2185, Forward time: 2.2710, Backward time: 3.0914, DDP time: 0.0040, Total iter time: 5.8675 [2020-11-05 15:00:17,097][root][INFO] - ===> Epoch[37](948/26): Loss 0.4405, Sem 0.6114, dir -0.6560, norm 0.4851, swav 0.0000 LR: 9.143e-02 Score 81.372 Data time: 0.1936, Forward time: 2.2708, Backward time: 3.0904, DDP time: 0.0040, Total iter time: 4.4978 [2020-11-05 15:00:22,507][root][INFO] - ===> Epoch[37](949/26): Loss 0.6966, Sem 0.7818, dir -0.5830, norm 0.4978, swav 0.0000 LR: 9.142e-02 Score 76.741 Data time: 0.2015, Forward time: 2.2706, Backward time: 3.0903, DDP time: 0.0040, Total iter time: 5.3039 [2020-11-05 15:00:28,031][root][INFO] - ===> Epoch[37](950/26): Loss 0.5864, Sem 0.6936, dir -0.5952, norm 0.4880, swav 0.0000 LR: 9.141e-02 Score 78.525 Data time: 0.2242, Forward time: 2.2706, Backward time: 3.0900, DDP time: 0.0040, Total iter time: 5.4058 [2020-11-05 15:00:33,362][root][INFO] - ===> Epoch[37](951/26): Loss 0.5342, Sem 0.7007, dir -0.6319, norm 0.4654, swav 0.0000 LR: 9.140e-02 Score 78.110 Data time: 0.2446, Forward time: 2.2709, Backward time: 3.0893, DDP time: 0.0040, Total iter time: 5.2153 [2020-11-05 15:00:38,783][root][INFO] - ===> Epoch[37](952/26): Loss 0.4718, Sem 0.6481, dir -0.6398, norm 0.4635, swav 0.0000 LR: 9.139e-02 Score 80.039 Data time: 0.2106, Forward time: 2.2709, Backward time: 3.0889, DDP time: 0.0040, Total iter time: 5.3097 [2020-11-05 15:00:44,278][root][INFO] - ===> Epoch[37](953/26): Loss 0.7164, Sem 0.7650, dir -0.5542, norm 0.5055, swav 0.0000 LR: 9.138e-02 Score 76.349 Data time: 0.1811, Forward time: 2.2704, Backward time: 3.0890, DDP time: 0.0040, Total iter time: 5.3728 [2020-11-05 15:00:50,476][root][INFO] - ===> Epoch[37](954/26): Loss 0.5635, Sem 0.6748, dir -0.6047, norm 0.4934, swav 0.0000 LR: 9.137e-02 Score 80.524 Data time: 0.2339, Forward time: 2.2701, Backward time: 3.0898, DDP time: 0.0040, Total iter time: 6.1193 [2020-11-05 15:00:55,691][root][INFO] - ===> Epoch[37](955/26): Loss 0.6715, Sem 0.7509, dir -0.5705, norm 0.4911, swav 0.0000 LR: 9.136e-02 Score 77.523 Data time: 0.2025, Forward time: 2.2700, Backward time: 3.0894, DDP time: 0.0040, Total iter time: 5.1219 [2020-11-05 15:01:00,680][root][INFO] - ===> Epoch[37](956/26): Loss 0.4667, Sem 0.6297, dir -0.6130, norm 0.4500, swav 0.0000 LR: 9.135e-02 Score 80.151 Data time: 0.2055, Forward time: 2.2698, Backward time: 3.0887, DDP time: 0.0040, Total iter time: 4.8791 [2020-11-05 15:01:05,462][root][INFO] - ===> Epoch[37](957/26): Loss 0.5676, Sem 0.6697, dir -0.5892, norm 0.4871, swav 0.0000 LR: 9.135e-02 Score 79.681 Data time: 0.2252, Forward time: 2.2699, Backward time: 3.0877, DDP time: 0.0040, Total iter time: 4.6695 [2020-11-05 15:01:11,523][root][INFO] - ===> Epoch[37](958/26): Loss 0.4410, Sem 0.5928, dir -0.5966, norm 0.4448, swav 0.0000 LR: 9.134e-02 Score 81.915 Data time: 0.2387, Forward time: 2.2702, Backward time: 3.0877, DDP time: 0.0040, Total iter time: 5.9561 [2020-11-05 15:01:17,791][root][INFO] - ===> Epoch[37](959/26): Loss 0.5090, Sem 0.6814, dir -0.6537, norm 0.4814, swav 0.0000 LR: 9.133e-02 Score 79.081 Data time: 0.2225, Forward time: 2.2704, Backward time: 3.0880, DDP time: 0.0040, Total iter time: 6.1495 [2020-11-05 15:01:23,267][root][INFO] - ===> Epoch[37](960/26): Loss 0.6416, Sem 0.7113, dir -0.5791, norm 0.5094, swav 0.0000 LR: 9.132e-02 Score 78.346 Data time: 0.1312, Forward time: 2.2695, Backward time: 3.0888, DDP time: 0.0040, Total iter time: 5.3780 [2020-11-05 15:01:27,976][root][INFO] - ===> Epoch[37](961/26): Loss 0.6370, Sem 0.7040, dir -0.5932, norm 0.5261, swav 0.0000 LR: 9.131e-02 Score 78.755 Data time: 0.1992, Forward time: 2.2695, Backward time: 3.0878, DDP time: 0.0040, Total iter time: 4.6555 [2020-11-05 15:01:34,510][root][INFO] - ===> Epoch[37](962/26): Loss 0.5897, Sem 0.6752, dir -0.5844, norm 0.4990, swav 0.0000 LR: 9.130e-02 Score 78.837 Data time: 0.2372, Forward time: 2.2694, Backward time: 3.0887, DDP time: 0.0040, Total iter time: 6.4340 [2020-11-05 15:01:41,343][root][INFO] - ===> Epoch[38](963/26): Loss 0.6840, Sem 0.7424, dir -0.5828, norm 0.5244, swav 0.0000 LR: 9.129e-02 Score 77.948 Data time: 0.2418, Forward time: 2.2698, Backward time: 3.0894, DDP time: 0.0040, Total iter time: 6.7430 [2020-11-05 15:01:47,144][root][INFO] - ===> Epoch[38](964/26): Loss 0.6120, Sem 0.7275, dir -0.5914, norm 0.4760, swav 0.0000 LR: 9.128e-02 Score 77.001 Data time: 0.2825, Forward time: 2.2705, Backward time: 3.0887, DDP time: 0.0040, Total iter time: 5.6810 [2020-11-05 15:01:53,765][root][INFO] - ===> Epoch[38](965/26): Loss 0.6215, Sem 0.6927, dir -0.5910, norm 0.5199, swav 0.0000 LR: 9.127e-02 Score 78.282 Data time: 0.1685, Forward time: 2.2702, Backward time: 3.0899, DDP time: 0.0040, Total iter time: 6.4941 [2020-11-05 15:01:59,396][root][INFO] - ===> Epoch[38](966/26): Loss 0.6841, Sem 0.7432, dir -0.5868, norm 0.5276, swav 0.0000 LR: 9.126e-02 Score 77.681 Data time: 0.2485, Forward time: 2.2705, Backward time: 3.0894, DDP time: 0.0040, Total iter time: 5.5514 [2020-11-05 15:02:05,095][root][INFO] - ===> Epoch[38](967/26): Loss 0.7272, Sem 0.7485, dir -0.5946, norm 0.5733, swav 0.0000 LR: 9.125e-02 Score 78.248 Data time: 0.1820, Forward time: 2.2704, Backward time: 3.0895, DDP time: 0.0040, Total iter time: 5.5736 [2020-11-05 15:02:10,703][root][INFO] - ===> Epoch[38](968/26): Loss 0.5439, Sem 0.6727, dir -0.5918, norm 0.4630, swav 0.0000 LR: 9.125e-02 Score 78.583 Data time: 0.1835, Forward time: 2.2701, Backward time: 3.0896, DDP time: 0.0040, Total iter time: 5.4780 [2020-11-05 15:02:16,118][root][INFO] - ===> Epoch[38](969/26): Loss 0.5639, Sem 0.6702, dir -0.5837, norm 0.4774, swav 0.0000 LR: 9.124e-02 Score 79.261 Data time: 0.1823, Forward time: 2.2698, Backward time: 3.0897, DDP time: 0.0040, Total iter time: 5.3231 [2020-11-05 15:02:22,578][root][INFO] - ===> Epoch[38](970/26): Loss 0.5246, Sem 0.6455, dir -0.6179, norm 0.4970, swav 0.0000 LR: 9.123e-02 Score 80.524 Data time: 0.1948, Forward time: 2.2694, Backward time: 3.0907, DDP time: 0.0040, Total iter time: 6.3517 [2020-11-05 15:02:29,050][root][INFO] - ===> Epoch[38](971/26): Loss 0.4858, Sem 0.6470, dir -0.6297, norm 0.4685, swav 0.0000 LR: 9.122e-02 Score 79.885 Data time: 0.1995, Forward time: 2.2693, Backward time: 3.0915, DDP time: 0.0040, Total iter time: 6.3796 [2020-11-05 15:02:33,903][root][INFO] - ===> Epoch[38](972/26): Loss 0.4101, Sem 0.5649, dir -0.6126, norm 0.4578, swav 0.0000 LR: 9.121e-02 Score 82.517 Data time: 0.2285, Forward time: 2.2693, Backward time: 3.0906, DDP time: 0.0040, Total iter time: 4.7404 [2020-11-05 15:02:40,789][root][INFO] - ===> Epoch[38](973/26): Loss 0.5256, Sem 0.6453, dir -0.6007, norm 0.4810, swav 0.0000 LR: 9.120e-02 Score 80.296 Data time: 0.1965, Forward time: 2.2693, Backward time: 3.0917, DDP time: 0.0040, Total iter time: 6.7526 [2020-11-05 15:02:45,997][root][INFO] - ===> Epoch[38](974/26): Loss 0.6174, Sem 0.7215, dir -0.6113, norm 0.5073, swav 0.0000 LR: 9.119e-02 Score 76.163 Data time: 0.1500, Forward time: 2.2687, Backward time: 3.0918, DDP time: 0.0040, Total iter time: 5.0923 [2020-11-05 15:02:51,801][root][INFO] - ===> Epoch[38](975/26): Loss 0.6071, Sem 0.7004, dir -0.5863, norm 0.4930, swav 0.0000 LR: 9.118e-02 Score 77.555 Data time: 0.1862, Forward time: 2.2684, Backward time: 3.0922, DDP time: 0.0040, Total iter time: 5.7035 [2020-11-05 15:02:57,077][root][INFO] - ===> Epoch[38](976/26): Loss 0.5923, Sem 0.6824, dir -0.6058, norm 0.5157, swav 0.0000 LR: 9.117e-02 Score 78.766 Data time: 0.2222, Forward time: 2.2682, Backward time: 3.0918, DDP time: 0.0040, Total iter time: 5.1674 [2020-11-05 15:03:02,990][root][INFO] - ===> Epoch[38](977/26): Loss 0.4646, Sem 0.6202, dir -0.6332, norm 0.4776, swav 0.0000 LR: 9.116e-02 Score 81.272 Data time: 0.2939, Forward time: 2.2690, Backward time: 3.0911, DDP time: 0.0040, Total iter time: 5.7740 [2020-11-05 15:03:09,317][root][INFO] - ===> Epoch[38](978/26): Loss 0.7342, Sem 0.7650, dir -0.5864, norm 0.5556, swav 0.0000 LR: 9.115e-02 Score 77.164 Data time: 0.2726, Forward time: 2.2695, Backward time: 3.0911, DDP time: 0.0040, Total iter time: 6.2091 [2020-11-05 15:03:15,598][root][INFO] - ===> Epoch[38](979/26): Loss 0.6453, Sem 0.6904, dir -0.6006, norm 0.5555, swav 0.0000 LR: 9.115e-02 Score 77.992 Data time: 0.3097, Forward time: 2.2705, Backward time: 3.0906, DDP time: 0.0040, Total iter time: 6.1508 [2020-11-05 15:03:21,377][root][INFO] - ===> Epoch[38](980/26): Loss 0.6555, Sem 0.7607, dir -0.6330, norm 0.5278, swav 0.0000 LR: 9.114e-02 Score 76.404 Data time: 0.1857, Forward time: 2.2700, Backward time: 3.0911, DDP time: 0.0040, Total iter time: 5.6586 [2020-11-05 15:03:27,661][root][INFO] - ===> Epoch[38](981/26): Loss 0.5834, Sem 0.6924, dir -0.5936, norm 0.4847, swav 0.0000 LR: 9.113e-02 Score 78.433 Data time: 0.2806, Forward time: 2.2706, Backward time: 3.0910, DDP time: 0.0040, Total iter time: 6.1933 [2020-11-05 15:03:33,625][root][INFO] - ===> Epoch[38](982/26): Loss 0.6313, Sem 0.6710, dir -0.5847, norm 0.5450, swav 0.0000 LR: 9.112e-02 Score 79.231 Data time: 0.2367, Forward time: 2.2709, Backward time: 3.0909, DDP time: 0.0040, Total iter time: 5.8318 [2020-11-05 15:03:38,757][root][INFO] - ===> Epoch[38](983/26): Loss 0.6021, Sem 0.6532, dir -0.5651, norm 0.5140, swav 0.0000 LR: 9.111e-02 Score 79.941 Data time: 0.1893, Forward time: 2.2706, Backward time: 3.0905, DDP time: 0.0040, Total iter time: 5.0076 [2020-11-05 15:03:44,043][root][INFO] - ===> Epoch[38](984/26): Loss 0.6412, Sem 0.7602, dir -0.6279, norm 0.5089, swav 0.0000 LR: 9.110e-02 Score 77.221 Data time: 0.1778, Forward time: 2.2702, Backward time: 3.0905, DDP time: 0.0040, Total iter time: 5.1705 [2020-11-05 15:03:49,947][root][INFO] - ===> Epoch[38](985/26): Loss 0.5644, Sem 0.6405, dir -0.6040, norm 0.5279, swav 0.0000 LR: 9.109e-02 Score 80.052 Data time: 0.2320, Forward time: 2.2704, Backward time: 3.0905, DDP time: 0.0040, Total iter time: 5.8088 [2020-11-05 15:03:55,738][root][INFO] - ===> Epoch[38](986/26): Loss 0.5669, Sem 0.6517, dir -0.5876, norm 0.5028, swav 0.0000 LR: 9.108e-02 Score 79.897 Data time: 0.1706, Forward time: 2.2701, Backward time: 3.0908, DDP time: 0.0040, Total iter time: 5.6548 [2020-11-05 15:04:02,362][root][INFO] - ===> Epoch[38](987/26): Loss 0.7490, Sem 0.7837, dir -0.5936, norm 0.5589, swav 0.0000 LR: 9.107e-02 Score 75.467 Data time: 0.2833, Forward time: 2.2706, Backward time: 3.0911, DDP time: 0.0040, Total iter time: 6.5261 [2020-11-05 15:04:06,911][root][INFO] - ===> Epoch[38](988/26): Loss 0.5023, Sem 0.6191, dir -0.5922, norm 0.4754, swav 0.0000 LR: 9.106e-02 Score 79.917 Data time: 0.1569, Forward time: 2.2700, Backward time: 3.0905, DDP time: 0.0040, Total iter time: 4.4274 [2020-11-05 15:04:12,063][root][INFO] - ===> Epoch[39](989/26): Loss 0.5995, Sem 0.7246, dir -0.6048, norm 0.4796, swav 0.0000 LR: 9.105e-02 Score 77.141 Data time: 0.2064, Forward time: 2.2698, Backward time: 3.0902, DDP time: 0.0040, Total iter time: 5.0588 [2020-11-05 15:04:16,964][root][INFO] - ===> Epoch[39](990/26): Loss 0.5717, Sem 0.6665, dir -0.5714, norm 0.4766, swav 0.0000 LR: 9.105e-02 Score 79.618 Data time: 0.1924, Forward time: 2.2694, Backward time: 3.0897, DDP time: 0.0040, Total iter time: 4.7647 [2020-11-05 15:04:22,122][root][INFO] - ===> Epoch[39](991/26): Loss 0.5692, Sem 0.7122, dir -0.6123, norm 0.4694, swav 0.0000 LR: 9.104e-02 Score 77.202 Data time: 0.2653, Forward time: 2.2696, Backward time: 3.0889, DDP time: 0.0040, Total iter time: 5.0593 [2020-11-05 15:04:28,237][root][INFO] - ===> Epoch[39](992/26): Loss 0.5616, Sem 0.7012, dir -0.6228, norm 0.4832, swav 0.0000 LR: 9.103e-02 Score 78.959 Data time: 0.2327, Forward time: 2.2699, Backward time: 3.0889, DDP time: 0.0040, Total iter time: 5.9791 [2020-11-05 15:04:34,173][root][INFO] - ===> Epoch[39](993/26): Loss 0.7032, Sem 0.8007, dir -0.6078, norm 0.5103, swav 0.0000 LR: 9.102e-02 Score 76.574 Data time: 0.2850, Forward time: 2.2707, Backward time: 3.0883, DDP time: 0.0040, Total iter time: 5.8040 [2020-11-05 15:04:42,333][root][INFO] - ===> Epoch[39](994/26): Loss 0.6443, Sem 0.7122, dir -0.6021, norm 0.5342, swav 0.0000 LR: 9.101e-02 Score 78.646 Data time: 0.2316, Forward time: 2.2708, Backward time: 3.0904, DDP time: 0.0040, Total iter time: 8.0001 [2020-11-05 15:04:47,219][root][INFO] - ===> Epoch[39](995/26): Loss 0.6203, Sem 0.6742, dir -0.5752, norm 0.5213, swav 0.0000 LR: 9.100e-02 Score 77.997 Data time: 0.1920, Forward time: 2.2705, Backward time: 3.0899, DDP time: 0.0040, Total iter time: 4.7470 [2020-11-05 15:04:52,642][root][INFO] - ===> Epoch[39](996/26): Loss 0.6148, Sem 0.7252, dir -0.5973, norm 0.4869, swav 0.0000 LR: 9.099e-02 Score 78.957 Data time: 0.2550, Forward time: 2.2709, Backward time: 3.0891, DDP time: 0.0040, Total iter time: 5.3211 [2020-11-05 15:04:57,880][root][INFO] - ===> Epoch[39](997/26): Loss 0.5336, Sem 0.6896, dir -0.6303, norm 0.4743, swav 0.0000 LR: 9.098e-02 Score 79.611 Data time: 0.1968, Forward time: 2.2708, Backward time: 3.0887, DDP time: 0.0040, Total iter time: 5.0873 [2020-11-05 15:05:04,287][root][INFO] - ===> Epoch[39](998/26): Loss 0.5678, Sem 0.6630, dir -0.6119, norm 0.5167, swav 0.0000 LR: 9.097e-02 Score 79.197 Data time: 0.1680, Forward time: 2.2703, Backward time: 3.0898, DDP time: 0.0040, Total iter time: 6.2995 [2020-11-05 15:05:09,415][root][INFO] - ===> Epoch[39](999/26): Loss 0.6276, Sem 0.6901, dir -0.5921, norm 0.5297, swav 0.0000 LR: 9.096e-02 Score 78.085 Data time: 0.2304, Forward time: 2.2702, Backward time: 3.0893, DDP time: 0.0040, Total iter time: 5.0453 [2020-11-05 15:05:14,871][root][INFO] - ===> Epoch[39](1000/26): Loss 0.4188, Sem 0.5816, dir -0.6176, norm 0.4548, swav 0.0000 LR: 9.095e-02 Score 80.214 Data time: 0.1935, Forward time: 2.2699, Backward time: 3.0892, DDP time: 0.0040, Total iter time: 5.3267 [2020-11-05 15:05:15,509][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-11-05 15:05:15,715][root][INFO] - ===> Start testing [2020-11-05 15:06:37,426][root][INFO] - 101/312: Data time: 0.0071, Iter time: 0.2895 Loss 1.103 (AVG: 0.729) Score 68.729 (AVG: 78.141) mIOU 42.500 mAP 61.304 mAcc 54.810 IOU: 73.053 96.088 40.741 51.027 79.637 70.719 55.554 27.618 25.803 22.889 0.000 48.520 6.625 43.018 0.000 25.721 59.350 35.665 68.150 19.823 mAP: 77.804 94.686 46.739 64.636 81.639 82.061 67.298 48.064 45.568 51.438 10.162 50.256 42.014 74.903 40.461 71.418 89.769 63.032 84.758 39.365 mAcc: 92.912 98.452 62.404 74.755 93.043 81.985 82.411 37.361 29.339 26.620 0.000 56.511 7.581 51.807 0.000 48.840 88.719 44.867 89.947 28.657 [2020-11-05 15:08:00,145][root][INFO] - 201/312: Data time: 0.0082, Iter time: 0.5238 Loss 0.759 (AVG: 0.721) Score 71.494 (AVG: 78.041) mIOU 43.685 mAP 61.219 mAcc 55.582 IOU: 72.817 95.818 36.312 56.568 78.455 71.348 53.063 29.251 25.084 31.959 0.000 45.496 6.923 44.657 0.000 31.674 64.168 41.826 68.132 20.148 mAP: 78.376 95.010 46.311 70.827 82.682 81.463 65.015 46.860 46.636 51.204 8.731 48.249 42.716 71.686 35.515 71.748 90.939 68.147 80.017 42.252 mAcc: 91.978 98.332 57.810 71.634 91.835 84.773 78.757 41.115 28.385 37.659 0.000 55.690 7.988 56.000 0.000 48.794 88.539 53.301 91.114 27.944 [2020-11-05 15:09:26,637][root][INFO] - 301/312: Data time: 0.0067, Iter time: 0.3571 Loss 1.207 (AVG: 0.721) Score 67.094 (AVG: 77.969) mIOU 43.412 mAP 60.681 mAcc 55.303 IOU: 73.106 95.814 35.160 54.856 77.890 68.006 51.760 29.573 25.155 33.867 0.000 45.676 6.405 42.805 0.000 33.365 63.801 42.539 68.536 19.928 mAP: 78.216 95.024 46.357 66.848 82.766 78.163 61.274 48.271 46.023 54.307 8.620 53.477 43.275 70.355 31.285 68.574 87.360 70.109 81.479 41.841 mAcc: 91.883 98.321 57.380 68.706 91.790 82.266 79.261 41.452 28.489 39.429 0.000 55.632 7.328 53.372 0.000 49.697 85.620 55.860 91.789 27.795 [2020-11-05 15:09:36,019][root][INFO] - 312/312: Data time: 0.0035, Iter time: 0.3577 Loss 0.478 (AVG: 0.721) Score 90.415 (AVG: 77.994) mIOU 43.282 mAP 60.617 mAcc 55.270 IOU: 73.108 95.790 34.885 55.283 78.123 66.859 52.584 29.355 25.288 33.393 0.000 44.928 6.311 42.750 0.000 32.950 62.917 42.513 68.287 20.323 mAP: 78.053 95.064 46.205 67.500 83.102 77.308 61.146 47.748 46.064 55.050 8.626 52.766 42.863 70.253 30.641 68.907 87.525 70.204 81.590 41.734 mAcc: 91.826 98.341 57.020 69.015 91.888 82.426 79.386 41.497 28.615 38.898 0.000 54.554 7.248 52.515 0.000 50.032 85.805 56.140 91.967 28.219 [2020-11-05 15:09:36,021][root][INFO] - Finished test. Elapsed time: 260.3038 [2020-11-05 15:09:52,150][root][INFO] - [2020-11-05 15:09:52,156][root][INFO] - ################################################################ [2020-11-05 15:09:52,156][root][INFO] - what : AP AP_50% AP_25% [2020-11-05 15:09:52,156][root][INFO] - ################################################################ [2020-11-05 15:09:52,156][root][INFO] - cabinet : 0.033 0.099 0.323 [2020-11-05 15:09:52,156][root][INFO] - bed : 0.187 0.414 0.647 [2020-11-05 15:09:52,156][root][INFO] - chair : 0.390 0.602 0.712 [2020-11-05 15:09:52,156][root][INFO] - sofa : 0.252 0.556 0.702 [2020-11-05 15:09:52,156][root][INFO] - table : 0.065 0.174 0.352 [2020-11-05 15:09:52,156][root][INFO] - door : 0.025 0.086 0.257 [2020-11-05 15:09:52,156][root][INFO] - window : 0.004 0.018 0.128 [2020-11-05 15:09:52,156][root][INFO] - bookshelf : 0.004 0.023 0.233 [2020-11-05 15:09:52,156][root][INFO] - picture : 0.000 0.000 0.000 [2020-11-05 15:09:52,156][root][INFO] - counter : 0.001 0.006 0.118 [2020-11-05 15:09:52,156][root][INFO] - desk : 0.000 0.000 0.002 [2020-11-05 15:09:52,157][root][INFO] - curtain : 0.062 0.169 0.431 [2020-11-05 15:09:52,157][root][INFO] - refrigerator : 0.000 0.000 0.000 [2020-11-05 15:09:52,157][root][INFO] - shower curtain : 0.044 0.212 0.442 [2020-11-05 15:09:52,157][root][INFO] - toilet : 0.617 0.954 0.954 [2020-11-05 15:09:52,157][root][INFO] - sink : 0.046 0.196 0.624 [2020-11-05 15:09:52,157][root][INFO] - bathtub : 0.372 0.702 0.788 [2020-11-05 15:09:52,157][root][INFO] - otherfurniture : 0.085 0.169 0.336 [2020-11-05 15:09:52,157][root][INFO] - ---------------------------------------------------------------- [2020-11-05 15:09:52,157][root][INFO] - average : 0.122 0.243 0.392 [2020-11-05 15:09:52,157][root][INFO] - [2020-11-05 15:09:52,448][root][INFO] - Summary name validation/mAP@0.5 is illegal; using validation/mAP_0.5 instead. [2020-11-05 15:09:53,053][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34Cbest_val.pth [2020-11-05 15:09:53,308][root][INFO] - Current best mIoU: 43.282 at iter 1000 [2020-11-05 15:09:56,459][root][INFO] - ===> Epoch[39](1001/26): Loss 0.4898, Sem 0.6301, dir -0.6032, norm 0.4630, swav 0.0000 LR: 9.095e-02 Score 80.383 Data time: 0.1403, Forward time: 2.2691, Backward time: 3.0877, DDP time: 0.0040, Total iter time: 3.1450 [2020-11-05 15:10:01,839][root][INFO] - ===> Epoch[39](1002/26): Loss 0.5600, Sem 0.7078, dir -0.6395, norm 0.4918, swav 0.0000 LR: 9.094e-02 Score 78.174 Data time: 0.2365, Forward time: 2.2691, Backward time: 3.0873, DDP time: 0.0040, Total iter time: 5.2798 [2020-11-05 15:10:08,231][root][INFO] - ===> Epoch[39](1003/26): Loss 0.7881, Sem 0.7328, dir -0.5686, norm 0.6239, swav 0.0000 LR: 9.093e-02 Score 78.767 Data time: 0.2530, Forward time: 2.2692, Backward time: 3.0877, DDP time: 0.0040, Total iter time: 6.2583 [2020-11-05 15:10:13,998][root][INFO] - ===> Epoch[39](1004/26): Loss 0.5803, Sem 0.6573, dir -0.5909, norm 0.5139, swav 0.0000 LR: 9.092e-02 Score 79.202 Data time: 0.2837, Forward time: 2.2699, Backward time: 3.0870, DDP time: 0.0040, Total iter time: 5.6323 [2020-11-05 15:10:19,573][root][INFO] - ===> Epoch[39](1005/26): Loss 0.6010, Sem 0.6495, dir -0.5763, norm 0.5278, swav 0.0000 LR: 9.091e-02 Score 80.121 Data time: 0.2311, Forward time: 2.2700, Backward time: 3.0867, DDP time: 0.0040, Total iter time: 5.4364 [2020-11-05 15:10:25,353][root][INFO] - ===> Epoch[39](1006/26): Loss 0.5159, Sem 0.5998, dir -0.5748, norm 0.4909, swav 0.0000 LR: 9.090e-02 Score 82.047 Data time: 0.2258, Forward time: 2.2700, Backward time: 3.0867, DDP time: 0.0040, Total iter time: 5.6442 [2020-11-05 15:10:31,625][root][INFO] - ===> Epoch[39](1007/26): Loss 0.5801, Sem 0.6561, dir -0.5938, norm 0.5178, swav 0.0000 LR: 9.089e-02 Score 79.155 Data time: 0.2722, Forward time: 2.2706, Backward time: 3.0865, DDP time: 0.0040, Total iter time: 6.1591 [2020-11-05 15:10:38,177][root][INFO] - ===> Epoch[39](1008/26): Loss 0.5971, Sem 0.6955, dir -0.6019, norm 0.5035, swav 0.0000 LR: 9.088e-02 Score 78.219 Data time: 0.1523, Forward time: 2.2702, Backward time: 3.0878, DDP time: 0.0040, Total iter time: 6.4062 [2020-11-05 15:10:43,675][root][INFO] - ===> Epoch[39](1009/26): Loss 0.5803, Sem 0.6663, dir -0.5798, norm 0.4938, swav 0.0000 LR: 9.087e-02 Score 80.014 Data time: 0.1415, Forward time: 2.2692, Backward time: 3.0886, DDP time: 0.0040, Total iter time: 5.4054 [2020-11-05 15:10:49,919][root][INFO] - ===> Epoch[39](1010/26): Loss 0.5524, Sem 0.6234, dir -0.5809, norm 0.5098, swav 0.0000 LR: 9.086e-02 Score 80.029 Data time: 0.2790, Forward time: 2.2697, Backward time: 3.0886, DDP time: 0.0040, Total iter time: 6.1989 [2020-11-05 15:10:54,935][root][INFO] - ===> Epoch[39](1011/26): Loss 0.5641, Sem 0.6430, dir -0.6178, norm 0.5389, swav 0.0000 LR: 9.085e-02 Score 80.404 Data time: 0.2194, Forward time: 2.2700, Backward time: 3.0877, DDP time: 0.0040, Total iter time: 4.8919 [2020-11-05 15:11:01,715][root][INFO] - ===> Epoch[39](1012/26): Loss 0.6337, Sem 0.7033, dir -0.5662, norm 0.4965, swav 0.0000 LR: 9.085e-02 Score 79.256 Data time: 0.2147, Forward time: 2.2700, Backward time: 3.0886, DDP time: 0.0040, Total iter time: 6.6820 [2020-11-05 15:11:06,492][root][INFO] - ===> Epoch[39](1013/26): Loss 0.5973, Sem 0.6720, dir -0.6097, norm 0.5350, swav 0.0000 LR: 9.084e-02 Score 79.893 Data time: 0.1897, Forward time: 2.2697, Backward time: 3.0879, DDP time: 0.0040, Total iter time: 4.6556 [2020-11-05 15:11:11,650][root][INFO] - ===> Epoch[39](1014/26): Loss 0.6418, Sem 0.7278, dir -0.5944, norm 0.5083, swav 0.0000 LR: 9.083e-02 Score 77.817 Data time: 0.2983, Forward time: 2.2701, Backward time: 3.0870, DDP time: 0.0040, Total iter time: 5.0611 [2020-11-05 15:11:18,304][root][INFO] - ===> Epoch[40](1015/26): Loss 0.4685, Sem 0.5968, dir -0.5964, norm 0.4681, swav 0.0000 LR: 9.082e-02 Score 81.025 Data time: 0.3252, Forward time: 2.2710, Backward time: 3.0868, DDP time: 0.0040, Total iter time: 6.5350 [2020-11-05 15:11:25,024][root][INFO] - ===> Epoch[40](1016/26): Loss 0.5887, Sem 0.6775, dir -0.5999, norm 0.5111, swav 0.0000 LR: 9.081e-02 Score 78.473 Data time: 0.2145, Forward time: 2.2710, Backward time: 3.0877, DDP time: 0.0040, Total iter time: 6.6009 [2020-11-05 15:11:30,469][root][INFO] - ===> Epoch[40](1017/26): Loss 0.4740, Sem 0.6135, dir -0.6304, norm 0.4909, swav 0.0000 LR: 9.080e-02 Score 81.985 Data time: 0.2025, Forward time: 2.2709, Backward time: 3.0876, DDP time: 0.0040, Total iter time: 5.3186 [2020-11-05 15:11:35,825][root][INFO] - ===> Epoch[40](1018/26): Loss 0.4412, Sem 0.5855, dir -0.6122, norm 0.4679, swav 0.0000 LR: 9.079e-02 Score 81.518 Data time: 0.2322, Forward time: 2.2711, Backward time: 3.0870, DDP time: 0.0040, Total iter time: 5.2497 [2020-11-05 15:11:42,319][root][INFO] - ===> Epoch[40](1019/26): Loss 0.6286, Sem 0.7005, dir -0.6003, norm 0.5284, swav 0.0000 LR: 9.078e-02 Score 77.864 Data time: 0.1872, Forward time: 2.2708, Backward time: 3.0880, DDP time: 0.0040, Total iter time: 6.3521 [2020-11-05 15:11:48,243][root][INFO] - ===> Epoch[40](1020/26): Loss 0.5830, Sem 0.6593, dir -0.5736, norm 0.4972, swav 0.0000 LR: 9.077e-02 Score 79.641 Data time: 0.2640, Forward time: 2.2712, Backward time: 3.0877, DDP time: 0.0040, Total iter time: 5.8503 [2020-11-05 15:11:53,478][root][INFO] - ===> Epoch[40](1021/26): Loss 0.6045, Sem 0.7387, dir -0.6114, norm 0.4772, swav 0.0000 LR: 9.076e-02 Score 78.101 Data time: 0.2510, Forward time: 2.2715, Backward time: 3.0868, DDP time: 0.0040, Total iter time: 5.1012 [2020-11-05 15:12:00,754][root][INFO] - ===> Epoch[40](1022/26): Loss 0.4977, Sem 0.6409, dir -0.6132, norm 0.4700, swav 0.0000 LR: 9.075e-02 Score 80.152 Data time: 0.2417, Forward time: 2.2715, Backward time: 3.0882, DDP time: 0.0040, Total iter time: 7.1713 [2020-11-05 15:12:05,418][root][INFO] - ===> Epoch[40](1023/26): Loss 0.4655, Sem 0.6018, dir -0.6114, norm 0.4751, swav 0.0000 LR: 9.074e-02 Score 81.138 Data time: 0.1620, Forward time: 2.2707, Backward time: 3.0881, DDP time: 0.0040, Total iter time: 4.5447 [2020-11-05 15:12:10,944][root][INFO] - ===> Epoch[40](1024/26): Loss 0.5714, Sem 0.6462, dir -0.5786, norm 0.5038, swav 0.0000 LR: 9.074e-02 Score 80.041 Data time: 0.2171, Forward time: 2.2708, Backward time: 3.0878, DDP time: 0.0040, Total iter time: 5.4679 [2020-11-05 15:12:16,718][root][INFO] - ===> Epoch[40](1025/26): Loss 0.4946, Sem 0.6077, dir -0.6171, norm 0.5040, swav 0.0000 LR: 9.073e-02 Score 80.989 Data time: 0.2523, Forward time: 2.2708, Backward time: 3.0878, DDP time: 0.0040, Total iter time: 5.6583 [2020-11-05 15:12:21,794][root][INFO] - ===> Epoch[40](1026/26): Loss 0.5567, Sem 0.6374, dir -0.6076, norm 0.5269, swav 0.0000 LR: 9.072e-02 Score 80.638 Data time: 0.2500, Forward time: 2.2711, Backward time: 3.0868, DDP time: 0.0040, Total iter time: 4.9629 [2020-11-05 15:12:28,845][root][INFO] - ===> Epoch[40](1027/26): Loss 0.6254, Sem 0.7256, dir -0.5896, norm 0.4894, swav 0.0000 LR: 9.071e-02 Score 77.562 Data time: 0.1866, Forward time: 2.2710, Backward time: 3.0882, DDP time: 0.0040, Total iter time: 6.9400 [2020-11-05 15:12:35,424][root][INFO] - ===> Epoch[40](1028/26): Loss 0.5244, Sem 0.6590, dir -0.5890, norm 0.4544, swav 0.0000 LR: 9.070e-02 Score 80.189 Data time: 0.2007, Forward time: 2.2706, Backward time: 3.0893, DDP time: 0.0040, Total iter time: 6.4306 [2020-11-05 15:12:42,086][root][INFO] - ===> Epoch[40](1029/26): Loss 0.6064, Sem 0.7285, dir -0.6342, norm 0.5122, swav 0.0000 LR: 9.069e-02 Score 78.428 Data time: 0.3399, Forward time: 2.2716, Backward time: 3.0891, DDP time: 0.0040, Total iter time: 6.5621 [2020-11-05 15:12:47,325][root][INFO] - ===> Epoch[40](1030/26): Loss 0.5081, Sem 0.5971, dir -0.5704, norm 0.4814, swav 0.0000 LR: 9.068e-02 Score 80.468 Data time: 0.1811, Forward time: 2.2714, Backward time: 3.0888, DDP time: 0.0040, Total iter time: 5.1155 [2020-11-05 15:12:55,153][root][INFO] - ===> Epoch[40](1031/26): Loss 0.6103, Sem 0.6677, dir -0.6090, norm 0.5516, swav 0.0000 LR: 9.067e-02 Score 79.142 Data time: 0.1934, Forward time: 2.2713, Backward time: 3.0908, DDP time: 0.0040, Total iter time: 7.7196 [2020-11-05 15:13:01,948][root][INFO] - ===> Epoch[40](1032/26): Loss 0.5612, Sem 0.6618, dir -0.6230, norm 0.5223, swav 0.0000 LR: 9.066e-02 Score 79.591 Data time: 0.1448, Forward time: 2.2705, Backward time: 3.0928, DDP time: 0.0040, Total iter time: 6.6824 [2020-11-05 15:13:08,074][root][INFO] - ===> Epoch[40](1033/26): Loss 0.5239, Sem 0.6288, dir -0.6115, norm 0.5065, swav 0.0000 LR: 9.065e-02 Score 80.360 Data time: 0.2326, Forward time: 2.2708, Backward time: 3.0929, DDP time: 0.0040, Total iter time: 6.0681 [2020-11-05 15:13:13,304][root][INFO] - ===> Epoch[40](1034/26): Loss 0.6074, Sem 0.6554, dir -0.5780, norm 0.5301, swav 0.0000 LR: 9.064e-02 Score 78.961 Data time: 0.1648, Forward time: 2.2704, Backward time: 3.0927, DDP time: 0.0040, Total iter time: 5.0872 [2020-11-05 15:13:20,599][root][INFO] - ===> Epoch[40](1035/26): Loss 0.5438, Sem 0.6843, dir -0.6182, norm 0.4777, swav 0.0000 LR: 9.064e-02 Score 78.698 Data time: 0.1960, Forward time: 2.2700, Backward time: 3.0946, DDP time: 0.0040, Total iter time: 7.2150 [2020-11-05 15:13:26,063][root][INFO] - ===> Epoch[40](1036/26): Loss 0.5337, Sem 0.5856, dir -0.5486, norm 0.4967, swav 0.0000 LR: 9.063e-02 Score 80.795 Data time: 0.1858, Forward time: 2.2699, Backward time: 3.0945, DDP time: 0.0040, Total iter time: 5.3680 [2020-11-05 15:13:31,554][root][INFO] - ===> Epoch[40](1037/26): Loss 0.4938, Sem 0.6823, dir -0.6397, norm 0.4511, swav 0.0000 LR: 9.062e-02 Score 77.777 Data time: 0.1619, Forward time: 2.2693, Backward time: 3.0948, DDP time: 0.0040, Total iter time: 5.3673 [2020-11-05 15:13:37,078][root][INFO] - ===> Epoch[40](1038/26): Loss 0.6294, Sem 0.7358, dir -0.5950, norm 0.4885, swav 0.0000 LR: 9.061e-02 Score 78.375 Data time: 0.1826, Forward time: 2.2688, Backward time: 3.0950, DDP time: 0.0040, Total iter time: 5.4094 [2020-11-05 15:13:42,522][root][INFO] - ===> Epoch[40](1039/26): Loss 0.5939, Sem 0.6944, dir -0.6295, norm 0.5291, swav 0.0000 LR: 9.060e-02 Score 78.897 Data time: 0.2288, Forward time: 2.2689, Backward time: 3.0946, DDP time: 0.0040, Total iter time: 5.3292 [2020-11-05 15:13:48,431][root][INFO] - ===> Epoch[40](1040/26): Loss 0.4771, Sem 0.6030, dir -0.6279, norm 0.5020, swav 0.0000 LR: 9.059e-02 Score 81.738 Data time: 0.2503, Forward time: 2.2692, Backward time: 3.0945, DDP time: 0.0040, Total iter time: 5.8007 [2020-11-05 15:13:53,978][root][INFO] - ===> Epoch[41](1041/26): Loss 0.5639, Sem 0.6607, dir -0.5910, norm 0.4942, swav 0.0000 LR: 9.058e-02 Score 80.225 Data time: 0.1870, Forward time: 2.2691, Backward time: 3.0942, DDP time: 0.0040, Total iter time: 5.4051 [2020-11-05 15:14:01,394][root][INFO] - ===> Epoch[41](1042/26): Loss 0.6131, Sem 0.7339, dir -0.6197, norm 0.4989, swav 0.0000 LR: 9.057e-02 Score 77.511 Data time: 0.2014, Forward time: 2.2689, Backward time: 3.0960, DDP time: 0.0040, Total iter time: 7.3121 [2020-11-05 15:14:07,501][root][INFO] - ===> Epoch[41](1043/26): Loss 0.5134, Sem 0.6751, dir -0.6500, norm 0.4884, swav 0.0000 LR: 9.056e-02 Score 78.955 Data time: 0.2702, Forward time: 2.2696, Backward time: 3.0956, DDP time: 0.0040, Total iter time: 6.0157 [2020-11-05 15:14:13,622][root][INFO] - ===> Epoch[41](1044/26): Loss 0.5499, Sem 0.6750, dir -0.6091, norm 0.4839, swav 0.0000 LR: 9.055e-02 Score 79.599 Data time: 0.1455, Forward time: 2.2690, Backward time: 3.0966, DDP time: 0.0040, Total iter time: 6.0012 [2020-11-05 15:14:20,032][root][INFO] - ===> Epoch[41](1045/26): Loss 0.5767, Sem 0.6991, dir -0.6018, norm 0.4794, swav 0.0000 LR: 9.054e-02 Score 79.378 Data time: 0.2316, Forward time: 2.2690, Backward time: 3.0971, DDP time: 0.0040, Total iter time: 6.2972 [2020-11-05 15:14:26,462][root][INFO] - ===> Epoch[41](1046/26): Loss 0.4938, Sem 0.6163, dir -0.5986, norm 0.4761, swav 0.0000 LR: 9.054e-02 Score 79.737 Data time: 0.2243, Forward time: 2.2691, Backward time: 3.0976, DDP time: 0.0040, Total iter time: 6.2952 [2020-11-05 15:14:32,067][root][INFO] - ===> Epoch[41](1047/26): Loss 0.6206, Sem 0.6751, dir -0.6130, norm 0.5584, swav 0.0000 LR: 9.053e-02 Score 79.609 Data time: 0.2611, Forward time: 2.2696, Backward time: 3.0969, DDP time: 0.0040, Total iter time: 5.4728 [2020-11-05 15:14:36,966][root][INFO] - ===> Epoch[41](1048/26): Loss 0.5123, Sem 0.5940, dir -0.5919, norm 0.5102, swav 0.0000 LR: 9.052e-02 Score 81.328 Data time: 0.2212, Forward time: 2.2697, Backward time: 3.0959, DDP time: 0.0040, Total iter time: 4.7770 [2020-11-05 15:14:42,417][root][INFO] - ===> Epoch[41](1049/26): Loss 0.4132, Sem 0.5590, dir -0.6070, norm 0.4611, swav 0.0000 LR: 9.051e-02 Score 82.725 Data time: 0.2046, Forward time: 2.2695, Backward time: 3.0958, DDP time: 0.0040, Total iter time: 5.3356 [2020-11-05 15:14:47,211][root][INFO] - ===> Epoch[41](1050/26): Loss 0.4335, Sem 0.6060, dir -0.6194, norm 0.4469, swav 0.0000 LR: 9.050e-02 Score 82.503 Data time: 0.2147, Forward time: 2.2696, Backward time: 3.0949, DDP time: 0.0040, Total iter time: 4.6991 [2020-11-05 15:14:51,274][root][INFO] - ===> Epoch[41](1051/26): Loss 0.4740, Sem 0.5869, dir -0.6066, norm 0.4937, swav 0.0000 LR: 9.049e-02 Score 81.073 Data time: 0.1986, Forward time: 2.2694, Backward time: 3.0936, DDP time: 0.0040, Total iter time: 3.9556 [2020-11-05 15:14:56,853][root][INFO] - ===> Epoch[41](1052/26): Loss 0.4160, Sem 0.5757, dir -0.6205, norm 0.4609, swav 0.0000 LR: 9.048e-02 Score 82.676 Data time: 0.1848, Forward time: 2.2691, Backward time: 3.0937, DDP time: 0.0040, Total iter time: 5.4761 [2020-11-05 15:15:01,870][root][INFO] - ===> Epoch[41](1053/26): Loss 0.5638, Sem 0.6723, dir -0.5862, norm 0.4777, swav 0.0000 LR: 9.047e-02 Score 79.746 Data time: 0.2237, Forward time: 2.2691, Backward time: 3.0931, DDP time: 0.0040, Total iter time: 4.9186 [2020-11-05 15:15:08,228][root][INFO] - ===> Epoch[41](1054/26): Loss 0.5458, Sem 0.6701, dir -0.6250, norm 0.5007, swav 0.0000 LR: 9.046e-02 Score 79.948 Data time: 0.2881, Forward time: 2.2695, Backward time: 3.0931, DDP time: 0.0040, Total iter time: 6.2341 [2020-11-05 15:15:14,493][root][INFO] - ===> Epoch[41](1055/26): Loss 0.5275, Sem 0.6144, dir -0.6089, norm 0.5220, swav 0.0000 LR: 9.045e-02 Score 80.594 Data time: 0.3367, Forward time: 2.2703, Backward time: 3.0926, DDP time: 0.0040, Total iter time: 6.1343 [2020-11-05 15:15:21,544][root][INFO] - ===> Epoch[41](1056/26): Loss 0.6390, Sem 0.6707, dir -0.5774, norm 0.5457, swav 0.0000 LR: 9.044e-02 Score 78.546 Data time: 0.2880, Forward time: 2.2709, Backward time: 3.0932, DDP time: 0.0040, Total iter time: 6.9068 [2020-11-05 15:15:26,882][root][INFO] - ===> Epoch[41](1057/26): Loss 0.5574, Sem 0.6769, dir -0.6295, norm 0.5100, swav 0.0000 LR: 9.044e-02 Score 79.968 Data time: 0.1906, Forward time: 2.2707, Backward time: 3.0929, DDP time: 0.0040, Total iter time: 5.1915 [2020-11-05 15:15:31,432][root][INFO] - ===> Epoch[41](1058/26): Loss 0.5592, Sem 0.6626, dir -0.5834, norm 0.4799, swav 0.0000 LR: 9.043e-02 Score 79.309 Data time: 0.2048, Forward time: 2.2704, Backward time: 3.0921, DDP time: 0.0040, Total iter time: 4.4614 [2020-11-05 15:15:38,343][root][INFO] - ===> Epoch[41](1059/26): Loss 0.5833, Sem 0.6928, dir -0.6113, norm 0.5018, swav 0.0000 LR: 9.042e-02 Score 79.569 Data time: 0.2612, Forward time: 2.2708, Backward time: 3.0928, DDP time: 0.0040, Total iter time: 6.8047 [2020-11-05 15:15:44,474][root][INFO] - ===> Epoch[41](1060/26): Loss 0.4638, Sem 0.5521, dir -0.5919, norm 0.5035, swav 0.0000 LR: 9.041e-02 Score 83.325 Data time: 0.2059, Forward time: 2.2708, Backward time: 3.0931, DDP time: 0.0040, Total iter time: 6.0047 [2020-11-05 15:15:50,139][root][INFO] - ===> Epoch[41](1061/26): Loss 0.4301, Sem 0.6191, dir -0.6450, norm 0.4560, swav 0.0000 LR: 9.040e-02 Score 81.386 Data time: 0.1975, Forward time: 2.2707, Backward time: 3.0932, DDP time: 0.0040, Total iter time: 5.5440 [2020-11-05 15:15:56,631][root][INFO] - ===> Epoch[41](1062/26): Loss 0.5120, Sem 0.5978, dir -0.5910, norm 0.5052, swav 0.0000 LR: 9.039e-02 Score 81.762 Data time: 0.1821, Forward time: 2.2702, Backward time: 3.0942, DDP time: 0.0040, Total iter time: 6.4079 [2020-11-05 15:16:02,888][root][INFO] - ===> Epoch[41](1063/26): Loss 0.4928, Sem 0.6278, dir -0.6115, norm 0.4764, swav 0.0000 LR: 9.038e-02 Score 81.370 Data time: 0.2071, Forward time: 2.2701, Backward time: 3.0948, DDP time: 0.0040, Total iter time: 6.1922 [2020-11-05 15:16:08,219][root][INFO] - ===> Epoch[41](1064/26): Loss 0.5884, Sem 0.6975, dir -0.6276, norm 0.5185, swav 0.0000 LR: 9.037e-02 Score 79.305 Data time: 0.2414, Forward time: 2.2703, Backward time: 3.0942, DDP time: 0.0040, Total iter time: 5.2094 [2020-11-05 15:16:14,481][root][INFO] - ===> Epoch[41](1065/26): Loss 0.4890, Sem 0.6515, dir -0.6389, norm 0.4764, swav 0.0000 LR: 9.036e-02 Score 79.872 Data time: 0.2637, Forward time: 2.2702, Backward time: 3.0946, DDP time: 0.0040, Total iter time: 6.1325 [2020-11-05 15:16:20,772][root][INFO] - ===> Epoch[41](1066/26): Loss 0.5500, Sem 0.6468, dir -0.6096, norm 0.5128, swav 0.0000 LR: 9.035e-02 Score 78.853 Data time: 0.2457, Forward time: 2.2706, Backward time: 3.0948, DDP time: 0.0040, Total iter time: 6.1791 [2020-11-05 15:16:25,552][root][INFO] - ===> Epoch[42](1067/26): Loss 0.5867, Sem 0.6259, dir -0.5540, norm 0.5148, swav 0.0000 LR: 9.034e-02 Score 80.404 Data time: 0.2272, Forward time: 2.2708, Backward time: 3.0937, DDP time: 0.0040, Total iter time: 4.6687 [2020-11-05 15:16:30,912][root][INFO] - ===> Epoch[42](1068/26): Loss 0.5065, Sem 0.6275, dir -0.6138, norm 0.4929, swav 0.0000 LR: 9.034e-02 Score 80.785 Data time: 0.1733, Forward time: 2.2704, Backward time: 3.0937, DDP time: 0.0040, Total iter time: 5.2473 [2020-11-05 15:16:35,419][root][INFO] - ===> Epoch[42](1069/26): Loss 0.5950, Sem 0.7117, dir -0.6060, norm 0.4893, swav 0.0000 LR: 9.033e-02 Score 79.431 Data time: 0.1888, Forward time: 2.2701, Backward time: 3.0929, DDP time: 0.0040, Total iter time: 4.4223 [2020-11-05 15:16:39,992][root][INFO] - ===> Epoch[42](1070/26): Loss 0.3610, Sem 0.5608, dir -0.6543, norm 0.4545, swav 0.0000 LR: 9.032e-02 Score 82.244 Data time: 0.2303, Forward time: 2.2700, Backward time: 3.0919, DDP time: 0.0040, Total iter time: 4.4759 [2020-11-05 15:16:45,533][root][INFO] - ===> Epoch[42](1071/26): Loss 0.6247, Sem 0.6604, dir -0.5845, norm 0.5488, swav 0.0000 LR: 9.031e-02 Score 80.095 Data time: 0.2584, Forward time: 2.2706, Backward time: 3.0912, DDP time: 0.0040, Total iter time: 5.4284 [2020-11-05 15:16:50,416][root][INFO] - ===> Epoch[42](1072/26): Loss 0.5209, Sem 0.6704, dir -0.6470, norm 0.4974, swav 0.0000 LR: 9.030e-02 Score 78.534 Data time: 0.2073, Forward time: 2.2704, Backward time: 3.0905, DDP time: 0.0040, Total iter time: 4.7461 [2020-11-05 15:16:57,260][root][INFO] - ===> Epoch[42](1073/26): Loss 0.7059, Sem 0.7045, dir -0.5514, norm 0.5528, swav 0.0000 LR: 9.029e-02 Score 78.331 Data time: 0.2759, Forward time: 2.2709, Backward time: 3.0909, DDP time: 0.0040, Total iter time: 6.7458 [2020-11-05 15:17:02,878][root][INFO] - ===> Epoch[42](1074/26): Loss 0.4972, Sem 0.6324, dir -0.6134, norm 0.4782, swav 0.0000 LR: 9.028e-02 Score 79.781 Data time: 0.2320, Forward time: 2.2711, Backward time: 3.0906, DDP time: 0.0040, Total iter time: 5.4667 [2020-11-05 15:17:08,115][root][INFO] - ===> Epoch[42](1075/26): Loss 0.4582, Sem 0.6244, dir -0.6261, norm 0.4599, swav 0.0000 LR: 9.027e-02 Score 79.450 Data time: 0.1827, Forward time: 2.2708, Backward time: 3.0904, DDP time: 0.0040, Total iter time: 5.1205 [2020-11-05 15:17:14,088][root][INFO] - ===> Epoch[42](1076/26): Loss 0.6460, Sem 0.7457, dir -0.6044, norm 0.5047, swav 0.0000 LR: 9.026e-02 Score 76.839 Data time: 0.1549, Forward time: 2.2702, Backward time: 3.0912, DDP time: 0.0040, Total iter time: 5.8582 [2020-11-05 15:17:19,931][root][INFO] - ===> Epoch[42](1077/26): Loss 0.5613, Sem 0.6877, dir -0.6143, norm 0.4878, swav 0.0000 LR: 9.025e-02 Score 79.575 Data time: 0.2059, Forward time: 2.2700, Backward time: 3.0914, DDP time: 0.0040, Total iter time: 5.7509 [2020-11-05 15:17:24,871][root][INFO] - ===> Epoch[42](1078/26): Loss 0.5493, Sem 0.6743, dir -0.6131, norm 0.4881, swav 0.0000 LR: 9.024e-02 Score 79.070 Data time: 0.2194, Forward time: 2.2699, Backward time: 3.0908, DDP time: 0.0040, Total iter time: 4.8237 [2020-11-05 15:17:31,131][root][INFO] - ===> Epoch[42](1079/26): Loss 0.4318, Sem 0.6102, dir -0.6363, norm 0.4579, swav 0.0000 LR: 9.024e-02 Score 81.610 Data time: 0.3184, Forward time: 2.2708, Backward time: 3.0903, DDP time: 0.0040, Total iter time: 6.1368 [2020-11-05 15:17:36,735][root][INFO] - ===> Epoch[42](1080/26): Loss 0.4955, Sem 0.5934, dir -0.6228, norm 0.5248, swav 0.0000 LR: 9.023e-02 Score 81.144 Data time: 0.1923, Forward time: 2.2706, Backward time: 3.0904, DDP time: 0.0040, Total iter time: 5.4529 [2020-11-05 15:17:42,984][root][INFO] - ===> Epoch[42](1081/26): Loss 0.5692, Sem 0.6559, dir -0.6060, norm 0.5193, swav 0.0000 LR: 9.022e-02 Score 80.952 Data time: 0.3386, Forward time: 2.2714, Backward time: 3.0899, DDP time: 0.0040, Total iter time: 6.1314 [2020-11-05 15:17:48,947][root][INFO] - ===> Epoch[42](1082/26): Loss 0.5913, Sem 0.6928, dir -0.5949, norm 0.4934, swav 0.0000 LR: 9.021e-02 Score 78.642 Data time: 0.1791, Forward time: 2.2711, Backward time: 3.0904, DDP time: 0.0040, Total iter time: 5.8399 [2020-11-05 15:17:54,144][root][INFO] - ===> Epoch[42](1083/26): Loss 0.5055, Sem 0.6267, dir -0.6061, norm 0.4849, swav 0.0000 LR: 9.020e-02 Score 81.428 Data time: 0.2155, Forward time: 2.2711, Backward time: 3.0899, DDP time: 0.0040, Total iter time: 5.0814 [2020-11-05 15:17:59,944][root][INFO] - ===> Epoch[42](1084/26): Loss 0.6521, Sem 0.7490, dir -0.6214, norm 0.5244, swav 0.0000 LR: 9.019e-02 Score 77.005 Data time: 0.2040, Forward time: 2.2709, Backward time: 3.0901, DDP time: 0.0040, Total iter time: 5.6639 [2020-11-05 15:18:06,956][root][INFO] - ===> Epoch[42](1085/26): Loss 0.4390, Sem 0.5686, dir -0.6014, norm 0.4719, swav 0.0000 LR: 9.018e-02 Score 82.923 Data time: 0.2632, Forward time: 2.2712, Backward time: 3.0909, DDP time: 0.0040, Total iter time: 6.8893 [2020-11-05 15:18:12,811][root][INFO] - ===> Epoch[42](1086/26): Loss 0.4582, Sem 0.6316, dir -0.6231, norm 0.4497, swav 0.0000 LR: 9.017e-02 Score 80.228 Data time: 0.2530, Forward time: 2.2716, Backward time: 3.0906, DDP time: 0.0040, Total iter time: 5.7249 [2020-11-05 15:18:19,192][root][INFO] - ===> Epoch[42](1087/26): Loss 0.6880, Sem 0.7724, dir -0.6020, norm 0.5175, swav 0.0000 LR: 9.016e-02 Score 74.706 Data time: 0.2238, Forward time: 2.2717, Backward time: 3.0910, DDP time: 0.0040, Total iter time: 6.2570 [2020-11-05 15:18:25,152][root][INFO] - ===> Epoch[42](1088/26): Loss 0.4928, Sem 0.6013, dir -0.5956, norm 0.4870, swav 0.0000 LR: 9.015e-02 Score 80.327 Data time: 0.3020, Forward time: 2.2723, Backward time: 3.0905, DDP time: 0.0040, Total iter time: 5.8396 [2020-11-05 15:18:31,067][root][INFO] - ===> Epoch[42](1089/26): Loss 0.5726, Sem 0.6565, dir -0.6131, norm 0.5291, swav 0.0000 LR: 9.014e-02 Score 80.265 Data time: 0.1635, Forward time: 2.2719, Backward time: 3.0910, DDP time: 0.0040, Total iter time: 5.7652 [2020-11-05 15:18:36,395][root][INFO] - ===> Epoch[42](1090/26): Loss 0.6537, Sem 0.6883, dir -0.6023, norm 0.5677, swav 0.0000 LR: 9.014e-02 Score 79.256 Data time: 0.1827, Forward time: 2.2715, Backward time: 3.0911, DDP time: 0.0040, Total iter time: 5.2333 [2020-11-05 15:18:41,770][root][INFO] - ===> Epoch[42](1091/26): Loss 0.5926, Sem 0.6761, dir -0.5922, norm 0.5086, swav 0.0000 LR: 9.013e-02 Score 79.207 Data time: 0.2030, Forward time: 2.2715, Backward time: 3.0908, DDP time: 0.0040, Total iter time: 5.2818 [2020-11-05 15:18:47,918][root][INFO] - ===> Epoch[42](1092/26): Loss 0.5760, Sem 0.6728, dir -0.5903, norm 0.4934, swav 0.0000 LR: 9.012e-02 Score 79.681 Data time: 0.2211, Forward time: 2.2714, Backward time: 3.0912, DDP time: 0.0040, Total iter time: 6.0374 [2020-11-05 15:18:52,902][root][INFO] - ===> Epoch[43](1093/26): Loss 0.4948, Sem 0.6084, dir -0.6065, norm 0.4929, swav 0.0000 LR: 9.011e-02 Score 81.544 Data time: 0.2344, Forward time: 2.2716, Backward time: 3.0904, DDP time: 0.0040, Total iter time: 4.8780 [2020-11-05 15:18:58,643][root][INFO] - ===> Epoch[43](1094/26): Loss 0.4900, Sem 0.5964, dir -0.6068, norm 0.5004, swav 0.0000 LR: 9.010e-02 Score 81.654 Data time: 0.1494, Forward time: 2.2709, Backward time: 3.0910, DDP time: 0.0040, Total iter time: 5.6277 [2020-11-05 15:19:04,479][root][INFO] - ===> Epoch[43](1095/26): Loss 0.5429, Sem 0.6501, dir -0.6004, norm 0.4932, swav 0.0000 LR: 9.009e-02 Score 79.631 Data time: 0.2046, Forward time: 2.2707, Backward time: 3.0912, DDP time: 0.0040, Total iter time: 5.7375 [2020-11-05 15:19:10,336][root][INFO] - ===> Epoch[43](1096/26): Loss 0.5294, Sem 0.6500, dir -0.6091, norm 0.4884, swav 0.0000 LR: 9.008e-02 Score 80.415 Data time: 0.1996, Forward time: 2.2706, Backward time: 3.0914, DDP time: 0.0040, Total iter time: 5.7523 [2020-11-05 15:19:14,906][root][INFO] - ===> Epoch[43](1097/26): Loss 0.5012, Sem 0.6217, dir -0.5940, norm 0.4734, swav 0.0000 LR: 9.007e-02 Score 80.132 Data time: 0.1793, Forward time: 2.2702, Backward time: 3.0908, DDP time: 0.0040, Total iter time: 4.4620 [2020-11-05 15:19:21,325][root][INFO] - ===> Epoch[43](1098/26): Loss 0.6304, Sem 0.6945, dir -0.5891, norm 0.5249, swav 0.0000 LR: 9.006e-02 Score 79.369 Data time: 0.1545, Forward time: 2.2696, Backward time: 3.0919, DDP time: 0.0040, Total iter time: 6.3264 [2020-11-05 15:19:25,981][root][INFO] - ===> Epoch[43](1099/26): Loss 0.3975, Sem 0.5534, dir -0.6213, norm 0.4655, swav 0.0000 LR: 9.005e-02 Score 82.474 Data time: 0.1874, Forward time: 2.2693, Backward time: 3.0913, DDP time: 0.0040, Total iter time: 4.5629 [2020-11-05 15:19:30,289][root][INFO] - ===> Epoch[43](1100/26): Loss 0.5840, Sem 0.6646, dir -0.6031, norm 0.5225, swav 0.0000 LR: 9.004e-02 Score 78.553 Data time: 0.1826, Forward time: 2.2690, Backward time: 3.0904, DDP time: 0.0040, Total iter time: 4.1990 [2020-11-05 15:19:35,053][root][INFO] - ===> Epoch[43](1101/26): Loss 0.3782, Sem 0.5575, dir -0.6175, norm 0.4382, swav 0.0000 LR: 9.004e-02 Score 83.301 Data time: 0.2598, Forward time: 2.2689, Backward time: 3.0895, DDP time: 0.0040, Total iter time: 4.6723 [2020-11-05 15:19:41,909][root][INFO] - ===> Epoch[43](1102/26): Loss 0.5391, Sem 0.6937, dir -0.6189, norm 0.4643, swav 0.0000 LR: 9.003e-02 Score 77.957 Data time: 0.2133, Forward time: 2.2689, Backward time: 3.0905, DDP time: 0.0040, Total iter time: 6.7485 [2020-11-05 15:19:48,060][root][INFO] - ===> Epoch[43](1103/26): Loss 0.4564, Sem 0.6190, dir -0.6315, norm 0.4690, swav 0.0000 LR: 9.002e-02 Score 80.435 Data time: 0.1628, Forward time: 2.2684, Backward time: 3.0913, DDP time: 0.0040, Total iter time: 6.0241 [2020-11-05 15:19:53,988][root][INFO] - ===> Epoch[43](1104/26): Loss 0.4665, Sem 0.6127, dir -0.6130, norm 0.4668, swav 0.0000 LR: 9.001e-02 Score 82.352 Data time: 0.2492, Forward time: 2.2683, Backward time: 3.0916, DDP time: 0.0040, Total iter time: 5.8560 [2020-11-05 15:19:58,653][root][INFO] - ===> Epoch[43](1105/26): Loss 0.4509, Sem 0.5614, dir -0.5985, norm 0.4880, swav 0.0000 LR: 9.000e-02 Score 82.824 Data time: 0.1909, Forward time: 2.2679, Backward time: 3.0910, DDP time: 0.0040, Total iter time: 4.5650 [2020-11-05 15:20:04,256][root][INFO] - ===> Epoch[43](1106/26): Loss 0.5521, Sem 0.6681, dir -0.6149, norm 0.4989, swav 0.0000 LR: 8.999e-02 Score 78.503 Data time: 0.2110, Forward time: 2.2678, Backward time: 3.0910, DDP time: 0.0040, Total iter time: 5.5218 [2020-11-05 15:20:09,596][root][INFO] - ===> Epoch[43](1107/26): Loss 0.5735, Sem 0.6482, dir -0.5646, norm 0.4899, swav 0.0000 LR: 8.998e-02 Score 79.781 Data time: 0.1990, Forward time: 2.2677, Backward time: 3.0908, DDP time: 0.0040, Total iter time: 5.2200 [2020-11-05 15:20:14,939][root][INFO] - ===> Epoch[43](1108/26): Loss 0.3826, Sem 0.5553, dir -0.6276, norm 0.4549, swav 0.0000 LR: 8.997e-02 Score 83.431 Data time: 0.2199, Forward time: 2.2677, Backward time: 3.0904, DDP time: 0.0040, Total iter time: 5.2405 [2020-11-05 15:20:19,404][root][INFO] - ===> Epoch[43](1109/26): Loss 0.4762, Sem 0.6016, dir -0.6261, norm 0.5008, swav 0.0000 LR: 8.996e-02 Score 81.247 Data time: 0.2195, Forward time: 2.2676, Backward time: 3.0894, DDP time: 0.0040, Total iter time: 4.3367 [2020-11-05 15:20:25,278][root][INFO] - ===> Epoch[43](1110/26): Loss 0.4542, Sem 0.5808, dir -0.5790, norm 0.4524, swav 0.0000 LR: 8.995e-02 Score 82.321 Data time: 0.2526, Forward time: 2.2678, Backward time: 3.0892, DDP time: 0.0040, Total iter time: 5.7780 [2020-11-05 15:20:31,351][root][INFO] - ===> Epoch[43](1111/26): Loss 0.6952, Sem 0.7038, dir -0.5785, norm 0.5699, swav 0.0000 LR: 8.994e-02 Score 76.908 Data time: 0.2441, Forward time: 2.2681, Backward time: 3.0892, DDP time: 0.0040, Total iter time: 5.9386 [2020-11-05 15:20:36,461][root][INFO] - ===> Epoch[43](1112/26): Loss 0.4378, Sem 0.5884, dir -0.6089, norm 0.4582, swav 0.0000 LR: 8.993e-02 Score 82.153 Data time: 0.1772, Forward time: 2.2678, Backward time: 3.0889, DDP time: 0.0040, Total iter time: 4.9776 [2020-11-05 15:20:41,466][root][INFO] - ===> Epoch[43](1113/26): Loss 0.5803, Sem 0.6126, dir -0.5939, norm 0.5616, swav 0.0000 LR: 8.993e-02 Score 80.878 Data time: 0.1721, Forward time: 2.2674, Backward time: 3.0887, DDP time: 0.0040, Total iter time: 4.9135 [2020-11-05 15:20:47,514][root][INFO] - ===> Epoch[43](1114/26): Loss 0.4819, Sem 0.5806, dir -0.5976, norm 0.4989, swav 0.0000 LR: 8.992e-02 Score 82.031 Data time: 0.3347, Forward time: 2.2680, Backward time: 3.0883, DDP time: 0.0040, Total iter time: 5.9538 [2020-11-05 15:20:52,892][root][INFO] - ===> Epoch[43](1115/26): Loss 0.5291, Sem 0.6541, dir -0.6099, norm 0.4849, swav 0.0000 LR: 8.991e-02 Score 80.476 Data time: 0.2524, Forward time: 2.2683, Backward time: 3.0875, DDP time: 0.0040, Total iter time: 5.2450 [2020-11-05 15:20:57,977][root][INFO] - ===> Epoch[43](1116/26): Loss 0.4315, Sem 0.6016, dir -0.6050, norm 0.4349, swav 0.0000 LR: 8.990e-02 Score 82.420 Data time: 0.2554, Forward time: 2.2686, Backward time: 3.0866, DDP time: 0.0040, Total iter time: 4.9844 [2020-11-05 15:21:03,028][root][INFO] - ===> Epoch[43](1117/26): Loss 0.5097, Sem 0.6358, dir -0.6273, norm 0.5012, swav 0.0000 LR: 8.989e-02 Score 80.417 Data time: 0.2749, Forward time: 2.2689, Backward time: 3.0856, DDP time: 0.0040, Total iter time: 4.9300 [2020-11-05 15:21:08,688][root][INFO] - ===> Epoch[43](1118/26): Loss 0.5283, Sem 0.6429, dir -0.6258, norm 0.5112, swav 0.0000 LR: 8.988e-02 Score 81.255 Data time: 0.1777, Forward time: 2.2685, Backward time: 3.0859, DDP time: 0.0040, Total iter time: 5.5330 [2020-11-05 15:21:13,776][root][INFO] - ===> Epoch[44](1119/26): Loss 0.3416, Sem 0.5099, dir -0.6358, norm 0.4675, swav 0.0000 LR: 8.987e-02 Score 85.091 Data time: 0.2593, Forward time: 2.2688, Backward time: 3.0851, DDP time: 0.0040, Total iter time: 4.9820 [2020-11-05 15:21:21,511][root][INFO] - ===> Epoch[44](1120/26): Loss 0.5541, Sem 0.6589, dir -0.6130, norm 0.5081, swav 0.0000 LR: 8.986e-02 Score 79.590 Data time: 0.2258, Forward time: 2.2689, Backward time: 3.0866, DDP time: 0.0040, Total iter time: 7.6260 [2020-11-05 15:21:27,308][root][INFO] - ===> Epoch[44](1121/26): Loss 0.4454, Sem 0.5872, dir -0.6146, norm 0.4727, swav 0.0000 LR: 8.985e-02 Score 82.218 Data time: 0.2064, Forward time: 2.2689, Backward time: 3.0866, DDP time: 0.0040, Total iter time: 5.6458 [2020-11-05 15:21:31,712][root][INFO] - ===> Epoch[44](1122/26): Loss 0.4221, Sem 0.5706, dir -0.6149, norm 0.4664, swav 0.0000 LR: 8.984e-02 Score 83.334 Data time: 0.1638, Forward time: 2.2685, Backward time: 3.0859, DDP time: 0.0040, Total iter time: 4.2804 [2020-11-05 15:21:37,118][root][INFO] - ===> Epoch[44](1123/26): Loss 0.5142, Sem 0.6456, dir -0.6099, norm 0.4785, swav 0.0000 LR: 8.983e-02 Score 79.645 Data time: 0.2002, Forward time: 2.2684, Backward time: 3.0857, DDP time: 0.0040, Total iter time: 5.3137 [2020-11-05 15:21:42,815][root][INFO] - ===> Epoch[44](1124/26): Loss 0.6516, Sem 0.7012, dir -0.6056, norm 0.5560, swav 0.0000 LR: 8.983e-02 Score 78.681 Data time: 0.2359, Forward time: 2.2686, Backward time: 3.0855, DDP time: 0.0040, Total iter time: 5.5801 [2020-11-05 15:21:48,126][root][INFO] - ===> Epoch[44](1125/26): Loss 0.5729, Sem 0.6783, dir -0.6036, norm 0.4983, swav 0.0000 LR: 8.982e-02 Score 78.882 Data time: 0.1719, Forward time: 2.2682, Backward time: 3.0855, DDP time: 0.0040, Total iter time: 5.1635 [2020-11-05 15:21:53,853][root][INFO] - ===> Epoch[44](1126/26): Loss 0.4940, Sem 0.5894, dir -0.5614, norm 0.4660, swav 0.0000 LR: 8.981e-02 Score 81.245 Data time: 0.2121, Forward time: 2.2680, Backward time: 3.0856, DDP time: 0.0040, Total iter time: 5.6398 [2020-11-05 15:21:59,488][root][INFO] - ===> Epoch[44](1127/26): Loss 0.4187, Sem 0.5941, dir -0.6313, norm 0.4559, swav 0.0000 LR: 8.980e-02 Score 80.316 Data time: 0.2486, Forward time: 2.2679, Backward time: 3.0856, DDP time: 0.0040, Total iter time: 5.5115 [2020-11-05 15:22:04,886][root][INFO] - ===> Epoch[44](1128/26): Loss 0.5208, Sem 0.6940, dir -0.6452, norm 0.4720, swav 0.0000 LR: 8.979e-02 Score 77.977 Data time: 0.2190, Forward time: 2.2679, Backward time: 3.0853, DDP time: 0.0040, Total iter time: 5.2898 [2020-11-05 15:22:11,288][root][INFO] - ===> Epoch[44](1129/26): Loss 0.4963, Sem 0.6124, dir -0.6047, norm 0.4886, swav 0.0000 LR: 8.978e-02 Score 81.338 Data time: 0.2285, Forward time: 2.2680, Backward time: 3.0857, DDP time: 0.0040, Total iter time: 6.2768 [2020-11-05 15:22:16,963][root][INFO] - ===> Epoch[44](1130/26): Loss 0.6848, Sem 0.7547, dir -0.5998, norm 0.5299, swav 0.0000 LR: 8.977e-02 Score 77.050 Data time: 0.2909, Forward time: 2.2682, Backward time: 3.0854, DDP time: 0.0040, Total iter time: 5.5527 [2020-11-05 15:22:23,822][root][INFO] - ===> Epoch[44](1131/26): Loss 0.6054, Sem 0.6825, dir -0.6164, norm 0.5393, swav 0.0000 LR: 8.976e-02 Score 78.059 Data time: 0.2611, Forward time: 2.2684, Backward time: 3.0861, DDP time: 0.0040, Total iter time: 6.7226 [2020-11-05 15:22:28,468][root][INFO] - ===> Epoch[44](1132/26): Loss 0.3887, Sem 0.5532, dir -0.6218, norm 0.4573, swav 0.0000 LR: 8.975e-02 Score 82.759 Data time: 0.2277, Forward time: 2.2683, Backward time: 3.0852, DDP time: 0.0040, Total iter time: 4.4874 [2020-11-05 15:22:34,826][root][INFO] - ===> Epoch[44](1133/26): Loss 0.3979, Sem 0.5813, dir -0.6550, norm 0.4716, swav 0.0000 LR: 8.974e-02 Score 81.585 Data time: 0.3409, Forward time: 2.2691, Backward time: 3.0849, DDP time: 0.0040, Total iter time: 6.2482 [2020-11-05 15:22:40,075][root][INFO] - ===> Epoch[44](1134/26): Loss 0.5274, Sem 0.5946, dir -0.5569, norm 0.4897, swav 0.0000 LR: 8.973e-02 Score 81.739 Data time: 0.2412, Forward time: 2.2694, Backward time: 3.0841, DDP time: 0.0040, Total iter time: 5.1340 [2020-11-05 15:22:48,266][root][INFO] - ===> Epoch[44](1135/26): Loss 0.6298, Sem 0.7467, dir -0.6258, norm 0.5089, swav 0.0000 LR: 8.973e-02 Score 75.543 Data time: 0.1959, Forward time: 2.2692, Backward time: 3.0864, DDP time: 0.0040, Total iter time: 8.0586 [2020-11-05 15:22:53,577][root][INFO] - ===> Epoch[44](1136/26): Loss 0.5210, Sem 0.6040, dir -0.6073, norm 0.5242, swav 0.0000 LR: 8.972e-02 Score 80.574 Data time: 0.1894, Forward time: 2.2690, Backward time: 3.0862, DDP time: 0.0040, Total iter time: 5.2072 [2020-11-05 15:22:59,499][root][INFO] - ===> Epoch[44](1137/26): Loss 0.4639, Sem 0.6120, dir -0.6314, norm 0.4833, swav 0.0000 LR: 8.971e-02 Score 80.676 Data time: 0.1973, Forward time: 2.2688, Backward time: 3.0865, DDP time: 0.0040, Total iter time: 5.7863 [2020-11-05 15:23:05,570][root][INFO] - ===> Epoch[44](1138/26): Loss 0.5928, Sem 0.6274, dir -0.5981, norm 0.5635, swav 0.0000 LR: 8.970e-02 Score 80.002 Data time: 0.2132, Forward time: 2.2686, Backward time: 3.0870, DDP time: 0.0040, Total iter time: 5.9571 [2020-11-05 15:23:11,364][root][INFO] - ===> Epoch[44](1139/26): Loss 0.4826, Sem 0.5490, dir -0.5670, norm 0.5005, swav 0.0000 LR: 8.969e-02 Score 82.791 Data time: 0.2868, Forward time: 2.2692, Backward time: 3.0864, DDP time: 0.0040, Total iter time: 5.6823 [2020-11-05 15:23:18,175][root][INFO] - ===> Epoch[44](1140/26): Loss 0.6337, Sem 0.6365, dir -0.6077, norm 0.6048, swav 0.0000 LR: 8.968e-02 Score 80.118 Data time: 0.3262, Forward time: 2.2698, Backward time: 3.0866, DDP time: 0.0040, Total iter time: 6.6739 [2020-11-05 15:23:23,667][root][INFO] - ===> Epoch[44](1141/26): Loss 0.5487, Sem 0.6983, dir -0.6168, norm 0.4672, swav 0.0000 LR: 8.967e-02 Score 78.399 Data time: 0.1727, Forward time: 2.2696, Backward time: 3.0866, DDP time: 0.0040, Total iter time: 5.3518 [2020-11-05 15:23:30,034][root][INFO] - ===> Epoch[44](1142/26): Loss 0.5740, Sem 0.6269, dir -0.5833, norm 0.5305, swav 0.0000 LR: 8.966e-02 Score 80.397 Data time: 0.2181, Forward time: 2.2692, Backward time: 3.0875, DDP time: 0.0040, Total iter time: 6.2599 [2020-11-05 15:23:34,757][root][INFO] - ===> Epoch[44](1143/26): Loss 0.4906, Sem 0.6235, dir -0.6138, norm 0.4808, swav 0.0000 LR: 8.965e-02 Score 81.698 Data time: 0.2018, Forward time: 2.2691, Backward time: 3.0868, DDP time: 0.0040, Total iter time: 4.6553 [2020-11-05 15:23:40,380][root][INFO] - ===> Epoch[44](1144/26): Loss 0.4832, Sem 0.6092, dir -0.6129, norm 0.4869, swav 0.0000 LR: 8.964e-02 Score 80.542 Data time: 0.2276, Forward time: 2.2690, Backward time: 3.0867, DDP time: 0.0040, Total iter time: 5.5172 [2020-11-05 15:23:45,030][root][INFO] - ===> Epoch[45](1145/26): Loss 0.4457, Sem 0.5820, dir -0.6139, norm 0.4776, swav 0.0000 LR: 8.963e-02 Score 82.661 Data time: 0.1832, Forward time: 2.2688, Backward time: 3.0860, DDP time: 0.0040, Total iter time: 4.5313 [2020-11-05 15:23:53,209][root][INFO] - ===> Epoch[45](1146/26): Loss 0.5492, Sem 0.6097, dir -0.5905, norm 0.5300, swav 0.0000 LR: 8.963e-02 Score 81.325 Data time: 0.1763, Forward time: 2.2683, Backward time: 3.0885, DDP time: 0.0040, Total iter time: 8.0625 [2020-11-05 15:23:58,894][root][INFO] - ===> Epoch[45](1147/26): Loss 0.5387, Sem 0.6324, dir -0.5583, norm 0.4646, swav 0.0000 LR: 8.962e-02 Score 81.082 Data time: 0.2257, Forward time: 2.2683, Backward time: 3.0884, DDP time: 0.0040, Total iter time: 5.5855 [2020-11-05 15:24:04,953][root][INFO] - ===> Epoch[45](1148/26): Loss 0.4471, Sem 0.5483, dir -0.5847, norm 0.4835, swav 0.0000 LR: 8.961e-02 Score 82.945 Data time: 0.2527, Forward time: 2.2686, Backward time: 3.0884, DDP time: 0.0040, Total iter time: 5.9389 [2020-11-05 15:24:10,575][root][INFO] - ===> Epoch[45](1149/26): Loss 0.5761, Sem 0.7111, dir -0.6399, norm 0.5048, swav 0.0000 LR: 8.960e-02 Score 78.375 Data time: 0.2640, Forward time: 2.2690, Backward time: 3.0878, DDP time: 0.0040, Total iter time: 5.5170 [2020-11-05 15:24:17,200][root][INFO] - ===> Epoch[45](1150/26): Loss 0.5101, Sem 0.6197, dir -0.6086, norm 0.4989, swav 0.0000 LR: 8.959e-02 Score 80.156 Data time: 0.1755, Forward time: 2.2686, Backward time: 3.0889, DDP time: 0.0040, Total iter time: 6.4770 [2020-11-05 15:24:23,154][root][INFO] - ===> Epoch[45](1151/26): Loss 0.5128, Sem 0.6466, dir -0.6037, norm 0.4699, swav 0.0000 LR: 8.958e-02 Score 79.778 Data time: 0.1564, Forward time: 2.2681, Backward time: 3.0896, DDP time: 0.0040, Total iter time: 5.8548 [2020-11-05 15:24:28,860][root][INFO] - ===> Epoch[45](1152/26): Loss 0.4754, Sem 0.5739, dir -0.5949, norm 0.4963, swav 0.0000 LR: 8.957e-02 Score 82.171 Data time: 0.1961, Forward time: 2.2680, Backward time: 3.0897, DDP time: 0.0040, Total iter time: 5.6302 [2020-11-05 15:24:33,907][root][INFO] - ===> Epoch[45](1153/26): Loss 0.4446, Sem 0.6356, dir -0.6457, norm 0.4547, swav 0.0000 LR: 8.956e-02 Score 80.236 Data time: 0.1763, Forward time: 2.2675, Backward time: 3.0896, DDP time: 0.0040, Total iter time: 4.9079 [2020-11-05 15:24:39,435][root][INFO] - ===> Epoch[45](1154/26): Loss 0.5287, Sem 0.6675, dir -0.6033, norm 0.4644, swav 0.0000 LR: 8.955e-02 Score 79.627 Data time: 0.2577, Forward time: 2.2677, Backward time: 3.0892, DDP time: 0.0040, Total iter time: 5.4226 [2020-11-05 15:24:45,321][root][INFO] - ===> Epoch[45](1155/26): Loss 0.5554, Sem 0.6283, dir -0.5727, norm 0.4997, swav 0.0000 LR: 8.954e-02 Score 81.322 Data time: 0.2277, Forward time: 2.2679, Backward time: 3.0891, DDP time: 0.0040, Total iter time: 5.7531 [2020-11-05 15:24:49,877][root][INFO] - ===> Epoch[45](1156/26): Loss 0.5899, Sem 0.6073, dir -0.5959, norm 0.5785, swav 0.0000 LR: 8.953e-02 Score 81.847 Data time: 0.2268, Forward time: 2.2680, Backward time: 3.0880, DDP time: 0.0040, Total iter time: 4.4337 [2020-11-05 15:24:53,986][root][INFO] - ===> Epoch[45](1157/26): Loss 0.5459, Sem 0.6484, dir -0.6114, norm 0.5088, swav 0.0000 LR: 8.953e-02 Score 79.917 Data time: 0.1939, Forward time: 2.2677, Backward time: 3.0869, DDP time: 0.0040, Total iter time: 3.9982 [2020-11-05 15:24:58,671][root][INFO] - ===> Epoch[45](1158/26): Loss 0.4165, Sem 0.5707, dir -0.6448, norm 0.4906, swav 0.0000 LR: 8.952e-02 Score 82.497 Data time: 0.2262, Forward time: 2.2678, Backward time: 3.0859, DDP time: 0.0040, Total iter time: 4.5846 [2020-11-05 15:25:03,691][root][INFO] - ===> Epoch[45](1159/26): Loss 0.4908, Sem 0.5833, dir -0.5799, norm 0.4874, swav 0.0000 LR: 8.951e-02 Score 81.836 Data time: 0.1668, Forward time: 2.2674, Backward time: 3.0857, DDP time: 0.0040, Total iter time: 4.8940 [2020-11-05 15:25:08,696][root][INFO] - ===> Epoch[45](1160/26): Loss 0.5168, Sem 0.6489, dir -0.6333, norm 0.5012, swav 0.0000 LR: 8.950e-02 Score 78.890 Data time: 0.1826, Forward time: 2.2669, Backward time: 3.0855, DDP time: 0.0040, Total iter time: 4.9116 [2020-11-05 15:25:14,785][root][INFO] - ===> Epoch[45](1161/26): Loss 0.5112, Sem 0.6103, dir -0.5938, norm 0.4947, swav 0.0000 LR: 8.949e-02 Score 82.460 Data time: 0.2461, Forward time: 2.2672, Backward time: 3.0855, DDP time: 0.0040, Total iter time: 5.9898 [2020-11-05 15:25:20,433][root][INFO] - ===> Epoch[45](1162/26): Loss 0.5487, Sem 0.6759, dir -0.6121, norm 0.4849, swav 0.0000 LR: 8.948e-02 Score 77.685 Data time: 0.2016, Forward time: 2.2669, Backward time: 3.0856, DDP time: 0.0040, Total iter time: 5.5222 [2020-11-05 15:25:26,328][root][INFO] - ===> Epoch[45](1163/26): Loss 0.5607, Sem 0.6340, dir -0.5810, norm 0.5076, swav 0.0000 LR: 8.947e-02 Score 80.551 Data time: 0.2927, Forward time: 2.2676, Backward time: 3.0851, DDP time: 0.0040, Total iter time: 5.8188 [2020-11-05 15:25:32,536][root][INFO] - ===> Epoch[45](1164/26): Loss 0.5257, Sem 0.6243, dir -0.5902, norm 0.4916, swav 0.0000 LR: 8.946e-02 Score 80.900 Data time: 0.2261, Forward time: 2.2677, Backward time: 3.0854, DDP time: 0.0040, Total iter time: 6.0760 [2020-11-05 15:25:38,545][root][INFO] - ===> Epoch[45](1165/26): Loss 0.6081, Sem 0.6714, dir -0.6012, norm 0.5379, swav 0.0000 LR: 8.945e-02 Score 79.067 Data time: 0.1946, Forward time: 2.2677, Backward time: 3.0856, DDP time: 0.0040, Total iter time: 5.8969 [2020-11-05 15:25:44,653][root][INFO] - ===> Epoch[45](1166/26): Loss 0.5015, Sem 0.6338, dir -0.6201, norm 0.4879, swav 0.0000 LR: 8.944e-02 Score 79.759 Data time: 0.2359, Forward time: 2.2678, Backward time: 3.0858, DDP time: 0.0040, Total iter time: 5.9989 [2020-11-05 15:25:51,232][root][INFO] - ===> Epoch[45](1167/26): Loss 0.4956, Sem 0.6362, dir -0.6215, norm 0.4809, swav 0.0000 LR: 8.943e-02 Score 78.857 Data time: 0.2709, Forward time: 2.2682, Backward time: 3.0860, DDP time: 0.0040, Total iter time: 6.4621 [2020-11-05 15:25:58,711][root][INFO] - ===> Epoch[45](1168/26): Loss 0.5820, Sem 0.6633, dir -0.5847, norm 0.5033, swav 0.0000 LR: 8.942e-02 Score 78.781 Data time: 0.3083, Forward time: 2.2691, Backward time: 3.0866, DDP time: 0.0040, Total iter time: 7.3716 [2020-11-05 15:26:04,179][root][INFO] - ===> Epoch[45](1169/26): Loss 0.4819, Sem 0.5863, dir -0.5962, norm 0.4918, swav 0.0000 LR: 8.942e-02 Score 82.681 Data time: 0.1671, Forward time: 2.2688, Backward time: 3.0866, DDP time: 0.0040, Total iter time: 5.3156 [2020-11-05 15:26:10,388][root][INFO] - ===> Epoch[45](1170/26): Loss 0.4973, Sem 0.6258, dir -0.6036, norm 0.4752, swav 0.0000 LR: 8.941e-02 Score 80.933 Data time: 0.2070, Forward time: 2.2687, Backward time: 3.0871, DDP time: 0.0040, Total iter time: 6.1167 [2020-11-05 15:26:17,409][root][INFO] - ===> Epoch[46](1171/26): Loss 0.4986, Sem 0.5894, dir -0.5675, norm 0.4767, swav 0.0000 LR: 8.940e-02 Score 81.597 Data time: 0.1697, Forward time: 2.2683, Backward time: 3.0885, DDP time: 0.0040, Total iter time: 6.9137 [2020-11-05 15:26:22,328][root][INFO] - ===> Epoch[46](1172/26): Loss 0.5686, Sem 0.6280, dir -0.5587, norm 0.4993, swav 0.0000 LR: 8.939e-02 Score 80.819 Data time: 0.1779, Forward time: 2.2679, Backward time: 3.0882, DDP time: 0.0040, Total iter time: 4.8343 [2020-11-05 15:26:28,525][root][INFO] - ===> Epoch[46](1173/26): Loss 0.5015, Sem 0.5852, dir -0.5852, norm 0.5014, swav 0.0000 LR: 8.938e-02 Score 81.623 Data time: 0.2512, Forward time: 2.2680, Backward time: 3.0885, DDP time: 0.0040, Total iter time: 6.0837 [2020-11-05 15:26:34,178][root][INFO] - ===> Epoch[46](1174/26): Loss 0.5089, Sem 0.5973, dir -0.5926, norm 0.5042, swav 0.0000 LR: 8.937e-02 Score 81.289 Data time: 0.2526, Forward time: 2.2683, Backward time: 3.0881, DDP time: 0.0040, Total iter time: 5.5319 [2020-11-05 15:26:39,710][root][INFO] - ===> Epoch[46](1175/26): Loss 0.4738, Sem 0.6503, dir -0.6253, norm 0.4487, swav 0.0000 LR: 8.936e-02 Score 78.738 Data time: 0.2141, Forward time: 2.2683, Backward time: 3.0878, DDP time: 0.0040, Total iter time: 5.3938 [2020-11-05 15:26:45,564][root][INFO] - ===> Epoch[46](1176/26): Loss 0.6145, Sem 0.6545, dir -0.6049, norm 0.5649, swav 0.0000 LR: 8.935e-02 Score 80.989 Data time: 0.2492, Forward time: 2.2687, Backward time: 3.0876, DDP time: 0.0040, Total iter time: 5.7505 [2020-11-05 15:26:51,733][root][INFO] - ===> Epoch[46](1177/26): Loss 0.3993, Sem 0.5819, dir -0.6312, norm 0.4486, swav 0.0000 LR: 8.934e-02 Score 81.869 Data time: 0.1602, Forward time: 2.2681, Backward time: 3.0885, DDP time: 0.0040, Total iter time: 6.0388 [2020-11-05 15:26:57,637][root][INFO] - ===> Epoch[46](1178/26): Loss 0.6040, Sem 0.6745, dir -0.5943, norm 0.5239, swav 0.0000 LR: 8.933e-02 Score 80.501 Data time: 0.3029, Forward time: 2.2687, Backward time: 3.0880, DDP time: 0.0040, Total iter time: 5.8122 [2020-11-05 15:27:03,286][root][INFO] - ===> Epoch[46](1179/26): Loss 0.4210, Sem 0.5144, dir -0.5998, norm 0.5064, swav 0.0000 LR: 8.932e-02 Score 83.915 Data time: 0.1573, Forward time: 2.2683, Backward time: 3.0882, DDP time: 0.0040, Total iter time: 5.5082 [2020-11-05 15:27:08,360][root][INFO] - ===> Epoch[46](1180/26): Loss 0.6259, Sem 0.7046, dir -0.5747, norm 0.4960, swav 0.0000 LR: 8.932e-02 Score 79.641 Data time: 0.1906, Forward time: 2.2680, Backward time: 3.0880, DDP time: 0.0040, Total iter time: 4.9840 [2020-11-05 15:27:13,423][root][INFO] - ===> Epoch[46](1181/26): Loss 0.4438, Sem 0.5353, dir -0.6160, norm 0.5245, swav 0.0000 LR: 8.931e-02 Score 83.356 Data time: 0.2652, Forward time: 2.2682, Backward time: 3.0872, DDP time: 0.0040, Total iter time: 4.9647 [2020-11-05 15:27:19,251][root][INFO] - ===> Epoch[46](1182/26): Loss 0.5549, Sem 0.6995, dir -0.6504, norm 0.5057, swav 0.0000 LR: 8.930e-02 Score 77.027 Data time: 0.1977, Forward time: 2.2681, Backward time: 3.0874, DDP time: 0.0040, Total iter time: 5.7052 [2020-11-05 15:27:25,045][root][INFO] - ===> Epoch[46](1183/26): Loss 0.3627, Sem 0.5474, dir -0.6528, norm 0.4681, swav 0.0000 LR: 8.929e-02 Score 82.862 Data time: 0.1879, Forward time: 2.2679, Backward time: 3.0876, DDP time: 0.0040, Total iter time: 5.6887 [2020-11-05 15:27:31,915][root][INFO] - ===> Epoch[46](1184/26): Loss 0.5017, Sem 0.6094, dir -0.6069, norm 0.4992, swav 0.0000 LR: 8.928e-02 Score 81.392 Data time: 0.1735, Forward time: 2.2675, Backward time: 3.0889, DDP time: 0.0040, Total iter time: 6.7697 [2020-11-05 15:27:38,971][root][INFO] - ===> Epoch[46](1185/26): Loss 0.5228, Sem 0.6816, dir -0.6210, norm 0.4623, swav 0.0000 LR: 8.927e-02 Score 79.093 Data time: 0.1597, Forward time: 2.2670, Backward time: 3.0905, DDP time: 0.0040, Total iter time: 6.9483 [2020-11-05 15:27:43,791][root][INFO] - ===> Epoch[46](1186/26): Loss 0.5124, Sem 0.6460, dir -0.6125, norm 0.4789, swav 0.0000 LR: 8.926e-02 Score 80.526 Data time: 0.2301, Forward time: 2.2671, Backward time: 3.0896, DDP time: 0.0040, Total iter time: 4.7259 [2020-11-05 15:27:49,546][root][INFO] - ===> Epoch[46](1187/26): Loss 0.5646, Sem 0.6572, dir -0.5937, norm 0.5011, swav 0.0000 LR: 8.925e-02 Score 81.238 Data time: 0.1952, Forward time: 2.2669, Backward time: 3.0898, DDP time: 0.0040, Total iter time: 5.6288 [2020-11-05 15:27:56,412][root][INFO] - ===> Epoch[46](1188/26): Loss 0.4404, Sem 0.5436, dir -0.6028, norm 0.4995, swav 0.0000 LR: 8.924e-02 Score 83.697 Data time: 0.2323, Forward time: 2.2671, Backward time: 3.0905, DDP time: 0.0040, Total iter time: 6.7434 [2020-11-05 15:28:02,540][root][INFO] - ===> Epoch[46](1189/26): Loss 0.4827, Sem 0.5883, dir -0.6148, norm 0.5092, swav 0.0000 LR: 8.923e-02 Score 81.594 Data time: 0.2414, Forward time: 2.2673, Backward time: 3.0906, DDP time: 0.0040, Total iter time: 5.9962 [2020-11-05 15:28:07,619][root][INFO] - ===> Epoch[46](1190/26): Loss 0.5585, Sem 0.6723, dir -0.6330, norm 0.5192, swav 0.0000 LR: 8.922e-02 Score 78.935 Data time: 0.1921, Forward time: 2.2670, Backward time: 3.0903, DDP time: 0.0040, Total iter time: 4.9606 [2020-11-05 15:28:14,328][root][INFO] - ===> Epoch[46](1191/26): Loss 0.4747, Sem 0.5818, dir -0.6107, norm 0.5036, swav 0.0000 LR: 8.922e-02 Score 81.920 Data time: 0.2834, Forward time: 2.2675, Backward time: 3.0906, DDP time: 0.0040, Total iter time: 6.6068 [2020-11-05 15:28:19,774][root][INFO] - ===> Epoch[46](1192/26): Loss 0.4334, Sem 0.6086, dir -0.6331, norm 0.4579, swav 0.0000 LR: 8.921e-02 Score 81.907 Data time: 0.2652, Forward time: 2.2679, Backward time: 3.0899, DDP time: 0.0040, Total iter time: 5.3207 [2020-11-05 15:28:26,297][root][INFO] - ===> Epoch[46](1193/26): Loss 0.5238, Sem 0.6600, dir -0.6185, norm 0.4822, swav 0.0000 LR: 8.920e-02 Score 79.757 Data time: 0.1795, Forward time: 2.2676, Backward time: 3.0908, DDP time: 0.0040, Total iter time: 6.4030 [2020-11-05 15:28:32,001][root][INFO] - ===> Epoch[46](1194/26): Loss 0.4199, Sem 0.5692, dir -0.6439, norm 0.4946, swav 0.0000 LR: 8.919e-02 Score 82.308 Data time: 0.1536, Forward time: 2.2671, Backward time: 3.0913, DDP time: 0.0040, Total iter time: 5.5891 [2020-11-05 15:28:37,641][root][INFO] - ===> Epoch[46](1195/26): Loss 0.5286, Sem 0.6295, dir -0.6163, norm 0.5154, swav 0.0000 LR: 8.918e-02 Score 80.232 Data time: 0.2404, Forward time: 2.2670, Backward time: 3.0912, DDP time: 0.0040, Total iter time: 5.5355 [2020-11-05 15:28:42,408][root][INFO] - ===> Epoch[46](1196/26): Loss 0.5423, Sem 0.6608, dir -0.6154, norm 0.4968, swav 0.0000 LR: 8.917e-02 Score 80.246 Data time: 0.2201, Forward time: 2.2670, Backward time: 3.0904, DDP time: 0.0040, Total iter time: 4.6502 [2020-11-05 15:28:48,093][root][INFO] - ===> Epoch[47](1197/26): Loss 0.3735, Sem 0.5277, dir -0.6217, norm 0.4675, swav 0.0000 LR: 8.916e-02 Score 83.305 Data time: 0.2070, Forward time: 2.2669, Backward time: 3.0904, DDP time: 0.0040, Total iter time: 5.5555 [2020-11-05 15:28:53,897][root][INFO] - ===> Epoch[47](1198/26): Loss 0.5247, Sem 0.5920, dir -0.5759, norm 0.5086, swav 0.0000 LR: 8.915e-02 Score 80.852 Data time: 0.2346, Forward time: 2.2667, Backward time: 3.0906, DDP time: 0.0040, Total iter time: 5.6716 [2020-11-05 15:29:00,081][root][INFO] - ===> Epoch[47](1199/26): Loss 0.6572, Sem 0.7307, dir -0.5952, norm 0.5217, swav 0.0000 LR: 8.914e-02 Score 77.956 Data time: 0.2367, Forward time: 2.2668, Backward time: 3.0908, DDP time: 0.0040, Total iter time: 6.0440 [2020-11-05 15:29:05,492][root][INFO] - ===> Epoch[47](1200/26): Loss 0.4685, Sem 0.5897, dir -0.6117, norm 0.4905, swav 0.0000 LR: 8.913e-02 Score 82.214 Data time: 0.1718, Forward time: 2.2663, Backward time: 3.0910, DDP time: 0.0040, Total iter time: 5.2792 [2020-11-05 15:29:10,892][root][INFO] - ===> Epoch[47](1201/26): Loss 0.5270, Sem 0.6350, dir -0.6129, norm 0.5049, swav 0.0000 LR: 8.912e-02 Score 80.956 Data time: 0.2132, Forward time: 2.2662, Backward time: 3.0908, DDP time: 0.0040, Total iter time: 5.3034 [2020-11-05 15:29:17,478][root][INFO] - ===> Epoch[47](1202/26): Loss 0.4489, Sem 0.5876, dir -0.6058, norm 0.4671, swav 0.0000 LR: 8.912e-02 Score 82.125 Data time: 0.1748, Forward time: 2.2658, Backward time: 3.0919, DDP time: 0.0040, Total iter time: 6.4815 [2020-11-05 15:29:25,855][root][INFO] - ===> Epoch[47](1203/26): Loss 0.5730, Sem 0.6310, dir -0.6005, norm 0.5425, swav 0.0000 LR: 8.911e-02 Score 81.321 Data time: 0.2746, Forward time: 2.2663, Backward time: 3.0935, DDP time: 0.0040, Total iter time: 8.3140 [2020-11-05 15:29:31,796][root][INFO] - ===> Epoch[47](1204/26): Loss 0.5197, Sem 0.6481, dir -0.6074, norm 0.4790, swav 0.0000 LR: 8.910e-02 Score 79.285 Data time: 0.2265, Forward time: 2.2664, Backward time: 3.0935, DDP time: 0.0040, Total iter time: 5.8197 [2020-11-05 15:29:36,673][root][INFO] - ===> Epoch[47](1205/26): Loss 0.4585, Sem 0.6231, dir -0.6341, norm 0.4695, swav 0.0000 LR: 8.909e-02 Score 79.612 Data time: 0.2305, Forward time: 2.2664, Backward time: 3.0928, DDP time: 0.0040, Total iter time: 4.7634 [2020-11-05 15:29:43,345][root][INFO] - ===> Epoch[47](1206/26): Loss 0.4946, Sem 0.6038, dir -0.6008, norm 0.4917, swav 0.0000 LR: 8.908e-02 Score 81.098 Data time: 0.3144, Forward time: 2.2670, Backward time: 3.0928, DDP time: 0.0040, Total iter time: 6.5486 [2020-11-05 15:29:48,372][root][INFO] - ===> Epoch[47](1207/26): Loss 0.4140, Sem 0.5588, dir -0.6241, norm 0.4793, swav 0.0000 LR: 8.907e-02 Score 84.138 Data time: 0.2149, Forward time: 2.2672, Backward time: 3.0920, DDP time: 0.0040, Total iter time: 4.8821 [2020-11-05 15:29:54,389][root][INFO] - ===> Epoch[47](1208/26): Loss 0.4693, Sem 0.5572, dir -0.5907, norm 0.5028, swav 0.0000 LR: 8.906e-02 Score 82.736 Data time: 0.1548, Forward time: 2.2667, Backward time: 3.0927, DDP time: 0.0040, Total iter time: 5.9188 [2020-11-05 15:30:00,368][root][INFO] - ===> Epoch[47](1209/26): Loss 0.4255, Sem 0.5875, dir -0.6124, norm 0.4504, swav 0.0000 LR: 8.905e-02 Score 81.313 Data time: 0.2607, Forward time: 2.2669, Backward time: 3.0927, DDP time: 0.0040, Total iter time: 5.8887 [2020-11-05 15:30:05,411][root][INFO] - ===> Epoch[47](1210/26): Loss 0.5080, Sem 0.6547, dir -0.6357, norm 0.4891, swav 0.0000 LR: 8.904e-02 Score 79.510 Data time: 0.2482, Forward time: 2.2673, Backward time: 3.0917, DDP time: 0.0040, Total iter time: 4.9145 [2020-11-05 15:30:13,442][root][INFO] - ===> Epoch[47](1211/26): Loss 0.5796, Sem 0.6298, dir -0.5862, norm 0.5360, swav 0.0000 LR: 8.903e-02 Score 81.166 Data time: 0.2186, Forward time: 2.2673, Backward time: 3.0935, DDP time: 0.0040, Total iter time: 7.9180 [2020-11-05 15:30:18,783][root][INFO] - ===> Epoch[47](1212/26): Loss 0.5042, Sem 0.6171, dir -0.6117, norm 0.4988, swav 0.0000 LR: 8.902e-02 Score 81.103 Data time: 0.2052, Forward time: 2.2673, Backward time: 3.0932, DDP time: 0.0040, Total iter time: 5.2324 [2020-11-05 15:30:25,920][root][INFO] - ===> Epoch[47](1213/26): Loss 0.4852, Sem 0.5854, dir -0.5977, norm 0.4974, swav 0.0000 LR: 8.901e-02 Score 81.843 Data time: 0.2357, Forward time: 2.2675, Backward time: 3.0941, DDP time: 0.0040, Total iter time: 7.0187 [2020-11-05 15:30:33,442][root][INFO] - ===> Epoch[47](1214/26): Loss 0.4073, Sem 0.5497, dir -0.6104, norm 0.4681, swav 0.0000 LR: 8.901e-02 Score 82.043 Data time: 0.2154, Forward time: 2.2674, Backward time: 3.0955, DDP time: 0.0040, Total iter time: 7.4039 [2020-11-05 15:30:40,226][root][INFO] - ===> Epoch[47](1215/26): Loss 0.5540, Sem 0.6400, dir -0.6014, norm 0.5154, swav 0.0000 LR: 8.900e-02 Score 80.748 Data time: 0.2434, Forward time: 2.2677, Backward time: 3.0960, DDP time: 0.0040, Total iter time: 6.6529 [2020-11-05 15:30:45,482][root][INFO] - ===> Epoch[47](1216/26): Loss 0.4577, Sem 0.5909, dir -0.6177, norm 0.4844, swav 0.0000 LR: 8.899e-02 Score 80.484 Data time: 0.1700, Forward time: 2.2674, Backward time: 3.0959, DDP time: 0.0040, Total iter time: 5.1239 [2020-11-05 15:30:49,998][root][INFO] - ===> Epoch[47](1217/26): Loss 0.5923, Sem 0.6847, dir -0.6008, norm 0.5084, swav 0.0000 LR: 8.898e-02 Score 79.101 Data time: 0.1973, Forward time: 2.2670, Backward time: 3.0953, DDP time: 0.0040, Total iter time: 4.4007 [2020-11-05 15:30:55,109][root][INFO] - ===> Epoch[47](1218/26): Loss 0.3735, Sem 0.5428, dir -0.6119, norm 0.4426, swav 0.0000 LR: 8.897e-02 Score 83.030 Data time: 0.2473, Forward time: 2.2672, Backward time: 3.0946, DDP time: 0.0040, Total iter time: 5.0122 [2020-11-05 15:31:01,090][root][INFO] - ===> Epoch[47](1219/26): Loss 0.4938, Sem 0.5900, dir -0.6241, norm 0.5278, swav 0.0000 LR: 8.896e-02 Score 81.109 Data time: 0.2149, Forward time: 2.2672, Backward time: 3.0948, DDP time: 0.0040, Total iter time: 5.8641 [2020-11-05 15:31:06,537][root][INFO] - ===> Epoch[47](1220/26): Loss 0.5590, Sem 0.6080, dir -0.5726, norm 0.5237, swav 0.0000 LR: 8.895e-02 Score 80.175 Data time: 0.2158, Forward time: 2.2670, Backward time: 3.0946, DDP time: 0.0040, Total iter time: 5.3271 [2020-11-05 15:31:12,225][root][INFO] - ===> Epoch[47](1221/26): Loss 0.4082, Sem 0.5459, dir -0.6169, norm 0.4791, swav 0.0000 LR: 8.894e-02 Score 83.255 Data time: 0.1610, Forward time: 2.2664, Backward time: 3.0951, DDP time: 0.0040, Total iter time: 5.5770 [2020-11-05 15:31:17,575][root][INFO] - ===> Epoch[47](1222/26): Loss 0.4739, Sem 0.5815, dir -0.6138, norm 0.5063, swav 0.0000 LR: 8.893e-02 Score 81.927 Data time: 0.2564, Forward time: 2.2667, Backward time: 3.0945, DDP time: 0.0040, Total iter time: 5.2729 [2020-11-05 15:31:23,717][root][INFO] - ===> Epoch[48](1223/26): Loss 0.4697, Sem 0.6283, dir -0.6497, norm 0.4911, swav 0.0000 LR: 8.892e-02 Score 80.249 Data time: 0.2059, Forward time: 2.2667, Backward time: 3.0948, DDP time: 0.0040, Total iter time: 6.0232 [2020-11-05 15:31:28,533][root][INFO] - ===> Epoch[48](1224/26): Loss 0.4778, Sem 0.6381, dir -0.6520, norm 0.4916, swav 0.0000 LR: 8.891e-02 Score 79.958 Data time: 0.1380, Forward time: 2.2661, Backward time: 3.0947, DDP time: 0.0040, Total iter time: 4.6878 [2020-11-05 15:31:33,629][root][INFO] - ===> Epoch[48](1225/26): Loss 0.3912, Sem 0.5559, dir -0.6236, norm 0.4590, swav 0.0000 LR: 8.891e-02 Score 82.925 Data time: 0.1584, Forward time: 2.2656, Backward time: 3.0947, DDP time: 0.0040, Total iter time: 5.0212 [2020-11-05 15:31:39,427][root][INFO] - ===> Epoch[48](1226/26): Loss 0.4813, Sem 0.6203, dir -0.6187, norm 0.4797, swav 0.0000 LR: 8.890e-02 Score 81.736 Data time: 0.1520, Forward time: 2.2650, Backward time: 3.0953, DDP time: 0.0040, Total iter time: 5.6986 [2020-11-05 15:31:44,586][root][INFO] - ===> Epoch[48](1227/26): Loss 0.4094, Sem 0.5506, dir -0.6202, norm 0.4790, swav 0.0000 LR: 8.889e-02 Score 84.098 Data time: 0.2749, Forward time: 2.2653, Backward time: 3.0945, DDP time: 0.0040, Total iter time: 5.0618 [2020-11-05 15:31:51,538][root][INFO] - ===> Epoch[48](1228/26): Loss 0.4891, Sem 0.6353, dir -0.6145, norm 0.4683, swav 0.0000 LR: 8.888e-02 Score 79.749 Data time: 0.2127, Forward time: 2.2653, Backward time: 3.0955, DDP time: 0.0040, Total iter time: 6.8213 [2020-11-05 15:31:57,452][root][INFO] - ===> Epoch[48](1229/26): Loss 0.4541, Sem 0.6270, dir -0.6408, norm 0.4678, swav 0.0000 LR: 8.887e-02 Score 80.403 Data time: 0.2857, Forward time: 2.2658, Backward time: 3.0951, DDP time: 0.0040, Total iter time: 5.7905 [2020-11-05 15:32:03,278][root][INFO] - ===> Epoch[48](1230/26): Loss 0.3825, Sem 0.5679, dir -0.6312, norm 0.4458, swav 0.0000 LR: 8.886e-02 Score 83.509 Data time: 0.1836, Forward time: 2.2655, Backward time: 3.0953, DDP time: 0.0040, Total iter time: 5.6984 [2020-11-05 15:32:09,013][root][INFO] - ===> Epoch[48](1231/26): Loss 0.5848, Sem 0.6366, dir -0.5715, norm 0.5197, swav 0.0000 LR: 8.885e-02 Score 79.777 Data time: 0.2143, Forward time: 2.2654, Backward time: 3.0954, DDP time: 0.0040, Total iter time: 5.6306 [2020-11-05 15:32:14,125][root][INFO] - ===> Epoch[48](1232/26): Loss 0.4279, Sem 0.5406, dir -0.5915, norm 0.4787, swav 0.0000 LR: 8.884e-02 Score 82.723 Data time: 0.2339, Forward time: 2.2657, Backward time: 3.0946, DDP time: 0.0040, Total iter time: 4.9928 [2020-11-05 15:32:19,810][root][INFO] - ===> Epoch[48](1233/26): Loss 0.4424, Sem 0.5806, dir -0.6213, norm 0.4831, swav 0.0000 LR: 8.883e-02 Score 81.974 Data time: 0.1754, Forward time: 2.2654, Backward time: 3.0949, DDP time: 0.0040, Total iter time: 5.5708 [2020-11-05 15:32:26,755][root][INFO] - ===> Epoch[48](1234/26): Loss 0.4889, Sem 0.6061, dir -0.5919, norm 0.4747, swav 0.0000 LR: 8.882e-02 Score 82.291 Data time: 0.2451, Forward time: 2.2655, Backward time: 3.0956, DDP time: 0.0040, Total iter time: 6.8334 [2020-11-05 15:32:33,226][root][INFO] - ===> Epoch[48](1235/26): Loss 0.4863, Sem 0.5365, dir -0.5847, norm 0.5344, swav 0.0000 LR: 8.881e-02 Score 83.318 Data time: 0.2440, Forward time: 2.2658, Backward time: 3.0959, DDP time: 0.0040, Total iter time: 6.3414 [2020-11-05 15:32:39,694][root][INFO] - ===> Epoch[48](1236/26): Loss 0.4140, Sem 0.5350, dir -0.6111, norm 0.4902, swav 0.0000 LR: 8.881e-02 Score 83.601 Data time: 0.2110, Forward time: 2.2657, Backward time: 3.0965, DDP time: 0.0040, Total iter time: 6.3252 [2020-11-05 15:32:45,008][root][INFO] - ===> Epoch[48](1237/26): Loss 0.4680, Sem 0.6360, dir -0.6403, norm 0.4723, swav 0.0000 LR: 8.880e-02 Score 80.699 Data time: 0.2713, Forward time: 2.2661, Backward time: 3.0958, DDP time: 0.0040, Total iter time: 5.2153 [2020-11-05 15:32:51,353][root][INFO] - ===> Epoch[48](1238/26): Loss 0.5142, Sem 0.6251, dir -0.6299, norm 0.5190, swav 0.0000 LR: 8.879e-02 Score 81.314 Data time: 0.1727, Forward time: 2.2658, Backward time: 3.0965, DDP time: 0.0040, Total iter time: 6.2507 [2020-11-05 15:32:57,933][root][INFO] - ===> Epoch[48](1239/26): Loss 0.4668, Sem 0.6054, dir -0.6279, norm 0.4892, swav 0.0000 LR: 8.878e-02 Score 81.948 Data time: 0.2137, Forward time: 2.2658, Backward time: 3.0972, DDP time: 0.0040, Total iter time: 6.5014 [2020-11-05 15:33:03,534][root][INFO] - ===> Epoch[48](1240/26): Loss 0.4984, Sem 0.6247, dir -0.6031, norm 0.4768, swav 0.0000 LR: 8.877e-02 Score 80.245 Data time: 0.2151, Forward time: 2.2657, Backward time: 3.0972, DDP time: 0.0040, Total iter time: 5.5001 [2020-11-05 15:33:09,537][root][INFO] - ===> Epoch[48](1241/26): Loss 0.5382, Sem 0.6294, dir -0.5921, norm 0.5009, swav 0.0000 LR: 8.876e-02 Score 80.650 Data time: 0.2877, Forward time: 2.2663, Backward time: 3.0967, DDP time: 0.0040, Total iter time: 5.9077 [2020-11-05 15:33:15,212][root][INFO] - ===> Epoch[48](1242/26): Loss 0.4972, Sem 0.6230, dir -0.6352, norm 0.5094, swav 0.0000 LR: 8.875e-02 Score 81.571 Data time: 0.2025, Forward time: 2.2663, Backward time: 3.0966, DDP time: 0.0040, Total iter time: 5.5564 [2020-11-05 15:33:20,777][root][INFO] - ===> Epoch[48](1243/26): Loss 0.5794, Sem 0.6527, dir -0.6193, norm 0.5460, swav 0.0000 LR: 8.874e-02 Score 80.270 Data time: 0.2571, Forward time: 2.2668, Backward time: 3.0960, DDP time: 0.0040, Total iter time: 5.4691 [2020-11-05 15:33:25,247][root][INFO] - ===> Epoch[48](1244/26): Loss 0.4235, Sem 0.5693, dir -0.6105, norm 0.4647, swav 0.0000 LR: 8.873e-02 Score 82.768 Data time: 0.2027, Forward time: 2.2667, Backward time: 3.0951, DDP time: 0.0040, Total iter time: 4.3438 [2020-11-05 15:33:30,274][root][INFO] - ===> Epoch[48](1245/26): Loss 0.2412, Sem 0.4762, dir -0.6653, norm 0.4303, swav 0.0000 LR: 8.872e-02 Score 85.240 Data time: 0.2122, Forward time: 2.2666, Backward time: 3.0946, DDP time: 0.0040, Total iter time: 4.9208 [2020-11-05 15:33:35,561][root][INFO] - ===> Epoch[48](1246/26): Loss 0.4260, Sem 0.5912, dir -0.6272, norm 0.4620, swav 0.0000 LR: 8.871e-02 Score 80.969 Data time: 0.1964, Forward time: 2.2665, Backward time: 3.0943, DDP time: 0.0040, Total iter time: 5.1816 [2020-11-05 15:33:42,283][root][INFO] - ===> Epoch[48](1247/26): Loss 0.4449, Sem 0.5693, dir -0.6320, norm 0.5076, swav 0.0000 LR: 8.870e-02 Score 82.303 Data time: 0.1726, Forward time: 2.2661, Backward time: 3.0953, DDP time: 0.0040, Total iter time: 6.6412 [2020-11-05 15:33:48,286][root][INFO] - ===> Epoch[48](1248/26): Loss 0.4666, Sem 0.5739, dir -0.6080, norm 0.5007, swav 0.0000 LR: 8.870e-02 Score 82.060 Data time: 0.2314, Forward time: 2.2662, Backward time: 3.0955, DDP time: 0.0040, Total iter time: 5.9024 [2020-11-05 15:33:53,411][root][INFO] - ===> Epoch[49](1249/26): Loss 0.4050, Sem 0.5879, dir -0.6344, norm 0.4514, swav 0.0000 LR: 8.869e-02 Score 81.576 Data time: 0.1649, Forward time: 2.2657, Backward time: 3.0955, DDP time: 0.0040, Total iter time: 5.0093 [2020-11-05 15:34:00,869][root][INFO] - ===> Epoch[49](1250/26): Loss 0.5415, Sem 0.6201, dir -0.5591, norm 0.4805, swav 0.0000 LR: 8.868e-02 Score 81.071 Data time: 0.2115, Forward time: 2.2657, Backward time: 3.0968, DDP time: 0.0040, Total iter time: 7.3784 [2020-11-05 15:34:06,089][root][INFO] - ===> Epoch[49](1251/26): Loss 0.4092, Sem 0.6015, dir -0.6307, norm 0.4384, swav 0.0000 LR: 8.867e-02 Score 80.766 Data time: 0.1383, Forward time: 2.2651, Backward time: 3.0970, DDP time: 0.0040, Total iter time: 5.0957 [2020-11-05 15:34:11,156][root][INFO] - ===> Epoch[49](1252/26): Loss 0.4494, Sem 0.6401, dir -0.6214, norm 0.4307, swav 0.0000 LR: 8.866e-02 Score 79.546 Data time: 0.2423, Forward time: 2.2653, Backward time: 3.0963, DDP time: 0.0040, Total iter time: 5.0081 [2020-11-05 15:34:16,614][root][INFO] - ===> Epoch[49](1253/26): Loss 0.6370, Sem 0.7029, dir -0.6013, norm 0.5355, swav 0.0000 LR: 8.865e-02 Score 79.772 Data time: 0.1909, Forward time: 2.2653, Backward time: 3.0961, DDP time: 0.0040, Total iter time: 5.3587 [2020-11-05 15:34:21,371][root][INFO] - ===> Epoch[49](1254/26): Loss 0.4867, Sem 0.5912, dir -0.6070, norm 0.5025, swav 0.0000 LR: 8.864e-02 Score 81.193 Data time: 0.1756, Forward time: 2.2649, Backward time: 3.0958, DDP time: 0.0040, Total iter time: 4.6541 [2020-11-05 15:34:28,188][root][INFO] - ===> Epoch[49](1255/26): Loss 0.4400, Sem 0.6015, dir -0.6252, norm 0.4637, swav 0.0000 LR: 8.863e-02 Score 80.033 Data time: 0.2682, Forward time: 2.2652, Backward time: 3.0962, DDP time: 0.0040, Total iter time: 6.7304 [2020-11-05 15:34:34,349][root][INFO] - ===> Epoch[49](1256/26): Loss 0.5867, Sem 0.6308, dir -0.5725, norm 0.5284, swav 0.0000 LR: 8.862e-02 Score 79.957 Data time: 0.3046, Forward time: 2.2657, Backward time: 3.0960, DDP time: 0.0040, Total iter time: 6.0333 [2020-11-05 15:34:40,958][root][INFO] - ===> Epoch[49](1257/26): Loss 0.4697, Sem 0.5726, dir -0.6369, norm 0.5340, swav 0.0000 LR: 8.861e-02 Score 83.324 Data time: 0.2029, Forward time: 2.2656, Backward time: 3.0967, DDP time: 0.0040, Total iter time: 6.4804 [2020-11-05 15:34:47,684][root][INFO] - ===> Epoch[49](1258/26): Loss 0.4743, Sem 0.6148, dir -0.6080, norm 0.4674, swav 0.0000 LR: 8.860e-02 Score 80.612 Data time: 0.2221, Forward time: 2.2655, Backward time: 3.0975, DDP time: 0.0040, Total iter time: 6.6333 [2020-11-05 15:34:53,375][root][INFO] - ===> Epoch[49](1259/26): Loss 0.4078, Sem 0.5680, dir -0.6370, norm 0.4768, swav 0.0000 LR: 8.860e-02 Score 82.397 Data time: 0.2374, Forward time: 2.2658, Backward time: 3.0972, DDP time: 0.0040, Total iter time: 5.6041 [2020-11-05 15:34:59,643][root][INFO] - ===> Epoch[49](1260/26): Loss 0.3047, Sem 0.5116, dir -0.6274, norm 0.4205, swav 0.0000 LR: 8.859e-02 Score 84.541 Data time: 0.1528, Forward time: 2.2653, Backward time: 3.0980, DDP time: 0.0040, Total iter time: 6.1458 [2020-11-05 15:35:04,655][root][INFO] - ===> Epoch[49](1261/26): Loss 0.5646, Sem 0.6700, dir -0.6299, norm 0.5245, swav 0.0000 LR: 8.858e-02 Score 79.566 Data time: 0.1272, Forward time: 2.2646, Backward time: 3.0983, DDP time: 0.0040, Total iter time: 4.9177 [2020-11-05 15:35:10,827][root][INFO] - ===> Epoch[49](1262/26): Loss 0.5205, Sem 0.6597, dir -0.6135, norm 0.4743, swav 0.0000 LR: 8.857e-02 Score 80.328 Data time: 0.1678, Forward time: 2.2643, Backward time: 3.0989, DDP time: 0.0040, Total iter time: 6.1117 [2020-11-05 15:35:15,634][root][INFO] - ===> Epoch[49](1263/26): Loss 0.5000, Sem 0.6012, dir -0.6111, norm 0.5099, swav 0.0000 LR: 8.856e-02 Score 80.920 Data time: 0.2177, Forward time: 2.2643, Backward time: 3.0983, DDP time: 0.0040, Total iter time: 4.6984 [2020-11-05 15:35:20,106][root][INFO] - ===> Epoch[49](1264/26): Loss 0.4719, Sem 0.6064, dir -0.6447, norm 0.5102, swav 0.0000 LR: 8.855e-02 Score 80.816 Data time: 0.1637, Forward time: 2.2637, Backward time: 3.0978, DDP time: 0.0040, Total iter time: 4.3480 [2020-11-05 15:35:26,277][root][INFO] - ===> Epoch[49](1265/26): Loss 0.5802, Sem 0.6630, dir -0.5949, norm 0.5120, swav 0.0000 LR: 8.854e-02 Score 80.106 Data time: 0.3083, Forward time: 2.2644, Backward time: 3.0974, DDP time: 0.0040, Total iter time: 6.1030 [2020-11-05 15:35:33,241][root][INFO] - ===> Epoch[49](1266/26): Loss 0.4782, Sem 0.6109, dir -0.6180, norm 0.4853, swav 0.0000 LR: 8.853e-02 Score 80.959 Data time: 0.3888, Forward time: 2.2654, Backward time: 3.0973, DDP time: 0.0040, Total iter time: 6.8380 [2020-11-05 15:35:38,092][root][INFO] - ===> Epoch[49](1267/26): Loss 0.3363, Sem 0.5231, dir -0.6236, norm 0.4368, swav 0.0000 LR: 8.852e-02 Score 82.798 Data time: 0.1721, Forward time: 2.2653, Backward time: 3.0967, DDP time: 0.0040, Total iter time: 4.7064 [2020-11-05 15:35:43,537][root][INFO] - ===> Epoch[49](1268/26): Loss 0.4905, Sem 0.6239, dir -0.6224, norm 0.4889, swav 0.0000 LR: 8.851e-02 Score 80.096 Data time: 0.2046, Forward time: 2.2651, Backward time: 3.0967, DDP time: 0.0040, Total iter time: 5.3397 [2020-11-05 15:35:49,161][root][INFO] - ===> Epoch[49](1269/26): Loss 0.5606, Sem 0.6568, dir -0.6081, norm 0.5120, swav 0.0000 LR: 8.850e-02 Score 80.005 Data time: 0.2369, Forward time: 2.2652, Backward time: 3.0965, DDP time: 0.0040, Total iter time: 5.5312 [2020-11-05 15:35:54,243][root][INFO] - ===> Epoch[49](1270/26): Loss 0.4102, Sem 0.5565, dir -0.6047, norm 0.4583, swav 0.0000 LR: 8.849e-02 Score 82.931 Data time: 0.2334, Forward time: 2.2653, Backward time: 3.0958, DDP time: 0.0040, Total iter time: 4.9489 [2020-11-05 15:35:59,873][root][INFO] - ===> Epoch[49](1271/26): Loss 0.4679, Sem 0.5997, dir -0.6134, norm 0.4816, swav 0.0000 LR: 8.849e-02 Score 81.681 Data time: 0.2050, Forward time: 2.2654, Backward time: 3.0956, DDP time: 0.0040, Total iter time: 5.5060 [2020-11-05 15:36:06,309][root][INFO] - ===> Epoch[49](1272/26): Loss 0.6071, Sem 0.6806, dir -0.5943, norm 0.5207, swav 0.0000 LR: 8.848e-02 Score 79.518 Data time: 0.1663, Forward time: 2.2650, Backward time: 3.0965, DDP time: 0.0040, Total iter time: 6.3187 [2020-11-05 15:36:11,577][root][INFO] - ===> Epoch[49](1273/26): Loss 0.4389, Sem 0.5564, dir -0.6299, norm 0.5124, swav 0.0000 LR: 8.847e-02 Score 83.665 Data time: 0.2464, Forward time: 2.2653, Backward time: 3.0958, DDP time: 0.0040, Total iter time: 5.1881 [2020-11-05 15:36:17,070][root][INFO] - ===> Epoch[49](1274/26): Loss 0.4131, Sem 0.5521, dir -0.6069, norm 0.4679, swav 0.0000 LR: 8.846e-02 Score 82.395 Data time: 0.2199, Forward time: 2.2654, Backward time: 3.0955, DDP time: 0.0040, Total iter time: 5.3545 [2020-11-05 15:36:22,290][root][INFO] - ===> Epoch[50](1275/26): Loss 0.5175, Sem 0.6292, dir -0.5960, norm 0.4844, swav 0.0000 LR: 8.845e-02 Score 79.383 Data time: 0.1675, Forward time: 2.2651, Backward time: 3.0954, DDP time: 0.0040, Total iter time: 5.0991 [2020-11-05 15:36:27,785][root][INFO] - ===> Epoch[50](1276/26): Loss 0.5002, Sem 0.6203, dir -0.6151, norm 0.4949, swav 0.0000 LR: 8.844e-02 Score 80.299 Data time: 0.1704, Forward time: 2.2647, Backward time: 3.0957, DDP time: 0.0040, Total iter time: 5.3978 [2020-11-05 15:36:32,986][root][INFO] - ===> Epoch[50](1277/26): Loss 0.4249, Sem 0.5456, dir -0.6199, norm 0.4992, swav 0.0000 LR: 8.843e-02 Score 83.158 Data time: 0.1780, Forward time: 2.2643, Backward time: 3.0956, DDP time: 0.0040, Total iter time: 5.0985 [2020-11-05 15:36:38,198][root][INFO] - ===> Epoch[50](1278/26): Loss 0.4588, Sem 0.5546, dir -0.6242, norm 0.5284, swav 0.0000 LR: 8.842e-02 Score 82.701 Data time: 0.2580, Forward time: 2.2646, Backward time: 3.0949, DDP time: 0.0040, Total iter time: 5.1091 [2020-11-05 15:36:44,225][root][INFO] - ===> Epoch[50](1279/26): Loss 0.5784, Sem 0.6433, dir -0.5733, norm 0.5083, swav 0.0000 LR: 8.841e-02 Score 81.368 Data time: 0.2413, Forward time: 2.2649, Backward time: 3.0948, DDP time: 0.0040, Total iter time: 5.9137 [2020-11-05 15:36:49,159][root][INFO] - ===> Epoch[50](1280/26): Loss 0.4786, Sem 0.6032, dir -0.6280, norm 0.5033, swav 0.0000 LR: 8.840e-02 Score 81.506 Data time: 0.2233, Forward time: 2.2649, Backward time: 3.0941, DDP time: 0.0040, Total iter time: 4.8119 [2020-11-05 15:36:53,517][root][INFO] - ===> Epoch[50](1281/26): Loss 0.4567, Sem 0.5682, dir -0.6157, norm 0.5042, swav 0.0000 LR: 8.839e-02 Score 82.198 Data time: 0.1986, Forward time: 2.2648, Backward time: 3.0932, DDP time: 0.0040, Total iter time: 4.2326 [2020-11-05 15:37:00,375][root][INFO] - ===> Epoch[50](1282/26): Loss 0.3792, Sem 0.5405, dir -0.6152, norm 0.4539, swav 0.0000 LR: 8.839e-02 Score 83.672 Data time: 0.3268, Forward time: 2.2655, Backward time: 3.0933, DDP time: 0.0040, Total iter time: 6.7525 [2020-11-05 15:37:06,695][root][INFO] - ===> Epoch[50](1283/26): Loss 0.4124, Sem 0.6104, dir -0.6541, norm 0.4561, swav 0.0000 LR: 8.838e-02 Score 81.353 Data time: 0.2325, Forward time: 2.2656, Backward time: 3.0936, DDP time: 0.0040, Total iter time: 6.1832 [2020-11-05 15:37:11,989][root][INFO] - ===> Epoch[50](1284/26): Loss 0.4680, Sem 0.6110, dir -0.6039, norm 0.4609, swav 0.0000 LR: 8.837e-02 Score 80.548 Data time: 0.1707, Forward time: 2.2652, Backward time: 3.0936, DDP time: 0.0040, Total iter time: 5.1712 [2020-11-05 15:37:17,459][root][INFO] - ===> Epoch[50](1285/26): Loss 0.4666, Sem 0.5996, dir -0.6294, norm 0.4965, swav 0.0000 LR: 8.836e-02 Score 80.390 Data time: 0.1672, Forward time: 2.2647, Backward time: 3.0939, DDP time: 0.0040, Total iter time: 5.4134 [2020-11-05 15:37:23,504][root][INFO] - ===> Epoch[50](1286/26): Loss 0.3379, Sem 0.5375, dir -0.6601, norm 0.4605, swav 0.0000 LR: 8.835e-02 Score 83.875 Data time: 0.2423, Forward time: 2.2651, Backward time: 3.0938, DDP time: 0.0040, Total iter time: 5.9898 [2020-11-05 15:37:29,723][root][INFO] - ===> Epoch[50](1287/26): Loss 0.4850, Sem 0.5855, dir -0.6019, norm 0.5013, swav 0.0000 LR: 8.834e-02 Score 82.114 Data time: 0.2081, Forward time: 2.2651, Backward time: 3.0942, DDP time: 0.0040, Total iter time: 6.1039 [2020-11-05 15:37:36,420][root][INFO] - ===> Epoch[50](1288/26): Loss 0.4611, Sem 0.5736, dir -0.6119, norm 0.4994, swav 0.0000 LR: 8.833e-02 Score 82.563 Data time: 0.1874, Forward time: 2.2649, Backward time: 3.0951, DDP time: 0.0040, Total iter time: 6.6043 [2020-11-05 15:37:42,506][root][INFO] - ===> Epoch[50](1289/26): Loss 0.4521, Sem 0.5761, dir -0.5846, norm 0.4606, swav 0.0000 LR: 8.832e-02 Score 82.078 Data time: 0.2669, Forward time: 2.2653, Backward time: 3.0949, DDP time: 0.0040, Total iter time: 5.9780 [2020-11-05 15:37:47,979][root][INFO] - ===> Epoch[50](1290/26): Loss 0.6448, Sem 0.7441, dir -0.6269, norm 0.5276, swav 0.0000 LR: 8.831e-02 Score 78.359 Data time: 0.2434, Forward time: 2.2656, Backward time: 3.0944, DDP time: 0.0040, Total iter time: 5.3482 [2020-11-05 15:37:53,137][root][INFO] - ===> Epoch[50](1291/26): Loss 0.3185, Sem 0.5434, dir -0.6312, norm 0.4063, swav 0.0000 LR: 8.830e-02 Score 84.005 Data time: 0.2580, Forward time: 2.2657, Backward time: 3.0938, DDP time: 0.0040, Total iter time: 5.0150 [2020-11-05 15:37:59,036][root][INFO] - ===> Epoch[50](1292/26): Loss 0.4140, Sem 0.5489, dir -0.6079, norm 0.4729, swav 0.0000 LR: 8.829e-02 Score 83.455 Data time: 0.2395, Forward time: 2.2660, Backward time: 3.0935, DDP time: 0.0040, Total iter time: 5.7688 [2020-11-05 15:38:05,341][root][INFO] - ===> Epoch[50](1293/26): Loss 0.4966, Sem 0.6029, dir -0.5942, norm 0.4879, swav 0.0000 LR: 8.829e-02 Score 80.819 Data time: 0.2262, Forward time: 2.2661, Backward time: 3.0939, DDP time: 0.0040, Total iter time: 6.1647 [2020-11-05 15:38:11,158][root][INFO] - ===> Epoch[50](1294/26): Loss 0.5132, Sem 0.6541, dir -0.6145, norm 0.4737, swav 0.0000 LR: 8.828e-02 Score 79.726 Data time: 0.2604, Forward time: 2.2665, Backward time: 3.0935, DDP time: 0.0040, Total iter time: 5.6939 [2020-11-05 15:38:16,483][root][INFO] - ===> Epoch[50](1295/26): Loss 0.6072, Sem 0.6932, dir -0.5894, norm 0.5033, swav 0.0000 LR: 8.827e-02 Score 79.058 Data time: 0.2298, Forward time: 2.2667, Backward time: 3.0930, DDP time: 0.0040, Total iter time: 5.1859 [2020-11-05 15:38:22,952][root][INFO] - ===> Epoch[50](1296/26): Loss 0.4545, Sem 0.5993, dir -0.6339, norm 0.4890, swav 0.0000 LR: 8.826e-02 Score 81.622 Data time: 0.2637, Forward time: 2.2671, Backward time: 3.0931, DDP time: 0.0040, Total iter time: 6.3340 [2020-11-05 15:38:28,806][root][INFO] - ===> Epoch[50](1297/26): Loss 0.4326, Sem 0.5909, dir -0.6295, norm 0.4712, swav 0.0000 LR: 8.825e-02 Score 82.742 Data time: 0.1696, Forward time: 2.2667, Backward time: 3.0935, DDP time: 0.0040, Total iter time: 5.7280 [2020-11-05 15:38:34,647][root][INFO] - ===> Epoch[50](1298/26): Loss 0.5201, Sem 0.6697, dir -0.6366, norm 0.4871, swav 0.0000 LR: 8.824e-02 Score 78.467 Data time: 0.2290, Forward time: 2.2668, Backward time: 3.0935, DDP time: 0.0040, Total iter time: 5.7500 [2020-11-05 15:38:40,605][root][INFO] - ===> Epoch[50](1299/26): Loss 0.3899, Sem 0.5394, dir -0.6135, norm 0.4639, swav 0.0000 LR: 8.823e-02 Score 82.081 Data time: 0.2160, Forward time: 2.2669, Backward time: 3.0935, DDP time: 0.0040, Total iter time: 5.8276 [2020-11-05 15:38:46,562][root][INFO] - ===> Epoch[50](1300/26): Loss 0.5799, Sem 0.6147, dir -0.6082, norm 0.5734, swav 0.0000 LR: 8.822e-02 Score 80.639 Data time: 0.2133, Forward time: 2.2670, Backward time: 3.0936, DDP time: 0.0040, Total iter time: 5.8320 [2020-11-05 15:38:51,957][root][INFO] - ===> Epoch[51](1301/26): Loss 0.3426, Sem 0.5036, dir -0.6309, norm 0.4699, swav 0.0000 LR: 8.821e-02 Score 85.264 Data time: 0.2554, Forward time: 2.2673, Backward time: 3.0930, DDP time: 0.0040, Total iter time: 5.2620 [2020-11-05 15:38:58,493][root][INFO] - ===> Epoch[51](1302/26): Loss 0.4098, Sem 0.5972, dir -0.6261, norm 0.4387, swav 0.0000 LR: 8.820e-02 Score 81.199 Data time: 0.1891, Forward time: 2.2672, Backward time: 3.0937, DDP time: 0.0040, Total iter time: 6.4076 [2020-11-05 15:39:04,445][root][INFO] - ===> Epoch[51](1303/26): Loss 0.5541, Sem 0.6923, dir -0.6475, norm 0.5094, swav 0.0000 LR: 8.819e-02 Score 79.637 Data time: 0.2937, Forward time: 2.2678, Backward time: 3.0932, DDP time: 0.0040, Total iter time: 5.8550 [2020-11-05 15:39:11,292][root][INFO] - ===> Epoch[51](1304/26): Loss 0.6363, Sem 0.7665, dir -0.6174, norm 0.4872, swav 0.0000 LR: 8.818e-02 Score 77.814 Data time: 0.2338, Forward time: 2.2680, Backward time: 3.0938, DDP time: 0.0040, Total iter time: 6.7043 [2020-11-05 15:39:16,654][root][INFO] - ===> Epoch[51](1305/26): Loss 0.4644, Sem 0.6010, dir -0.6365, norm 0.4999, swav 0.0000 LR: 8.818e-02 Score 81.709 Data time: 0.2330, Forward time: 2.2680, Backward time: 3.0934, DDP time: 0.0040, Total iter time: 5.2459 [2020-11-05 15:39:22,726][root][INFO] - ===> Epoch[51](1306/26): Loss 0.3965, Sem 0.5680, dir -0.6376, norm 0.4661, swav 0.0000 LR: 8.817e-02 Score 81.487 Data time: 0.2877, Forward time: 2.2686, Backward time: 3.0931, DDP time: 0.0040, Total iter time: 5.9649 [2020-11-05 15:39:28,303][root][INFO] - ===> Epoch[51](1307/26): Loss 0.4991, Sem 0.6862, dir -0.6645, norm 0.4774, swav 0.0000 LR: 8.816e-02 Score 78.787 Data time: 0.2128, Forward time: 2.2687, Backward time: 3.0929, DDP time: 0.0040, Total iter time: 5.4416 [2020-11-05 15:39:32,949][root][INFO] - ===> Epoch[51](1308/26): Loss 0.3694, Sem 0.5295, dir -0.6180, norm 0.4579, swav 0.0000 LR: 8.815e-02 Score 84.069 Data time: 0.2133, Forward time: 2.2686, Backward time: 3.0921, DDP time: 0.0040, Total iter time: 4.5497 [2020-11-05 15:39:38,057][root][INFO] - ===> Epoch[51](1309/26): Loss 0.4534, Sem 0.5583, dir -0.6205, norm 0.5155, swav 0.0000 LR: 8.814e-02 Score 82.027 Data time: 0.2265, Forward time: 2.2687, Backward time: 3.0915, DDP time: 0.0040, Total iter time: 5.0038 [2020-11-05 15:39:43,078][root][INFO] - ===> Epoch[51](1310/26): Loss 0.4112, Sem 0.5708, dir -0.6365, norm 0.4768, swav 0.0000 LR: 8.813e-02 Score 82.662 Data time: 0.2366, Forward time: 2.2689, Backward time: 3.0907, DDP time: 0.0040, Total iter time: 4.8984 [2020-11-05 15:39:50,165][root][INFO] - ===> Epoch[51](1311/26): Loss 0.5141, Sem 0.5878, dir -0.5792, norm 0.5056, swav 0.0000 LR: 8.812e-02 Score 81.920 Data time: 0.2200, Forward time: 2.2690, Backward time: 3.0915, DDP time: 0.0040, Total iter time: 6.9661 [2020-11-05 15:39:55,511][root][INFO] - ===> Epoch[51](1312/26): Loss 0.3698, Sem 0.5481, dir -0.6302, norm 0.4519, swav 0.0000 LR: 8.811e-02 Score 83.626 Data time: 0.2083, Forward time: 2.2691, Backward time: 3.0912, DDP time: 0.0040, Total iter time: 5.2251 [2020-11-05 15:40:01,239][root][INFO] - ===> Epoch[51](1313/26): Loss 0.3896, Sem 0.5196, dir -0.5886, norm 0.4586, swav 0.0000 LR: 8.810e-02 Score 83.165 Data time: 0.1848, Forward time: 2.2690, Backward time: 3.0913, DDP time: 0.0040, Total iter time: 5.6090 [2020-11-05 15:40:06,467][root][INFO] - ===> Epoch[51](1314/26): Loss 0.3929, Sem 0.5600, dir -0.6331, norm 0.4660, swav 0.0000 LR: 8.809e-02 Score 82.487 Data time: 0.2172, Forward time: 2.2689, Backward time: 3.0910, DDP time: 0.0040, Total iter time: 5.1221 [2020-11-05 15:40:12,957][root][INFO] - ===> Epoch[51](1315/26): Loss 0.4425, Sem 0.6205, dir -0.6438, norm 0.4658, swav 0.0000 LR: 8.808e-02 Score 81.495 Data time: 0.3339, Forward time: 2.2697, Backward time: 3.0907, DDP time: 0.0040, Total iter time: 6.3662 [2020-11-05 15:40:17,881][root][INFO] - ===> Epoch[51](1316/26): Loss 0.4308, Sem 0.5777, dir -0.6376, norm 0.4907, swav 0.0000 LR: 8.808e-02 Score 81.946 Data time: 0.1787, Forward time: 2.2695, Backward time: 3.0903, DDP time: 0.0040, Total iter time: 4.7584 [2020-11-05 15:40:24,321][root][INFO] - ===> Epoch[51](1317/26): Loss 0.3999, Sem 0.5621, dir -0.6360, norm 0.4737, swav 0.0000 LR: 8.807e-02 Score 82.066 Data time: 0.1885, Forward time: 2.2694, Backward time: 3.0908, DDP time: 0.0040, Total iter time: 6.3392 [2020-11-05 15:40:29,908][root][INFO] - ===> Epoch[51](1318/26): Loss 0.3314, Sem 0.5347, dir -0.6550, norm 0.4518, swav 0.0000 LR: 8.806e-02 Score 83.099 Data time: 0.1818, Forward time: 2.2690, Backward time: 3.0911, DDP time: 0.0040, Total iter time: 5.4786 [2020-11-05 15:40:36,899][root][INFO] - ===> Epoch[51](1319/26): Loss 0.5365, Sem 0.6510, dir -0.6104, norm 0.4959, swav 0.0000 LR: 8.805e-02 Score 78.867 Data time: 0.2719, Forward time: 2.2694, Backward time: 3.0916, DDP time: 0.0040, Total iter time: 6.9209 [2020-11-05 15:40:42,635][root][INFO] - ===> Epoch[51](1320/26): Loss 0.4870, Sem 0.6172, dir -0.6245, norm 0.4944, swav 0.0000 LR: 8.804e-02 Score 81.133 Data time: 0.1937, Forward time: 2.2694, Backward time: 3.0915, DDP time: 0.0040, Total iter time: 5.6217 [2020-11-05 15:40:48,065][root][INFO] - ===> Epoch[51](1321/26): Loss 0.4796, Sem 0.5952, dir -0.5971, norm 0.4815, swav 0.0000 LR: 8.803e-02 Score 81.373 Data time: 0.2481, Forward time: 2.2694, Backward time: 3.0913, DDP time: 0.0040, Total iter time: 5.3202 [2020-11-05 15:40:54,577][root][INFO] - ===> Epoch[51](1322/26): Loss 0.4225, Sem 0.5705, dir -0.6216, norm 0.4736, swav 0.0000 LR: 8.802e-02 Score 82.972 Data time: 0.2395, Forward time: 2.2695, Backward time: 3.0917, DDP time: 0.0040, Total iter time: 6.3976 [2020-11-05 15:41:00,184][root][INFO] - ===> Epoch[51](1323/26): Loss 0.3320, Sem 0.4782, dir -0.6089, norm 0.4627, swav 0.0000 LR: 8.801e-02 Score 85.076 Data time: 0.2176, Forward time: 2.2695, Backward time: 3.0916, DDP time: 0.0040, Total iter time: 5.4822 [2020-11-05 15:41:05,473][root][INFO] - ===> Epoch[51](1324/26): Loss 0.5236, Sem 0.6478, dir -0.6317, norm 0.5075, swav 0.0000 LR: 8.800e-02 Score 80.245 Data time: 0.2496, Forward time: 2.2698, Backward time: 3.0910, DDP time: 0.0040, Total iter time: 5.1883 [2020-11-05 15:41:11,161][root][INFO] - ===> Epoch[51](1325/26): Loss 0.5675, Sem 0.6689, dir -0.5955, norm 0.4941, swav 0.0000 LR: 8.799e-02 Score 79.298 Data time: 0.1808, Forward time: 2.2696, Backward time: 3.0911, DDP time: 0.0040, Total iter time: 5.5503 [2020-11-05 15:41:17,765][root][INFO] - ===> Epoch[51](1326/26): Loss 0.5119, Sem 0.5882, dir -0.5930, norm 0.5166, swav 0.0000 LR: 8.798e-02 Score 81.845 Data time: 0.3249, Forward time: 2.2703, Backward time: 3.0910, DDP time: 0.0040, Total iter time: 6.4899 [2020-11-05 15:41:22,489][root][INFO] - ===> Epoch[52](1327/26): Loss 0.4760, Sem 0.5521, dir -0.5533, norm 0.4772, swav 0.0000 LR: 8.797e-02 Score 83.332 Data time: 0.1851, Forward time: 2.2702, Backward time: 3.0903, DDP time: 0.0040, Total iter time: 4.5999 [2020-11-05 15:41:27,503][root][INFO] - ===> Epoch[52](1328/26): Loss 0.3675, Sem 0.5349, dir -0.6454, norm 0.4779, swav 0.0000 LR: 8.797e-02 Score 84.234 Data time: 0.1746, Forward time: 2.2699, Backward time: 3.0900, DDP time: 0.0040, Total iter time: 4.9084 [2020-11-05 15:41:32,683][root][INFO] - ===> Epoch[52](1329/26): Loss 0.6262, Sem 0.6621, dir -0.5877, norm 0.5518, swav 0.0000 LR: 8.796e-02 Score 80.939 Data time: 0.1475, Forward time: 2.2693, Backward time: 3.0902, DDP time: 0.0040, Total iter time: 5.0813 [2020-11-05 15:41:39,731][root][INFO] - ===> Epoch[52](1330/26): Loss 0.5253, Sem 0.6212, dir -0.5947, norm 0.4988, swav 0.0000 LR: 8.795e-02 Score 81.296 Data time: 0.2943, Forward time: 2.2699, Backward time: 3.0905, DDP time: 0.0040, Total iter time: 6.9731 [2020-11-05 15:41:44,995][root][INFO] - ===> Epoch[52](1331/26): Loss 0.5208, Sem 0.6469, dir -0.6142, norm 0.4882, swav 0.0000 LR: 8.794e-02 Score 79.976 Data time: 0.1907, Forward time: 2.2696, Backward time: 3.0904, DDP time: 0.0040, Total iter time: 5.1263 [2020-11-05 15:41:51,015][root][INFO] - ===> Epoch[52](1332/26): Loss 0.3421, Sem 0.5583, dir -0.6718, norm 0.4555, swav 0.0000 LR: 8.793e-02 Score 83.149 Data time: 0.1921, Forward time: 2.2693, Backward time: 3.0909, DDP time: 0.0040, Total iter time: 5.9059 [2020-11-05 15:41:56,655][root][INFO] - ===> Epoch[52](1333/26): Loss 0.3865, Sem 0.5535, dir -0.6526, norm 0.4856, swav 0.0000 LR: 8.792e-02 Score 82.493 Data time: 0.2244, Forward time: 2.2693, Backward time: 3.0908, DDP time: 0.0040, Total iter time: 5.5173 [2020-11-05 15:42:02,006][root][INFO] - ===> Epoch[52](1334/26): Loss 0.3277, Sem 0.5201, dir -0.6410, norm 0.4487, swav 0.0000 LR: 8.791e-02 Score 84.088 Data time: 0.2739, Forward time: 2.2695, Backward time: 3.0902, DDP time: 0.0040, Total iter time: 5.1643 [2020-11-05 15:42:07,751][root][INFO] - ===> Epoch[52](1335/26): Loss 0.3704, Sem 0.5073, dir -0.6108, norm 0.4739, swav 0.0000 LR: 8.790e-02 Score 83.860 Data time: 0.2425, Forward time: 2.2699, Backward time: 3.0898, DDP time: 0.0040, Total iter time: 5.6306 [2020-11-05 15:42:13,443][root][INFO] - ===> Epoch[52](1336/26): Loss 0.3931, Sem 0.5433, dir -0.6210, norm 0.4707, swav 0.0000 LR: 8.789e-02 Score 83.033 Data time: 0.1429, Forward time: 2.2694, Backward time: 3.0903, DDP time: 0.0040, Total iter time: 5.5583 [2020-11-05 15:42:19,053][root][INFO] - ===> Epoch[52](1337/26): Loss 0.3959, Sem 0.5236, dir -0.6056, norm 0.4778, swav 0.0000 LR: 8.788e-02 Score 84.157 Data time: 0.2089, Forward time: 2.2693, Backward time: 3.0902, DDP time: 0.0040, Total iter time: 5.5054 [2020-11-05 15:42:25,437][root][INFO] - ===> Epoch[52](1338/26): Loss 0.2939, Sem 0.4928, dir -0.6286, norm 0.4296, swav 0.0000 LR: 8.787e-02 Score 84.548 Data time: 0.1855, Forward time: 2.2690, Backward time: 3.0909, DDP time: 0.0040, Total iter time: 6.2507 [2020-11-05 15:42:30,776][root][INFO] - ===> Epoch[52](1339/26): Loss 0.4435, Sem 0.5703, dir -0.6027, norm 0.4759, swav 0.0000 LR: 8.787e-02 Score 81.626 Data time: 0.1740, Forward time: 2.2687, Backward time: 3.0909, DDP time: 0.0040, Total iter time: 5.2347 [2020-11-05 15:42:37,388][root][INFO] - ===> Epoch[52](1340/26): Loss 0.5397, Sem 0.6247, dir -0.6187, norm 0.5336, swav 0.0000 LR: 8.786e-02 Score 80.925 Data time: 0.2018, Forward time: 2.2686, Backward time: 3.0917, DDP time: 0.0040, Total iter time: 6.5140 [2020-11-05 15:42:42,130][root][INFO] - ===> Epoch[52](1341/26): Loss 0.4175, Sem 0.6282, dir -0.6699, norm 0.4592, swav 0.0000 LR: 8.785e-02 Score 81.166 Data time: 0.1979, Forward time: 2.2684, Backward time: 3.0911, DDP time: 0.0040, Total iter time: 4.6210 [2020-11-05 15:42:47,884][root][INFO] - ===> Epoch[52](1342/26): Loss 0.4615, Sem 0.5860, dir -0.6144, norm 0.4898, swav 0.0000 LR: 8.784e-02 Score 82.131 Data time: 0.2557, Forward time: 2.2686, Backward time: 3.0909, DDP time: 0.0040, Total iter time: 5.6456 [2020-11-05 15:42:53,833][root][INFO] - ===> Epoch[52](1343/26): Loss 0.4839, Sem 0.6435, dir -0.6332, norm 0.4736, swav 0.0000 LR: 8.783e-02 Score 79.544 Data time: 0.2695, Forward time: 2.2689, Backward time: 3.0907, DDP time: 0.0040, Total iter time: 5.8225 [2020-11-05 15:42:59,680][root][INFO] - ===> Epoch[52](1344/26): Loss 0.2641, Sem 0.4468, dir -0.6351, norm 0.4524, swav 0.0000 LR: 8.782e-02 Score 85.878 Data time: 0.2877, Forward time: 2.2695, Backward time: 3.0902, DDP time: 0.0040, Total iter time: 5.7160 [2020-11-05 15:43:06,183][root][INFO] - ===> Epoch[52](1345/26): Loss 0.5016, Sem 0.6577, dir -0.6280, norm 0.4719, swav 0.0000 LR: 8.781e-02 Score 79.350 Data time: 0.1942, Forward time: 2.2693, Backward time: 3.0909, DDP time: 0.0040, Total iter time: 6.3884 [2020-11-05 15:43:12,670][root][INFO] - ===> Epoch[52](1346/26): Loss 0.4193, Sem 0.5720, dir -0.6212, norm 0.4685, swav 0.0000 LR: 8.780e-02 Score 82.896 Data time: 0.2672, Forward time: 2.2695, Backward time: 3.0912, DDP time: 0.0040, Total iter time: 6.3911 [2020-11-05 15:43:19,280][root][INFO] - ===> Epoch[52](1347/26): Loss 0.4598, Sem 0.5500, dir -0.5643, norm 0.4740, swav 0.0000 LR: 8.779e-02 Score 82.304 Data time: 0.2144, Forward time: 2.2695, Backward time: 3.0918, DDP time: 0.0040, Total iter time: 6.4816 [2020-11-05 15:43:24,275][root][INFO] - ===> Epoch[52](1348/26): Loss 0.4055, Sem 0.5447, dir -0.6174, norm 0.4783, swav 0.0000 LR: 8.778e-02 Score 82.096 Data time: 0.1870, Forward time: 2.2694, Backward time: 3.0914, DDP time: 0.0040, Total iter time: 4.8916 [2020-11-05 15:43:29,216][root][INFO] - ===> Epoch[52](1349/26): Loss 0.3925, Sem 0.5128, dir -0.6328, norm 0.5126, swav 0.0000 LR: 8.777e-02 Score 84.424 Data time: 0.2082, Forward time: 2.2693, Backward time: 3.0909, DDP time: 0.0040, Total iter time: 4.8339 [2020-11-05 15:43:34,023][root][INFO] - ===> Epoch[52](1350/26): Loss 0.5124, Sem 0.6375, dir -0.6189, norm 0.4939, swav 0.0000 LR: 8.776e-02 Score 80.224 Data time: 0.2187, Forward time: 2.2693, Backward time: 3.0902, DDP time: 0.0040, Total iter time: 4.6881 [2020-11-05 15:43:39,790][root][INFO] - ===> Epoch[52](1351/26): Loss 0.4508, Sem 0.5621, dir -0.6046, norm 0.4932, swav 0.0000 LR: 8.776e-02 Score 83.313 Data time: 0.1953, Forward time: 2.2692, Backward time: 3.0904, DDP time: 0.0040, Total iter time: 5.6685 [2020-11-05 15:43:47,397][root][INFO] - ===> Epoch[52](1352/26): Loss 0.4021, Sem 0.5411, dir -0.6245, norm 0.4854, swav 0.0000 LR: 8.775e-02 Score 83.538 Data time: 0.2287, Forward time: 2.2693, Backward time: 3.0915, DDP time: 0.0040, Total iter time: 7.4997 [2020-11-05 15:43:52,705][root][INFO] - ===> Epoch[53](1353/26): Loss 0.5073, Sem 0.6134, dir -0.6217, norm 0.5156, swav 0.0000 LR: 8.774e-02 Score 81.522 Data time: 0.2414, Forward time: 2.2695, Backward time: 3.0910, DDP time: 0.0040, Total iter time: 5.1978 [2020-11-05 15:43:57,476][root][INFO] - ===> Epoch[53](1354/26): Loss 0.4836, Sem 0.5989, dir -0.6172, norm 0.5019, swav 0.0000 LR: 8.773e-02 Score 81.968 Data time: 0.2188, Forward time: 2.2697, Backward time: 3.0902, DDP time: 0.0040, Total iter time: 4.6387 [2020-11-05 15:44:02,482][root][INFO] - ===> Epoch[53](1355/26): Loss 0.3952, Sem 0.5434, dir -0.6076, norm 0.4594, swav 0.0000 LR: 8.772e-02 Score 83.500 Data time: 0.1170, Forward time: 2.2690, Backward time: 3.0904, DDP time: 0.0040, Total iter time: 4.8978 [2020-11-05 15:44:07,664][root][INFO] - ===> Epoch[53](1356/26): Loss 0.3972, Sem 0.5935, dir -0.6636, norm 0.4673, swav 0.0000 LR: 8.771e-02 Score 81.752 Data time: 0.2190, Forward time: 2.2688, Backward time: 3.0902, DDP time: 0.0040, Total iter time: 5.1542 [2020-11-05 15:44:15,728][root][INFO] - ===> Epoch[53](1357/26): Loss 0.5238, Sem 0.6077, dir -0.6028, norm 0.5189, swav 0.0000 LR: 8.770e-02 Score 80.758 Data time: 0.2426, Forward time: 2.2691, Backward time: 3.0916, DDP time: 0.0040, Total iter time: 7.9628 [2020-11-05 15:44:21,871][root][INFO] - ===> Epoch[53](1358/26): Loss 0.4697, Sem 0.6005, dir -0.6259, norm 0.4951, swav 0.0000 LR: 8.769e-02 Score 81.593 Data time: 0.2090, Forward time: 2.2691, Backward time: 3.0919, DDP time: 0.0040, Total iter time: 6.0125 [2020-11-05 15:44:27,578][root][INFO] - ===> Epoch[53](1359/26): Loss 0.3411, Sem 0.5426, dir -0.6558, norm 0.4543, swav 0.0000 LR: 8.768e-02 Score 83.444 Data time: 0.2105, Forward time: 2.2689, Backward time: 3.0919, DDP time: 0.0040, Total iter time: 5.5999 [2020-11-05 15:44:32,283][root][INFO] - ===> Epoch[53](1360/26): Loss 0.5099, Sem 0.6092, dir -0.5949, norm 0.4956, swav 0.0000 LR: 8.767e-02 Score 82.174 Data time: 0.2206, Forward time: 2.2690, Backward time: 3.0911, DDP time: 0.0040, Total iter time: 4.6215 [2020-11-05 15:44:38,305][root][INFO] - ===> Epoch[53](1361/26): Loss 0.3655, Sem 0.5443, dir -0.6553, norm 0.4765, swav 0.0000 LR: 8.766e-02 Score 83.669 Data time: 0.1828, Forward time: 2.2687, Backward time: 3.0917, DDP time: 0.0040, Total iter time: 5.9061 [2020-11-05 15:44:43,600][root][INFO] - ===> Epoch[53](1362/26): Loss 0.3879, Sem 0.5229, dir -0.6299, norm 0.4949, swav 0.0000 LR: 8.766e-02 Score 84.396 Data time: 0.2460, Forward time: 2.2690, Backward time: 3.0910, DDP time: 0.0040, Total iter time: 5.1941 [2020-11-05 15:44:49,394][root][INFO] - ===> Epoch[53](1363/26): Loss 0.4246, Sem 0.5572, dir -0.6205, norm 0.4880, swav 0.0000 LR: 8.765e-02 Score 82.620 Data time: 0.2260, Forward time: 2.2690, Backward time: 3.0910, DDP time: 0.0040, Total iter time: 5.6721 [2020-11-05 15:44:54,595][root][INFO] - ===> Epoch[53](1364/26): Loss 0.4147, Sem 0.5866, dir -0.6269, norm 0.4550, swav 0.0000 LR: 8.764e-02 Score 81.497 Data time: 0.1956, Forward time: 2.2689, Backward time: 3.0907, DDP time: 0.0040, Total iter time: 5.0916 [2020-11-05 15:45:00,942][root][INFO] - ===> Epoch[53](1365/26): Loss 0.3673, Sem 0.5289, dir -0.6096, norm 0.4480, swav 0.0000 LR: 8.763e-02 Score 84.141 Data time: 0.1457, Forward time: 2.2684, Backward time: 3.0916, DDP time: 0.0040, Total iter time: 6.2531 [2020-11-05 15:45:06,738][root][INFO] - ===> Epoch[53](1366/26): Loss 0.4726, Sem 0.5894, dir -0.6080, norm 0.4911, swav 0.0000 LR: 8.762e-02 Score 82.292 Data time: 0.1814, Forward time: 2.2682, Backward time: 3.0919, DDP time: 0.0040, Total iter time: 5.7258 [2020-11-05 15:45:11,988][root][INFO] - ===> Epoch[53](1367/26): Loss 0.4651, Sem 0.6097, dir -0.6174, norm 0.4728, swav 0.0000 LR: 8.761e-02 Score 81.534 Data time: 0.1543, Forward time: 2.2678, Backward time: 3.0920, DDP time: 0.0040, Total iter time: 5.1613 [2020-11-05 15:45:17,184][root][INFO] - ===> Epoch[53](1368/26): Loss 0.4997, Sem 0.6018, dir -0.5919, norm 0.4898, swav 0.0000 LR: 8.760e-02 Score 81.957 Data time: 0.2221, Forward time: 2.2677, Backward time: 3.0916, DDP time: 0.0040, Total iter time: 5.1009 [2020-11-05 15:45:22,189][root][INFO] - ===> Epoch[53](1369/26): Loss 0.3629, Sem 0.5260, dir -0.6287, norm 0.4656, swav 0.0000 LR: 8.759e-02 Score 83.910 Data time: 0.2451, Forward time: 2.2680, Backward time: 3.0908, DDP time: 0.0040, Total iter time: 4.8762 [2020-11-05 15:45:26,576][root][INFO] - ===> Epoch[53](1370/26): Loss 0.4020, Sem 0.5339, dir -0.6261, norm 0.4941, swav 0.0000 LR: 8.758e-02 Score 83.129 Data time: 0.1973, Forward time: 2.2679, Backward time: 3.0899, DDP time: 0.0040, Total iter time: 4.2558 [2020-11-05 15:45:32,075][root][INFO] - ===> Epoch[53](1371/26): Loss 0.4258, Sem 0.5535, dir -0.6150, norm 0.4872, swav 0.0000 LR: 8.757e-02 Score 81.929 Data time: 0.2729, Forward time: 2.2683, Backward time: 3.0894, DDP time: 0.0040, Total iter time: 5.4020 [2020-11-05 15:45:38,187][root][INFO] - ===> Epoch[53](1372/26): Loss 0.4341, Sem 0.5660, dir -0.5909, norm 0.4589, swav 0.0000 LR: 8.756e-02 Score 82.666 Data time: 0.2151, Forward time: 2.2685, Backward time: 3.0894, DDP time: 0.0040, Total iter time: 5.9926 [2020-11-05 15:45:43,716][root][INFO] - ===> Epoch[53](1373/26): Loss 0.4069, Sem 0.5685, dir -0.6432, norm 0.4816, swav 0.0000 LR: 8.755e-02 Score 81.879 Data time: 0.1423, Forward time: 2.2679, Backward time: 3.0898, DDP time: 0.0040, Total iter time: 5.4045 [2020-11-05 15:45:52,201][root][INFO] - ===> Epoch[53](1374/26): Loss 0.4448, Sem 0.5152, dir -0.5895, norm 0.5192, swav 0.0000 LR: 8.755e-02 Score 83.480 Data time: 0.2391, Forward time: 2.2682, Backward time: 3.0915, DDP time: 0.0040, Total iter time: 8.4122 [2020-11-05 15:45:57,810][root][INFO] - ===> Epoch[53](1375/26): Loss 0.4023, Sem 0.5657, dir -0.6149, norm 0.4515, swav 0.0000 LR: 8.754e-02 Score 82.556 Data time: 0.2431, Forward time: 2.2682, Backward time: 3.0914, DDP time: 0.0040, Total iter time: 5.4704 [2020-11-05 15:46:02,896][root][INFO] - ===> Epoch[53](1376/26): Loss 0.4465, Sem 0.5101, dir -0.5737, norm 0.5101, swav 0.0000 LR: 8.753e-02 Score 84.958 Data time: 0.2113, Forward time: 2.2681, Backward time: 3.0910, DDP time: 0.0040, Total iter time: 4.9760 [2020-11-05 15:46:08,248][root][INFO] - ===> Epoch[53](1377/26): Loss 0.4790, Sem 0.5974, dir -0.6390, norm 0.5206, swav 0.0000 LR: 8.752e-02 Score 81.917 Data time: 0.1916, Forward time: 2.2679, Backward time: 3.0908, DDP time: 0.0040, Total iter time: 5.2358 [2020-11-05 15:46:14,276][root][INFO] - ===> Epoch[53](1378/26): Loss 0.3833, Sem 0.5911, dir -0.6483, norm 0.4405, swav 0.0000 LR: 8.751e-02 Score 80.496 Data time: 0.2573, Forward time: 2.2682, Backward time: 3.0907, DDP time: 0.0040, Total iter time: 5.9207 [2020-11-05 15:46:21,289][root][INFO] - ===> Epoch[54](1379/26): Loss 0.5322, Sem 0.6379, dir -0.5901, norm 0.4844, swav 0.0000 LR: 8.750e-02 Score 80.954 Data time: 0.3395, Forward time: 2.2690, Backward time: 3.0908, DDP time: 0.0040, Total iter time: 6.8844 [2020-11-05 15:46:27,172][root][INFO] - ===> Epoch[54](1380/26): Loss 0.3488, Sem 0.5287, dir -0.6062, norm 0.4263, swav 0.0000 LR: 8.749e-02 Score 83.740 Data time: 0.1517, Forward time: 2.2687, Backward time: 3.0911, DDP time: 0.0040, Total iter time: 5.7484 [2020-11-05 15:46:33,086][root][INFO] - ===> Epoch[54](1381/26): Loss 0.5216, Sem 0.6411, dir -0.6032, norm 0.4838, swav 0.0000 LR: 8.748e-02 Score 80.445 Data time: 0.2569, Forward time: 2.2690, Backward time: 3.0909, DDP time: 0.0040, Total iter time: 5.8031 [2020-11-05 15:46:38,091][root][INFO] - ===> Epoch[54](1382/26): Loss 0.4371, Sem 0.6176, dir -0.6587, norm 0.4783, swav 0.0000 LR: 8.747e-02 Score 80.781 Data time: 0.2530, Forward time: 2.2692, Backward time: 3.0902, DDP time: 0.0040, Total iter time: 4.8698 [2020-11-05 15:46:43,448][root][INFO] - ===> Epoch[54](1383/26): Loss 0.4459, Sem 0.5600, dir -0.6343, norm 0.5202, swav 0.0000 LR: 8.746e-02 Score 82.554 Data time: 0.2614, Forward time: 2.2695, Backward time: 3.0895, DDP time: 0.0040, Total iter time: 5.2358 [2020-11-05 15:46:51,505][root][INFO] - ===> Epoch[54](1384/26): Loss 0.5275, Sem 0.6441, dir -0.6007, norm 0.4841, swav 0.0000 LR: 8.745e-02 Score 80.618 Data time: 0.1488, Forward time: 2.2691, Backward time: 3.0916, DDP time: 0.0040, Total iter time: 7.9445 [2020-11-05 15:46:58,084][root][INFO] - ===> Epoch[54](1385/26): Loss 0.4648, Sem 0.5789, dir -0.5985, norm 0.4845, swav 0.0000 LR: 8.745e-02 Score 82.124 Data time: 0.2216, Forward time: 2.2688, Backward time: 3.0924, DDP time: 0.0040, Total iter time: 6.4929 [2020-11-05 15:47:04,386][root][INFO] - ===> Epoch[54](1386/26): Loss 0.4851, Sem 0.5928, dir -0.6129, norm 0.5053, swav 0.0000 LR: 8.744e-02 Score 81.077 Data time: 0.2224, Forward time: 2.2688, Backward time: 3.0928, DDP time: 0.0040, Total iter time: 6.1984 [2020-11-05 15:47:10,419][root][INFO] - ===> Epoch[54](1387/26): Loss 0.5052, Sem 0.6173, dir -0.6310, norm 0.5189, swav 0.0000 LR: 8.743e-02 Score 81.748 Data time: 0.2710, Forward time: 2.2693, Backward time: 3.0925, DDP time: 0.0040, Total iter time: 5.9251 [2020-11-05 15:47:16,354][root][INFO] - ===> Epoch[54](1388/26): Loss 0.3924, Sem 0.5476, dir -0.6403, norm 0.4851, swav 0.0000 LR: 8.742e-02 Score 82.464 Data time: 0.2254, Forward time: 2.2694, Backward time: 3.0925, DDP time: 0.0040, Total iter time: 5.7998 [2020-11-05 15:47:22,193][root][INFO] - ===> Epoch[54](1389/26): Loss 0.4118, Sem 0.5762, dir -0.6170, norm 0.4526, swav 0.0000 LR: 8.741e-02 Score 82.251 Data time: 0.2559, Forward time: 2.2698, Backward time: 3.0921, DDP time: 0.0040, Total iter time: 5.7071 [2020-11-05 15:47:27,846][root][INFO] - ===> Epoch[54](1390/26): Loss 0.3722, Sem 0.5457, dir -0.6331, norm 0.4596, swav 0.0000 LR: 8.740e-02 Score 82.552 Data time: 0.1963, Forward time: 2.2696, Backward time: 3.0922, DDP time: 0.0040, Total iter time: 5.5045 [2020-11-05 15:47:32,758][root][INFO] - ===> Epoch[54](1391/26): Loss 0.5037, Sem 0.6520, dir -0.6406, norm 0.4923, swav 0.0000 LR: 8.739e-02 Score 79.432 Data time: 0.2053, Forward time: 2.2695, Backward time: 3.0918, DDP time: 0.0040, Total iter time: 4.8187 [2020-11-05 15:47:40,396][root][INFO] - ===> Epoch[54](1392/26): Loss 0.5542, Sem 0.6604, dir -0.6105, norm 0.5043, swav 0.0000 LR: 8.738e-02 Score 79.736 Data time: 0.2382, Forward time: 2.2697, Backward time: 3.0928, DDP time: 0.0040, Total iter time: 7.5409 [2020-11-05 15:47:46,228][root][INFO] - ===> Epoch[54](1393/26): Loss 0.4843, Sem 0.5841, dir -0.5985, norm 0.4987, swav 0.0000 LR: 8.737e-02 Score 83.866 Data time: 0.2880, Forward time: 2.2702, Backward time: 3.0924, DDP time: 0.0040, Total iter time: 5.7096 [2020-11-05 15:47:51,185][root][INFO] - ===> Epoch[54](1394/26): Loss 0.4212, Sem 0.5362, dir -0.6193, norm 0.5043, swav 0.0000 LR: 8.736e-02 Score 84.179 Data time: 0.2124, Forward time: 2.2703, Backward time: 3.0917, DDP time: 0.0040, Total iter time: 4.8427 [2020-11-05 15:47:56,208][root][INFO] - ===> Epoch[54](1395/26): Loss 0.3442, Sem 0.5276, dir -0.6265, norm 0.4431, swav 0.0000 LR: 8.735e-02 Score 84.164 Data time: 0.1606, Forward time: 2.2700, Backward time: 3.0915, DDP time: 0.0040, Total iter time: 4.9176 [2020-11-05 15:48:02,138][root][INFO] - ===> Epoch[54](1396/26): Loss 0.3673, Sem 0.5318, dir -0.6290, norm 0.4644, swav 0.0000 LR: 8.734e-02 Score 83.697 Data time: 0.1334, Forward time: 2.2694, Backward time: 3.0923, DDP time: 0.0040, Total iter time: 5.8240 [2020-11-05 15:48:08,830][root][INFO] - ===> Epoch[54](1397/26): Loss 0.4177, Sem 0.5767, dir -0.6566, norm 0.4976, swav 0.0000 LR: 8.734e-02 Score 82.024 Data time: 0.1905, Forward time: 2.2692, Backward time: 3.0931, DDP time: 0.0040, Total iter time: 6.6395 [2020-11-05 15:48:14,394][root][INFO] - ===> Epoch[54](1398/26): Loss 0.5223, Sem 0.6359, dir -0.6445, norm 0.5309, swav 0.0000 LR: 8.733e-02 Score 80.187 Data time: 0.2616, Forward time: 2.2696, Backward time: 3.0926, DDP time: 0.0040, Total iter time: 5.4697 [2020-11-05 15:48:20,310][root][INFO] - ===> Epoch[54](1399/26): Loss 0.3754, Sem 0.5423, dir -0.6286, norm 0.4616, swav 0.0000 LR: 8.732e-02 Score 83.459 Data time: 0.1654, Forward time: 2.2693, Backward time: 3.0930, DDP time: 0.0040, Total iter time: 5.7864 [2020-11-05 15:48:25,049][root][INFO] - ===> Epoch[54](1400/26): Loss 0.4102, Sem 0.5911, dir -0.6601, norm 0.4792, swav 0.0000 LR: 8.731e-02 Score 82.327 Data time: 0.1875, Forward time: 2.2690, Backward time: 3.0925, DDP time: 0.0040, Total iter time: 4.6337 [2020-11-05 15:48:30,207][root][INFO] - ===> Epoch[54](1401/26): Loss 0.4368, Sem 0.6138, dir -0.6215, norm 0.4445, swav 0.0000 LR: 8.730e-02 Score 81.258 Data time: 0.1693, Forward time: 2.2686, Backward time: 3.0925, DDP time: 0.0040, Total iter time: 5.0511 [2020-11-05 15:48:35,618][root][INFO] - ===> Epoch[54](1402/26): Loss 0.4664, Sem 0.6019, dir -0.6089, norm 0.4733, swav 0.0000 LR: 8.729e-02 Score 81.090 Data time: 0.2530, Forward time: 2.2689, Backward time: 3.0920, DDP time: 0.0040, Total iter time: 5.3136 [2020-11-05 15:48:42,563][root][INFO] - ===> Epoch[54](1403/26): Loss 0.3872, Sem 0.5346, dir -0.5969, norm 0.4495, swav 0.0000 LR: 8.728e-02 Score 84.013 Data time: 0.1673, Forward time: 2.2685, Backward time: 3.0932, DDP time: 0.0040, Total iter time: 6.8043 [2020-11-05 15:48:47,271][root][INFO] - ===> Epoch[54](1404/26): Loss 0.3622, Sem 0.5540, dir -0.6364, norm 0.4446, swav 0.0000 LR: 8.727e-02 Score 82.398 Data time: 0.2433, Forward time: 2.2684, Backward time: 3.0925, DDP time: 0.0040, Total iter time: 4.6020 [2020-11-05 15:48:53,013][root][INFO] - ===> Epoch[55](1405/26): Loss 0.3512, Sem 0.5054, dir -0.6524, norm 0.4982, swav 0.0000 LR: 8.726e-02 Score 83.865 Data time: 0.1970, Forward time: 2.2682, Backward time: 3.0927, DDP time: 0.0040, Total iter time: 5.6428 [2020-11-05 15:48:58,663][root][INFO] - ===> Epoch[55](1406/26): Loss 0.3849, Sem 0.5545, dir -0.6275, norm 0.4580, swav 0.0000 LR: 8.725e-02 Score 82.230 Data time: 0.1768, Forward time: 2.2678, Backward time: 3.0930, DDP time: 0.0040, Total iter time: 5.5580 [2020-11-05 15:49:05,052][root][INFO] - ===> Epoch[55](1407/26): Loss 0.5196, Sem 0.6364, dir -0.6118, norm 0.4950, swav 0.0000 LR: 8.724e-02 Score 79.912 Data time: 0.2552, Forward time: 2.2683, Backward time: 3.0930, DDP time: 0.0040, Total iter time: 6.2875 [2020-11-05 15:49:10,492][root][INFO] - ===> Epoch[55](1408/26): Loss 0.3860, Sem 0.5512, dir -0.6447, norm 0.4794, swav 0.0000 LR: 8.724e-02 Score 82.677 Data time: 0.2169, Forward time: 2.2683, Backward time: 3.0927, DDP time: 0.0040, Total iter time: 5.2979 [2020-11-05 15:49:15,726][root][INFO] - ===> Epoch[55](1409/26): Loss 0.4037, Sem 0.5037, dir -0.5791, norm 0.4791, swav 0.0000 LR: 8.723e-02 Score 83.125 Data time: 0.2506, Forward time: 2.2685, Backward time: 3.0921, DDP time: 0.0040, Total iter time: 5.1255 [2020-11-05 15:49:21,135][root][INFO] - ===> Epoch[55](1410/26): Loss 0.4529, Sem 0.5883, dir -0.6303, norm 0.4948, swav 0.0000 LR: 8.722e-02 Score 81.468 Data time: 0.2559, Forward time: 2.2689, Backward time: 3.0915, DDP time: 0.0040, Total iter time: 5.2856 [2020-11-05 15:49:26,875][root][INFO] - ===> Epoch[55](1411/26): Loss 0.4187, Sem 0.4945, dir -0.5867, norm 0.5109, swav 0.0000 LR: 8.721e-02 Score 83.709 Data time: 0.2737, Forward time: 2.2694, Backward time: 3.0910, DDP time: 0.0040, Total iter time: 5.6196 [2020-11-05 15:49:31,842][root][INFO] - ===> Epoch[55](1412/26): Loss 0.4224, Sem 0.5956, dir -0.6498, norm 0.4766, swav 0.0000 LR: 8.720e-02 Score 82.161 Data time: 0.1379, Forward time: 2.2689, Backward time: 3.0910, DDP time: 0.0040, Total iter time: 4.8472 [2020-11-05 15:49:39,545][root][INFO] - ===> Epoch[55](1413/26): Loss 0.4343, Sem 0.6003, dir -0.6273, norm 0.4613, swav 0.0000 LR: 8.719e-02 Score 80.535 Data time: 0.1929, Forward time: 2.2688, Backward time: 3.0924, DDP time: 0.0040, Total iter time: 7.6519 [2020-11-05 15:49:45,196][root][INFO] - ===> Epoch[55](1414/26): Loss 0.4024, Sem 0.5707, dir -0.6303, norm 0.4620, swav 0.0000 LR: 8.718e-02 Score 81.277 Data time: 0.1845, Forward time: 2.2686, Backward time: 3.0926, DDP time: 0.0040, Total iter time: 5.5501 [2020-11-05 15:49:50,950][root][INFO] - ===> Epoch[55](1415/26): Loss 0.3072, Sem 0.4947, dir -0.6624, norm 0.4750, swav 0.0000 LR: 8.717e-02 Score 84.816 Data time: 0.2448, Forward time: 2.2689, Backward time: 3.0922, DDP time: 0.0040, Total iter time: 5.6712 [2020-11-05 15:49:56,519][root][INFO] - ===> Epoch[55](1416/26): Loss 0.3662, Sem 0.5498, dir -0.6675, norm 0.4839, swav 0.0000 LR: 8.716e-02 Score 83.190 Data time: 0.1731, Forward time: 2.2686, Backward time: 3.0925, DDP time: 0.0040, Total iter time: 5.4629 [2020-11-05 15:50:03,139][root][INFO] - ===> Epoch[55](1417/26): Loss 0.4650, Sem 0.6413, dir -0.6316, norm 0.4553, swav 0.0000 LR: 8.715e-02 Score 80.504 Data time: 0.2484, Forward time: 2.2687, Backward time: 3.0929, DDP time: 0.0040, Total iter time: 6.5177 [2020-11-05 15:50:09,673][root][INFO] - ===> Epoch[55](1418/26): Loss 0.4225, Sem 0.5523, dir -0.6027, norm 0.4728, swav 0.0000 LR: 8.714e-02 Score 83.586 Data time: 0.3391, Forward time: 2.2695, Backward time: 3.0927, DDP time: 0.0040, Total iter time: 6.4248 [2020-11-05 15:50:15,871][root][INFO] - ===> Epoch[55](1419/26): Loss 0.5506, Sem 0.5843, dir -0.5761, norm 0.5423, swav 0.0000 LR: 8.713e-02 Score 81.697 Data time: 0.1749, Forward time: 2.2694, Backward time: 3.0930, DDP time: 0.0040, Total iter time: 6.0630 [2020-11-05 15:50:21,130][root][INFO] - ===> Epoch[55](1420/26): Loss 0.3173, Sem 0.4918, dir -0.6150, norm 0.4404, swav 0.0000 LR: 8.713e-02 Score 84.733 Data time: 0.1373, Forward time: 2.2689, Backward time: 3.0932, DDP time: 0.0040, Total iter time: 5.1346 [2020-11-05 15:50:27,907][root][INFO] - ===> Epoch[55](1421/26): Loss 0.5371, Sem 0.6365, dir -0.6197, norm 0.5202, swav 0.0000 LR: 8.712e-02 Score 81.138 Data time: 0.2521, Forward time: 2.2691, Backward time: 3.0937, DDP time: 0.0040, Total iter time: 6.7122 [2020-11-05 15:50:34,284][root][INFO] - ===> Epoch[55](1422/26): Loss 0.2970, Sem 0.4785, dir -0.6115, norm 0.4300, swav 0.0000 LR: 8.711e-02 Score 84.171 Data time: 0.3039, Forward time: 2.2698, Backward time: 3.0934, DDP time: 0.0040, Total iter time: 6.2595 [2020-11-05 15:50:41,341][root][INFO] - ===> Epoch[55](1423/26): Loss 0.3639, Sem 0.5542, dir -0.6710, norm 0.4807, swav 0.0000 LR: 8.710e-02 Score 81.972 Data time: 0.1536, Forward time: 2.2695, Backward time: 3.0946, DDP time: 0.0040, Total iter time: 6.9219 [2020-11-05 15:50:47,010][root][INFO] - ===> Epoch[55](1424/26): Loss 0.3100, Sem 0.4715, dir -0.6095, norm 0.4480, swav 0.0000 LR: 8.709e-02 Score 85.072 Data time: 0.2632, Forward time: 2.2699, Backward time: 3.0941, DDP time: 0.0040, Total iter time: 5.5817 [2020-11-05 15:50:52,030][root][INFO] - ===> Epoch[55](1425/26): Loss 0.4409, Sem 0.5983, dir -0.6441, norm 0.4867, swav 0.0000 LR: 8.708e-02 Score 80.116 Data time: 0.2287, Forward time: 2.2699, Backward time: 3.0936, DDP time: 0.0040, Total iter time: 4.9004 [2020-11-05 15:50:58,274][root][INFO] - ===> Epoch[55](1426/26): Loss 0.4380, Sem 0.5749, dir -0.6334, norm 0.4965, swav 0.0000 LR: 8.707e-02 Score 81.732 Data time: 0.2078, Forward time: 2.2700, Backward time: 3.0938, DDP time: 0.0040, Total iter time: 6.1345 [2020-11-05 15:51:03,512][root][INFO] - ===> Epoch[55](1427/26): Loss 0.3368, Sem 0.5093, dir -0.6349, norm 0.4624, swav 0.0000 LR: 8.706e-02 Score 85.127 Data time: 0.1598, Forward time: 2.2696, Backward time: 3.0938, DDP time: 0.0040, Total iter time: 5.1177 [2020-11-05 15:51:09,505][root][INFO] - ===> Epoch[55](1428/26): Loss 0.3414, Sem 0.4930, dir -0.6171, norm 0.4655, swav 0.0000 LR: 8.705e-02 Score 84.358 Data time: 0.1920, Forward time: 2.2694, Backward time: 3.0942, DDP time: 0.0040, Total iter time: 5.9013 [2020-11-05 15:51:16,512][root][INFO] - ===> Epoch[55](1429/26): Loss 0.4071, Sem 0.5335, dir -0.6160, norm 0.4896, swav 0.0000 LR: 8.704e-02 Score 83.009 Data time: 0.1863, Forward time: 2.2691, Backward time: 3.0953, DDP time: 0.0040, Total iter time: 6.8958 [2020-11-05 15:51:22,081][root][INFO] - ===> Epoch[55](1430/26): Loss 0.3502, Sem 0.5112, dir -0.6251, norm 0.4640, swav 0.0000 LR: 8.703e-02 Score 83.527 Data time: 0.2010, Forward time: 2.2691, Backward time: 3.0953, DDP time: 0.0040, Total iter time: 5.4428 [2020-11-05 15:51:27,298][root][INFO] - ===> Epoch[56](1431/26): Loss 0.3611, Sem 0.5221, dir -0.6390, norm 0.4780, swav 0.0000 LR: 8.702e-02 Score 84.016 Data time: 0.1529, Forward time: 2.2686, Backward time: 3.0954, DDP time: 0.0040, Total iter time: 5.0974 [2020-11-05 15:51:32,716][root][INFO] - ===> Epoch[56](1432/26): Loss 0.3317, Sem 0.5203, dir -0.6429, norm 0.4543, swav 0.0000 LR: 8.702e-02 Score 84.135 Data time: 0.2108, Forward time: 2.2686, Backward time: 3.0952, DDP time: 0.0040, Total iter time: 5.3461 [2020-11-05 15:51:39,019][root][INFO] - ===> Epoch[56](1433/26): Loss 0.4111, Sem 0.5297, dir -0.6081, norm 0.4895, swav 0.0000 LR: 8.701e-02 Score 83.424 Data time: 0.2283, Forward time: 2.2685, Backward time: 3.0956, DDP time: 0.0040, Total iter time: 6.1873 [2020-11-05 15:51:45,039][root][INFO] - ===> Epoch[56](1434/26): Loss 0.5946, Sem 0.6748, dir -0.6115, norm 0.5313, swav 0.0000 LR: 8.700e-02 Score 80.405 Data time: 0.2814, Forward time: 2.2691, Backward time: 3.0952, DDP time: 0.0040, Total iter time: 5.9199 [2020-11-05 15:51:50,524][root][INFO] - ===> Epoch[56](1435/26): Loss 0.3507, Sem 0.5106, dir -0.6323, norm 0.4724, swav 0.0000 LR: 8.699e-02 Score 83.715 Data time: 0.2590, Forward time: 2.2694, Backward time: 3.0947, DDP time: 0.0040, Total iter time: 5.3549 [2020-11-05 15:51:56,335][root][INFO] - ===> Epoch[56](1436/26): Loss 0.6248, Sem 0.6474, dir -0.5862, norm 0.5637, swav 0.0000 LR: 8.698e-02 Score 80.334 Data time: 0.2093, Forward time: 2.2695, Backward time: 3.0946, DDP time: 0.0040, Total iter time: 5.6901 [2020-11-05 15:52:02,565][root][INFO] - ===> Epoch[56](1437/26): Loss 0.5312, Sem 0.6328, dir -0.6210, norm 0.5195, swav 0.0000 LR: 8.697e-02 Score 82.253 Data time: 0.1313, Forward time: 2.2689, Backward time: 3.0955, DDP time: 0.0040, Total iter time: 6.0908 [2020-11-05 15:52:07,760][root][INFO] - ===> Epoch[56](1438/26): Loss 0.4490, Sem 0.6020, dir -0.6596, norm 0.5066, swav 0.0000 LR: 8.696e-02 Score 80.955 Data time: 0.2259, Forward time: 2.2690, Backward time: 3.0950, DDP time: 0.0040, Total iter time: 5.1105 [2020-11-05 15:52:13,056][root][INFO] - ===> Epoch[56](1439/26): Loss 0.3306, Sem 0.5385, dir -0.6414, norm 0.4335, swav 0.0000 LR: 8.695e-02 Score 82.986 Data time: 0.2084, Forward time: 2.2692, Backward time: 3.0946, DDP time: 0.0040, Total iter time: 5.1915 [2020-11-05 15:52:19,900][root][INFO] - ===> Epoch[56](1440/26): Loss 0.4069, Sem 0.4883, dir -0.6080, norm 0.5265, swav 0.0000 LR: 8.694e-02 Score 84.582 Data time: 0.1714, Forward time: 2.2689, Backward time: 3.0955, DDP time: 0.0040, Total iter time: 6.7287 [2020-11-05 15:52:26,033][root][INFO] - ===> Epoch[56](1441/26): Loss 0.3503, Sem 0.5021, dir -0.6171, norm 0.4654, swav 0.0000 LR: 8.693e-02 Score 84.606 Data time: 0.1639, Forward time: 2.2685, Backward time: 3.0962, DDP time: 0.0040, Total iter time: 6.0091 [2020-11-05 15:52:31,562][root][INFO] - ===> Epoch[56](1442/26): Loss 0.3788, Sem 0.5390, dir -0.6574, norm 0.4972, swav 0.0000 LR: 8.692e-02 Score 82.681 Data time: 0.1503, Forward time: 2.2681, Backward time: 3.0965, DDP time: 0.0040, Total iter time: 5.4310 [2020-11-05 15:52:36,477][root][INFO] - ===> Epoch[56](1443/26): Loss 0.3269, Sem 0.5305, dir -0.6323, norm 0.4286, swav 0.0000 LR: 8.692e-02 Score 83.089 Data time: 0.2064, Forward time: 2.2680, Backward time: 3.0961, DDP time: 0.0040, Total iter time: 4.8261 [2020-11-05 15:52:41,742][root][INFO] - ===> Epoch[56](1444/26): Loss 0.3005, Sem 0.4879, dir -0.6293, norm 0.4419, swav 0.0000 LR: 8.691e-02 Score 84.887 Data time: 0.1869, Forward time: 2.2678, Backward time: 3.0959, DDP time: 0.0040, Total iter time: 5.1585 [2020-11-05 15:52:47,538][root][INFO] - ===> Epoch[56](1445/26): Loss 0.4139, Sem 0.5659, dir -0.6261, norm 0.4741, swav 0.0000 LR: 8.690e-02 Score 82.463 Data time: 0.2111, Forward time: 2.2677, Backward time: 3.0960, DDP time: 0.0040, Total iter time: 5.6931 [2020-11-05 15:52:53,448][root][INFO] - ===> Epoch[56](1446/26): Loss 0.4022, Sem 0.5488, dir -0.6158, norm 0.4692, swav 0.0000 LR: 8.689e-02 Score 82.844 Data time: 0.2114, Forward time: 2.2677, Backward time: 3.0961, DDP time: 0.0040, Total iter time: 5.7819 [2020-11-05 15:52:58,920][root][INFO] - ===> Epoch[56](1447/26): Loss 0.3994, Sem 0.5433, dir -0.6420, norm 0.4981, swav 0.0000 LR: 8.688e-02 Score 82.870 Data time: 0.2202, Forward time: 2.2677, Backward time: 3.0960, DDP time: 0.0040, Total iter time: 5.3634 [2020-11-05 15:53:05,437][root][INFO] - ===> Epoch[56](1448/26): Loss 0.4493, Sem 0.5637, dir -0.6071, norm 0.4927, swav 0.0000 LR: 8.687e-02 Score 81.817 Data time: 0.1936, Forward time: 2.2674, Backward time: 3.0967, DDP time: 0.0040, Total iter time: 6.3988 [2020-11-05 15:53:11,564][root][INFO] - ===> Epoch[56](1449/26): Loss 0.2999, Sem 0.4426, dir -0.5989, norm 0.4562, swav 0.0000 LR: 8.686e-02 Score 85.406 Data time: 0.1878, Forward time: 2.2674, Backward time: 3.0970, DDP time: 0.0040, Total iter time: 6.0028 [2020-11-05 15:53:16,954][root][INFO] - ===> Epoch[56](1450/26): Loss 0.3382, Sem 0.5277, dir -0.6438, norm 0.4543, swav 0.0000 LR: 8.685e-02 Score 84.401 Data time: 0.1739, Forward time: 2.2670, Backward time: 3.0971, DDP time: 0.0040, Total iter time: 5.2699 [2020-11-05 15:53:22,486][root][INFO] - ===> Epoch[56](1451/26): Loss 0.3353, Sem 0.5113, dir -0.6409, norm 0.4649, swav 0.0000 LR: 8.684e-02 Score 83.749 Data time: 0.2099, Forward time: 2.2669, Backward time: 3.0971, DDP time: 0.0040, Total iter time: 5.4276 [2020-11-05 15:53:29,391][root][INFO] - ===> Epoch[56](1452/26): Loss 0.5427, Sem 0.6167, dir -0.5973, norm 0.5233, swav 0.0000 LR: 8.683e-02 Score 82.393 Data time: 0.2440, Forward time: 2.2671, Backward time: 3.0977, DDP time: 0.0040, Total iter time: 6.7912 [2020-11-05 15:53:34,738][root][INFO] - ===> Epoch[56](1453/26): Loss 0.3306, Sem 0.5061, dir -0.6541, norm 0.4787, swav 0.0000 LR: 8.682e-02 Score 84.021 Data time: 0.2372, Forward time: 2.2672, Backward time: 3.0973, DDP time: 0.0040, Total iter time: 5.2228 [2020-11-05 15:53:39,954][root][INFO] - ===> Epoch[56](1454/26): Loss 0.3315, Sem 0.5334, dir -0.6474, norm 0.4455, swav 0.0000 LR: 8.681e-02 Score 83.047 Data time: 0.1959, Forward time: 2.2670, Backward time: 3.0971, DDP time: 0.0040, Total iter time: 5.0872 [2020-11-05 15:53:45,645][root][INFO] - ===> Epoch[56](1455/26): Loss 0.4312, Sem 0.5974, dir -0.6407, norm 0.4746, swav 0.0000 LR: 8.681e-02 Score 81.963 Data time: 0.1984, Forward time: 2.2668, Backward time: 3.0972, DDP time: 0.0040, Total iter time: 5.5747 [2020-11-05 15:53:51,190][root][INFO] - ===> Epoch[56](1456/26): Loss 0.3694, Sem 0.5808, dir -0.6576, norm 0.4462, swav 0.0000 LR: 8.680e-02 Score 82.324 Data time: 0.2700, Forward time: 2.2672, Backward time: 3.0967, DDP time: 0.0040, Total iter time: 5.4461 [2020-11-05 15:53:56,482][root][INFO] - ===> Epoch[57](1457/26): Loss 0.4177, Sem 0.5790, dir -0.6228, norm 0.4615, swav 0.0000 LR: 8.679e-02 Score 82.473 Data time: 0.1585, Forward time: 2.2669, Backward time: 3.0967, DDP time: 0.0040, Total iter time: 5.1610 [2020-11-05 15:54:01,769][root][INFO] - ===> Epoch[57](1458/26): Loss 0.4172, Sem 0.5221, dir -0.6074, norm 0.5025, swav 0.0000 LR: 8.678e-02 Score 84.167 Data time: 0.2053, Forward time: 2.2668, Backward time: 3.0964, DDP time: 0.0040, Total iter time: 5.1881 [2020-11-05 15:54:06,692][root][INFO] - ===> Epoch[57](1459/26): Loss 0.3678, Sem 0.5111, dir -0.6202, norm 0.4769, swav 0.0000 LR: 8.677e-02 Score 83.699 Data time: 0.1949, Forward time: 2.2667, Backward time: 3.0960, DDP time: 0.0040, Total iter time: 4.8038 [2020-11-05 15:54:11,749][root][INFO] - ===> Epoch[57](1460/26): Loss 0.4324, Sem 0.5676, dir -0.6103, norm 0.4751, swav 0.0000 LR: 8.676e-02 Score 81.837 Data time: 0.2183, Forward time: 2.2668, Backward time: 3.0955, DDP time: 0.0040, Total iter time: 4.9439 [2020-11-05 15:54:16,228][root][INFO] - ===> Epoch[57](1461/26): Loss 0.2780, Sem 0.4855, dir -0.6659, norm 0.4584, swav 0.0000 LR: 8.675e-02 Score 85.186 Data time: 0.2018, Forward time: 2.2668, Backward time: 3.0947, DDP time: 0.0040, Total iter time: 4.3454 [2020-11-05 15:54:20,888][root][INFO] - ===> Epoch[57](1462/26): Loss 0.2650, Sem 0.5151, dir -0.6666, norm 0.4164, swav 0.0000 LR: 8.674e-02 Score 83.414 Data time: 0.1955, Forward time: 2.2667, Backward time: 3.0940, DDP time: 0.0040, Total iter time: 4.5431 [2020-11-05 15:54:26,474][root][INFO] - ===> Epoch[57](1463/26): Loss 0.3997, Sem 0.5264, dir -0.6086, norm 0.4819, swav 0.0000 LR: 8.673e-02 Score 82.949 Data time: 0.1731, Forward time: 2.2664, Backward time: 3.0942, DDP time: 0.0040, Total iter time: 5.4869 [2020-11-05 15:54:32,655][root][INFO] - ===> Epoch[57](1464/26): Loss 0.3887, Sem 0.5375, dir -0.6211, norm 0.4723, swav 0.0000 LR: 8.672e-02 Score 82.917 Data time: 0.1766, Forward time: 2.2661, Backward time: 3.0948, DDP time: 0.0040, Total iter time: 6.1341 [2020-11-05 15:54:38,622][root][INFO] - ===> Epoch[57](1465/26): Loss 0.4153, Sem 0.5847, dir -0.6331, norm 0.4636, swav 0.0000 LR: 8.671e-02 Score 81.862 Data time: 0.2514, Forward time: 2.2663, Backward time: 3.0947, DDP time: 0.0040, Total iter time: 5.8389 [2020-11-05 15:54:44,634][root][INFO] - ===> Epoch[57](1466/26): Loss 0.3676, Sem 0.5310, dir -0.6248, norm 0.4614, swav 0.0000 LR: 8.670e-02 Score 83.637 Data time: 0.2120, Forward time: 2.2662, Backward time: 3.0949, DDP time: 0.0040, Total iter time: 5.8697 [2020-11-05 15:54:51,131][root][INFO] - ===> Epoch[57](1467/26): Loss 0.4234, Sem 0.5394, dir -0.5981, norm 0.4821, swav 0.0000 LR: 8.670e-02 Score 82.595 Data time: 0.2043, Forward time: 2.2662, Backward time: 3.0954, DDP time: 0.0040, Total iter time: 6.3811 [2020-11-05 15:54:56,657][root][INFO] - ===> Epoch[57](1468/26): Loss 0.3235, Sem 0.5044, dir -0.6142, norm 0.4332, swav 0.0000 LR: 8.669e-02 Score 84.195 Data time: 0.1850, Forward time: 2.2660, Backward time: 3.0955, DDP time: 0.0040, Total iter time: 5.3993 [2020-11-05 15:55:02,191][root][INFO] - ===> Epoch[57](1469/26): Loss 0.3988, Sem 0.5738, dir -0.6197, norm 0.4448, swav 0.0000 LR: 8.668e-02 Score 83.129 Data time: 0.2032, Forward time: 2.2659, Backward time: 3.0955, DDP time: 0.0040, Total iter time: 5.4325 [2020-11-05 15:55:07,629][root][INFO] - ===> Epoch[57](1470/26): Loss 0.4012, Sem 0.5741, dir -0.6263, norm 0.4533, swav 0.0000 LR: 8.667e-02 Score 81.707 Data time: 0.2662, Forward time: 2.2662, Backward time: 3.0949, DDP time: 0.0040, Total iter time: 5.3378 [2020-11-05 15:55:13,042][root][INFO] - ===> Epoch[57](1471/26): Loss 0.3292, Sem 0.5212, dir -0.6251, norm 0.4330, swav 0.0000 LR: 8.666e-02 Score 84.216 Data time: 0.2008, Forward time: 2.2662, Backward time: 3.0947, DDP time: 0.0040, Total iter time: 5.2866 [2020-11-05 15:55:18,353][root][INFO] - ===> Epoch[57](1472/26): Loss 0.2888, Sem 0.4569, dir -0.6470, norm 0.4788, swav 0.0000 LR: 8.665e-02 Score 86.242 Data time: 0.2316, Forward time: 2.2661, Backward time: 3.0945, DDP time: 0.0040, Total iter time: 5.2064 [2020-11-05 15:55:23,740][root][INFO] - ===> Epoch[57](1473/26): Loss 0.4070, Sem 0.5256, dir -0.6353, norm 0.5167, swav 0.0000 LR: 8.664e-02 Score 84.031 Data time: 0.2453, Forward time: 2.2662, Backward time: 3.0941, DDP time: 0.0040, Total iter time: 5.2734 [2020-11-05 15:55:29,494][root][INFO] - ===> Epoch[57](1474/26): Loss 0.3882, Sem 0.5558, dir -0.6306, norm 0.4630, swav 0.0000 LR: 8.663e-02 Score 82.094 Data time: 0.2008, Forward time: 2.2661, Backward time: 3.0942, DDP time: 0.0040, Total iter time: 5.6359 [2020-11-05 15:55:34,972][root][INFO] - ===> Epoch[57](1475/26): Loss 0.4450, Sem 0.5411, dir -0.6157, norm 0.5195, swav 0.0000 LR: 8.662e-02 Score 84.006 Data time: 0.1853, Forward time: 2.2659, Backward time: 3.0943, DDP time: 0.0040, Total iter time: 5.3643 [2020-11-05 15:55:40,829][root][INFO] - ===> Epoch[57](1476/26): Loss 0.4847, Sem 0.5400, dir -0.5878, norm 0.5325, swav 0.0000 LR: 8.661e-02 Score 82.778 Data time: 0.2157, Forward time: 2.2657, Backward time: 3.0946, DDP time: 0.0040, Total iter time: 5.7573 [2020-11-05 15:55:46,779][root][INFO] - ===> Epoch[57](1477/26): Loss 0.5262, Sem 0.5988, dir -0.6102, norm 0.5376, swav 0.0000 LR: 8.660e-02 Score 81.075 Data time: 0.2344, Forward time: 2.2657, Backward time: 3.0946, DDP time: 0.0040, Total iter time: 5.8445 [2020-11-05 15:55:52,145][root][INFO] - ===> Epoch[57](1478/26): Loss 0.3883, Sem 0.5477, dir -0.6360, norm 0.4766, swav 0.0000 LR: 8.660e-02 Score 83.480 Data time: 0.2235, Forward time: 2.2657, Backward time: 3.0943, DDP time: 0.0040, Total iter time: 5.2362 [2020-11-05 15:55:57,786][root][INFO] - ===> Epoch[57](1479/26): Loss 0.4150, Sem 0.5482, dir -0.6302, norm 0.4970, swav 0.0000 LR: 8.659e-02 Score 83.471 Data time: 0.1810, Forward time: 2.2654, Backward time: 3.0946, DDP time: 0.0040, Total iter time: 5.5180 [2020-11-05 15:56:03,425][root][INFO] - ===> Epoch[57](1480/26): Loss 0.2849, Sem 0.5019, dir -0.6557, norm 0.4388, swav 0.0000 LR: 8.658e-02 Score 84.341 Data time: 0.2445, Forward time: 2.2656, Backward time: 3.0943, DDP time: 0.0040, Total iter time: 5.5644 [2020-11-05 15:56:09,503][root][INFO] - ===> Epoch[57](1481/26): Loss 0.4469, Sem 0.5698, dir -0.5794, norm 0.4566, swav 0.0000 LR: 8.657e-02 Score 82.333 Data time: 0.3141, Forward time: 2.2661, Backward time: 3.0940, DDP time: 0.0040, Total iter time: 5.9515 [2020-11-05 15:56:15,639][root][INFO] - ===> Epoch[57](1482/26): Loss 0.4000, Sem 0.5747, dir -0.6277, norm 0.4530, swav 0.0000 LR: 8.656e-02 Score 81.226 Data time: 0.2858, Forward time: 2.2665, Backward time: 3.0938, DDP time: 0.0040, Total iter time: 6.0154 [2020-11-05 15:56:21,138][root][INFO] - ===> Epoch[58](1483/26): Loss 0.3883, Sem 0.5482, dir -0.6357, norm 0.4758, swav 0.0000 LR: 8.655e-02 Score 84.195 Data time: 0.2047, Forward time: 2.2664, Backward time: 3.0938, DDP time: 0.0040, Total iter time: 5.3706 [2020-11-05 15:56:26,387][root][INFO] - ===> Epoch[58](1484/26): Loss 0.4772, Sem 0.5759, dir -0.5941, norm 0.4955, swav 0.0000 LR: 8.654e-02 Score 81.689 Data time: 0.2076, Forward time: 2.2663, Backward time: 3.0935, DDP time: 0.0040, Total iter time: 5.1363 [2020-11-05 15:56:33,040][root][INFO] - ===> Epoch[58](1485/26): Loss 0.6019, Sem 0.6135, dir -0.5914, norm 0.5798, swav 0.0000 LR: 8.653e-02 Score 80.264 Data time: 0.2130, Forward time: 2.2663, Backward time: 3.0941, DDP time: 0.0040, Total iter time: 6.5462 [2020-11-05 15:56:39,220][root][INFO] - ===> Epoch[58](1486/26): Loss 0.4132, Sem 0.5636, dir -0.6338, norm 0.4834, swav 0.0000 LR: 8.652e-02 Score 81.957 Data time: 0.2090, Forward time: 2.2664, Backward time: 3.0943, DDP time: 0.0040, Total iter time: 6.0532 [2020-11-05 15:56:44,728][root][INFO] - ===> Epoch[58](1487/26): Loss 0.3585, Sem 0.5392, dir -0.6411, norm 0.4604, swav 0.0000 LR: 8.651e-02 Score 82.126 Data time: 0.2126, Forward time: 2.2664, Backward time: 3.0941, DDP time: 0.0040, Total iter time: 5.3877 [2020-11-05 15:56:50,230][root][INFO] - ===> Epoch[58](1488/26): Loss 0.3978, Sem 0.5580, dir -0.6128, norm 0.4526, swav 0.0000 LR: 8.650e-02 Score 81.363 Data time: 0.1653, Forward time: 2.2660, Backward time: 3.0943, DDP time: 0.0040, Total iter time: 5.3946 [2020-11-05 15:56:57,140][root][INFO] - ===> Epoch[58](1489/26): Loss 0.4131, Sem 0.5731, dir -0.6335, norm 0.4735, swav 0.0000 LR: 8.649e-02 Score 83.485 Data time: 0.2671, Forward time: 2.2660, Backward time: 3.0950, DDP time: 0.0040, Total iter time: 6.8220 [2020-11-05 15:57:03,778][root][INFO] - ===> Epoch[58](1490/26): Loss 0.3647, Sem 0.4979, dir -0.6073, norm 0.4741, swav 0.0000 LR: 8.649e-02 Score 84.025 Data time: 0.3535, Forward time: 2.2668, Backward time: 3.0948, DDP time: 0.0040, Total iter time: 6.5130 [2020-11-05 15:57:08,788][root][INFO] - ===> Epoch[58](1491/26): Loss 0.3944, Sem 0.5097, dir -0.6115, norm 0.4962, swav 0.0000 LR: 8.648e-02 Score 84.646 Data time: 0.2508, Forward time: 2.2670, Backward time: 3.0941, DDP time: 0.0040, Total iter time: 4.8610 [2020-11-05 15:57:14,895][root][INFO] - ===> Epoch[58](1492/26): Loss 0.3262, Sem 0.5231, dir -0.6418, norm 0.4450, swav 0.0000 LR: 8.647e-02 Score 83.854 Data time: 0.2980, Forward time: 2.2674, Backward time: 3.0939, DDP time: 0.0040, Total iter time: 5.9784 [2020-11-05 15:57:20,172][root][INFO] - ===> Epoch[58](1493/26): Loss 0.3639, Sem 0.5111, dir -0.6227, norm 0.4756, swav 0.0000 LR: 8.646e-02 Score 84.090 Data time: 0.1990, Forward time: 2.2673, Backward time: 3.0936, DDP time: 0.0040, Total iter time: 5.1463 [2020-11-05 15:57:25,932][root][INFO] - ===> Epoch[58](1494/26): Loss 0.5498, Sem 0.5983, dir -0.5895, norm 0.5409, swav 0.0000 LR: 8.645e-02 Score 81.832 Data time: 0.2468, Forward time: 2.2674, Backward time: 3.0935, DDP time: 0.0040, Total iter time: 5.6447 [2020-11-05 15:57:33,379][root][INFO] - ===> Epoch[58](1495/26): Loss 0.4551, Sem 0.6049, dir -0.6326, norm 0.4827, swav 0.0000 LR: 8.644e-02 Score 81.203 Data time: 0.3428, Forward time: 2.2683, Backward time: 3.0937, DDP time: 0.0040, Total iter time: 7.3218 [2020-11-05 15:57:38,543][root][INFO] - ===> Epoch[58](1496/26): Loss 0.4716, Sem 0.5652, dir -0.6175, norm 0.5238, swav 0.0000 LR: 8.643e-02 Score 83.232 Data time: 0.1918, Forward time: 2.2682, Backward time: 3.0934, DDP time: 0.0040, Total iter time: 5.0269 [2020-11-05 15:57:44,990][root][INFO] - ===> Epoch[58](1497/26): Loss 0.3738, Sem 0.5502, dir -0.6474, norm 0.4709, swav 0.0000 LR: 8.642e-02 Score 82.554 Data time: 0.2883, Forward time: 2.2684, Backward time: 3.0936, DDP time: 0.0040, Total iter time: 6.3197 [2020-11-05 15:57:50,364][root][INFO] - ===> Epoch[58](1498/26): Loss 0.3880, Sem 0.5370, dir -0.6225, norm 0.4735, swav 0.0000 LR: 8.641e-02 Score 82.623 Data time: 0.2187, Forward time: 2.2685, Backward time: 3.0933, DDP time: 0.0040, Total iter time: 5.2687 [2020-11-05 15:57:55,585][root][INFO] - ===> Epoch[58](1499/26): Loss 0.3565, Sem 0.5069, dir -0.6334, norm 0.4830, swav 0.0000 LR: 8.640e-02 Score 84.248 Data time: 0.2370, Forward time: 2.2687, Backward time: 3.0928, DDP time: 0.0040, Total iter time: 5.1257 [2020-11-05 15:58:01,230][root][INFO] - ===> Epoch[58](1500/26): Loss 0.3253, Sem 0.5283, dir -0.6610, norm 0.4579, swav 0.0000 LR: 8.639e-02 Score 84.594 Data time: 0.1763, Forward time: 2.2686, Backward time: 3.0928, DDP time: 0.0040, Total iter time: 5.5411 [2020-11-05 15:58:01,822][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-11-05 15:58:02,049][root][INFO] - ===> Start testing [2020-11-05 15:59:22,560][root][INFO] - 101/312: Data time: 0.0108, Iter time: 0.3167 Loss 0.071 (AVG: 0.670) Score 98.684 (AVG: 79.883) mIOU 51.524 mAP 67.060 mAcc 66.420 IOU: 73.242 95.182 39.888 56.922 86.330 77.117 56.977 32.149 37.855 56.056 0.000 48.270 41.760 38.081 23.999 21.950 83.443 52.458 82.829 25.976 mAP: 78.018 93.445 50.668 63.101 86.483 82.796 64.332 53.657 48.778 74.314 15.248 53.289 61.357 67.766 51.977 80.811 95.297 79.247 83.279 57.341 mAcc: 88.475 98.247 52.426 74.457 91.449 82.048 75.273 42.958 57.911 68.252 0.000 74.687 63.156 53.110 26.680 90.653 94.480 66.855 94.153 33.130 [2020-11-05 16:00:50,773][root][INFO] - 201/312: Data time: 0.0077, Iter time: 0.4226 Loss 0.714 (AVG: 0.676) Score 79.531 (AVG: 79.674) mIOU 50.403 mAP 65.133 mAcc 64.858 IOU: 73.580 95.496 41.638 53.685 84.452 74.541 58.425 32.659 38.372 54.006 0.000 43.944 37.321 36.199 20.714 30.120 78.938 52.981 74.334 26.650 mAP: 78.802 92.059 51.133 60.450 86.034 82.515 62.473 53.170 51.156 69.728 15.387 51.736 57.524 60.999 43.125 80.613 94.846 76.838 83.681 50.399 mAcc: 88.837 98.460 55.352 69.462 89.522 80.715 74.447 43.906 61.227 70.341 0.000 70.588 62.916 46.260 22.501 80.839 93.494 65.695 89.099 33.504 [2020-11-05 16:02:13,303][root][INFO] - 301/312: Data time: 0.0093, Iter time: 0.1725 Loss 0.576 (AVG: 0.640) Score 76.732 (AVG: 80.895) mIOU 51.483 mAP 65.663 mAcc 65.045 IOU: 74.791 95.802 43.648 60.017 83.928 76.582 59.868 35.727 36.329 57.038 0.000 46.013 35.835 40.142 15.757 34.823 78.599 54.478 74.101 26.186 mAP: 79.017 92.760 53.536 69.055 85.593 81.565 64.044 54.946 49.781 68.636 17.218 53.744 56.283 63.767 36.901 82.035 93.412 78.661 82.533 49.767 mAcc: 89.769 98.517 57.798 75.572 89.011 81.922 76.971 47.036 57.133 71.826 0.000 69.817 62.412 51.944 16.753 76.904 92.961 65.937 85.757 32.853 [2020-11-05 16:02:21,971][root][INFO] - 312/312: Data time: 0.0033, Iter time: 0.3072 Loss 0.630 (AVG: 0.639) Score 78.296 (AVG: 80.956) mIOU 51.574 mAP 65.534 mAcc 65.055 IOU: 74.840 95.791 43.446 60.316 84.168 76.465 59.750 35.507 37.576 56.792 0.000 45.902 35.934 41.151 16.361 35.578 77.635 54.228 74.010 26.035 mAP: 79.071 92.933 52.900 68.523 85.524 81.565 63.840 54.862 50.510 68.636 17.000 53.663 56.030 64.311 37.922 81.827 91.867 77.790 82.533 49.375 mAcc: 89.781 98.479 57.080 75.440 89.182 81.922 76.998 47.000 58.302 71.826 0.000 69.417 62.436 53.145 17.377 77.107 91.058 66.025 85.757 32.759 [2020-11-05 16:02:21,972][root][INFO] - Finished test. Elapsed time: 259.9219 [2020-11-05 16:02:34,982][root][INFO] - [2020-11-05 16:02:34,982][root][INFO] - ################################################################ [2020-11-05 16:02:34,982][root][INFO] - what : AP AP_50% AP_25% [2020-11-05 16:02:34,982][root][INFO] - ################################################################ [2020-11-05 16:02:34,982][root][INFO] - cabinet : 0.066 0.176 0.437 [2020-11-05 16:02:34,983][root][INFO] - bed : 0.245 0.607 0.739 [2020-11-05 16:02:34,983][root][INFO] - chair : 0.422 0.597 0.712 [2020-11-05 16:02:34,983][root][INFO] - sofa : 0.317 0.562 0.777 [2020-11-05 16:02:34,983][root][INFO] - table : 0.164 0.357 0.472 [2020-11-05 16:02:34,983][root][INFO] - door : 0.074 0.206 0.386 [2020-11-05 16:02:34,983][root][INFO] - window : 0.019 0.063 0.296 [2020-11-05 16:02:34,983][root][INFO] - bookshelf : 0.088 0.211 0.493 [2020-11-05 16:02:34,983][root][INFO] - picture : 0.000 0.000 0.000 [2020-11-05 16:02:34,983][root][INFO] - counter : 0.008 0.034 0.473 [2020-11-05 16:02:34,983][root][INFO] - desk : 0.003 0.018 0.245 [2020-11-05 16:02:34,983][root][INFO] - curtain : 0.049 0.119 0.339 [2020-11-05 16:02:34,983][root][INFO] - refrigerator : 0.002 0.009 0.194 [2020-11-05 16:02:34,983][root][INFO] - shower curtain : 0.061 0.190 0.273 [2020-11-05 16:02:34,983][root][INFO] - toilet : 0.700 0.928 0.928 [2020-11-05 16:02:34,983][root][INFO] - sink : 0.118 0.404 0.761 [2020-11-05 16:02:34,983][root][INFO] - bathtub : 0.445 0.715 0.809 [2020-11-05 16:02:34,983][root][INFO] - otherfurniture : 0.184 0.298 0.492 [2020-11-05 16:02:34,983][root][INFO] - ---------------------------------------------------------------- [2020-11-05 16:02:34,983][root][INFO] - average : 0.165 0.305 0.490 [2020-11-05 16:02:34,983][root][INFO] - [2020-11-05 16:02:35,281][root][INFO] - Summary name validation/mAP@0.5 is illegal; using validation/mAP_0.5 instead. [2020-11-05 16:02:35,896][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34Cbest_val.pth [2020-11-05 16:02:36,156][root][INFO] - Current best mIoU: 51.574 at iter 1500 [2020-11-05 16:02:39,698][root][INFO] - ===> Epoch[58](1501/26): Loss 0.3460, Sem 0.5438, dir -0.6468, norm 0.4491, swav 0.0000 LR: 8.638e-02 Score 83.296 Data time: 0.1553, Forward time: 2.2680, Backward time: 3.0919, DDP time: 0.0040, Total iter time: 3.5376 [2020-11-05 16:02:44,864][root][INFO] - ===> Epoch[58](1502/26): Loss 0.2933, Sem 0.4836, dir -0.6230, norm 0.4327, swav 0.0000 LR: 8.638e-02 Score 85.397 Data time: 0.1815, Forward time: 2.2679, Backward time: 3.0917, DDP time: 0.0040, Total iter time: 5.0982 [2020-11-05 16:02:50,753][root][INFO] - ===> Epoch[58](1503/26): Loss 0.3693, Sem 0.5453, dir -0.6495, norm 0.4734, swav 0.0000 LR: 8.637e-02 Score 82.977 Data time: 0.1734, Forward time: 2.2676, Backward time: 3.0921, DDP time: 0.0040, Total iter time: 5.8050 [2020-11-05 16:02:55,144][root][INFO] - ===> Epoch[58](1504/26): Loss 0.3167, Sem 0.5465, dir -0.6523, norm 0.4224, swav 0.0000 LR: 8.636e-02 Score 83.144 Data time: 0.1615, Forward time: 2.2672, Backward time: 3.0916, DDP time: 0.0040, Total iter time: 4.2881 [2020-11-05 16:03:01,614][root][INFO] - ===> Epoch[58](1505/26): Loss 0.2496, Sem 0.4601, dir -0.6672, norm 0.4567, swav 0.0000 LR: 8.635e-02 Score 85.081 Data time: 0.2273, Forward time: 2.2674, Backward time: 3.0920, DDP time: 0.0040, Total iter time: 6.3837 [2020-11-05 16:03:06,793][root][INFO] - ===> Epoch[58](1506/26): Loss 0.3980, Sem 0.5718, dir -0.6445, norm 0.4708, swav 0.0000 LR: 8.634e-02 Score 82.063 Data time: 0.2093, Forward time: 2.2673, Backward time: 3.0917, DDP time: 0.0040, Total iter time: 5.0587 [2020-11-05 16:03:12,030][root][INFO] - ===> Epoch[58](1507/26): Loss 0.3784, Sem 0.5219, dir -0.6218, norm 0.4783, swav 0.0000 LR: 8.633e-02 Score 83.575 Data time: 0.2677, Forward time: 2.2675, Backward time: 3.0911, DDP time: 0.0040, Total iter time: 5.1188 [2020-11-05 16:03:18,017][root][INFO] - ===> Epoch[58](1508/26): Loss 0.3775, Sem 0.5131, dir -0.6111, norm 0.4755, swav 0.0000 LR: 8.632e-02 Score 84.409 Data time: 0.2945, Forward time: 2.2681, Backward time: 3.0907, DDP time: 0.0040, Total iter time: 5.8585 [2020-11-05 16:03:24,450][root][INFO] - ===> Epoch[59](1509/26): Loss 0.3850, Sem 0.5560, dir -0.6415, norm 0.4705, swav 0.0000 LR: 8.631e-02 Score 82.740 Data time: 0.1785, Forward time: 2.2680, Backward time: 3.0912, DDP time: 0.0040, Total iter time: 6.3114 [2020-11-05 16:03:29,506][root][INFO] - ===> Epoch[59](1510/26): Loss 0.2587, Sem 0.4975, dir -0.6815, norm 0.4427, swav 0.0000 LR: 8.630e-02 Score 84.279 Data time: 0.2252, Forward time: 2.2680, Backward time: 3.0907, DDP time: 0.0040, Total iter time: 4.9384 [2020-11-05 16:03:34,338][root][INFO] - ===> Epoch[59](1511/26): Loss 0.4440, Sem 0.5879, dir -0.6450, norm 0.5010, swav 0.0000 LR: 8.629e-02 Score 81.749 Data time: 0.2264, Forward time: 2.2681, Backward time: 3.0900, DDP time: 0.0040, Total iter time: 4.7093 [2020-11-05 16:03:39,252][root][INFO] - ===> Epoch[59](1512/26): Loss 0.3328, Sem 0.5073, dir -0.6232, norm 0.4487, swav 0.0000 LR: 8.628e-02 Score 84.098 Data time: 0.1916, Forward time: 2.2679, Backward time: 3.0897, DDP time: 0.0040, Total iter time: 4.8031 [2020-11-05 16:03:45,103][root][INFO] - ===> Epoch[59](1513/26): Loss 0.4484, Sem 0.5706, dir -0.6283, norm 0.5061, swav 0.0000 LR: 8.628e-02 Score 84.050 Data time: 0.2407, Forward time: 2.2680, Backward time: 3.0896, DDP time: 0.0040, Total iter time: 5.7433 [2020-11-05 16:03:51,321][root][INFO] - ===> Epoch[59](1514/26): Loss 0.3113, Sem 0.4920, dir -0.6175, norm 0.4367, swav 0.0000 LR: 8.627e-02 Score 85.323 Data time: 0.1534, Forward time: 2.2676, Backward time: 3.0903, DDP time: 0.0040, Total iter time: 6.0864 [2020-11-05 16:03:58,706][root][INFO] - ===> Epoch[59](1515/26): Loss 0.4847, Sem 0.6342, dir -0.6589, norm 0.5094, swav 0.0000 LR: 8.626e-02 Score 81.255 Data time: 0.1904, Forward time: 2.2674, Backward time: 3.0916, DDP time: 0.0040, Total iter time: 7.2900 [2020-11-05 16:04:04,094][root][INFO] - ===> Epoch[59](1516/26): Loss 0.2475, Sem 0.4693, dir -0.6499, norm 0.4281, swav 0.0000 LR: 8.625e-02 Score 85.540 Data time: 0.2432, Forward time: 2.2675, Backward time: 3.0912, DDP time: 0.0040, Total iter time: 5.2911 [2020-11-05 16:04:09,232][root][INFO] - ===> Epoch[59](1517/26): Loss 0.4398, Sem 0.6196, dir -0.6625, norm 0.4827, swav 0.0000 LR: 8.624e-02 Score 82.959 Data time: 0.1879, Forward time: 2.2675, Backward time: 3.0909, DDP time: 0.0040, Total iter time: 5.0334 [2020-11-05 16:04:16,145][root][INFO] - ===> Epoch[59](1518/26): Loss 0.4217, Sem 0.5166, dir -0.5714, norm 0.4766, swav 0.0000 LR: 8.623e-02 Score 82.700 Data time: 0.1939, Forward time: 2.2674, Backward time: 3.0918, DDP time: 0.0040, Total iter time: 6.8192 [2020-11-05 16:04:21,826][root][INFO] - ===> Epoch[59](1519/26): Loss 0.4788, Sem 0.5836, dir -0.6037, norm 0.4989, swav 0.0000 LR: 8.622e-02 Score 81.651 Data time: 0.1841, Forward time: 2.2672, Backward time: 3.0919, DDP time: 0.0040, Total iter time: 5.6054 [2020-11-05 16:04:28,267][root][INFO] - ===> Epoch[59](1520/26): Loss 0.4559, Sem 0.6466, dir -0.6236, norm 0.4329, swav 0.0000 LR: 8.621e-02 Score 79.758 Data time: 0.2121, Forward time: 2.2671, Backward time: 3.0924, DDP time: 0.0040, Total iter time: 6.3307 [2020-11-05 16:04:33,499][root][INFO] - ===> Epoch[59](1521/26): Loss 0.3407, Sem 0.5537, dir -0.6603, norm 0.4473, swav 0.0000 LR: 8.620e-02 Score 81.872 Data time: 0.2436, Forward time: 2.2674, Backward time: 3.0918, DDP time: 0.0040, Total iter time: 5.1384 [2020-11-05 16:04:38,837][root][INFO] - ===> Epoch[59](1522/26): Loss 0.2690, Sem 0.4798, dir -0.6314, norm 0.4206, swav 0.0000 LR: 8.619e-02 Score 85.413 Data time: 0.1836, Forward time: 2.2672, Backward time: 3.0918, DDP time: 0.0040, Total iter time: 5.2274 [2020-11-05 16:04:45,176][root][INFO] - ===> Epoch[59](1523/26): Loss 0.3395, Sem 0.5423, dir -0.6411, norm 0.4384, swav 0.0000 LR: 8.618e-02 Score 83.946 Data time: 0.2137, Forward time: 2.2671, Backward time: 3.0922, DDP time: 0.0040, Total iter time: 6.2448 [2020-11-05 16:04:51,594][root][INFO] - ===> Epoch[59](1524/26): Loss 0.4323, Sem 0.5353, dir -0.6204, norm 0.5174, swav 0.0000 LR: 8.617e-02 Score 82.676 Data time: 0.2091, Forward time: 2.2670, Backward time: 3.0927, DDP time: 0.0040, Total iter time: 6.3057 [2020-11-05 16:04:58,013][root][INFO] - ===> Epoch[59](1525/26): Loss 0.3875, Sem 0.5360, dir -0.6221, norm 0.4736, swav 0.0000 LR: 8.617e-02 Score 83.470 Data time: 0.2255, Forward time: 2.2671, Backward time: 3.0930, DDP time: 0.0040, Total iter time: 6.3038 [2020-11-05 16:05:03,611][root][INFO] - ===> Epoch[59](1526/26): Loss 0.3110, Sem 0.4531, dir -0.6042, norm 0.4621, swav 0.0000 LR: 8.616e-02 Score 85.596 Data time: 0.2693, Forward time: 2.2674, Backward time: 3.0926, DDP time: 0.0040, Total iter time: 5.4599 [2020-11-05 16:05:09,983][root][INFO] - ===> Epoch[59](1527/26): Loss 0.3736, Sem 0.5321, dir -0.6252, norm 0.4668, swav 0.0000 LR: 8.615e-02 Score 83.176 Data time: 0.3210, Forward time: 2.2680, Backward time: 3.0924, DDP time: 0.0040, Total iter time: 6.2356 [2020-11-05 16:05:15,805][root][INFO] - ===> Epoch[59](1528/26): Loss 0.3515, Sem 0.5328, dir -0.6237, norm 0.4424, swav 0.0000 LR: 8.614e-02 Score 83.185 Data time: 0.2712, Forward time: 2.2684, Backward time: 3.0920, DDP time: 0.0040, Total iter time: 5.6906 [2020-11-05 16:05:21,122][root][INFO] - ===> Epoch[59](1529/26): Loss 0.4383, Sem 0.5611, dir -0.6202, norm 0.4974, swav 0.0000 LR: 8.613e-02 Score 82.965 Data time: 0.2532, Forward time: 2.2686, Backward time: 3.0915, DDP time: 0.0040, Total iter time: 5.2219 [2020-11-05 16:05:27,113][root][INFO] - ===> Epoch[59](1530/26): Loss 0.2764, Sem 0.4756, dir -0.6492, norm 0.4501, swav 0.0000 LR: 8.612e-02 Score 85.239 Data time: 0.1916, Forward time: 2.2685, Backward time: 3.0918, DDP time: 0.0040, Total iter time: 5.8938 [2020-11-05 16:05:33,007][root][INFO] - ===> Epoch[59](1531/26): Loss 0.3224, Sem 0.5172, dir -0.6496, norm 0.4548, swav 0.0000 LR: 8.611e-02 Score 84.381 Data time: 0.1852, Forward time: 2.2684, Backward time: 3.0919, DDP time: 0.0040, Total iter time: 5.7831 [2020-11-05 16:05:38,859][root][INFO] - ===> Epoch[59](1532/26): Loss 0.4153, Sem 0.5368, dir -0.6317, norm 0.5101, swav 0.0000 LR: 8.610e-02 Score 82.800 Data time: 0.1773, Forward time: 2.2681, Backward time: 3.0923, DDP time: 0.0040, Total iter time: 5.7349 [2020-11-05 16:05:44,470][root][INFO] - ===> Epoch[59](1533/26): Loss 0.3926, Sem 0.5180, dir -0.6218, norm 0.4963, swav 0.0000 LR: 8.609e-02 Score 83.861 Data time: 0.2411, Forward time: 2.2683, Backward time: 3.0920, DDP time: 0.0040, Total iter time: 5.5089 [2020-11-05 16:05:50,819][root][INFO] - ===> Epoch[59](1534/26): Loss 0.3076, Sem 0.5252, dir -0.6426, norm 0.4250, swav 0.0000 LR: 8.608e-02 Score 83.786 Data time: 0.1460, Forward time: 2.2678, Backward time: 3.0928, DDP time: 0.0040, Total iter time: 6.2006 [2020-11-05 16:05:56,599][root][INFO] - ===> Epoch[60](1535/26): Loss 0.3785, Sem 0.5094, dir -0.5940, norm 0.4631, swav 0.0000 LR: 8.607e-02 Score 84.330 Data time: 0.1963, Forward time: 2.2677, Backward time: 3.0930, DDP time: 0.0040, Total iter time: 5.6555 [2020-11-05 16:06:02,009][root][INFO] - ===> Epoch[60](1536/26): Loss 0.3331, Sem 0.5116, dir -0.6140, norm 0.4355, swav 0.0000 LR: 8.606e-02 Score 83.320 Data time: 0.1789, Forward time: 2.2674, Backward time: 3.0931, DDP time: 0.0040, Total iter time: 5.3101 [2020-11-05 16:06:07,553][root][INFO] - ===> Epoch[60](1537/26): Loss 0.3011, Sem 0.4856, dir -0.6301, norm 0.4455, swav 0.0000 LR: 8.606e-02 Score 85.252 Data time: 0.1900, Forward time: 2.2673, Backward time: 3.0931, DDP time: 0.0040, Total iter time: 5.4263 [2020-11-05 16:06:12,831][root][INFO] - ===> Epoch[60](1538/26): Loss 0.4061, Sem 0.5508, dir -0.6188, norm 0.4741, swav 0.0000 LR: 8.605e-02 Score 83.252 Data time: 0.2541, Forward time: 2.2675, Backward time: 3.0925, DDP time: 0.0040, Total iter time: 5.1542 [2020-11-05 16:06:17,531][root][INFO] - ===> Epoch[60](1539/26): Loss 0.3267, Sem 0.4909, dir -0.6335, norm 0.4694, swav 0.0000 LR: 8.604e-02 Score 84.746 Data time: 0.1986, Forward time: 2.2675, Backward time: 3.0919, DDP time: 0.0040, Total iter time: 4.5766 [2020-11-05 16:06:24,194][root][INFO] - ===> Epoch[60](1540/26): Loss 0.4859, Sem 0.5573, dir -0.5964, norm 0.5250, swav 0.0000 LR: 8.603e-02 Score 82.767 Data time: 0.2456, Forward time: 2.2676, Backward time: 3.0923, DDP time: 0.0040, Total iter time: 6.5448 [2020-11-05 16:06:30,407][root][INFO] - ===> Epoch[60](1541/26): Loss 0.3758, Sem 0.4885, dir -0.5959, norm 0.4831, swav 0.0000 LR: 8.602e-02 Score 84.784 Data time: 0.2556, Forward time: 2.2677, Backward time: 3.0925, DDP time: 0.0040, Total iter time: 6.0763 [2020-11-05 16:06:36,099][root][INFO] - ===> Epoch[60](1542/26): Loss 0.4321, Sem 0.5550, dir -0.6122, norm 0.4893, swav 0.0000 LR: 8.601e-02 Score 82.698 Data time: 0.2448, Forward time: 2.2678, Backward time: 3.0923, DDP time: 0.0040, Total iter time: 5.5576 [2020-11-05 16:06:42,112][root][INFO] - ===> Epoch[60](1543/26): Loss 0.3662, Sem 0.5277, dir -0.6225, norm 0.4609, swav 0.0000 LR: 8.600e-02 Score 83.890 Data time: 0.2954, Forward time: 2.2683, Backward time: 3.0919, DDP time: 0.0040, Total iter time: 5.8887 [2020-11-05 16:06:47,848][root][INFO] - ===> Epoch[60](1544/26): Loss 0.3569, Sem 0.5548, dir -0.6555, norm 0.4576, swav 0.0000 LR: 8.599e-02 Score 83.386 Data time: 0.2787, Forward time: 2.2688, Backward time: 3.0914, DDP time: 0.0040, Total iter time: 5.5971 [2020-11-05 16:06:53,704][root][INFO] - ===> Epoch[60](1545/26): Loss 0.3179, Sem 0.4765, dir -0.6322, norm 0.4736, swav 0.0000 LR: 8.598e-02 Score 85.619 Data time: 0.2350, Forward time: 2.2685, Backward time: 3.0917, DDP time: 0.0040, Total iter time: 5.7133 [2020-11-05 16:07:00,369][root][INFO] - ===> Epoch[60](1546/26): Loss 0.3529, Sem 0.5122, dir -0.6242, norm 0.4649, swav 0.0000 LR: 8.597e-02 Score 84.068 Data time: 0.2061, Forward time: 2.2684, Backward time: 3.0923, DDP time: 0.0040, Total iter time: 6.5762 [2020-11-05 16:07:06,394][root][INFO] - ===> Epoch[60](1547/26): Loss 0.3497, Sem 0.5310, dir -0.6186, norm 0.4372, swav 0.0000 LR: 8.596e-02 Score 82.987 Data time: 0.2193, Forward time: 2.2685, Backward time: 3.0925, DDP time: 0.0040, Total iter time: 5.9342 [2020-11-05 16:07:12,574][root][INFO] - ===> Epoch[60](1548/26): Loss 0.3385, Sem 0.5064, dir -0.6396, norm 0.4718, swav 0.0000 LR: 8.595e-02 Score 83.006 Data time: 0.2070, Forward time: 2.2684, Backward time: 3.0928, DDP time: 0.0040, Total iter time: 6.0737 [2020-11-05 16:07:18,753][root][INFO] - ===> Epoch[60](1549/26): Loss 0.4863, Sem 0.5954, dir -0.6321, norm 0.5230, swav 0.0000 LR: 8.595e-02 Score 81.528 Data time: 0.2684, Forward time: 2.2687, Backward time: 3.0927, DDP time: 0.0040, Total iter time: 6.0755 [2020-11-05 16:07:26,163][root][INFO] - ===> Epoch[60](1550/26): Loss 0.3386, Sem 0.4818, dir -0.6471, norm 0.5040, swav 0.0000 LR: 8.594e-02 Score 84.792 Data time: 0.3532, Forward time: 2.2696, Backward time: 3.0928, DDP time: 0.0040, Total iter time: 7.2862 [2020-11-05 16:07:31,726][root][INFO] - ===> Epoch[60](1551/26): Loss 0.4394, Sem 0.5796, dir -0.6461, norm 0.5059, swav 0.0000 LR: 8.593e-02 Score 81.406 Data time: 0.2368, Forward time: 2.2699, Backward time: 3.0924, DDP time: 0.0040, Total iter time: 5.4214 [2020-11-05 16:07:36,826][root][INFO] - ===> Epoch[60](1552/26): Loss 0.3366, Sem 0.5057, dir -0.6433, norm 0.4742, swav 0.0000 LR: 8.592e-02 Score 84.746 Data time: 0.2118, Forward time: 2.2700, Backward time: 3.0919, DDP time: 0.0040, Total iter time: 4.9711 [2020-11-05 16:07:41,699][root][INFO] - ===> Epoch[60](1553/26): Loss 0.3321, Sem 0.4730, dir -0.6354, norm 0.4945, swav 0.0000 LR: 8.591e-02 Score 85.220 Data time: 0.1442, Forward time: 2.2695, Backward time: 3.0919, DDP time: 0.0040, Total iter time: 4.7720 [2020-11-05 16:07:47,668][root][INFO] - ===> Epoch[60](1554/26): Loss 0.3354, Sem 0.5346, dir -0.6516, norm 0.4524, swav 0.0000 LR: 8.590e-02 Score 83.575 Data time: 0.2050, Forward time: 2.2695, Backward time: 3.0921, DDP time: 0.0040, Total iter time: 5.9287 [2020-11-05 16:07:52,647][root][INFO] - ===> Epoch[60](1555/26): Loss 0.2654, Sem 0.4920, dir -0.6584, norm 0.4318, swav 0.0000 LR: 8.589e-02 Score 85.047 Data time: 0.1113, Forward time: 2.2689, Backward time: 3.0923, DDP time: 0.0040, Total iter time: 4.8560 [2020-11-05 16:07:57,959][root][INFO] - ===> Epoch[60](1556/26): Loss 0.2818, Sem 0.4889, dir -0.6732, norm 0.4661, swav 0.0000 LR: 8.588e-02 Score 85.416 Data time: 0.1628, Forward time: 2.2686, Backward time: 3.0923, DDP time: 0.0040, Total iter time: 5.2781 [2020-11-05 16:08:03,303][root][INFO] - ===> Epoch[60](1557/26): Loss 0.2737, Sem 0.4231, dir -0.6099, norm 0.4605, swav 0.0000 LR: 8.587e-02 Score 86.932 Data time: 0.1793, Forward time: 2.2683, Backward time: 3.0924, DDP time: 0.0040, Total iter time: 5.2518 [2020-11-05 16:08:08,780][root][INFO] - ===> Epoch[60](1558/26): Loss 0.3500, Sem 0.5167, dir -0.6469, norm 0.4802, swav 0.0000 LR: 8.586e-02 Score 84.024 Data time: 0.2098, Forward time: 2.2683, Backward time: 3.0923, DDP time: 0.0040, Total iter time: 5.3992 [2020-11-05 16:08:14,172][root][INFO] - ===> Epoch[60](1559/26): Loss 0.3703, Sem 0.4981, dir -0.6099, norm 0.4822, swav 0.0000 LR: 8.585e-02 Score 83.095 Data time: 0.1588, Forward time: 2.2680, Backward time: 3.0924, DDP time: 0.0040, Total iter time: 5.2729 [2020-11-05 16:08:19,047][root][INFO] - ===> Epoch[60](1560/26): Loss 0.4141, Sem 0.5284, dir -0.6243, norm 0.5100, swav 0.0000 LR: 8.585e-02 Score 84.900 Data time: 0.2120, Forward time: 2.2678, Backward time: 3.0919, DDP time: 0.0040, Total iter time: 4.7795 [2020-11-05 16:08:25,875][root][INFO] - ===> Epoch[61](1561/26): Loss 0.3178, Sem 0.4964, dir -0.6502, norm 0.4716, swav 0.0000 LR: 8.584e-02 Score 85.014 Data time: 0.2560, Forward time: 2.2678, Backward time: 3.0925, DDP time: 0.0040, Total iter time: 6.7257 [2020-11-05 16:08:31,654][root][INFO] - ===> Epoch[61](1562/26): Loss 0.3012, Sem 0.4782, dir -0.6359, norm 0.4590, swav 0.0000 LR: 8.583e-02 Score 84.873 Data time: 0.2283, Forward time: 2.2678, Backward time: 3.0925, DDP time: 0.0040, Total iter time: 5.6565 [2020-11-05 16:08:37,075][root][INFO] - ===> Epoch[61](1563/26): Loss 0.2748, Sem 0.4753, dir -0.6425, norm 0.4419, swav 0.0000 LR: 8.582e-02 Score 85.165 Data time: 0.1836, Forward time: 2.2676, Backward time: 3.0925, DDP time: 0.0040, Total iter time: 5.2918 [2020-11-05 16:08:43,934][root][INFO] - ===> Epoch[61](1564/26): Loss 0.4155, Sem 0.5450, dir -0.6161, norm 0.4867, swav 0.0000 LR: 8.581e-02 Score 82.740 Data time: 0.2137, Forward time: 2.2677, Backward time: 3.0931, DDP time: 0.0040, Total iter time: 6.7440 [2020-11-05 16:08:49,482][root][INFO] - ===> Epoch[61](1565/26): Loss 0.3653, Sem 0.5387, dir -0.6300, norm 0.4566, swav 0.0000 LR: 8.580e-02 Score 83.315 Data time: 0.2007, Forward time: 2.2675, Backward time: 3.0931, DDP time: 0.0040, Total iter time: 5.4111 [2020-11-05 16:08:55,402][root][INFO] - ===> Epoch[61](1566/26): Loss 0.4167, Sem 0.5483, dir -0.6290, norm 0.4975, swav 0.0000 LR: 8.579e-02 Score 82.925 Data time: 0.1911, Forward time: 2.2673, Backward time: 3.0934, DDP time: 0.0040, Total iter time: 5.8044 [2020-11-05 16:09:01,175][root][INFO] - ===> Epoch[61](1567/26): Loss 0.3403, Sem 0.4970, dir -0.6215, norm 0.4647, swav 0.0000 LR: 8.578e-02 Score 83.955 Data time: 0.3033, Forward time: 2.2678, Backward time: 3.0930, DDP time: 0.0040, Total iter time: 5.6762 [2020-11-05 16:09:08,266][root][INFO] - ===> Epoch[61](1568/26): Loss 0.4410, Sem 0.5510, dir -0.6043, norm 0.4943, swav 0.0000 LR: 8.577e-02 Score 82.311 Data time: 0.3712, Forward time: 2.2686, Backward time: 3.0930, DDP time: 0.0040, Total iter time: 6.9581 [2020-11-05 16:09:14,137][root][INFO] - ===> Epoch[61](1569/26): Loss 0.4546, Sem 0.5201, dir -0.5672, norm 0.5016, swav 0.0000 LR: 8.576e-02 Score 82.614 Data time: 0.1431, Forward time: 2.2682, Backward time: 3.0934, DDP time: 0.0040, Total iter time: 5.7457 [2020-11-05 16:09:19,303][root][INFO] - ===> Epoch[61](1570/26): Loss 0.3119, Sem 0.4510, dir -0.6178, norm 0.4787, swav 0.0000 LR: 8.575e-02 Score 86.246 Data time: 0.2377, Forward time: 2.2684, Backward time: 3.0929, DDP time: 0.0040, Total iter time: 5.0845 [2020-11-05 16:09:26,004][root][INFO] - ===> Epoch[61](1571/26): Loss 0.3076, Sem 0.4468, dir -0.5949, norm 0.4557, swav 0.0000 LR: 8.574e-02 Score 86.317 Data time: 0.2674, Forward time: 2.2687, Backward time: 3.0931, DDP time: 0.0040, Total iter time: 6.5825 [2020-11-05 16:09:32,179][root][INFO] - ===> Epoch[61](1572/26): Loss 0.3263, Sem 0.4882, dir -0.6293, norm 0.4674, swav 0.0000 LR: 8.574e-02 Score 85.191 Data time: 0.2398, Forward time: 2.2689, Backward time: 3.0932, DDP time: 0.0040, Total iter time: 6.0495 [2020-11-05 16:09:37,896][root][INFO] - ===> Epoch[61](1573/26): Loss 0.4060, Sem 0.5528, dir -0.6643, norm 0.5176, swav 0.0000 LR: 8.573e-02 Score 84.007 Data time: 0.2445, Forward time: 2.2690, Backward time: 3.0930, DDP time: 0.0040, Total iter time: 5.6001 [2020-11-05 16:09:42,899][root][INFO] - ===> Epoch[61](1574/26): Loss 0.3010, Sem 0.4847, dir -0.6345, norm 0.4508, swav 0.0000 LR: 8.572e-02 Score 85.105 Data time: 0.2476, Forward time: 2.2693, Backward time: 3.0923, DDP time: 0.0040, Total iter time: 4.8781 [2020-11-05 16:09:49,442][root][INFO] - ===> Epoch[61](1575/26): Loss 0.4055, Sem 0.5278, dir -0.6329, norm 0.5106, swav 0.0000 LR: 8.571e-02 Score 84.535 Data time: 0.2823, Forward time: 2.2696, Backward time: 3.0924, DDP time: 0.0040, Total iter time: 6.4104 [2020-11-05 16:09:55,225][root][INFO] - ===> Epoch[61](1576/26): Loss 0.3961, Sem 0.5048, dir -0.6061, norm 0.4973, swav 0.0000 LR: 8.570e-02 Score 84.620 Data time: 0.2462, Forward time: 2.2698, Backward time: 3.0922, DDP time: 0.0040, Total iter time: 5.6497 [2020-11-05 16:10:00,520][root][INFO] - ===> Epoch[61](1577/26): Loss 0.3798, Sem 0.4974, dir -0.6322, norm 0.5146, swav 0.0000 LR: 8.569e-02 Score 84.814 Data time: 0.2477, Forward time: 2.2701, Backward time: 3.0916, DDP time: 0.0040, Total iter time: 5.1895 [2020-11-05 16:10:04,752][root][INFO] - ===> Epoch[61](1578/26): Loss 0.3054, Sem 0.4842, dir -0.6505, norm 0.4716, swav 0.0000 LR: 8.568e-02 Score 84.262 Data time: 0.1961, Forward time: 2.2699, Backward time: 3.0909, DDP time: 0.0040, Total iter time: 4.1187 [2020-11-05 16:10:11,221][root][INFO] - ===> Epoch[61](1579/26): Loss 0.4751, Sem 0.6332, dir -0.6470, norm 0.4889, swav 0.0000 LR: 8.567e-02 Score 79.902 Data time: 0.3202, Forward time: 2.2704, Backward time: 3.0908, DDP time: 0.0040, Total iter time: 6.3741 [2020-11-05 16:10:18,830][root][INFO] - ===> Epoch[61](1580/26): Loss 0.3258, Sem 0.5349, dir -0.6626, norm 0.4535, swav 0.0000 LR: 8.566e-02 Score 83.570 Data time: 0.1984, Forward time: 2.2704, Backward time: 3.0920, DDP time: 0.0040, Total iter time: 7.4965 [2020-11-05 16:10:24,401][root][INFO] - ===> Epoch[61](1581/26): Loss 0.5311, Sem 0.5464, dir -0.5751, norm 0.5597, swav 0.0000 LR: 8.565e-02 Score 83.286 Data time: 0.2195, Forward time: 2.2703, Backward time: 3.0919, DDP time: 0.0040, Total iter time: 5.4593 [2020-11-05 16:10:29,653][root][INFO] - ===> Epoch[61](1582/26): Loss 0.3239, Sem 0.5025, dir -0.6242, norm 0.4457, swav 0.0000 LR: 8.564e-02 Score 84.540 Data time: 0.2395, Forward time: 2.2706, Backward time: 3.0914, DDP time: 0.0040, Total iter time: 5.1528 [2020-11-05 16:10:34,911][root][INFO] - ===> Epoch[61](1583/26): Loss 0.3814, Sem 0.5507, dir -0.6206, norm 0.4513, swav 0.0000 LR: 8.563e-02 Score 83.715 Data time: 0.2594, Forward time: 2.2708, Backward time: 3.0908, DDP time: 0.0040, Total iter time: 5.1420 [2020-11-05 16:10:40,848][root][INFO] - ===> Epoch[61](1584/26): Loss 0.3737, Sem 0.5649, dir -0.6454, norm 0.4542, swav 0.0000 LR: 8.563e-02 Score 82.783 Data time: 0.2225, Forward time: 2.2707, Backward time: 3.0910, DDP time: 0.0040, Total iter time: 5.7955 [2020-11-05 16:10:46,525][root][INFO] - ===> Epoch[61](1585/26): Loss 0.3380, Sem 0.5044, dir -0.6199, norm 0.4534, swav 0.0000 LR: 8.562e-02 Score 84.586 Data time: 0.2290, Forward time: 2.2707, Backward time: 3.0909, DDP time: 0.0040, Total iter time: 5.5893 [2020-11-05 16:10:52,461][root][INFO] - ===> Epoch[61](1586/26): Loss 0.5368, Sem 0.6404, dir -0.6306, norm 0.5270, swav 0.0000 LR: 8.561e-02 Score 80.519 Data time: 0.2925, Forward time: 2.2712, Backward time: 3.0905, DDP time: 0.0040, Total iter time: 5.8363 [2020-11-05 16:10:58,791][root][INFO] - ===> Epoch[62](1587/26): Loss 0.4128, Sem 0.5208, dir -0.6163, norm 0.5082, swav 0.0000 LR: 8.560e-02 Score 83.665 Data time: 0.2649, Forward time: 2.2715, Backward time: 3.0906, DDP time: 0.0040, Total iter time: 6.1978 [2020-11-05 16:11:05,078][root][INFO] - ===> Epoch[62](1588/26): Loss 0.3194, Sem 0.4942, dir -0.6264, norm 0.4516, swav 0.0000 LR: 8.559e-02 Score 84.683 Data time: 0.2991, Forward time: 2.2720, Backward time: 3.0903, DDP time: 0.0040, Total iter time: 6.1691 [2020-11-05 16:11:10,483][root][INFO] - ===> Epoch[62](1589/26): Loss 0.3366, Sem 0.5021, dir -0.6183, norm 0.4527, swav 0.0000 LR: 8.558e-02 Score 83.834 Data time: 0.1627, Forward time: 2.2717, Backward time: 3.0905, DDP time: 0.0040, Total iter time: 5.2686 [2020-11-05 16:11:16,170][root][INFO] - ===> Epoch[62](1590/26): Loss 0.3454, Sem 0.4945, dir -0.6374, norm 0.4884, swav 0.0000 LR: 8.557e-02 Score 84.934 Data time: 0.2214, Forward time: 2.2718, Backward time: 3.0903, DDP time: 0.0040, Total iter time: 5.6120 [2020-11-05 16:11:22,217][root][INFO] - ===> Epoch[62](1591/26): Loss 0.3069, Sem 0.4496, dir -0.6193, norm 0.4766, swav 0.0000 LR: 8.556e-02 Score 85.998 Data time: 0.2621, Forward time: 2.2718, Backward time: 3.0905, DDP time: 0.0040, Total iter time: 5.9411 [2020-11-05 16:11:26,551][root][INFO] - ===> Epoch[62](1592/26): Loss 0.3864, Sem 0.5234, dir -0.6321, norm 0.4950, swav 0.0000 LR: 8.555e-02 Score 84.369 Data time: 0.2087, Forward time: 2.2718, Backward time: 3.0896, DDP time: 0.0040, Total iter time: 4.2446 [2020-11-05 16:11:31,352][root][INFO] - ===> Epoch[62](1593/26): Loss 0.2395, Sem 0.4935, dir -0.6546, norm 0.4006, swav 0.0000 LR: 8.554e-02 Score 84.252 Data time: 0.2301, Forward time: 2.2719, Backward time: 3.0889, DDP time: 0.0040, Total iter time: 4.7062 [2020-11-05 16:11:36,095][root][INFO] - ===> Epoch[62](1594/26): Loss 0.3414, Sem 0.5466, dir -0.6179, norm 0.4127, swav 0.0000 LR: 8.553e-02 Score 83.199 Data time: 0.2145, Forward time: 2.2719, Backward time: 3.0883, DDP time: 0.0040, Total iter time: 4.6411 [2020-11-05 16:11:41,610][root][INFO] - ===> Epoch[62](1595/26): Loss 0.3593, Sem 0.4987, dir -0.6412, norm 0.5018, swav 0.0000 LR: 8.552e-02 Score 85.315 Data time: 0.1702, Forward time: 2.2716, Backward time: 3.0884, DDP time: 0.0040, Total iter time: 5.4253 [2020-11-05 16:11:46,462][root][INFO] - ===> Epoch[62](1596/26): Loss 0.3572, Sem 0.5449, dir -0.6445, norm 0.4568, swav 0.0000 LR: 8.552e-02 Score 83.854 Data time: 0.1890, Forward time: 2.2715, Backward time: 3.0880, DDP time: 0.0040, Total iter time: 4.7800 [2020-11-05 16:11:51,874][root][INFO] - ===> Epoch[62](1597/26): Loss 0.2971, Sem 0.4870, dir -0.6286, norm 0.4388, swav 0.0000 LR: 8.551e-02 Score 85.025 Data time: 0.2223, Forward time: 2.2715, Backward time: 3.0878, DDP time: 0.0040, Total iter time: 5.3132 [2020-11-05 16:11:57,467][root][INFO] - ===> Epoch[62](1598/26): Loss 0.3800, Sem 0.4880, dir -0.6118, norm 0.5039, swav 0.0000 LR: 8.550e-02 Score 84.320 Data time: 0.2341, Forward time: 2.2717, Backward time: 3.0875, DDP time: 0.0040, Total iter time: 5.4533 [2020-11-05 16:12:03,258][root][INFO] - ===> Epoch[62](1599/26): Loss 0.3115, Sem 0.4769, dir -0.6540, norm 0.4886, swav 0.0000 LR: 8.549e-02 Score 84.768 Data time: 0.1965, Forward time: 2.2717, Backward time: 3.0875, DDP time: 0.0040, Total iter time: 5.6652 [2020-11-05 16:12:09,487][root][INFO] - ===> Epoch[62](1600/26): Loss 0.3246, Sem 0.4882, dir -0.6326, norm 0.4689, swav 0.0000 LR: 8.548e-02 Score 84.163 Data time: 0.1406, Forward time: 2.2711, Backward time: 3.0884, DDP time: 0.0040, Total iter time: 6.1066 [2020-11-05 16:12:16,241][root][INFO] - ===> Epoch[62](1601/26): Loss 0.3925, Sem 0.4775, dir -0.5910, norm 0.5060, swav 0.0000 LR: 8.547e-02 Score 84.824 Data time: 0.2323, Forward time: 2.2714, Backward time: 3.0888, DDP time: 0.0040, Total iter time: 6.6729 [2020-11-05 16:12:21,979][root][INFO] - ===> Epoch[62](1602/26): Loss 0.3979, Sem 0.5503, dir -0.6507, norm 0.4983, swav 0.0000 LR: 8.546e-02 Score 83.609 Data time: 0.2128, Forward time: 2.2713, Backward time: 3.0889, DDP time: 0.0040, Total iter time: 5.6174 [2020-11-05 16:12:27,472][root][INFO] - ===> Epoch[62](1603/26): Loss 0.3270, Sem 0.5107, dir -0.6437, norm 0.4600, swav 0.0000 LR: 8.545e-02 Score 84.592 Data time: 0.2824, Forward time: 2.2716, Backward time: 3.0884, DDP time: 0.0040, Total iter time: 5.3819 [2020-11-05 16:12:33,757][root][INFO] - ===> Epoch[62](1604/26): Loss 0.4210, Sem 0.5157, dir -0.6420, norm 0.5473, swav 0.0000 LR: 8.544e-02 Score 84.728 Data time: 0.2094, Forward time: 2.2716, Backward time: 3.0886, DDP time: 0.0040, Total iter time: 6.1379 [2020-11-05 16:12:38,288][root][INFO] - ===> Epoch[62](1605/26): Loss 0.3183, Sem 0.5387, dir -0.6723, norm 0.4519, swav 0.0000 LR: 8.543e-02 Score 83.632 Data time: 0.1809, Forward time: 2.2713, Backward time: 3.0882, DDP time: 0.0040, Total iter time: 4.4030 [2020-11-05 16:12:44,453][root][INFO] - ===> Epoch[62](1606/26): Loss 0.4055, Sem 0.5426, dir -0.6123, norm 0.4752, swav 0.0000 LR: 8.542e-02 Score 82.563 Data time: 0.2801, Forward time: 2.2717, Backward time: 3.0881, DDP time: 0.0040, Total iter time: 6.0743 [2020-11-05 16:12:49,268][root][INFO] - ===> Epoch[62](1607/26): Loss 0.2886, Sem 0.4719, dir -0.6493, norm 0.4659, swav 0.0000 LR: 8.541e-02 Score 84.207 Data time: 0.2008, Forward time: 2.2717, Backward time: 3.0875, DDP time: 0.0040, Total iter time: 4.6830 [2020-11-05 16:12:55,175][root][INFO] - ===> Epoch[62](1608/26): Loss 0.2448, Sem 0.4565, dir -0.6632, norm 0.4515, swav 0.0000 LR: 8.541e-02 Score 85.653 Data time: 0.2372, Forward time: 2.2718, Backward time: 3.0874, DDP time: 0.0040, Total iter time: 5.8045 [2020-11-05 16:13:00,601][root][INFO] - ===> Epoch[62](1609/26): Loss 0.3303, Sem 0.4580, dir -0.6337, norm 0.5061, swav 0.0000 LR: 8.540e-02 Score 85.377 Data time: 0.1730, Forward time: 2.2716, Backward time: 3.0874, DDP time: 0.0040, Total iter time: 5.3121 [2020-11-05 16:13:05,533][root][INFO] - ===> Epoch[62](1610/26): Loss 0.3842, Sem 0.5163, dir -0.5994, norm 0.4673, swav 0.0000 LR: 8.539e-02 Score 83.483 Data time: 0.2225, Forward time: 2.2716, Backward time: 3.0869, DDP time: 0.0040, Total iter time: 4.8273 [2020-11-05 16:13:11,489][root][INFO] - ===> Epoch[62](1611/26): Loss 0.3456, Sem 0.5178, dir -0.6537, norm 0.4815, swav 0.0000 LR: 8.538e-02 Score 83.800 Data time: 0.2584, Forward time: 2.2719, Backward time: 3.0868, DDP time: 0.0040, Total iter time: 5.8484 [2020-11-05 16:13:16,977][root][INFO] - ===> Epoch[62](1612/26): Loss 0.4333, Sem 0.5583, dir -0.6272, norm 0.5022, swav 0.0000 LR: 8.537e-02 Score 83.336 Data time: 0.2437, Forward time: 2.2721, Backward time: 3.0863, DDP time: 0.0040, Total iter time: 5.3421 [2020-11-05 16:13:23,543][root][INFO] - ===> Epoch[63](1613/26): Loss 0.3129, Sem 0.4814, dir -0.6050, norm 0.4366, swav 0.0000 LR: 8.536e-02 Score 85.072 Data time: 0.2309, Forward time: 2.2719, Backward time: 3.0869, DDP time: 0.0040, Total iter time: 6.4521 [2020-11-05 16:13:30,178][root][INFO] - ===> Epoch[63](1614/26): Loss 0.5030, Sem 0.6533, dir -0.6214, norm 0.4710, swav 0.0000 LR: 8.535e-02 Score 79.104 Data time: 0.2021, Forward time: 2.2718, Backward time: 3.0876, DDP time: 0.0040, Total iter time: 6.5382 [2020-11-05 16:13:35,767][root][INFO] - ===> Epoch[63](1615/26): Loss 0.3737, Sem 0.5519, dir -0.6423, norm 0.4640, swav 0.0000 LR: 8.534e-02 Score 82.994 Data time: 0.1935, Forward time: 2.2717, Backward time: 3.0876, DDP time: 0.0040, Total iter time: 5.4821 [2020-11-05 16:13:42,627][root][INFO] - ===> Epoch[63](1616/26): Loss 0.3547, Sem 0.4953, dir -0.6279, norm 0.4873, swav 0.0000 LR: 8.533e-02 Score 84.967 Data time: 0.1912, Forward time: 2.2716, Backward time: 3.0884, DDP time: 0.0040, Total iter time: 6.7503 [2020-11-05 16:13:48,009][root][INFO] - ===> Epoch[63](1617/26): Loss 0.3972, Sem 0.5416, dir -0.6181, norm 0.4737, swav 0.0000 LR: 8.532e-02 Score 82.861 Data time: 0.1845, Forward time: 2.2714, Backward time: 3.0883, DDP time: 0.0040, Total iter time: 5.2786 [2020-11-05 16:13:53,689][root][INFO] - ===> Epoch[63](1618/26): Loss 0.4067, Sem 0.5498, dir -0.6290, norm 0.4859, swav 0.0000 LR: 8.531e-02 Score 82.645 Data time: 0.2354, Forward time: 2.2715, Backward time: 3.0882, DDP time: 0.0040, Total iter time: 5.5639 [2020-11-05 16:13:58,772][root][INFO] - ===> Epoch[63](1619/26): Loss 0.3073, Sem 0.4774, dir -0.6441, norm 0.4740, swav 0.0000 LR: 8.530e-02 Score 85.050 Data time: 0.2472, Forward time: 2.2717, Backward time: 3.0876, DDP time: 0.0040, Total iter time: 4.9426 [2020-11-05 16:14:04,918][root][INFO] - ===> Epoch[63](1620/26): Loss 0.3243, Sem 0.4818, dir -0.6213, norm 0.4638, swav 0.0000 LR: 8.530e-02 Score 85.359 Data time: 0.1827, Forward time: 2.2714, Backward time: 3.0880, DDP time: 0.0040, Total iter time: 6.0316 [2020-11-05 16:14:10,209][root][INFO] - ===> Epoch[63](1621/26): Loss 0.4044, Sem 0.6096, dir -0.6636, norm 0.4584, swav 0.0000 LR: 8.529e-02 Score 81.370 Data time: 0.2300, Forward time: 2.2715, Backward time: 3.0877, DDP time: 0.0040, Total iter time: 5.2049 [2020-11-05 16:14:16,377][root][INFO] - ===> Epoch[63](1622/26): Loss 0.2836, Sem 0.4495, dir -0.6377, norm 0.4718, swav 0.0000 LR: 8.528e-02 Score 85.953 Data time: 0.3092, Forward time: 2.2720, Backward time: 3.0874, DDP time: 0.0040, Total iter time: 6.0560 [2020-11-05 16:14:21,486][root][INFO] - ===> Epoch[63](1623/26): Loss 0.3518, Sem 0.5344, dir -0.6537, norm 0.4712, swav 0.0000 LR: 8.527e-02 Score 82.772 Data time: 0.2106, Forward time: 2.2722, Backward time: 3.0869, DDP time: 0.0040, Total iter time: 4.9825 [2020-11-05 16:14:26,522][root][INFO] - ===> Epoch[63](1624/26): Loss 0.4551, Sem 0.5529, dir -0.5905, norm 0.4927, swav 0.0000 LR: 8.526e-02 Score 83.355 Data time: 0.1887, Forward time: 2.2721, Backward time: 3.0866, DDP time: 0.0040, Total iter time: 4.9197 [2020-11-05 16:14:32,275][root][INFO] - ===> Epoch[63](1625/26): Loss 0.3451, Sem 0.5060, dir -0.6230, norm 0.4621, swav 0.0000 LR: 8.525e-02 Score 84.297 Data time: 0.2268, Forward time: 2.2722, Backward time: 3.0864, DDP time: 0.0040, Total iter time: 5.6962 [2020-11-05 16:14:37,546][root][INFO] - ===> Epoch[63](1626/26): Loss 0.3483, Sem 0.5164, dir -0.6432, norm 0.4751, swav 0.0000 LR: 8.524e-02 Score 83.161 Data time: 0.2204, Forward time: 2.2722, Backward time: 3.0862, DDP time: 0.0040, Total iter time: 5.1414 [2020-11-05 16:14:43,072][root][INFO] - ===> Epoch[63](1627/26): Loss 0.2907, Sem 0.4752, dir -0.6293, norm 0.4448, swav 0.0000 LR: 8.523e-02 Score 84.963 Data time: 0.2541, Forward time: 2.2724, Backward time: 3.0858, DDP time: 0.0040, Total iter time: 5.4238 [2020-11-05 16:14:48,322][root][INFO] - ===> Epoch[63](1628/26): Loss 0.3567, Sem 0.5467, dir -0.6518, norm 0.4618, swav 0.0000 LR: 8.522e-02 Score 83.673 Data time: 0.2004, Forward time: 2.2724, Backward time: 3.0855, DDP time: 0.0040, Total iter time: 5.1226 [2020-11-05 16:14:53,377][root][INFO] - ===> Epoch[63](1629/26): Loss 0.3753, Sem 0.5365, dir -0.6167, norm 0.4555, swav 0.0000 LR: 8.521e-02 Score 83.408 Data time: 0.1758, Forward time: 2.2721, Backward time: 3.0854, DDP time: 0.0040, Total iter time: 4.9553 [2020-11-05 16:14:58,752][root][INFO] - ===> Epoch[63](1630/26): Loss 0.3016, Sem 0.4844, dir -0.6418, norm 0.4590, swav 0.0000 LR: 8.520e-02 Score 85.565 Data time: 0.1454, Forward time: 2.2717, Backward time: 3.0857, DDP time: 0.0040, Total iter time: 5.2898 [2020-11-05 16:15:04,317][root][INFO] - ===> Epoch[63](1631/26): Loss 0.3255, Sem 0.5212, dir -0.6396, norm 0.4440, swav 0.0000 LR: 8.519e-02 Score 83.769 Data time: 0.2040, Forward time: 2.2715, Backward time: 3.0857, DDP time: 0.0040, Total iter time: 5.4847 [2020-11-05 16:15:10,954][root][INFO] - ===> Epoch[63](1632/26): Loss 0.3674, Sem 0.4786, dir -0.6370, norm 0.5258, swav 0.0000 LR: 8.519e-02 Score 85.424 Data time: 0.3739, Forward time: 2.2722, Backward time: 3.0855, DDP time: 0.0040, Total iter time: 6.5379 [2020-11-05 16:15:18,792][root][INFO] - ===> Epoch[63](1633/26): Loss 0.4490, Sem 0.5469, dir -0.5957, norm 0.4978, swav 0.0000 LR: 8.518e-02 Score 84.236 Data time: 0.2391, Forward time: 2.2724, Backward time: 3.0865, DDP time: 0.0040, Total iter time: 7.7070 [2020-11-05 16:15:24,858][root][INFO] - ===> Epoch[63](1634/26): Loss 0.3429, Sem 0.5092, dir -0.6489, norm 0.4825, swav 0.0000 LR: 8.517e-02 Score 83.758 Data time: 0.2488, Forward time: 2.2727, Backward time: 3.0864, DDP time: 0.0040, Total iter time: 5.9480 [2020-11-05 16:15:30,339][root][INFO] - ===> Epoch[63](1635/26): Loss 0.1629, Sem 0.3921, dir -0.6681, norm 0.4389, swav 0.0000 LR: 8.516e-02 Score 87.524 Data time: 0.1837, Forward time: 2.2725, Backward time: 3.0864, DDP time: 0.0040, Total iter time: 5.3596 [2020-11-05 16:15:34,974][root][INFO] - ===> Epoch[63](1636/26): Loss 0.3805, Sem 0.5218, dir -0.6110, norm 0.4697, swav 0.0000 LR: 8.515e-02 Score 84.241 Data time: 0.1445, Forward time: 2.2722, Backward time: 3.0861, DDP time: 0.0040, Total iter time: 4.5495 [2020-11-05 16:15:40,982][root][INFO] - ===> Epoch[63](1637/26): Loss 0.2669, Sem 0.4189, dir -0.6454, norm 0.4934, swav 0.0000 LR: 8.514e-02 Score 86.808 Data time: 0.1419, Forward time: 2.2717, Backward time: 3.0868, DDP time: 0.0040, Total iter time: 5.9499 [2020-11-05 16:15:46,119][root][INFO] - ===> Epoch[63](1638/26): Loss 0.3018, Sem 0.4855, dir -0.6365, norm 0.4528, swav 0.0000 LR: 8.513e-02 Score 85.233 Data time: 0.1871, Forward time: 2.2716, Backward time: 3.0865, DDP time: 0.0040, Total iter time: 5.0823 [2020-11-05 16:15:52,392][root][INFO] - ===> Epoch[64](1639/26): Loss 0.3092, Sem 0.5282, dir -0.6538, norm 0.4347, swav 0.0000 LR: 8.512e-02 Score 82.743 Data time: 0.1511, Forward time: 2.2712, Backward time: 3.0872, DDP time: 0.0040, Total iter time: 6.1662 [2020-11-05 16:15:58,146][root][INFO] - ===> Epoch[64](1640/26): Loss 0.3009, Sem 0.4892, dir -0.6127, norm 0.4243, swav 0.0000 LR: 8.511e-02 Score 84.633 Data time: 0.1897, Forward time: 2.2711, Backward time: 3.0874, DDP time: 0.0040, Total iter time: 5.6771 [2020-11-05 16:16:02,861][root][INFO] - ===> Epoch[64](1641/26): Loss 0.3010, Sem 0.5003, dir -0.6471, norm 0.4478, swav 0.0000 LR: 8.510e-02 Score 83.934 Data time: 0.2123, Forward time: 2.2711, Backward time: 3.0868, DDP time: 0.0040, Total iter time: 4.6144 [2020-11-05 16:16:09,442][root][INFO] - ===> Epoch[64](1642/26): Loss 0.4037, Sem 0.4588, dir -0.5951, norm 0.5400, swav 0.0000 LR: 8.509e-02 Score 85.731 Data time: 0.1981, Forward time: 2.2711, Backward time: 3.0873, DDP time: 0.0040, Total iter time: 6.4772 [2020-11-05 16:16:15,502][root][INFO] - ===> Epoch[64](1643/26): Loss 0.3874, Sem 0.4964, dir -0.6304, norm 0.5214, swav 0.0000 LR: 8.509e-02 Score 84.929 Data time: 0.1924, Forward time: 2.2709, Backward time: 3.0876, DDP time: 0.0040, Total iter time: 5.9065 [2020-11-05 16:16:21,293][root][INFO] - ===> Epoch[64](1644/26): Loss 0.3661, Sem 0.4934, dir -0.6306, norm 0.5034, swav 0.0000 LR: 8.508e-02 Score 84.582 Data time: 0.2605, Forward time: 2.2712, Backward time: 3.0873, DDP time: 0.0040, Total iter time: 5.6930 [2020-11-05 16:16:27,520][root][INFO] - ===> Epoch[64](1645/26): Loss 0.4247, Sem 0.5503, dir -0.6328, norm 0.5073, swav 0.0000 LR: 8.507e-02 Score 84.003 Data time: 0.2210, Forward time: 2.2713, Backward time: 3.0875, DDP time: 0.0040, Total iter time: 6.0993 [2020-11-05 16:16:34,918][root][INFO] - ===> Epoch[64](1646/26): Loss 0.3210, Sem 0.4719, dir -0.6335, norm 0.4826, swav 0.0000 LR: 8.506e-02 Score 85.417 Data time: 0.2165, Forward time: 2.2713, Backward time: 3.0884, DDP time: 0.0040, Total iter time: 7.2882 [2020-11-05 16:16:42,283][root][INFO] - ===> Epoch[64](1647/26): Loss 0.3082, Sem 0.5311, dir -0.6588, norm 0.4360, swav 0.0000 LR: 8.505e-02 Score 83.816 Data time: 0.2494, Forward time: 2.2714, Backward time: 3.0892, DDP time: 0.0040, Total iter time: 7.2324 [2020-11-05 16:16:47,969][root][INFO] - ===> Epoch[64](1648/26): Loss 0.4531, Sem 0.5692, dir -0.6417, norm 0.5256, swav 0.0000 LR: 8.504e-02 Score 82.741 Data time: 0.2724, Forward time: 2.2718, Backward time: 3.0888, DDP time: 0.0040, Total iter time: 5.5594 [2020-11-05 16:16:54,001][root][INFO] - ===> Epoch[64](1649/26): Loss 0.2850, Sem 0.4684, dir -0.6613, norm 0.4779, swav 0.0000 LR: 8.503e-02 Score 84.182 Data time: 0.2224, Forward time: 2.2716, Backward time: 3.0891, DDP time: 0.0040, Total iter time: 5.9027 [2020-11-05 16:16:59,862][root][INFO] - ===> Epoch[64](1650/26): Loss 0.3335, Sem 0.4383, dir -0.5834, norm 0.4785, swav 0.0000 LR: 8.502e-02 Score 86.859 Data time: 0.2413, Forward time: 2.2719, Backward time: 3.0889, DDP time: 0.0040, Total iter time: 5.7467 [2020-11-05 16:17:06,017][root][INFO] - ===> Epoch[64](1651/26): Loss 0.3962, Sem 0.5245, dir -0.6409, norm 0.5126, swav 0.0000 LR: 8.501e-02 Score 84.069 Data time: 0.2064, Forward time: 2.2719, Backward time: 3.0891, DDP time: 0.0040, Total iter time: 6.0169 [2020-11-05 16:17:10,706][root][INFO] - ===> Epoch[64](1652/26): Loss 0.1816, Sem 0.4447, dir -0.6871, norm 0.4240, swav 0.0000 LR: 8.500e-02 Score 85.355 Data time: 0.1770, Forward time: 2.2717, Backward time: 3.0887, DDP time: 0.0040, Total iter time: 4.5705 [2020-11-05 16:17:17,136][root][INFO] - ===> Epoch[64](1653/26): Loss 0.3369, Sem 0.5324, dir -0.6332, norm 0.4376, swav 0.0000 LR: 8.499e-02 Score 83.768 Data time: 0.1732, Forward time: 2.2714, Backward time: 3.0894, DDP time: 0.0040, Total iter time: 6.3265 [2020-11-05 16:17:22,604][root][INFO] - ===> Epoch[64](1654/26): Loss 0.3287, Sem 0.5046, dir -0.6511, norm 0.4751, swav 0.0000 LR: 8.498e-02 Score 83.962 Data time: 0.1881, Forward time: 2.2710, Backward time: 3.0896, DDP time: 0.0040, Total iter time: 5.3581 [2020-11-05 16:17:27,989][root][INFO] - ===> Epoch[64](1655/26): Loss 0.2707, Sem 0.5002, dir -0.6702, norm 0.4407, swav 0.0000 LR: 8.498e-02 Score 84.763 Data time: 0.1820, Forward time: 2.2707, Backward time: 3.0897, DDP time: 0.0040, Total iter time: 5.2847 [2020-11-05 16:17:34,048][root][INFO] - ===> Epoch[64](1656/26): Loss 0.2542, Sem 0.4120, dir -0.6221, norm 0.4643, swav 0.0000 LR: 8.497e-02 Score 86.984 Data time: 0.2443, Forward time: 2.2709, Backward time: 3.0897, DDP time: 0.0040, Total iter time: 5.9698 [2020-11-05 16:17:39,514][root][INFO] - ===> Epoch[64](1657/26): Loss 0.4800, Sem 0.6128, dir -0.6208, norm 0.4880, swav 0.0000 LR: 8.496e-02 Score 81.012 Data time: 0.1845, Forward time: 2.2707, Backward time: 3.0897, DDP time: 0.0040, Total iter time: 5.3325 [2020-11-05 16:17:45,416][root][INFO] - ===> Epoch[64](1658/26): Loss 0.2972, Sem 0.5178, dir -0.6453, norm 0.4247, swav 0.0000 LR: 8.495e-02 Score 83.380 Data time: 0.2352, Forward time: 2.2708, Backward time: 3.0897, DDP time: 0.0040, Total iter time: 5.8090 [2020-11-05 16:17:51,736][root][INFO] - ===> Epoch[64](1659/26): Loss 0.3209, Sem 0.4906, dir -0.6475, norm 0.4778, swav 0.0000 LR: 8.494e-02 Score 84.438 Data time: 0.2125, Forward time: 2.2709, Backward time: 3.0899, DDP time: 0.0040, Total iter time: 6.1984 [2020-11-05 16:17:58,090][root][INFO] - ===> Epoch[64](1660/26): Loss 0.2995, Sem 0.4577, dir -0.5824, norm 0.4241, swav 0.0000 LR: 8.493e-02 Score 86.197 Data time: 0.1400, Forward time: 2.2704, Backward time: 3.0907, DDP time: 0.0040, Total iter time: 6.2339 [2020-11-05 16:18:03,192][root][INFO] - ===> Epoch[64](1661/26): Loss 0.3520, Sem 0.5327, dir -0.6415, norm 0.4608, swav 0.0000 LR: 8.492e-02 Score 84.519 Data time: 0.2102, Forward time: 2.2703, Backward time: 3.0905, DDP time: 0.0040, Total iter time: 4.9997 [2020-11-05 16:18:09,210][root][INFO] - ===> Epoch[64](1662/26): Loss 0.3634, Sem 0.5157, dir -0.6305, norm 0.4782, swav 0.0000 LR: 8.491e-02 Score 83.833 Data time: 0.2712, Forward time: 2.2705, Backward time: 3.0904, DDP time: 0.0040, Total iter time: 5.8913 [2020-11-05 16:18:15,042][root][INFO] - ===> Epoch[64](1663/26): Loss 0.3635, Sem 0.5131, dir -0.6483, norm 0.4988, swav 0.0000 LR: 8.490e-02 Score 83.842 Data time: 0.2056, Forward time: 2.2705, Backward time: 3.0904, DDP time: 0.0040, Total iter time: 5.6840 [2020-11-05 16:18:20,076][root][INFO] - ===> Epoch[64](1664/26): Loss 0.4815, Sem 0.6066, dir -0.6399, norm 0.5148, swav 0.0000 LR: 8.489e-02 Score 81.708 Data time: 0.2056, Forward time: 2.2704, Backward time: 3.0901, DDP time: 0.0040, Total iter time: 4.9057 [2020-11-05 16:18:25,144][root][INFO] - ===> Epoch[65](1665/26): Loss 0.2585, Sem 0.4296, dir -0.6317, norm 0.4606, swav 0.0000 LR: 8.488e-02 Score 86.598 Data time: 0.1870, Forward time: 2.2704, Backward time: 3.0898, DDP time: 0.0040, Total iter time: 4.9678 [2020-11-05 16:18:31,590][root][INFO] - ===> Epoch[65](1666/26): Loss 0.3000, Sem 0.5123, dir -0.6224, norm 0.4101, swav 0.0000 LR: 8.487e-02 Score 83.939 Data time: 0.2233, Forward time: 2.2702, Backward time: 3.0903, DDP time: 0.0040, Total iter time: 6.3440 [2020-11-05 16:18:36,551][root][INFO] - ===> Epoch[65](1667/26): Loss 0.2435, Sem 0.4463, dir -0.6589, norm 0.4561, swav 0.0000 LR: 8.487e-02 Score 85.382 Data time: 0.1765, Forward time: 2.2699, Backward time: 3.0902, DDP time: 0.0040, Total iter time: 4.8677 [2020-11-05 16:18:41,979][root][INFO] - ===> Epoch[65](1668/26): Loss 0.3223, Sem 0.4754, dir -0.6091, norm 0.4560, swav 0.0000 LR: 8.486e-02 Score 85.515 Data time: 0.2567, Forward time: 2.2702, Backward time: 3.0897, DDP time: 0.0040, Total iter time: 5.3168 [2020-11-05 16:18:46,845][root][INFO] - ===> Epoch[65](1669/26): Loss 0.2032, Sem 0.4040, dir -0.6438, norm 0.4430, swav 0.0000 LR: 8.485e-02 Score 86.737 Data time: 0.2257, Forward time: 2.2703, Backward time: 3.0891, DDP time: 0.0040, Total iter time: 4.7410 [2020-11-05 16:18:53,216][root][INFO] - ===> Epoch[65](1670/26): Loss 0.2639, Sem 0.4639, dir -0.6585, norm 0.4584, swav 0.0000 LR: 8.484e-02 Score 85.345 Data time: 0.1917, Forward time: 2.2702, Backward time: 3.0896, DDP time: 0.0040, Total iter time: 6.2570 [2020-11-05 16:18:58,012][root][INFO] - ===> Epoch[65](1671/26): Loss 0.2357, Sem 0.4697, dir -0.6615, norm 0.4276, swav 0.0000 LR: 8.483e-02 Score 85.643 Data time: 0.2720, Forward time: 2.2702, Backward time: 3.0889, DDP time: 0.0040, Total iter time: 4.6808 [2020-11-05 16:19:03,330][root][INFO] - ===> Epoch[65](1672/26): Loss 0.2936, Sem 0.5017, dir -0.6585, norm 0.4504, swav 0.0000 LR: 8.482e-02 Score 85.237 Data time: 0.2377, Forward time: 2.2704, Backward time: 3.0885, DDP time: 0.0040, Total iter time: 5.1826 [2020-11-05 16:19:08,610][root][INFO] - ===> Epoch[65](1673/26): Loss 0.3000, Sem 0.4959, dir -0.6549, norm 0.4590, swav 0.0000 LR: 8.481e-02 Score 84.845 Data time: 0.2380, Forward time: 2.2706, Backward time: 3.0880, DDP time: 0.0040, Total iter time: 5.1537 [2020-11-05 16:19:15,678][root][INFO] - ===> Epoch[65](1674/26): Loss 0.3458, Sem 0.4838, dir -0.6232, norm 0.4851, swav 0.0000 LR: 8.480e-02 Score 84.911 Data time: 0.1819, Forward time: 2.2704, Backward time: 3.0889, DDP time: 0.0040, Total iter time: 6.9152 [2020-11-05 16:19:21,389][root][INFO] - ===> Epoch[65](1675/26): Loss 0.3115, Sem 0.5005, dir -0.6655, norm 0.4765, swav 0.0000 LR: 8.479e-02 Score 83.583 Data time: 0.2215, Forward time: 2.2705, Backward time: 3.0888, DDP time: 0.0041, Total iter time: 5.6090 [2020-11-05 16:19:26,152][root][INFO] - ===> Epoch[65](1676/26): Loss 0.4414, Sem 0.5438, dir -0.5934, norm 0.4910, swav 0.0000 LR: 8.478e-02 Score 84.355 Data time: 0.2382, Forward time: 2.2706, Backward time: 3.0881, DDP time: 0.0041, Total iter time: 4.6523 [2020-11-05 16:19:31,940][root][INFO] - ===> Epoch[65](1677/26): Loss 0.3743, Sem 0.5093, dir -0.6347, norm 0.4998, swav 0.0000 LR: 8.477e-02 Score 85.362 Data time: 0.2216, Forward time: 2.2707, Backward time: 3.0880, DDP time: 0.0041, Total iter time: 5.6633 [2020-11-05 16:19:37,062][root][INFO] - ===> Epoch[65](1678/26): Loss 0.3441, Sem 0.4864, dir -0.6046, norm 0.4623, swav 0.0000 LR: 8.476e-02 Score 84.214 Data time: 0.1680, Forward time: 2.2704, Backward time: 3.0879, DDP time: 0.0041, Total iter time: 5.0099 [2020-11-05 16:19:44,268][root][INFO] - ===> Epoch[65](1679/26): Loss 0.5035, Sem 0.5292, dir -0.5783, norm 0.5526, swav 0.0000 LR: 8.476e-02 Score 83.801 Data time: 0.1742, Forward time: 2.2701, Backward time: 3.0890, DDP time: 0.0041, Total iter time: 7.1349 [2020-11-05 16:19:49,858][root][INFO] - ===> Epoch[65](1680/26): Loss 0.3229, Sem 0.4674, dir -0.6242, norm 0.4797, swav 0.0000 LR: 8.475e-02 Score 85.602 Data time: 0.2501, Forward time: 2.2703, Backward time: 3.0888, DDP time: 0.0041, Total iter time: 5.4814 [2020-11-05 16:19:56,101][root][INFO] - ===> Epoch[65](1681/26): Loss 0.3408, Sem 0.4720, dir -0.6031, norm 0.4719, swav 0.0000 LR: 8.474e-02 Score 85.438 Data time: 0.2079, Forward time: 2.2703, Backward time: 3.0890, DDP time: 0.0041, Total iter time: 6.1172 [2020-11-05 16:20:02,377][root][INFO] - ===> Epoch[65](1682/26): Loss 0.2797, Sem 0.4723, dir -0.6647, norm 0.4722, swav 0.0000 LR: 8.473e-02 Score 84.640 Data time: 0.1891, Forward time: 2.2701, Backward time: 3.0895, DDP time: 0.0041, Total iter time: 6.1693 [2020-11-05 16:20:07,881][root][INFO] - ===> Epoch[65](1683/26): Loss 0.2449, Sem 0.4622, dir -0.6421, norm 0.4248, swav 0.0000 LR: 8.472e-02 Score 86.548 Data time: 0.1822, Forward time: 2.2699, Backward time: 3.0896, DDP time: 0.0041, Total iter time: 5.4157 [2020-11-05 16:20:13,178][root][INFO] - ===> Epoch[65](1684/26): Loss 0.3351, Sem 0.4953, dir -0.5976, norm 0.4374, swav 0.0000 LR: 8.471e-02 Score 85.467 Data time: 0.2532, Forward time: 2.2702, Backward time: 3.0891, DDP time: 0.0041, Total iter time: 5.2029 [2020-11-05 16:20:18,175][root][INFO] - ===> Epoch[65](1685/26): Loss 0.2847, Sem 0.5125, dir -0.6457, norm 0.4179, swav 0.0000 LR: 8.470e-02 Score 84.510 Data time: 0.2138, Forward time: 2.2701, Backward time: 3.0887, DDP time: 0.0041, Total iter time: 4.8771 [2020-11-05 16:20:24,076][root][INFO] - ===> Epoch[65](1686/26): Loss 0.3303, Sem 0.4610, dir -0.6172, norm 0.4865, swav 0.0000 LR: 8.469e-02 Score 85.625 Data time: 0.2867, Forward time: 2.2706, Backward time: 3.0883, DDP time: 0.0040, Total iter time: 5.7883 [2020-11-05 16:20:29,913][root][INFO] - ===> Epoch[65](1687/26): Loss 0.3765, Sem 0.5074, dir -0.6483, norm 0.5174, swav 0.0000 LR: 8.468e-02 Score 83.342 Data time: 0.2055, Forward time: 2.2706, Backward time: 3.0883, DDP time: 0.0040, Total iter time: 5.7105 [2020-11-05 16:20:35,749][root][INFO] - ===> Epoch[65](1688/26): Loss 0.2972, Sem 0.4897, dir -0.6511, norm 0.4587, swav 0.0000 LR: 8.467e-02 Score 84.500 Data time: 0.1644, Forward time: 2.2703, Backward time: 3.0887, DDP time: 0.0040, Total iter time: 5.7360 [2020-11-05 16:20:40,795][root][INFO] - ===> Epoch[65](1689/26): Loss 0.4380, Sem 0.5754, dir -0.6480, norm 0.5105, swav 0.0000 LR: 8.466e-02 Score 83.297 Data time: 0.1974, Forward time: 2.2702, Backward time: 3.0884, DDP time: 0.0040, Total iter time: 4.9495 [2020-11-05 16:20:46,241][root][INFO] - ===> Epoch[65](1690/26): Loss 0.3163, Sem 0.4959, dir -0.6478, norm 0.4681, swav 0.0000 LR: 8.465e-02 Score 84.879 Data time: 0.2268, Forward time: 2.2703, Backward time: 3.0882, DDP time: 0.0041, Total iter time: 5.3381 [2020-11-05 16:20:51,298][root][INFO] - ===> Epoch[66](1691/26): Loss 0.3349, Sem 0.5025, dir -0.6118, norm 0.4442, swav 0.0000 LR: 8.465e-02 Score 84.733 Data time: 0.2412, Forward time: 2.2705, Backward time: 3.0875, DDP time: 0.0040, Total iter time: 4.9362 [2020-11-05 16:20:56,323][root][INFO] - ===> Epoch[66](1692/26): Loss 0.2935, Sem 0.4708, dir -0.6443, norm 0.4670, swav 0.0000 LR: 8.464e-02 Score 85.060 Data time: 0.2766, Forward time: 2.2706, Backward time: 3.0869, DDP time: 0.0040, Total iter time: 4.8931 [2020-11-05 16:21:02,900][root][INFO] - ===> Epoch[66](1693/26): Loss 0.3135, Sem 0.4760, dir -0.6384, norm 0.4759, swav 0.0000 LR: 8.463e-02 Score 85.663 Data time: 0.3415, Forward time: 2.2713, Backward time: 3.0868, DDP time: 0.0040, Total iter time: 6.4565 [2020-11-05 16:21:08,462][root][INFO] - ===> Epoch[66](1694/26): Loss 0.3463, Sem 0.5049, dir -0.6393, norm 0.4807, swav 0.0000 LR: 8.462e-02 Score 84.791 Data time: 0.2180, Forward time: 2.2712, Backward time: 3.0866, DDP time: 0.0041, Total iter time: 5.4371 [2020-11-05 16:21:14,021][root][INFO] - ===> Epoch[66](1695/26): Loss 0.3831, Sem 0.5008, dir -0.6363, norm 0.5186, swav 0.0000 LR: 8.461e-02 Score 85.070 Data time: 0.2782, Forward time: 2.2716, Backward time: 3.0862, DDP time: 0.0041, Total iter time: 5.4517 [2020-11-05 16:21:20,370][root][INFO] - ===> Epoch[66](1696/26): Loss 0.3431, Sem 0.4939, dir -0.6211, norm 0.4702, swav 0.0000 LR: 8.460e-02 Score 84.928 Data time: 0.1668, Forward time: 2.2713, Backward time: 3.0868, DDP time: 0.0041, Total iter time: 6.2127 [2020-11-05 16:21:25,660][root][INFO] - ===> Epoch[66](1697/26): Loss 0.2818, Sem 0.4710, dir -0.6183, norm 0.4291, swav 0.0000 LR: 8.459e-02 Score 84.293 Data time: 0.2184, Forward time: 2.2712, Backward time: 3.0866, DDP time: 0.0040, Total iter time: 5.1975 [2020-11-05 16:21:32,207][root][INFO] - ===> Epoch[66](1698/26): Loss 0.3896, Sem 0.5297, dir -0.6297, norm 0.4897, swav 0.0000 LR: 8.458e-02 Score 83.806 Data time: 0.2854, Forward time: 2.2716, Backward time: 3.0866, DDP time: 0.0040, Total iter time: 6.4373 [2020-11-05 16:21:38,338][root][INFO] - ===> Epoch[66](1699/26): Loss 0.2491, Sem 0.4660, dir -0.6388, norm 0.4219, swav 0.0000 LR: 8.457e-02 Score 85.558 Data time: 0.1510, Forward time: 2.2713, Backward time: 3.0871, DDP time: 0.0041, Total iter time: 6.0065 [2020-11-05 16:21:43,434][root][INFO] - ===> Epoch[66](1700/26): Loss 0.2841, Sem 0.4147, dir -0.6076, norm 0.4770, swav 0.0000 LR: 8.456e-02 Score 87.789 Data time: 0.1574, Forward time: 2.2709, Backward time: 3.0872, DDP time: 0.0041, Total iter time: 4.9748 [2020-11-05 16:21:48,254][root][INFO] - ===> Epoch[66](1701/26): Loss 0.2281, Sem 0.4485, dir -0.6597, norm 0.4394, swav 0.0000 LR: 8.455e-02 Score 86.094 Data time: 0.2172, Forward time: 2.2710, Backward time: 3.0866, DDP time: 0.0041, Total iter time: 4.7424 [2020-11-05 16:21:54,641][root][INFO] - ===> Epoch[66](1702/26): Loss 0.2686, Sem 0.4675, dir -0.6346, norm 0.4357, swav 0.0000 LR: 8.454e-02 Score 85.338 Data time: 0.2154, Forward time: 2.2709, Backward time: 3.0870, DDP time: 0.0041, Total iter time: 6.2511 [2020-11-05 16:22:00,064][root][INFO] - ===> Epoch[66](1703/26): Loss 0.3009, Sem 0.5032, dir -0.6545, norm 0.4522, swav 0.0000 LR: 8.454e-02 Score 83.802 Data time: 0.1802, Forward time: 2.2706, Backward time: 3.0871, DDP time: 0.0041, Total iter time: 5.2970 [2020-11-05 16:22:06,848][root][INFO] - ===> Epoch[66](1704/26): Loss 0.3895, Sem 0.5013, dir -0.6250, norm 0.5131, swav 0.0000 LR: 8.453e-02 Score 84.656 Data time: 0.3383, Forward time: 2.2713, Backward time: 3.0870, DDP time: 0.0040, Total iter time: 6.6901 [2020-11-05 16:22:11,935][root][INFO] - ===> Epoch[66](1705/26): Loss 0.2823, Sem 0.4908, dir -0.6741, norm 0.4655, swav 0.0000 LR: 8.452e-02 Score 84.459 Data time: 0.2348, Forward time: 2.2714, Backward time: 3.0865, DDP time: 0.0040, Total iter time: 4.9461 [2020-11-05 16:22:17,650][root][INFO] - ===> Epoch[66](1706/26): Loss 0.2161, Sem 0.4178, dir -0.6596, norm 0.4579, swav 0.0000 LR: 8.451e-02 Score 86.686 Data time: 0.2820, Forward time: 2.2718, Backward time: 3.0861, DDP time: 0.0041, Total iter time: 5.6099 [2020-11-05 16:22:23,093][root][INFO] - ===> Epoch[66](1707/26): Loss 0.2893, Sem 0.4502, dir -0.6288, norm 0.4679, swav 0.0000 LR: 8.450e-02 Score 85.813 Data time: 0.1848, Forward time: 2.2716, Backward time: 3.0860, DDP time: 0.0041, Total iter time: 5.3300 [2020-11-05 16:22:29,017][root][INFO] - ===> Epoch[66](1708/26): Loss 0.3333, Sem 0.5103, dir -0.6341, norm 0.4572, swav 0.0000 LR: 8.449e-02 Score 83.922 Data time: 0.2125, Forward time: 2.2717, Backward time: 3.0861, DDP time: 0.0041, Total iter time: 5.8314 [2020-11-05 16:22:36,282][root][INFO] - ===> Epoch[66](1709/26): Loss 0.3107, Sem 0.4715, dir -0.6034, norm 0.4427, swav 0.0000 LR: 8.448e-02 Score 84.960 Data time: 0.1717, Forward time: 2.2714, Backward time: 3.0872, DDP time: 0.0041, Total iter time: 7.1481 [2020-11-05 16:22:43,121][root][INFO] - ===> Epoch[66](1710/26): Loss 0.3267, Sem 0.4797, dir -0.6415, norm 0.4884, swav 0.0000 LR: 8.447e-02 Score 85.709 Data time: 0.2222, Forward time: 2.2714, Backward time: 3.0878, DDP time: 0.0041, Total iter time: 6.7402 [2020-11-05 16:22:48,656][root][INFO] - ===> Epoch[66](1711/26): Loss 0.3393, Sem 0.5190, dir -0.6510, norm 0.4714, swav 0.0000 LR: 8.446e-02 Score 83.923 Data time: 0.2262, Forward time: 2.2716, Backward time: 3.0876, DDP time: 0.0041, Total iter time: 5.4261 [2020-11-05 16:22:55,734][root][INFO] - ===> Epoch[66](1712/26): Loss 0.4035, Sem 0.5649, dir -0.6325, norm 0.4711, swav 0.0000 LR: 8.445e-02 Score 82.115 Data time: 0.1556, Forward time: 2.2713, Backward time: 3.0886, DDP time: 0.0041, Total iter time: 6.9534 [2020-11-05 16:23:02,575][root][INFO] - ===> Epoch[66](1713/26): Loss 0.3305, Sem 0.5127, dir -0.6421, norm 0.4598, swav 0.0000 LR: 8.444e-02 Score 83.073 Data time: 0.2448, Forward time: 2.2715, Backward time: 3.0890, DDP time: 0.0041, Total iter time: 6.7483 [2020-11-05 16:23:07,500][root][INFO] - ===> Epoch[66](1714/26): Loss 0.2485, Sem 0.4613, dir -0.6266, norm 0.4138, swav 0.0000 LR: 8.443e-02 Score 85.001 Data time: 0.1769, Forward time: 2.2713, Backward time: 3.0888, DDP time: 0.0041, Total iter time: 4.8085 [2020-11-05 16:23:12,232][root][INFO] - ===> Epoch[66](1715/26): Loss 0.2015, Sem 0.4289, dir -0.6774, norm 0.4501, swav 0.0000 LR: 8.443e-02 Score 87.138 Data time: 0.2148, Forward time: 2.2713, Backward time: 3.0882, DDP time: 0.0041, Total iter time: 4.6293 [2020-11-05 16:23:17,168][root][INFO] - ===> Epoch[66](1716/26): Loss 0.2469, Sem 0.4931, dir -0.6761, norm 0.4298, swav 0.0000 LR: 8.442e-02 Score 85.326 Data time: 0.2394, Forward time: 2.2714, Backward time: 3.0876, DDP time: 0.0041, Total iter time: 4.8396 [2020-11-05 16:23:22,831][root][INFO] - ===> Epoch[67](1717/26): Loss 0.2731, Sem 0.4290, dir -0.6160, norm 0.4602, swav 0.0000 LR: 8.441e-02 Score 85.997 Data time: 0.2099, Forward time: 2.2714, Backward time: 3.0876, DDP time: 0.0041, Total iter time: 5.5456 [2020-11-05 16:23:28,239][root][INFO] - ===> Epoch[67](1718/26): Loss 0.3466, Sem 0.4740, dir -0.6277, norm 0.5002, swav 0.0000 LR: 8.440e-02 Score 84.478 Data time: 0.2676, Forward time: 2.2717, Backward time: 3.0871, DDP time: 0.0041, Total iter time: 5.2879 [2020-11-05 16:23:33,309][root][INFO] - ===> Epoch[67](1719/26): Loss 0.3004, Sem 0.5024, dir -0.6828, norm 0.4809, swav 0.0000 LR: 8.439e-02 Score 84.162 Data time: 0.2071, Forward time: 2.2716, Backward time: 3.0868, DDP time: 0.0041, Total iter time: 4.9269 [2020-11-05 16:23:39,559][root][INFO] - ===> Epoch[67](1720/26): Loss 0.4702, Sem 0.6089, dir -0.6572, norm 0.5186, swav 0.0000 LR: 8.438e-02 Score 81.860 Data time: 0.1866, Forward time: 2.2714, Backward time: 3.0872, DDP time: 0.0041, Total iter time: 6.1282 [2020-11-05 16:23:45,773][root][INFO] - ===> Epoch[67](1721/26): Loss 0.3621, Sem 0.5340, dir -0.6629, norm 0.4909, swav 0.0000 LR: 8.437e-02 Score 83.368 Data time: 0.1702, Forward time: 2.2711, Backward time: 3.0877, DDP time: 0.0041, Total iter time: 6.1047 [2020-11-05 16:23:52,079][root][INFO] - ===> Epoch[67](1722/26): Loss 0.3013, Sem 0.5223, dir -0.6588, norm 0.4378, swav 0.0000 LR: 8.436e-02 Score 84.247 Data time: 0.1869, Forward time: 2.2709, Backward time: 3.0883, DDP time: 0.0041, Total iter time: 6.1962 [2020-11-05 16:23:58,227][root][INFO] - ===> Epoch[67](1723/26): Loss 0.3379, Sem 0.4805, dir -0.6064, norm 0.4638, swav 0.0000 LR: 8.435e-02 Score 85.074 Data time: 0.2943, Forward time: 2.2713, Backward time: 3.0881, DDP time: 0.0041, Total iter time: 6.0588 [2020-11-05 16:24:03,081][root][INFO] - ===> Epoch[67](1724/26): Loss 0.3053, Sem 0.4920, dir -0.6395, norm 0.4527, swav 0.0000 LR: 8.434e-02 Score 84.892 Data time: 0.2280, Forward time: 2.2714, Backward time: 3.0875, DDP time: 0.0041, Total iter time: 4.6881 [2020-11-05 16:24:09,302][root][INFO] - ===> Epoch[67](1725/26): Loss 0.3494, Sem 0.4854, dir -0.6045, norm 0.4685, swav 0.0000 LR: 8.433e-02 Score 84.811 Data time: 0.1808, Forward time: 2.2713, Backward time: 3.0879, DDP time: 0.0041, Total iter time: 6.1110 [2020-11-05 16:24:16,958][root][INFO] - ===> Epoch[67](1726/26): Loss 0.3706, Sem 0.5129, dir -0.6445, norm 0.5022, swav 0.0000 LR: 8.432e-02 Score 84.069 Data time: 0.1594, Forward time: 2.2709, Backward time: 3.0893, DDP time: 0.0041, Total iter time: 7.5350 [2020-11-05 16:24:22,091][root][INFO] - ===> Epoch[67](1727/26): Loss 0.3002, Sem 0.5389, dir -0.6790, norm 0.4404, swav 0.0000 LR: 8.432e-02 Score 82.375 Data time: 0.2528, Forward time: 2.2711, Backward time: 3.0887, DDP time: 0.0041, Total iter time: 5.0555 [2020-11-05 16:24:28,472][root][INFO] - ===> Epoch[67](1728/26): Loss 0.2603, Sem 0.4649, dir -0.6360, norm 0.4314, swav 0.0000 LR: 8.431e-02 Score 84.946 Data time: 0.2804, Forward time: 2.2717, Backward time: 3.0885, DDP time: 0.0040, Total iter time: 6.2678 [2020-11-05 16:24:34,570][root][INFO] - ===> Epoch[67](1729/26): Loss 0.3619, Sem 0.5111, dir -0.6439, norm 0.4947, swav 0.0000 LR: 8.430e-02 Score 83.837 Data time: 0.1692, Forward time: 2.2715, Backward time: 3.0889, DDP time: 0.0041, Total iter time: 5.9631 [2020-11-05 16:24:40,994][root][INFO] - ===> Epoch[67](1730/26): Loss 0.3234, Sem 0.4815, dir -0.6316, norm 0.4735, swav 0.0000 LR: 8.429e-02 Score 85.041 Data time: 0.1872, Forward time: 2.2714, Backward time: 3.0894, DDP time: 0.0041, Total iter time: 6.3315 [2020-11-05 16:24:47,196][root][INFO] - ===> Epoch[67](1731/26): Loss 0.3005, Sem 0.4816, dir -0.6512, norm 0.4701, swav 0.0000 LR: 8.428e-02 Score 84.663 Data time: 0.2123, Forward time: 2.2714, Backward time: 3.0896, DDP time: 0.0041, Total iter time: 6.0796 [2020-11-05 16:24:52,337][root][INFO] - ===> Epoch[67](1732/26): Loss 0.4298, Sem 0.5845, dir -0.6159, norm 0.4613, swav 0.0000 LR: 8.427e-02 Score 81.967 Data time: 0.2691, Forward time: 2.2714, Backward time: 3.0892, DDP time: 0.0041, Total iter time: 5.0107 [2020-11-05 16:24:57,304][root][INFO] - ===> Epoch[67](1733/26): Loss 0.2592, Sem 0.4815, dir -0.6535, norm 0.4312, swav 0.0000 LR: 8.426e-02 Score 84.859 Data time: 0.2405, Forward time: 2.2715, Backward time: 3.0887, DDP time: 0.0041, Total iter time: 4.8491 [2020-11-05 16:25:02,805][root][INFO] - ===> Epoch[67](1734/26): Loss 0.2925, Sem 0.4853, dir -0.6513, norm 0.4586, swav 0.0000 LR: 8.425e-02 Score 84.414 Data time: 0.2495, Forward time: 2.2716, Backward time: 3.0884, DDP time: 0.0041, Total iter time: 5.3814 [2020-11-05 16:25:08,701][root][INFO] - ===> Epoch[67](1735/26): Loss 0.4709, Sem 0.5885, dir -0.6422, norm 0.5246, swav 0.0000 LR: 8.424e-02 Score 82.406 Data time: 0.2315, Forward time: 2.2717, Backward time: 3.0883, DDP time: 0.0041, Total iter time: 5.7582 [2020-11-05 16:25:14,777][root][INFO] - ===> Epoch[67](1736/26): Loss 0.4847, Sem 0.5779, dir -0.6153, norm 0.5220, swav 0.0000 LR: 8.423e-02 Score 82.785 Data time: 0.1413, Forward time: 2.2713, Backward time: 3.0889, DDP time: 0.0041, Total iter time: 5.9323 [2020-11-05 16:25:20,168][root][INFO] - ===> Epoch[67](1737/26): Loss 0.3699, Sem 0.5073, dir -0.6102, norm 0.4728, swav 0.0000 LR: 8.422e-02 Score 84.280 Data time: 0.2302, Forward time: 2.2714, Backward time: 3.0886, DDP time: 0.0041, Total iter time: 5.2936 [2020-11-05 16:25:26,203][root][INFO] - ===> Epoch[67](1738/26): Loss 0.3741, Sem 0.5610, dir -0.6357, norm 0.4489, swav 0.0000 LR: 8.421e-02 Score 82.422 Data time: 0.1897, Forward time: 2.2711, Backward time: 3.0890, DDP time: 0.0041, Total iter time: 5.9225 [2020-11-05 16:25:31,798][root][INFO] - ===> Epoch[67](1739/26): Loss 0.4868, Sem 0.5570, dir -0.6072, norm 0.5370, swav 0.0000 LR: 8.420e-02 Score 82.692 Data time: 0.2438, Forward time: 2.2713, Backward time: 3.0887, DDP time: 0.0041, Total iter time: 5.5158 [2020-11-05 16:25:37,362][root][INFO] - ===> Epoch[67](1740/26): Loss 0.3753, Sem 0.5418, dir -0.6197, norm 0.4532, swav 0.0000 LR: 8.420e-02 Score 83.781 Data time: 0.2455, Forward time: 2.2713, Backward time: 3.0886, DDP time: 0.0041, Total iter time: 5.4368 [2020-11-05 16:25:42,514][root][INFO] - ===> Epoch[67](1741/26): Loss 0.4294, Sem 0.4869, dir -0.6051, norm 0.5476, swav 0.0000 LR: 8.419e-02 Score 84.569 Data time: 0.2320, Forward time: 2.2714, Backward time: 3.0883, DDP time: 0.0041, Total iter time: 5.0107 [2020-11-05 16:25:48,140][root][INFO] - ===> Epoch[67](1742/26): Loss 0.4115, Sem 0.5383, dir -0.6620, norm 0.5352, swav 0.0000 LR: 8.418e-02 Score 83.846 Data time: 0.2578, Forward time: 2.2716, Backward time: 3.0879, DDP time: 0.0041, Total iter time: 5.5093 [2020-11-05 16:25:54,147][root][INFO] - ===> Epoch[68](1743/26): Loss 0.3042, Sem 0.5011, dir -0.6276, norm 0.4306, swav 0.0000 LR: 8.417e-02 Score 84.036 Data time: 0.1676, Forward time: 2.2714, Backward time: 3.0883, DDP time: 0.0041, Total iter time: 5.8900 [2020-11-05 16:26:00,920][root][INFO] - ===> Epoch[68](1744/26): Loss 0.3641, Sem 0.5246, dir -0.6397, norm 0.4792, swav 0.0000 LR: 8.416e-02 Score 84.019 Data time: 0.2361, Forward time: 2.2714, Backward time: 3.0889, DDP time: 0.0041, Total iter time: 6.6665 [2020-11-05 16:26:06,647][root][INFO] - ===> Epoch[68](1745/26): Loss 0.3069, Sem 0.4881, dir -0.6184, norm 0.4372, swav 0.0000 LR: 8.415e-02 Score 85.016 Data time: 0.2620, Forward time: 2.2717, Backward time: 3.0885, DDP time: 0.0041, Total iter time: 5.6114 [2020-11-05 16:26:11,831][root][INFO] - ===> Epoch[68](1746/26): Loss 0.4482, Sem 0.6170, dir -0.6622, norm 0.4934, swav 0.0000 LR: 8.414e-02 Score 80.774 Data time: 0.2267, Forward time: 2.2716, Backward time: 3.0883, DDP time: 0.0041, Total iter time: 5.0575 [2020-11-05 16:26:16,275][root][INFO] - ===> Epoch[68](1747/26): Loss 0.2909, Sem 0.4514, dir -0.6096, norm 0.4491, swav 0.0000 LR: 8.413e-02 Score 85.859 Data time: 0.1640, Forward time: 2.2712, Backward time: 3.0879, DDP time: 0.0041, Total iter time: 4.3307 [2020-11-05 16:26:22,543][root][INFO] - ===> Epoch[68](1748/26): Loss 0.2195, Sem 0.4512, dir -0.6504, norm 0.4188, swav 0.0000 LR: 8.412e-02 Score 86.001 Data time: 0.2411, Forward time: 2.2711, Backward time: 3.0883, DDP time: 0.0041, Total iter time: 6.2075 [2020-11-05 16:26:27,525][root][INFO] - ===> Epoch[68](1749/26): Loss 0.3351, Sem 0.4797, dir -0.6289, norm 0.4843, swav 0.0000 LR: 8.411e-02 Score 85.175 Data time: 0.2355, Forward time: 2.2712, Backward time: 3.0877, DDP time: 0.0041, Total iter time: 4.8639 [2020-11-05 16:26:32,777][root][INFO] - ===> Epoch[68](1750/26): Loss 0.3033, Sem 0.4680, dir -0.6133, norm 0.4485, swav 0.0000 LR: 8.410e-02 Score 84.608 Data time: 0.2053, Forward time: 2.2714, Backward time: 3.0873, DDP time: 0.0041, Total iter time: 5.1274 [2020-11-05 16:26:38,435][root][INFO] - ===> Epoch[68](1751/26): Loss 0.3002, Sem 0.4828, dir -0.6319, norm 0.4492, swav 0.0000 LR: 8.409e-02 Score 84.081 Data time: 0.1697, Forward time: 2.2711, Backward time: 3.0875, DDP time: 0.0041, Total iter time: 5.5234 [2020-11-05 16:26:43,183][root][INFO] - ===> Epoch[68](1752/26): Loss 0.3256, Sem 0.4429, dir -0.6170, norm 0.4996, swav 0.0000 LR: 8.409e-02 Score 86.565 Data time: 0.1980, Forward time: 2.2708, Backward time: 3.0872, DDP time: 0.0041, Total iter time: 4.6290 [2020-11-05 16:26:48,103][root][INFO] - ===> Epoch[68](1753/26): Loss 0.3274, Sem 0.5128, dir -0.6405, norm 0.4551, swav 0.0000 LR: 8.408e-02 Score 85.134 Data time: 0.1681, Forward time: 2.2705, Backward time: 3.0871, DDP time: 0.0041, Total iter time: 4.8354 [2020-11-05 16:26:53,531][root][INFO] - ===> Epoch[68](1754/26): Loss 0.3716, Sem 0.4946, dir -0.6181, norm 0.4951, swav 0.0000 LR: 8.407e-02 Score 84.982 Data time: 0.2600, Forward time: 2.2706, Backward time: 3.0868, DDP time: 0.0041, Total iter time: 5.3220 [2020-11-05 16:27:00,250][root][INFO] - ===> Epoch[68](1755/26): Loss 0.3118, Sem 0.4746, dir -0.6187, norm 0.4558, swav 0.0000 LR: 8.406e-02 Score 84.725 Data time: 0.3036, Forward time: 2.2712, Backward time: 3.0867, DDP time: 0.0041, Total iter time: 6.5789 [2020-11-05 16:27:06,124][root][INFO] - ===> Epoch[68](1756/26): Loss 0.3139, Sem 0.4939, dir -0.6547, norm 0.4747, swav 0.0000 LR: 8.405e-02 Score 85.535 Data time: 0.1528, Forward time: 2.2710, Backward time: 3.0870, DDP time: 0.0041, Total iter time: 5.7332 [2020-11-05 16:27:12,752][root][INFO] - ===> Epoch[68](1757/26): Loss 0.3841, Sem 0.5282, dir -0.6179, norm 0.4737, swav 0.0000 LR: 8.404e-02 Score 84.271 Data time: 0.1838, Forward time: 2.2708, Backward time: 3.0877, DDP time: 0.0041, Total iter time: 6.5201 [2020-11-05 16:27:17,839][root][INFO] - ===> Epoch[68](1758/26): Loss 0.3416, Sem 0.5258, dir -0.6565, norm 0.4723, swav 0.0000 LR: 8.403e-02 Score 84.642 Data time: 0.2271, Forward time: 2.2709, Backward time: 3.0871, DDP time: 0.0041, Total iter time: 4.9888 [2020-11-05 16:27:23,957][root][INFO] - ===> Epoch[68](1759/26): Loss 0.3427, Sem 0.5213, dir -0.6297, norm 0.4511, swav 0.0000 LR: 8.402e-02 Score 83.356 Data time: 0.2083, Forward time: 2.2709, Backward time: 3.0873, DDP time: 0.0041, Total iter time: 6.0090 [2020-11-05 16:27:29,440][root][INFO] - ===> Epoch[68](1760/26): Loss 0.3373, Sem 0.4365, dir -0.5708, norm 0.4716, swav 0.0000 LR: 8.401e-02 Score 86.513 Data time: 0.2218, Forward time: 2.2708, Backward time: 3.0872, DDP time: 0.0041, Total iter time: 5.3900 [2020-11-05 16:27:35,825][root][INFO] - ===> Epoch[68](1761/26): Loss 0.3398, Sem 0.5129, dir -0.6444, norm 0.4713, swav 0.0000 LR: 8.400e-02 Score 84.026 Data time: 0.2396, Forward time: 2.2711, Backward time: 3.0873, DDP time: 0.0041, Total iter time: 6.2799 [2020-11-05 16:27:41,737][root][INFO] - ===> Epoch[68](1762/26): Loss 0.2461, Sem 0.4442, dir -0.6667, norm 0.4687, swav 0.0000 LR: 8.399e-02 Score 85.913 Data time: 0.1701, Forward time: 2.2709, Backward time: 3.0876, DDP time: 0.0041, Total iter time: 5.7860 [2020-11-05 16:27:46,824][root][INFO] - ===> Epoch[68](1763/26): Loss 0.2293, Sem 0.4555, dir -0.6716, norm 0.4454, swav 0.0000 LR: 8.398e-02 Score 84.789 Data time: 0.2554, Forward time: 2.2711, Backward time: 3.0870, DDP time: 0.0041, Total iter time: 4.9745 [2020-11-05 16:27:55,049][root][INFO] - ===> Epoch[68](1764/26): Loss 0.3219, Sem 0.4930, dir -0.6235, norm 0.4523, swav 0.0000 LR: 8.398e-02 Score 85.248 Data time: 0.2343, Forward time: 2.2713, Backward time: 3.0882, DDP time: 0.0041, Total iter time: 8.1211 [2020-11-05 16:28:00,309][root][INFO] - ===> Epoch[68](1765/26): Loss 0.2542, Sem 0.4243, dir -0.6379, norm 0.4677, swav 0.0000 LR: 8.397e-02 Score 85.899 Data time: 0.2521, Forward time: 2.2715, Backward time: 3.0876, DDP time: 0.0041, Total iter time: 5.1433 [2020-11-05 16:28:05,948][root][INFO] - ===> Epoch[68](1766/26): Loss 0.1982, Sem 0.3952, dir -0.6272, norm 0.4303, swav 0.0000 LR: 8.396e-02 Score 87.844 Data time: 0.2065, Forward time: 2.2714, Backward time: 3.0877, DDP time: 0.0041, Total iter time: 5.5123 [2020-11-05 16:28:12,170][root][INFO] - ===> Epoch[68](1767/26): Loss 0.4650, Sem 0.5599, dir -0.6321, norm 0.5373, swav 0.0000 LR: 8.395e-02 Score 82.773 Data time: 0.2947, Forward time: 2.2719, Backward time: 3.0874, DDP time: 0.0041, Total iter time: 6.1248 [2020-11-05 16:28:18,655][root][INFO] - ===> Epoch[68](1768/26): Loss 0.3612, Sem 0.4667, dir -0.6160, norm 0.5105, swav 0.0000 LR: 8.394e-02 Score 85.133 Data time: 0.2615, Forward time: 2.2722, Backward time: 3.0875, DDP time: 0.0041, Total iter time: 6.3544 [2020-11-05 16:28:24,646][root][INFO] - ===> Epoch[69](1769/26): Loss 0.3634, Sem 0.5054, dir -0.5991, norm 0.4572, swav 0.0000 LR: 8.393e-02 Score 83.959 Data time: 0.2726, Forward time: 2.2726, Backward time: 3.0873, DDP time: 0.0041, Total iter time: 5.8666 [2020-11-05 16:28:30,092][root][INFO] - ===> Epoch[69](1770/26): Loss 0.2520, Sem 0.4237, dir -0.6549, norm 0.4832, swav 0.0000 LR: 8.392e-02 Score 86.206 Data time: 0.1956, Forward time: 2.2725, Backward time: 3.0872, DDP time: 0.0041, Total iter time: 5.3317 [2020-11-05 16:28:36,899][root][INFO] - ===> Epoch[69](1771/26): Loss 0.2838, Sem 0.4813, dir -0.6462, norm 0.4487, swav 0.0000 LR: 8.391e-02 Score 85.455 Data time: 0.1982, Forward time: 2.2725, Backward time: 3.0878, DDP time: 0.0041, Total iter time: 6.7096 [2020-11-05 16:28:43,751][root][INFO] - ===> Epoch[69](1772/26): Loss 0.3788, Sem 0.5340, dir -0.6269, norm 0.4717, swav 0.0000 LR: 8.390e-02 Score 84.474 Data time: 0.1964, Forward time: 2.2724, Backward time: 3.0885, DDP time: 0.0041, Total iter time: 6.7406 [2020-11-05 16:28:49,725][root][INFO] - ===> Epoch[69](1773/26): Loss 0.2621, Sem 0.4655, dir -0.6484, norm 0.4450, swav 0.0000 LR: 8.389e-02 Score 85.090 Data time: 0.1566, Forward time: 2.2720, Backward time: 3.0890, DDP time: 0.0041, Total iter time: 5.8942 [2020-11-05 16:28:55,470][root][INFO] - ===> Epoch[69](1774/26): Loss 0.3597, Sem 0.5126, dir -0.6519, norm 0.4989, swav 0.0000 LR: 8.388e-02 Score 83.755 Data time: 0.2256, Forward time: 2.2720, Backward time: 3.0890, DDP time: 0.0041, Total iter time: 5.6704 [2020-11-05 16:29:00,803][root][INFO] - ===> Epoch[69](1775/26): Loss 0.4319, Sem 0.5183, dir -0.6022, norm 0.5158, swav 0.0000 LR: 8.387e-02 Score 83.764 Data time: 0.2368, Forward time: 2.2721, Backward time: 3.0887, DDP time: 0.0041, Total iter time: 5.2190 [2020-11-05 16:29:07,564][root][INFO] - ===> Epoch[69](1776/26): Loss 0.3712, Sem 0.5216, dir -0.6275, norm 0.4771, swav 0.0000 LR: 8.387e-02 Score 83.758 Data time: 0.3245, Forward time: 2.2727, Backward time: 3.0886, DDP time: 0.0041, Total iter time: 6.6595 [2020-11-05 16:29:13,260][root][INFO] - ===> Epoch[69](1777/26): Loss 0.3804, Sem 0.5224, dir -0.6180, norm 0.4760, swav 0.0000 LR: 8.386e-02 Score 84.962 Data time: 0.1565, Forward time: 2.2725, Backward time: 3.0887, DDP time: 0.0041, Total iter time: 5.5793 [2020-11-05 16:29:19,622][root][INFO] - ===> Epoch[69](1778/26): Loss 0.2361, Sem 0.4284, dir -0.6427, norm 0.4504, swav 0.0000 LR: 8.385e-02 Score 86.150 Data time: 0.1914, Forward time: 2.2724, Backward time: 3.0892, DDP time: 0.0041, Total iter time: 6.2603 [2020-11-05 16:29:24,849][root][INFO] - ===> Epoch[69](1779/26): Loss 0.3040, Sem 0.4729, dir -0.6551, norm 0.4862, swav 0.0000 LR: 8.384e-02 Score 84.798 Data time: 0.2044, Forward time: 2.2723, Backward time: 3.0890, DDP time: 0.0041, Total iter time: 5.1213 [2020-11-05 16:29:30,518][root][INFO] - ===> Epoch[69](1780/26): Loss 0.3219, Sem 0.4466, dir -0.6159, norm 0.4912, swav 0.0000 LR: 8.383e-02 Score 86.409 Data time: 0.1865, Forward time: 2.2722, Backward time: 3.0891, DDP time: 0.0041, Total iter time: 5.5581 [2020-11-05 16:29:35,299][root][INFO] - ===> Epoch[69](1781/26): Loss 0.2703, Sem 0.4504, dir -0.6548, norm 0.4747, swav 0.0000 LR: 8.382e-02 Score 85.929 Data time: 0.2027, Forward time: 2.2721, Backward time: 3.0886, DDP time: 0.0041, Total iter time: 4.6930 [2020-11-05 16:29:40,178][root][INFO] - ===> Epoch[69](1782/26): Loss 0.2459, Sem 0.4167, dir -0.6254, norm 0.4547, swav 0.0000 LR: 8.381e-02 Score 87.073 Data time: 0.2084, Forward time: 2.2722, Backward time: 3.0881, DDP time: 0.0041, Total iter time: 4.7554 [2020-11-05 16:29:45,666][root][INFO] - ===> Epoch[69](1783/26): Loss 0.3132, Sem 0.4336, dir -0.6056, norm 0.4852, swav 0.0000 LR: 8.380e-02 Score 86.708 Data time: 0.1621, Forward time: 2.2719, Backward time: 3.0882, DDP time: 0.0041, Total iter time: 5.3897 [2020-11-05 16:29:50,702][root][INFO] - ===> Epoch[69](1784/26): Loss 0.3840, Sem 0.5378, dir -0.6388, norm 0.4850, swav 0.0000 LR: 8.379e-02 Score 83.283 Data time: 0.1888, Forward time: 2.2718, Backward time: 3.0880, DDP time: 0.0041, Total iter time: 4.9351 [2020-11-05 16:29:55,559][root][INFO] - ===> Epoch[69](1785/26): Loss 0.3387, Sem 0.5351, dir -0.6472, norm 0.4507, swav 0.0000 LR: 8.378e-02 Score 82.956 Data time: 0.2109, Forward time: 2.2717, Backward time: 3.0875, DDP time: 0.0041, Total iter time: 4.7422 [2020-11-05 16:30:01,126][root][INFO] - ===> Epoch[69](1786/26): Loss 0.3108, Sem 0.4582, dir -0.6186, norm 0.4713, swav 0.0000 LR: 8.377e-02 Score 84.591 Data time: 0.2351, Forward time: 2.2719, Backward time: 3.0873, DDP time: 0.0041, Total iter time: 5.4392 [2020-11-05 16:30:07,025][root][INFO] - ===> Epoch[69](1787/26): Loss 0.2574, Sem 0.4332, dir -0.6188, norm 0.4429, swav 0.0000 LR: 8.376e-02 Score 86.606 Data time: 0.2363, Forward time: 2.2720, Backward time: 3.0872, DDP time: 0.0041, Total iter time: 5.7645 [2020-11-05 16:30:13,087][root][INFO] - ===> Epoch[69](1788/26): Loss 0.2628, Sem 0.4502, dir -0.6463, norm 0.4589, swav 0.0000 LR: 8.376e-02 Score 86.362 Data time: 0.2687, Forward time: 2.2723, Backward time: 3.0871, DDP time: 0.0041, Total iter time: 5.9361 [2020-11-05 16:30:18,706][root][INFO] - ===> Epoch[69](1789/26): Loss 0.3905, Sem 0.5882, dir -0.6496, norm 0.4519, swav 0.0000 LR: 8.375e-02 Score 81.359 Data time: 0.1928, Forward time: 2.2722, Backward time: 3.0870, DDP time: 0.0041, Total iter time: 5.4846 [2020-11-05 16:30:23,873][root][INFO] - ===> Epoch[69](1790/26): Loss 0.2512, Sem 0.4485, dir -0.6349, norm 0.4376, swav 0.0000 LR: 8.374e-02 Score 86.218 Data time: 0.1956, Forward time: 2.2721, Backward time: 3.0869, DDP time: 0.0041, Total iter time: 5.0458 [2020-11-05 16:30:28,684][root][INFO] - ===> Epoch[69](1791/26): Loss 0.3172, Sem 0.5109, dir -0.6574, norm 0.4636, swav 0.0000 LR: 8.373e-02 Score 83.609 Data time: 0.2126, Forward time: 2.2721, Backward time: 3.0864, DDP time: 0.0041, Total iter time: 4.7337 [2020-11-05 16:30:34,521][root][INFO] - ===> Epoch[69](1792/26): Loss 0.3474, Sem 0.5273, dir -0.6733, norm 0.4934, swav 0.0000 LR: 8.372e-02 Score 83.921 Data time: 0.2123, Forward time: 2.2720, Backward time: 3.0865, DDP time: 0.0041, Total iter time: 5.7186 [2020-11-05 16:30:40,094][root][INFO] - ===> Epoch[69](1793/26): Loss 0.2837, Sem 0.4830, dir -0.6352, norm 0.4359, swav 0.0000 LR: 8.371e-02 Score 85.579 Data time: 0.1703, Forward time: 2.2718, Backward time: 3.0866, DDP time: 0.0041, Total iter time: 5.4641 [2020-11-05 16:30:46,314][root][INFO] - ===> Epoch[69](1794/26): Loss 0.3445, Sem 0.4382, dir -0.6164, norm 0.5228, swav 0.0000 LR: 8.370e-02 Score 86.820 Data time: 0.2084, Forward time: 2.2718, Backward time: 3.0869, DDP time: 0.0041, Total iter time: 6.1689 [2020-11-05 16:30:52,231][root][INFO] - ===> Epoch[70](1795/26): Loss 0.2567, Sem 0.4437, dir -0.6355, norm 0.4485, swav 0.0000 LR: 8.369e-02 Score 85.921 Data time: 0.2179, Forward time: 2.2718, Backward time: 3.0870, DDP time: 0.0041, Total iter time: 5.7810 [2020-11-05 16:30:57,292][root][INFO] - ===> Epoch[70](1796/26): Loss 0.1723, Sem 0.4309, dir -0.6889, norm 0.4303, swav 0.0000 LR: 8.368e-02 Score 86.416 Data time: 0.2311, Forward time: 2.2717, Backward time: 3.0867, DDP time: 0.0041, Total iter time: 4.9291 [2020-11-05 16:31:02,538][root][INFO] - ===> Epoch[70](1797/26): Loss 0.3733, Sem 0.5429, dir -0.6433, norm 0.4737, swav 0.0000 LR: 8.367e-02 Score 81.675 Data time: 0.2038, Forward time: 2.2715, Backward time: 3.0865, DDP time: 0.0041, Total iter time: 5.1412 [2020-11-05 16:31:08,622][root][INFO] - ===> Epoch[70](1798/26): Loss 0.3283, Sem 0.4916, dir -0.6514, norm 0.4881, swav 0.0000 LR: 8.366e-02 Score 85.008 Data time: 0.1875, Forward time: 2.2714, Backward time: 3.0869, DDP time: 0.0041, Total iter time: 5.9732 [2020-11-05 16:31:14,773][root][INFO] - ===> Epoch[70](1799/26): Loss 0.2999, Sem 0.5042, dir -0.6559, norm 0.4517, swav 0.0000 LR: 8.365e-02 Score 82.858 Data time: 0.1961, Forward time: 2.2712, Backward time: 3.0873, DDP time: 0.0041, Total iter time: 6.0606 [2020-11-05 16:31:19,538][root][INFO] - ===> Epoch[70](1800/26): Loss 0.2487, Sem 0.4585, dir -0.6417, norm 0.4319, swav 0.0000 LR: 8.365e-02 Score 85.369 Data time: 0.1688, Forward time: 2.2710, Backward time: 3.0870, DDP time: 0.0041, Total iter time: 4.6746 [2020-11-05 16:31:24,799][root][INFO] - ===> Epoch[70](1801/26): Loss 0.3352, Sem 0.4985, dir -0.6532, norm 0.4898, swav 0.0000 LR: 8.364e-02 Score 83.810 Data time: 0.2039, Forward time: 2.2708, Backward time: 3.0869, DDP time: 0.0041, Total iter time: 5.1502 [2020-11-05 16:31:29,699][root][INFO] - ===> Epoch[70](1802/26): Loss 0.3569, Sem 0.5141, dir -0.5954, norm 0.4382, swav 0.0000 LR: 8.363e-02 Score 85.097 Data time: 0.2380, Forward time: 2.2710, Backward time: 3.0863, DDP time: 0.0041, Total iter time: 4.7877 [2020-11-05 16:31:35,195][root][INFO] - ===> Epoch[70](1803/26): Loss 0.2407, Sem 0.4844, dir -0.6911, norm 0.4474, swav 0.0000 LR: 8.362e-02 Score 84.882 Data time: 0.1912, Forward time: 2.2708, Backward time: 3.0863, DDP time: 0.0041, Total iter time: 5.3808 [2020-11-05 16:31:41,004][root][INFO] - ===> Epoch[70](1804/26): Loss 0.2048, Sem 0.4277, dir -0.6433, norm 0.4204, swav 0.0000 LR: 8.361e-02 Score 86.914 Data time: 0.2557, Forward time: 2.2711, Backward time: 3.0861, DDP time: 0.0041, Total iter time: 5.7152 [2020-11-05 16:31:46,593][root][INFO] - ===> Epoch[70](1805/26): Loss 0.2231, Sem 0.3919, dir -0.6265, norm 0.4577, swav 0.0000 LR: 8.360e-02 Score 87.728 Data time: 0.1809, Forward time: 2.2708, Backward time: 3.0862, DDP time: 0.0041, Total iter time: 5.4519 [2020-11-05 16:31:51,635][root][INFO] - ===> Epoch[70](1806/26): Loss 0.2622, Sem 0.4180, dir -0.6528, norm 0.4970, swav 0.0000 LR: 8.359e-02 Score 87.358 Data time: 0.2019, Forward time: 2.2708, Backward time: 3.0858, DDP time: 0.0041, Total iter time: 4.9535 [2020-11-05 16:31:56,404][root][INFO] - ===> Epoch[70](1807/26): Loss 0.3477, Sem 0.5190, dir -0.6129, norm 0.4416, swav 0.0000 LR: 8.358e-02 Score 84.491 Data time: 0.1810, Forward time: 2.2706, Backward time: 3.0855, DDP time: 0.0041, Total iter time: 4.6501 [2020-11-05 16:32:02,565][root][INFO] - ===> Epoch[70](1808/26): Loss 0.3013, Sem 0.4646, dir -0.6298, norm 0.4665, swav 0.0000 LR: 8.357e-02 Score 85.334 Data time: 0.1975, Forward time: 2.2706, Backward time: 3.0858, DDP time: 0.0041, Total iter time: 6.0615 [2020-11-05 16:32:08,288][root][INFO] - ===> Epoch[70](1809/26): Loss 0.3659, Sem 0.5217, dir -0.6260, norm 0.4702, swav 0.0000 LR: 8.356e-02 Score 84.924 Data time: 0.1704, Forward time: 2.2703, Backward time: 3.0860, DDP time: 0.0041, Total iter time: 5.5908 [2020-11-05 16:32:14,322][root][INFO] - ===> Epoch[70](1810/26): Loss 0.2999, Sem 0.5063, dir -0.6378, norm 0.4314, swav 0.0000 LR: 8.355e-02 Score 84.275 Data time: 0.2364, Forward time: 2.2704, Backward time: 3.0861, DDP time: 0.0041, Total iter time: 5.9189 [2020-11-05 16:32:20,210][root][INFO] - ===> Epoch[70](1811/26): Loss 0.3321, Sem 0.4950, dir -0.6332, norm 0.4703, swav 0.0000 LR: 8.354e-02 Score 83.200 Data time: 0.2167, Forward time: 2.2703, Backward time: 3.0862, DDP time: 0.0041, Total iter time: 5.7659 [2020-11-05 16:32:26,564][root][INFO] - ===> Epoch[70](1812/26): Loss 0.3641, Sem 0.5267, dir -0.6260, norm 0.4634, swav 0.0000 LR: 8.354e-02 Score 82.921 Data time: 0.2103, Forward time: 2.2703, Backward time: 3.0865, DDP time: 0.0041, Total iter time: 6.2348 [2020-11-05 16:32:32,465][root][INFO] - ===> Epoch[70](1813/26): Loss 0.2074, Sem 0.4397, dir -0.6855, norm 0.4531, swav 0.0000 LR: 8.353e-02 Score 85.864 Data time: 0.2007, Forward time: 2.2702, Backward time: 3.0867, DDP time: 0.0041, Total iter time: 5.7879 [2020-11-05 16:32:39,682][root][INFO] - ===> Epoch[70](1814/26): Loss 0.3955, Sem 0.5382, dir -0.6055, norm 0.4629, swav 0.0000 LR: 8.352e-02 Score 82.972 Data time: 0.1635, Forward time: 2.2699, Backward time: 3.0877, DDP time: 0.0041, Total iter time: 7.1075 [2020-11-05 16:32:45,654][root][INFO] - ===> Epoch[70](1815/26): Loss 0.3554, Sem 0.5202, dir -0.6596, norm 0.4948, swav 0.0000 LR: 8.351e-02 Score 82.836 Data time: 0.2202, Forward time: 2.2698, Backward time: 3.0879, DDP time: 0.0041, Total iter time: 5.8754 [2020-11-05 16:32:52,067][root][INFO] - ===> Epoch[70](1816/26): Loss 0.2392, Sem 0.4370, dir -0.6590, norm 0.4612, swav 0.0000 LR: 8.350e-02 Score 86.135 Data time: 0.3419, Forward time: 2.2704, Backward time: 3.0877, DDP time: 0.0041, Total iter time: 6.2966 [2020-11-05 16:32:57,388][root][INFO] - ===> Epoch[70](1817/26): Loss 0.1840, Sem 0.4233, dir -0.6557, norm 0.4164, swav 0.0000 LR: 8.349e-02 Score 86.153 Data time: 0.2059, Forward time: 2.2704, Backward time: 3.0874, DDP time: 0.0041, Total iter time: 5.1919 [2020-11-05 16:33:03,768][root][INFO] - ===> Epoch[70](1818/26): Loss 0.2433, Sem 0.4737, dir -0.6800, norm 0.4496, swav 0.0000 LR: 8.348e-02 Score 86.355 Data time: 0.2436, Forward time: 2.2704, Backward time: 3.0877, DDP time: 0.0041, Total iter time: 6.2544 [2020-11-05 16:33:10,010][root][INFO] - ===> Epoch[70](1819/26): Loss 0.3912, Sem 0.5376, dir -0.6259, norm 0.4795, swav 0.0000 LR: 8.347e-02 Score 83.350 Data time: 0.2227, Forward time: 2.2705, Backward time: 3.0879, DDP time: 0.0041, Total iter time: 6.1338 [2020-11-05 16:33:15,338][root][INFO] - ===> Epoch[70](1820/26): Loss 0.2293, Sem 0.4558, dir -0.6622, norm 0.4357, swav 0.0000 LR: 8.346e-02 Score 85.471 Data time: 0.2016, Forward time: 2.2704, Backward time: 3.0878, DDP time: 0.0041, Total iter time: 5.1867 [2020-11-05 16:33:20,978][root][INFO] - ===> Epoch[71](1821/26): Loss 0.2204, Sem 0.4555, dir -0.6788, norm 0.4437, swav 0.0000 LR: 8.345e-02 Score 85.657 Data time: 0.1751, Forward time: 2.2702, Backward time: 3.0879, DDP time: 0.0041, Total iter time: 5.5393 [2020-11-05 16:33:27,261][root][INFO] - ===> Epoch[71](1822/26): Loss 0.2494, Sem 0.4534, dir -0.6531, norm 0.4491, swav 0.0000 LR: 8.344e-02 Score 85.347 Data time: 0.2380, Forward time: 2.2701, Backward time: 3.0882, DDP time: 0.0041, Total iter time: 6.1625 [2020-11-05 16:33:33,777][root][INFO] - ===> Epoch[71](1823/26): Loss 0.2939, Sem 0.4792, dir -0.6292, norm 0.4440, swav 0.0000 LR: 8.343e-02 Score 85.325 Data time: 0.2393, Forward time: 2.2702, Backward time: 3.0885, DDP time: 0.0041, Total iter time: 6.3865 [2020-11-05 16:33:40,984][root][INFO] - ===> Epoch[71](1824/26): Loss 0.3388, Sem 0.4981, dir -0.6060, norm 0.4467, swav 0.0000 LR: 8.342e-02 Score 84.637 Data time: 0.2593, Forward time: 2.2704, Backward time: 3.0891, DDP time: 0.0041, Total iter time: 7.0778 [2020-11-05 16:33:47,382][root][INFO] - ===> Epoch[71](1825/26): Loss 0.2740, Sem 0.4407, dir -0.6208, norm 0.4541, swav 0.0000 LR: 8.342e-02 Score 86.958 Data time: 0.3297, Forward time: 2.2709, Backward time: 3.0888, DDP time: 0.0041, Total iter time: 6.2750 [2020-11-05 16:33:53,482][root][INFO] - ===> Epoch[71](1826/26): Loss 0.2813, Sem 0.4474, dir -0.6492, norm 0.4831, swav 0.0000 LR: 8.341e-02 Score 85.490 Data time: 0.2589, Forward time: 2.2713, Backward time: 3.0887, DDP time: 0.0041, Total iter time: 5.9575 [2020-11-05 16:33:59,395][root][INFO] - ===> Epoch[71](1827/26): Loss 0.3421, Sem 0.4855, dir -0.6307, norm 0.4874, swav 0.0000 LR: 8.340e-02 Score 84.067 Data time: 0.2940, Forward time: 2.2717, Backward time: 3.0883, DDP time: 0.0041, Total iter time: 5.7565 [2020-11-05 16:34:05,409][root][INFO] - ===> Epoch[71](1828/26): Loss 0.2647, Sem 0.4409, dir -0.6580, norm 0.4818, swav 0.0000 LR: 8.339e-02 Score 85.991 Data time: 0.2286, Forward time: 2.2718, Backward time: 3.0883, DDP time: 0.0041, Total iter time: 5.8913 [2020-11-05 16:34:10,694][root][INFO] - ===> Epoch[71](1829/26): Loss 0.3032, Sem 0.4809, dir -0.6643, norm 0.4866, swav 0.0000 LR: 8.338e-02 Score 85.410 Data time: 0.2261, Forward time: 2.2719, Backward time: 3.0880, DDP time: 0.0041, Total iter time: 5.1748 [2020-11-05 16:34:17,527][root][INFO] - ===> Epoch[71](1830/26): Loss 0.2401, Sem 0.4365, dir -0.6586, norm 0.4622, swav 0.0000 LR: 8.337e-02 Score 86.661 Data time: 0.2049, Forward time: 2.2719, Backward time: 3.0886, DDP time: 0.0041, Total iter time: 6.7135 [2020-11-05 16:34:22,429][root][INFO] - ===> Epoch[71](1831/26): Loss 0.4444, Sem 0.5794, dir -0.6619, norm 0.5269, swav 0.0000 LR: 8.336e-02 Score 83.519 Data time: 0.1606, Forward time: 2.2715, Backward time: 3.0885, DDP time: 0.0041, Total iter time: 4.7902 [2020-11-05 16:34:27,092][root][INFO] - ===> Epoch[71](1832/26): Loss 0.3438, Sem 0.4934, dir -0.6217, norm 0.4722, swav 0.0000 LR: 8.335e-02 Score 86.433 Data time: 0.2130, Forward time: 2.2716, Backward time: 3.0879, DDP time: 0.0041, Total iter time: 4.5951 [2020-11-05 16:34:33,401][root][INFO] - ===> Epoch[71](1833/26): Loss 0.2320, Sem 0.4593, dir -0.6698, norm 0.4425, swav 0.0000 LR: 8.334e-02 Score 85.962 Data time: 0.2170, Forward time: 2.2716, Backward time: 3.0881, DDP time: 0.0041, Total iter time: 6.2027 [2020-11-05 16:34:39,169][root][INFO] - ===> Epoch[71](1834/26): Loss 0.2440, Sem 0.4688, dir -0.6233, norm 0.3985, swav 0.0000 LR: 8.333e-02 Score 85.757 Data time: 0.1979, Forward time: 2.2714, Backward time: 3.0883, DDP time: 0.0041, Total iter time: 5.6580 [2020-11-05 16:34:44,964][root][INFO] - ===> Epoch[71](1835/26): Loss 0.3704, Sem 0.5267, dir -0.6409, norm 0.4846, swav 0.0000 LR: 8.332e-02 Score 83.227 Data time: 0.2304, Forward time: 2.2715, Backward time: 3.0882, DDP time: 0.0041, Total iter time: 5.7091 [2020-11-05 16:34:49,471][root][INFO] - ===> Epoch[71](1836/26): Loss 0.2259, Sem 0.4639, dir -0.6741, norm 0.4361, swav 0.0000 LR: 8.331e-02 Score 85.509 Data time: 0.2351, Forward time: 2.2715, Backward time: 3.0876, DDP time: 0.0041, Total iter time: 4.3747 [2020-11-05 16:34:54,634][root][INFO] - ===> Epoch[71](1837/26): Loss 0.2991, Sem 0.4609, dir -0.6167, norm 0.4549, swav 0.0000 LR: 8.331e-02 Score 86.131 Data time: 0.2074, Forward time: 2.2714, Backward time: 3.0874, DDP time: 0.0041, Total iter time: 5.0478 [2020-11-05 16:35:01,377][root][INFO] - ===> Epoch[71](1838/26): Loss 0.2769, Sem 0.4763, dir -0.6623, norm 0.4629, swav 0.0000 LR: 8.330e-02 Score 85.443 Data time: 0.3475, Forward time: 2.2720, Backward time: 3.0873, DDP time: 0.0041, Total iter time: 6.6474 [2020-11-05 16:35:06,861][root][INFO] - ===> Epoch[71](1839/26): Loss 0.3419, Sem 0.5075, dir -0.6404, norm 0.4748, swav 0.0000 LR: 8.329e-02 Score 83.587 Data time: 0.1729, Forward time: 2.2718, Backward time: 3.0873, DDP time: 0.0041, Total iter time: 5.3531 [2020-11-05 16:35:13,817][root][INFO] - ===> Epoch[71](1840/26): Loss 0.2822, Sem 0.4603, dir -0.6176, norm 0.4395, swav 0.0000 LR: 8.328e-02 Score 85.284 Data time: 0.2217, Forward time: 2.2719, Backward time: 3.0879, DDP time: 0.0041, Total iter time: 6.8376 [2020-11-05 16:35:19,925][root][INFO] - ===> Epoch[71](1841/26): Loss 0.3207, Sem 0.5053, dir -0.6170, norm 0.4324, swav 0.0000 LR: 8.327e-02 Score 84.688 Data time: 0.1796, Forward time: 2.2716, Backward time: 3.0883, DDP time: 0.0041, Total iter time: 5.9870 [2020-11-05 16:35:25,709][root][INFO] - ===> Epoch[71](1842/26): Loss 0.2635, Sem 0.4357, dir -0.6499, norm 0.4777, swav 0.0000 LR: 8.326e-02 Score 86.857 Data time: 0.3119, Forward time: 2.2719, Backward time: 3.0880, DDP time: 0.0041, Total iter time: 5.6755 [2020-11-05 16:35:31,502][root][INFO] - ===> Epoch[71](1843/26): Loss 0.3448, Sem 0.5056, dir -0.6286, norm 0.4679, swav 0.0000 LR: 8.325e-02 Score 85.428 Data time: 0.2250, Forward time: 2.2720, Backward time: 3.0879, DDP time: 0.0041, Total iter time: 5.6711 [2020-11-05 16:35:37,389][root][INFO] - ===> Epoch[71](1844/26): Loss 0.2394, Sem 0.4550, dir -0.6351, norm 0.4195, swav 0.0000 LR: 8.324e-02 Score 86.049 Data time: 0.2321, Forward time: 2.2721, Backward time: 3.0879, DDP time: 0.0041, Total iter time: 5.7702 [2020-11-05 16:35:42,739][root][INFO] - ===> Epoch[71](1845/26): Loss 0.2916, Sem 0.4661, dir -0.6423, norm 0.4678, swav 0.0000 LR: 8.323e-02 Score 85.806 Data time: 0.2470, Forward time: 2.2723, Backward time: 3.0875, DDP time: 0.0041, Total iter time: 5.2503 [2020-11-05 16:35:48,803][root][INFO] - ===> Epoch[71](1846/26): Loss 0.2702, Sem 0.4625, dir -0.6464, norm 0.4541, swav 0.0000 LR: 8.322e-02 Score 84.893 Data time: 0.1948, Forward time: 2.2722, Backward time: 3.0877, DDP time: 0.0041, Total iter time: 5.9364 [2020-11-05 16:35:54,450][root][INFO] - ===> Epoch[72](1847/26): Loss 0.3086, Sem 0.4627, dir -0.6091, norm 0.4550, swav 0.0000 LR: 8.321e-02 Score 85.368 Data time: 0.2232, Forward time: 2.2722, Backward time: 3.0876, DDP time: 0.0041, Total iter time: 5.5384 [2020-11-05 16:36:00,866][root][INFO] - ===> Epoch[72](1848/26): Loss 0.2242, Sem 0.4284, dir -0.6523, norm 0.4481, swav 0.0000 LR: 8.320e-02 Score 85.798 Data time: 0.1928, Forward time: 2.2721, Backward time: 3.0881, DDP time: 0.0041, Total iter time: 6.2908 [2020-11-05 16:36:06,195][root][INFO] - ===> Epoch[72](1849/26): Loss 0.2422, Sem 0.4284, dir -0.6448, norm 0.4586, swav 0.0000 LR: 8.320e-02 Score 87.020 Data time: 0.2492, Forward time: 2.2721, Backward time: 3.0878, DDP time: 0.0041, Total iter time: 5.2177 [2020-11-05 16:36:12,070][root][INFO] - ===> Epoch[72](1850/26): Loss 0.2430, Sem 0.4447, dir -0.6658, norm 0.4641, swav 0.0000 LR: 8.319e-02 Score 86.430 Data time: 0.2419, Forward time: 2.2721, Backward time: 3.0879, DDP time: 0.0041, Total iter time: 5.7573 [2020-11-05 16:36:16,852][root][INFO] - ===> Epoch[72](1851/26): Loss 0.2645, Sem 0.4575, dir -0.6496, norm 0.4565, swav 0.0000 LR: 8.318e-02 Score 86.033 Data time: 0.1570, Forward time: 2.2718, Backward time: 3.0876, DDP time: 0.0041, Total iter time: 4.6727 [2020-11-05 16:36:20,797][root][INFO] - ===> Epoch[72](1852/26): Loss 0.2515, Sem 0.4700, dir -0.6819, norm 0.4634, swav 0.0000 LR: 8.317e-02 Score 85.887 Data time: 0.2095, Forward time: 2.2716, Backward time: 3.0869, DDP time: 0.0041, Total iter time: 3.8491 [2020-11-05 16:36:26,609][root][INFO] - ===> Epoch[72](1853/26): Loss 0.2758, Sem 0.4702, dir -0.6243, norm 0.4299, swav 0.0000 LR: 8.316e-02 Score 86.056 Data time: 0.2811, Forward time: 2.2720, Backward time: 3.0866, DDP time: 0.0041, Total iter time: 5.7046 [2020-11-05 16:36:33,094][root][INFO] - ===> Epoch[72](1854/26): Loss 0.3660, Sem 0.5206, dir -0.6542, norm 0.4996, swav 0.0000 LR: 8.315e-02 Score 83.957 Data time: 0.2783, Forward time: 2.2724, Backward time: 3.0866, DDP time: 0.0041, Total iter time: 6.3504 [2020-11-05 16:36:38,285][root][INFO] - ===> Epoch[72](1855/26): Loss 0.1510, Sem 0.3858, dir -0.6625, norm 0.4278, swav 0.0000 LR: 8.314e-02 Score 87.153 Data time: 0.1811, Forward time: 2.2722, Backward time: 3.0865, DDP time: 0.0041, Total iter time: 5.0581 [2020-11-05 16:36:43,029][root][INFO] - ===> Epoch[72](1856/26): Loss 0.3285, Sem 0.4624, dir -0.6511, norm 0.5171, swav 0.0000 LR: 8.313e-02 Score 85.491 Data time: 0.1982, Forward time: 2.2721, Backward time: 3.0860, DDP time: 0.0041, Total iter time: 4.6525 [2020-11-05 16:36:48,904][root][INFO] - ===> Epoch[72](1857/26): Loss 0.2992, Sem 0.4458, dir -0.6073, norm 0.4608, swav 0.0000 LR: 8.312e-02 Score 86.685 Data time: 0.1629, Forward time: 2.2718, Backward time: 3.0863, DDP time: 0.0041, Total iter time: 5.7629 [2020-11-05 16:36:54,409][root][INFO] - ===> Epoch[72](1858/26): Loss 0.2782, Sem 0.4572, dir -0.6400, norm 0.4610, swav 0.0000 LR: 8.311e-02 Score 86.545 Data time: 0.2420, Forward time: 2.2721, Backward time: 3.0859, DDP time: 0.0041, Total iter time: 5.4286 [2020-11-05 16:37:00,061][root][INFO] - ===> Epoch[72](1859/26): Loss 0.2848, Sem 0.5201, dir -0.6772, norm 0.4419, swav 0.0000 LR: 8.310e-02 Score 83.591 Data time: 0.1540, Forward time: 2.2718, Backward time: 3.0862, DDP time: 0.0041, Total iter time: 5.5433 [2020-11-05 16:37:06,810][root][INFO] - ===> Epoch[72](1860/26): Loss 0.4435, Sem 0.6010, dir -0.6401, norm 0.4826, swav 0.0000 LR: 8.309e-02 Score 82.879 Data time: 0.1903, Forward time: 2.2716, Backward time: 3.0869, DDP time: 0.0041, Total iter time: 6.6748 [2020-11-05 16:37:12,271][root][INFO] - ===> Epoch[72](1861/26): Loss 0.3616, Sem 0.5313, dir -0.6346, norm 0.4649, swav 0.0000 LR: 8.309e-02 Score 82.899 Data time: 0.2367, Forward time: 2.2716, Backward time: 3.0867, DDP time: 0.0041, Total iter time: 5.3513 [2020-11-05 16:37:18,131][root][INFO] - ===> Epoch[72](1862/26): Loss 0.1959, Sem 0.4568, dir -0.6826, norm 0.4216, swav 0.0000 LR: 8.308e-02 Score 84.572 Data time: 0.2074, Forward time: 2.2715, Backward time: 3.0868, DDP time: 0.0041, Total iter time: 5.7326 [2020-11-05 16:37:24,079][root][INFO] - ===> Epoch[72](1863/26): Loss 0.1866, Sem 0.4492, dir -0.6827, norm 0.4201, swav 0.0000 LR: 8.307e-02 Score 85.571 Data time: 0.2493, Forward time: 2.2717, Backward time: 3.0868, DDP time: 0.0041, Total iter time: 5.8433 [2020-11-05 16:37:29,527][root][INFO] - ===> Epoch[72](1864/26): Loss 0.1179, Sem 0.3726, dir -0.6654, norm 0.4108, swav 0.0000 LR: 8.306e-02 Score 88.813 Data time: 0.2384, Forward time: 2.2717, Backward time: 3.0866, DDP time: 0.0041, Total iter time: 5.3309 [2020-11-05 16:37:35,454][root][INFO] - ===> Epoch[72](1865/26): Loss 0.3655, Sem 0.5442, dir -0.6420, norm 0.4634, swav 0.0000 LR: 8.305e-02 Score 83.424 Data time: 0.2837, Forward time: 2.2721, Backward time: 3.0863, DDP time: 0.0041, Total iter time: 5.8061 [2020-11-05 16:37:40,987][root][INFO] - ===> Epoch[72](1866/26): Loss 0.2542, Sem 0.4039, dir -0.6285, norm 0.4788, swav 0.0000 LR: 8.304e-02 Score 86.968 Data time: 0.2592, Forward time: 2.2724, Backward time: 3.0858, DDP time: 0.0041, Total iter time: 5.4029 [2020-11-05 16:37:46,801][root][INFO] - ===> Epoch[72](1867/26): Loss 0.3559, Sem 0.5226, dir -0.6488, norm 0.4821, swav 0.0000 LR: 8.303e-02 Score 83.228 Data time: 0.2289, Forward time: 2.2724, Backward time: 3.0859, DDP time: 0.0041, Total iter time: 5.6941 [2020-11-05 16:37:52,101][root][INFO] - ===> Epoch[72](1868/26): Loss 0.4217, Sem 0.5257, dir -0.6193, norm 0.5153, swav 0.0000 LR: 8.302e-02 Score 83.862 Data time: 0.2504, Forward time: 2.2726, Backward time: 3.0855, DDP time: 0.0041, Total iter time: 5.1984 [2020-11-05 16:37:56,971][root][INFO] - ===> Epoch[72](1869/26): Loss 0.2137, Sem 0.4526, dir -0.6833, norm 0.4444, swav 0.0000 LR: 8.301e-02 Score 85.557 Data time: 0.2502, Forward time: 2.2726, Backward time: 3.0849, DDP time: 0.0041, Total iter time: 4.7273 [2020-11-05 16:38:02,985][root][INFO] - ===> Epoch[72](1870/26): Loss 0.2800, Sem 0.4640, dir -0.6391, norm 0.4551, swav 0.0000 LR: 8.300e-02 Score 85.977 Data time: 0.2355, Forward time: 2.2727, Backward time: 3.0849, DDP time: 0.0041, Total iter time: 5.9165 [2020-11-05 16:38:08,170][root][INFO] - ===> Epoch[72](1871/26): Loss 0.2568, Sem 0.4236, dir -0.6238, norm 0.4570, swav 0.0000 LR: 8.299e-02 Score 86.175 Data time: 0.2072, Forward time: 2.2726, Backward time: 3.0847, DDP time: 0.0041, Total iter time: 5.0542 [2020-11-05 16:38:15,575][root][INFO] - ===> Epoch[72](1872/26): Loss 0.2577, Sem 0.4579, dir -0.6433, norm 0.4431, swav 0.0000 LR: 8.298e-02 Score 85.245 Data time: 0.2420, Forward time: 2.2728, Backward time: 3.0854, DDP time: 0.0041, Total iter time: 7.2992 [2020-11-05 16:38:20,414][root][INFO] - ===> Epoch[73](1873/26): Loss 0.2755, Sem 0.4545, dir -0.6304, norm 0.4513, swav 0.0000 LR: 8.297e-02 Score 85.492 Data time: 0.1738, Forward time: 2.2725, Backward time: 3.0852, DDP time: 0.0041, Total iter time: 4.7147 [2020-11-05 16:38:26,105][root][INFO] - ===> Epoch[73](1874/26): Loss 0.2606, Sem 0.4657, dir -0.6508, norm 0.4457, swav 0.0000 LR: 8.297e-02 Score 84.681 Data time: 0.2661, Forward time: 2.2728, Backward time: 3.0849, DDP time: 0.0041, Total iter time: 5.6250 [2020-11-05 16:38:31,437][root][INFO] - ===> Epoch[73](1875/26): Loss 0.2575, Sem 0.4372, dir -0.6568, norm 0.4771, swav 0.0000 LR: 8.296e-02 Score 85.476 Data time: 0.2499, Forward time: 2.2729, Backward time: 3.0845, DDP time: 0.0041, Total iter time: 5.2001 [2020-11-05 16:38:38,075][root][INFO] - ===> Epoch[73](1876/26): Loss 0.3481, Sem 0.4889, dir -0.6537, norm 0.5129, swav 0.0000 LR: 8.295e-02 Score 85.784 Data time: 0.1808, Forward time: 2.2728, Backward time: 3.0851, DDP time: 0.0041, Total iter time: 6.5311 [2020-11-05 16:38:43,426][root][INFO] - ===> Epoch[73](1877/26): Loss 0.1079, Sem 0.3476, dir -0.6697, norm 0.4299, swav 0.0000 LR: 8.294e-02 Score 89.450 Data time: 0.2070, Forward time: 2.2727, Backward time: 3.0850, DDP time: 0.0041, Total iter time: 5.2429 [2020-11-05 16:38:48,581][root][INFO] - ===> Epoch[73](1878/26): Loss 0.3809, Sem 0.5047, dir -0.6486, norm 0.5248, swav 0.0000 LR: 8.293e-02 Score 84.851 Data time: 0.2286, Forward time: 2.2728, Backward time: 3.0846, DDP time: 0.0041, Total iter time: 5.0233 [2020-11-05 16:38:53,660][root][INFO] - ===> Epoch[73](1879/26): Loss 0.2085, Sem 0.4220, dir -0.6597, norm 0.4462, swav 0.0000 LR: 8.292e-02 Score 86.517 Data time: 0.2783, Forward time: 2.2730, Backward time: 3.0841, DDP time: 0.0041, Total iter time: 4.9763 [2020-11-05 16:38:58,573][root][INFO] - ===> Epoch[73](1880/26): Loss 0.2387, Sem 0.4734, dir -0.6646, norm 0.4298, swav 0.0000 LR: 8.291e-02 Score 84.721 Data time: 0.2030, Forward time: 2.2729, Backward time: 3.0837, DDP time: 0.0041, Total iter time: 4.7862 [2020-11-05 16:39:04,148][root][INFO] - ===> Epoch[73](1881/26): Loss 0.2637, Sem 0.4655, dir -0.6581, norm 0.4562, swav 0.0000 LR: 8.290e-02 Score 85.224 Data time: 0.1672, Forward time: 2.2726, Backward time: 3.0839, DDP time: 0.0041, Total iter time: 5.4680 [2020-11-05 16:39:10,346][root][INFO] - ===> Epoch[73](1882/26): Loss 0.2593, Sem 0.4748, dir -0.6694, norm 0.4539, swav 0.0000 LR: 8.289e-02 Score 85.162 Data time: 0.1393, Forward time: 2.2722, Backward time: 3.0845, DDP time: 0.0041, Total iter time: 6.1050 [2020-11-05 16:39:16,968][root][INFO] - ===> Epoch[73](1883/26): Loss 0.3544, Sem 0.5087, dir -0.6388, norm 0.4846, swav 0.0000 LR: 8.288e-02 Score 84.003 Data time: 0.2260, Forward time: 2.2723, Backward time: 3.0849, DDP time: 0.0041, Total iter time: 6.5143 [2020-11-05 16:39:22,099][root][INFO] - ===> Epoch[73](1884/26): Loss 0.2217, Sem 0.4463, dir -0.6579, norm 0.4334, swav 0.0000 LR: 8.287e-02 Score 86.694 Data time: 0.2173, Forward time: 2.2724, Backward time: 3.0845, DDP time: 0.0041, Total iter time: 4.9768 [2020-11-05 16:39:26,943][root][INFO] - ===> Epoch[73](1885/26): Loss 0.3009, Sem 0.4729, dir -0.6302, norm 0.4581, swav 0.0000 LR: 8.286e-02 Score 86.321 Data time: 0.2173, Forward time: 2.2723, Backward time: 3.0840, DDP time: 0.0041, Total iter time: 4.7374 [2020-11-05 16:39:33,239][root][INFO] - ===> Epoch[73](1886/26): Loss 0.2437, Sem 0.4244, dir -0.6307, norm 0.4500, swav 0.0000 LR: 8.286e-02 Score 86.729 Data time: 0.2439, Forward time: 2.2726, Backward time: 3.0841, DDP time: 0.0041, Total iter time: 6.1800 [2020-11-05 16:39:38,532][root][INFO] - ===> Epoch[73](1887/26): Loss 0.2646, Sem 0.4226, dir -0.6155, norm 0.4575, swav 0.0000 LR: 8.285e-02 Score 87.472 Data time: 0.1991, Forward time: 2.2724, Backward time: 3.0839, DDP time: 0.0041, Total iter time: 5.1294 [2020-11-05 16:39:44,654][root][INFO] - ===> Epoch[73](1888/26): Loss 0.2029, Sem 0.4158, dir -0.6151, norm 0.4022, swav 0.0000 LR: 8.284e-02 Score 87.268 Data time: 0.2583, Forward time: 2.2727, Backward time: 3.0839, DDP time: 0.0041, Total iter time: 6.0021 [2020-11-05 16:39:50,085][root][INFO] - ===> Epoch[73](1889/26): Loss 0.1550, Sem 0.4075, dir -0.6813, norm 0.4288, swav 0.0000 LR: 8.283e-02 Score 87.316 Data time: 0.1756, Forward time: 2.2725, Backward time: 3.0839, DDP time: 0.0041, Total iter time: 5.2890 [2020-11-05 16:39:56,106][root][INFO] - ===> Epoch[73](1890/26): Loss 0.3977, Sem 0.5150, dir -0.6284, norm 0.5111, swav 0.0000 LR: 8.282e-02 Score 84.247 Data time: 0.2290, Forward time: 2.2725, Backward time: 3.0840, DDP time: 0.0041, Total iter time: 5.9173 [2020-11-05 16:40:03,092][root][INFO] - ===> Epoch[73](1891/26): Loss 0.2269, Sem 0.4266, dir -0.6569, norm 0.4572, swav 0.0000 LR: 8.281e-02 Score 87.025 Data time: 0.2848, Forward time: 2.2729, Backward time: 3.0842, DDP time: 0.0041, Total iter time: 6.8485 [2020-11-05 16:40:11,112][root][INFO] - ===> Epoch[73](1892/26): Loss 0.2868, Sem 0.4892, dir -0.6398, norm 0.4374, swav 0.0000 LR: 8.280e-02 Score 84.673 Data time: 0.2190, Forward time: 2.2728, Backward time: 3.0853, DDP time: 0.0041, Total iter time: 7.8877 [2020-11-05 16:40:17,252][root][INFO] - ===> Epoch[73](1893/26): Loss 0.2486, Sem 0.4309, dir -0.6253, norm 0.4430, swav 0.0000 LR: 8.279e-02 Score 85.344 Data time: 0.2797, Forward time: 2.2733, Backward time: 3.0851, DDP time: 0.0041, Total iter time: 6.0073 [2020-11-05 16:40:23,025][root][INFO] - ===> Epoch[73](1894/26): Loss 0.2711, Sem 0.4481, dir -0.6207, norm 0.4437, swav 0.0000 LR: 8.278e-02 Score 86.698 Data time: 0.1487, Forward time: 2.2730, Backward time: 3.0854, DDP time: 0.0041, Total iter time: 5.6542 [2020-11-05 16:40:28,488][root][INFO] - ===> Epoch[73](1895/26): Loss 0.2565, Sem 0.5058, dir -0.6434, norm 0.3942, swav 0.0000 LR: 8.277e-02 Score 83.426 Data time: 0.2260, Forward time: 2.2730, Backward time: 3.0852, DDP time: 0.0041, Total iter time: 5.3547 [2020-11-05 16:40:34,774][root][INFO] - ===> Epoch[73](1896/26): Loss 0.3167, Sem 0.4775, dir -0.6312, norm 0.4705, swav 0.0000 LR: 8.276e-02 Score 84.817 Data time: 0.2047, Forward time: 2.2729, Backward time: 3.0856, DDP time: 0.0041, Total iter time: 6.1601 [2020-11-05 16:40:39,957][root][INFO] - ===> Epoch[73](1897/26): Loss 0.3884, Sem 0.5388, dir -0.6301, norm 0.4798, swav 0.0000 LR: 8.275e-02 Score 83.230 Data time: 0.1929, Forward time: 2.2728, Backward time: 3.0854, DDP time: 0.0041, Total iter time: 5.0648 [2020-11-05 16:40:46,740][root][INFO] - ===> Epoch[73](1898/26): Loss 0.2232, Sem 0.4530, dir -0.6581, norm 0.4282, swav 0.0000 LR: 8.275e-02 Score 86.295 Data time: 0.1898, Forward time: 2.2727, Backward time: 3.0860, DDP time: 0.0041, Total iter time: 6.6893 [2020-11-05 16:40:53,485][root][INFO] - ===> Epoch[74](1899/26): Loss 0.2404, Sem 0.4066, dir -0.6224, norm 0.4562, swav 0.0000 LR: 8.274e-02 Score 87.890 Data time: 0.2199, Forward time: 2.2727, Backward time: 3.0865, DDP time: 0.0041, Total iter time: 6.6430 [2020-11-05 16:40:58,943][root][INFO] - ===> Epoch[74](1900/26): Loss 0.3348, Sem 0.4917, dir -0.6865, norm 0.5297, swav 0.0000 LR: 8.273e-02 Score 84.948 Data time: 0.2599, Forward time: 2.2730, Backward time: 3.0861, DDP time: 0.0041, Total iter time: 5.3407 [2020-11-05 16:41:03,773][root][INFO] - ===> Epoch[74](1901/26): Loss 0.3210, Sem 0.4774, dir -0.6343, norm 0.4780, swav 0.0000 LR: 8.272e-02 Score 86.428 Data time: 0.2066, Forward time: 2.2730, Backward time: 3.0856, DDP time: 0.0041, Total iter time: 4.7111 [2020-11-05 16:41:09,772][root][INFO] - ===> Epoch[74](1902/26): Loss 0.3253, Sem 0.4628, dir -0.5972, norm 0.4597, swav 0.0000 LR: 8.271e-02 Score 86.064 Data time: 0.1888, Forward time: 2.2728, Backward time: 3.0859, DDP time: 0.0041, Total iter time: 5.8899 [2020-11-05 16:41:15,570][root][INFO] - ===> Epoch[74](1903/26): Loss 0.2810, Sem 0.4271, dir -0.6125, norm 0.4663, swav 0.0000 LR: 8.270e-02 Score 86.581 Data time: 0.2613, Forward time: 2.2729, Backward time: 3.0858, DDP time: 0.0041, Total iter time: 5.6735 [2020-11-05 16:41:22,021][root][INFO] - ===> Epoch[74](1904/26): Loss 0.2179, Sem 0.4427, dir -0.6679, norm 0.4431, swav 0.0000 LR: 8.269e-02 Score 86.245 Data time: 0.2129, Forward time: 2.2730, Backward time: 3.0860, DDP time: 0.0041, Total iter time: 6.3178 [2020-11-05 16:41:27,364][root][INFO] - ===> Epoch[74](1905/26): Loss 0.3044, Sem 0.4955, dir -0.6370, norm 0.4459, swav 0.0000 LR: 8.268e-02 Score 85.456 Data time: 0.1548, Forward time: 2.2726, Backward time: 3.0862, DDP time: 0.0041, Total iter time: 5.1946 [2020-11-05 16:41:32,531][root][INFO] - ===> Epoch[74](1906/26): Loss 0.2624, Sem 0.4177, dir -0.6286, norm 0.4732, swav 0.0000 LR: 8.267e-02 Score 86.184 Data time: 0.2548, Forward time: 2.2728, Backward time: 3.0858, DDP time: 0.0041, Total iter time: 5.0667 [2020-11-05 16:41:39,569][root][INFO] - ===> Epoch[74](1907/26): Loss 0.2975, Sem 0.4681, dir -0.6278, norm 0.4572, swav 0.0000 LR: 8.266e-02 Score 85.474 Data time: 0.3441, Forward time: 2.2734, Backward time: 3.0857, DDP time: 0.0041, Total iter time: 6.8935 [2020-11-05 16:41:45,198][root][INFO] - ===> Epoch[74](1908/26): Loss 0.3634, Sem 0.5001, dir -0.6370, norm 0.5003, swav 0.0000 LR: 8.265e-02 Score 85.806 Data time: 0.1639, Forward time: 2.2732, Backward time: 3.0858, DDP time: 0.0041, Total iter time: 5.4669 [2020-11-05 16:41:51,247][root][INFO] - ===> Epoch[74](1909/26): Loss 0.2418, Sem 0.4321, dir -0.6150, norm 0.4246, swav 0.0000 LR: 8.264e-02 Score 86.608 Data time: 0.2384, Forward time: 2.2733, Backward time: 3.0858, DDP time: 0.0041, Total iter time: 5.9186 [2020-11-05 16:41:57,027][root][INFO] - ===> Epoch[74](1910/26): Loss 0.2588, Sem 0.4121, dir -0.6292, norm 0.4759, swav 0.0000 LR: 8.263e-02 Score 88.048 Data time: 0.1974, Forward time: 2.2733, Backward time: 3.0859, DDP time: 0.0041, Total iter time: 5.6556 [2020-11-05 16:42:01,954][root][INFO] - ===> Epoch[74](1911/26): Loss 0.2914, Sem 0.4727, dir -0.6402, norm 0.4589, swav 0.0000 LR: 8.263e-02 Score 85.364 Data time: 0.1413, Forward time: 2.2729, Backward time: 3.0859, DDP time: 0.0041, Total iter time: 4.8154 [2020-11-05 16:42:06,624][root][INFO] - ===> Epoch[74](1912/26): Loss 0.4627, Sem 0.5741, dir -0.6624, norm 0.5510, swav 0.0000 LR: 8.262e-02 Score 81.715 Data time: 0.1920, Forward time: 2.2728, Backward time: 3.0855, DDP time: 0.0041, Total iter time: 4.5970 [2020-11-05 16:42:11,237][root][INFO] - ===> Epoch[74](1913/26): Loss 0.2256, Sem 0.4243, dir -0.6432, norm 0.4445, swav 0.0000 LR: 8.261e-02 Score 86.057 Data time: 0.1971, Forward time: 2.2727, Backward time: 3.0850, DDP time: 0.0041, Total iter time: 4.5217 [2020-11-05 16:42:16,880][root][INFO] - ===> Epoch[74](1914/26): Loss 0.2956, Sem 0.4998, dir -0.6987, norm 0.4944, swav 0.0000 LR: 8.260e-02 Score 84.439 Data time: 0.1686, Forward time: 2.2725, Backward time: 3.0851, DDP time: 0.0041, Total iter time: 5.5319 [2020-11-05 16:42:22,773][root][INFO] - ===> Epoch[74](1915/26): Loss 0.3052, Sem 0.4848, dir -0.6491, norm 0.4695, swav 0.0000 LR: 8.259e-02 Score 84.713 Data time: 0.1785, Forward time: 2.2722, Backward time: 3.0855, DDP time: 0.0041, Total iter time: 5.8055 [2020-11-05 16:42:30,120][root][INFO] - ===> Epoch[74](1916/26): Loss 0.2494, Sem 0.4412, dir -0.6604, norm 0.4686, swav 0.0000 LR: 8.258e-02 Score 86.040 Data time: 0.2784, Forward time: 2.2726, Backward time: 3.0859, DDP time: 0.0041, Total iter time: 7.2729 [2020-11-05 16:42:36,220][root][INFO] - ===> Epoch[74](1917/26): Loss 0.2621, Sem 0.4640, dir -0.6472, norm 0.4452, swav 0.0000 LR: 8.257e-02 Score 85.071 Data time: 0.2271, Forward time: 2.2727, Backward time: 3.0860, DDP time: 0.0041, Total iter time: 5.9548 [2020-11-05 16:42:40,825][root][INFO] - ===> Epoch[74](1918/26): Loss 0.2468, Sem 0.4457, dir -0.6641, norm 0.4652, swav 0.0000 LR: 8.256e-02 Score 85.694 Data time: 0.1824, Forward time: 2.2726, Backward time: 3.0855, DDP time: 0.0041, Total iter time: 4.5077 [2020-11-05 16:42:46,001][root][INFO] - ===> Epoch[74](1919/26): Loss 0.2587, Sem 0.4525, dir -0.6553, norm 0.4614, swav 0.0000 LR: 8.255e-02 Score 86.788 Data time: 0.1953, Forward time: 2.2725, Backward time: 3.0853, DDP time: 0.0041, Total iter time: 5.0802 [2020-11-05 16:42:52,073][root][INFO] - ===> Epoch[74](1920/26): Loss 0.2649, Sem 0.4523, dir -0.6362, norm 0.4488, swav 0.0000 LR: 8.254e-02 Score 85.629 Data time: 0.1858, Forward time: 2.2723, Backward time: 3.0857, DDP time: 0.0041, Total iter time: 5.9544 [2020-11-05 16:42:58,721][root][INFO] - ===> Epoch[74](1921/26): Loss 0.2816, Sem 0.4112, dir -0.6138, norm 0.4841, swav 0.0000 LR: 8.253e-02 Score 87.531 Data time: 0.2712, Forward time: 2.2726, Backward time: 3.0858, DDP time: 0.0041, Total iter time: 6.5602 [2020-11-05 16:43:05,427][root][INFO] - ===> Epoch[74](1922/26): Loss 0.2163, Sem 0.4249, dir -0.6530, norm 0.4444, swav 0.0000 LR: 8.252e-02 Score 86.397 Data time: 0.2642, Forward time: 2.2726, Backward time: 3.0863, DDP time: 0.0041, Total iter time: 6.5800 [2020-11-05 16:43:11,155][root][INFO] - ===> Epoch[74](1923/26): Loss 0.2107, Sem 0.4147, dir -0.6436, norm 0.4396, swav 0.0000 LR: 8.252e-02 Score 86.477 Data time: 0.1826, Forward time: 2.2725, Backward time: 3.0864, DDP time: 0.0041, Total iter time: 5.6048 [2020-11-05 16:43:16,600][root][INFO] - ===> Epoch[74](1924/26): Loss 0.2151, Sem 0.4543, dir -0.6848, norm 0.4456, swav 0.0000 LR: 8.251e-02 Score 84.831 Data time: 0.1630, Forward time: 2.2722, Backward time: 3.0865, DDP time: 0.0041, Total iter time: 5.3315 [2020-11-05 16:43:22,411][root][INFO] - ===> Epoch[75](1925/26): Loss 0.3820, Sem 0.4999, dir -0.6050, norm 0.4872, swav 0.0000 LR: 8.250e-02 Score 84.174 Data time: 0.2467, Forward time: 2.2723, Backward time: 3.0864, DDP time: 0.0041, Total iter time: 5.7314 [2020-11-05 16:43:27,103][root][INFO] - ===> Epoch[75](1926/26): Loss 0.1432, Sem 0.4127, dir -0.6835, norm 0.4141, swav 0.0000 LR: 8.249e-02 Score 86.986 Data time: 0.2257, Forward time: 2.2723, Backward time: 3.0859, DDP time: 0.0041, Total iter time: 4.5676 [2020-11-05 16:43:31,878][root][INFO] - ===> Epoch[75](1927/26): Loss 0.3527, Sem 0.4850, dir -0.6427, norm 0.5103, swav 0.0000 LR: 8.248e-02 Score 85.137 Data time: 0.2255, Forward time: 2.2724, Backward time: 3.0853, DDP time: 0.0041, Total iter time: 4.6784 [2020-11-05 16:43:37,051][root][INFO] - ===> Epoch[75](1928/26): Loss 0.2705, Sem 0.4624, dir -0.6527, norm 0.4608, swav 0.0000 LR: 8.247e-02 Score 85.119 Data time: 0.2148, Forward time: 2.2724, Backward time: 3.0850, DDP time: 0.0041, Total iter time: 5.0489 [2020-11-05 16:43:42,621][root][INFO] - ===> Epoch[75](1929/26): Loss 0.2201, Sem 0.3841, dir -0.6445, norm 0.4805, swav 0.0000 LR: 8.246e-02 Score 88.417 Data time: 0.2822, Forward time: 2.2727, Backward time: 3.0846, DDP time: 0.0041, Total iter time: 5.4419 [2020-11-05 16:43:47,761][root][INFO] - ===> Epoch[75](1930/26): Loss 0.3612, Sem 0.4981, dir -0.6368, norm 0.4999, swav 0.0000 LR: 8.245e-02 Score 85.375 Data time: 0.2178, Forward time: 2.2727, Backward time: 3.0843, DDP time: 0.0041, Total iter time: 5.0204 [2020-11-05 16:43:54,304][root][INFO] - ===> Epoch[75](1931/26): Loss 0.3038, Sem 0.4455, dir -0.6054, norm 0.4636, swav 0.0000 LR: 8.244e-02 Score 86.182 Data time: 0.2753, Forward time: 2.2730, Backward time: 3.0844, DDP time: 0.0041, Total iter time: 6.4132 [2020-11-05 16:44:00,171][root][INFO] - ===> Epoch[75](1932/26): Loss 0.2797, Sem 0.4637, dir -0.6410, norm 0.4570, swav 0.0000 LR: 8.243e-02 Score 85.567 Data time: 0.2689, Forward time: 2.2733, Backward time: 3.0841, DDP time: 0.0041, Total iter time: 5.7222 [2020-11-05 16:44:04,753][root][INFO] - ===> Epoch[75](1933/26): Loss 0.3281, Sem 0.4465, dir -0.6022, norm 0.4837, swav 0.0000 LR: 8.242e-02 Score 86.359 Data time: 0.1924, Forward time: 2.2732, Backward time: 3.0836, DDP time: 0.0041, Total iter time: 4.4708 [2020-11-05 16:44:10,667][root][INFO] - ===> Epoch[75](1934/26): Loss 0.2113, Sem 0.4475, dir -0.6749, norm 0.4387, swav 0.0000 LR: 8.241e-02 Score 86.245 Data time: 0.1495, Forward time: 2.2729, Backward time: 3.0840, DDP time: 0.0041, Total iter time: 5.7979 [2020-11-05 16:44:16,191][root][INFO] - ===> Epoch[75](1935/26): Loss 0.2961, Sem 0.4682, dir -0.6262, norm 0.4541, swav 0.0000 LR: 8.240e-02 Score 85.253 Data time: 0.2530, Forward time: 2.2728, Backward time: 3.0839, DDP time: 0.0041, Total iter time: 5.4272 [2020-11-05 16:44:21,966][root][INFO] - ===> Epoch[75](1936/26): Loss 0.4288, Sem 0.5689, dir -0.6273, norm 0.4872, swav 0.0000 LR: 8.240e-02 Score 83.279 Data time: 0.2637, Forward time: 2.2731, Backward time: 3.0837, DDP time: 0.0041, Total iter time: 5.6586 [2020-11-05 16:44:28,780][root][INFO] - ===> Epoch[75](1937/26): Loss 0.3117, Sem 0.4740, dir -0.6340, norm 0.4717, swav 0.0000 LR: 8.239e-02 Score 85.076 Data time: 0.2037, Forward time: 2.2731, Backward time: 3.0842, DDP time: 0.0041, Total iter time: 6.6765 [2020-11-05 16:44:35,496][root][INFO] - ===> Epoch[75](1938/26): Loss 0.2576, Sem 0.4470, dir -0.6260, norm 0.4366, swav 0.0000 LR: 8.238e-02 Score 86.069 Data time: 0.2628, Forward time: 2.2733, Backward time: 3.0844, DDP time: 0.0041, Total iter time: 6.5662 [2020-11-05 16:44:40,448][root][INFO] - ===> Epoch[75](1939/26): Loss 0.2890, Sem 0.4636, dir -0.6351, norm 0.4605, swav 0.0000 LR: 8.237e-02 Score 85.675 Data time: 0.2041, Forward time: 2.2731, Backward time: 3.0843, DDP time: 0.0041, Total iter time: 4.8152 [2020-11-05 16:44:47,211][root][INFO] - ===> Epoch[75](1940/26): Loss 0.2707, Sem 0.4558, dir -0.6446, norm 0.4595, swav 0.0000 LR: 8.236e-02 Score 85.657 Data time: 0.1866, Forward time: 2.2729, Backward time: 3.0849, DDP time: 0.0041, Total iter time: 6.6811 [2020-11-05 16:44:52,823][root][INFO] - ===> Epoch[75](1941/26): Loss 0.1899, Sem 0.4210, dir -0.6454, norm 0.4143, swav 0.0000 LR: 8.235e-02 Score 87.326 Data time: 0.1523, Forward time: 2.2726, Backward time: 3.0851, DDP time: 0.0041, Total iter time: 5.4934 [2020-11-05 16:44:57,712][root][INFO] - ===> Epoch[75](1942/26): Loss 0.2882, Sem 0.4028, dir -0.5976, norm 0.4830, swav 0.0000 LR: 8.234e-02 Score 87.167 Data time: 0.1649, Forward time: 2.2723, Backward time: 3.0850, DDP time: 0.0041, Total iter time: 4.7741 [2020-11-05 16:45:03,711][root][INFO] - ===> Epoch[75](1943/26): Loss 0.3177, Sem 0.4652, dir -0.6215, norm 0.4740, swav 0.0000 LR: 8.233e-02 Score 84.700 Data time: 0.3111, Forward time: 2.2727, Backward time: 3.0848, DDP time: 0.0041, Total iter time: 5.8977 [2020-11-05 16:45:09,620][root][INFO] - ===> Epoch[75](1944/26): Loss 0.2926, Sem 0.4888, dir -0.6388, norm 0.4425, swav 0.0000 LR: 8.232e-02 Score 85.516 Data time: 0.1972, Forward time: 2.2727, Backward time: 3.0848, DDP time: 0.0041, Total iter time: 5.7665 [2020-11-05 16:45:14,676][root][INFO] - ===> Epoch[75](1945/26): Loss 0.2308, Sem 0.4002, dir -0.6242, norm 0.4549, swav 0.0000 LR: 8.231e-02 Score 87.467 Data time: 0.1872, Forward time: 2.2725, Backward time: 3.0846, DDP time: 0.0041, Total iter time: 4.9412 [2020-11-05 16:45:19,833][root][INFO] - ===> Epoch[75](1946/26): Loss 0.2614, Sem 0.4420, dir -0.6636, norm 0.4829, swav 0.0000 LR: 8.230e-02 Score 85.771 Data time: 0.2560, Forward time: 2.2726, Backward time: 3.0842, DDP time: 0.0041, Total iter time: 5.0443 [2020-11-05 16:45:26,456][root][INFO] - ===> Epoch[75](1947/26): Loss 0.2734, Sem 0.3995, dir -0.5664, norm 0.4404, swav 0.0000 LR: 8.229e-02 Score 87.689 Data time: 0.2630, Forward time: 2.2728, Backward time: 3.0844, DDP time: 0.0041, Total iter time: 6.5021 [2020-11-05 16:45:31,874][root][INFO] - ===> Epoch[75](1948/26): Loss 0.3177, Sem 0.5201, dir -0.6595, norm 0.4570, swav 0.0000 LR: 8.229e-02 Score 83.369 Data time: 0.2762, Forward time: 2.2731, Backward time: 3.0839, DDP time: 0.0041, Total iter time: 5.2620 [2020-11-05 16:45:37,680][root][INFO] - ===> Epoch[75](1949/26): Loss 0.2281, Sem 0.4386, dir -0.6572, norm 0.4467, swav 0.0000 LR: 8.228e-02 Score 86.088 Data time: 0.2038, Forward time: 2.2730, Backward time: 3.0841, DDP time: 0.0041, Total iter time: 5.6749 [2020-11-05 16:45:43,029][root][INFO] - ===> Epoch[75](1950/26): Loss 0.4902, Sem 0.6283, dir -0.6747, norm 0.5366, swav 0.0000 LR: 8.227e-02 Score 81.305 Data time: 0.2606, Forward time: 2.2732, Backward time: 3.0837, DDP time: 0.0041, Total iter time: 5.2442 [2020-11-05 16:45:49,432][root][INFO] - ===> Epoch[76](1951/26): Loss 0.1951, Sem 0.3972, dir -0.6376, norm 0.4355, swav 0.0000 LR: 8.226e-02 Score 87.430 Data time: 0.2233, Forward time: 2.2732, Backward time: 3.0839, DDP time: 0.0041, Total iter time: 6.2619 [2020-11-05 16:45:56,760][root][INFO] - ===> Epoch[76](1952/26): Loss 0.2190, Sem 0.4291, dir -0.6493, norm 0.4392, swav 0.0000 LR: 8.225e-02 Score 86.776 Data time: 0.2385, Forward time: 2.2733, Backward time: 3.0846, DDP time: 0.0041, Total iter time: 7.2063 [2020-11-05 16:46:01,762][root][INFO] - ===> Epoch[76](1953/26): Loss 0.2261, Sem 0.4551, dir -0.6524, norm 0.4234, swav 0.0000 LR: 8.224e-02 Score 85.583 Data time: 0.2245, Forward time: 2.2734, Backward time: 3.0842, DDP time: 0.0041, Total iter time: 4.8864 [2020-11-05 16:46:06,510][root][INFO] - ===> Epoch[76](1954/26): Loss 0.2449, Sem 0.4596, dir -0.6604, norm 0.4456, swav 0.0000 LR: 8.223e-02 Score 86.961 Data time: 0.1861, Forward time: 2.2733, Backward time: 3.0838, DDP time: 0.0041, Total iter time: 4.6378 [2020-11-05 16:46:11,803][root][INFO] - ===> Epoch[76](1955/26): Loss 0.2195, Sem 0.4045, dir -0.6229, norm 0.4380, swav 0.0000 LR: 8.222e-02 Score 86.749 Data time: 0.1740, Forward time: 2.2731, Backward time: 3.0837, DDP time: 0.0041, Total iter time: 5.1851 [2020-11-05 16:46:16,997][root][INFO] - ===> Epoch[76](1956/26): Loss 0.3245, Sem 0.4763, dir -0.6567, norm 0.5050, swav 0.0000 LR: 8.221e-02 Score 84.536 Data time: 0.1577, Forward time: 2.2728, Backward time: 3.0838, DDP time: 0.0041, Total iter time: 5.1282 [2020-11-05 16:46:22,604][root][INFO] - ===> Epoch[76](1957/26): Loss 0.1968, Sem 0.4314, dir -0.6781, norm 0.4434, swav 0.0000 LR: 8.220e-02 Score 86.055 Data time: 0.2416, Forward time: 2.2730, Backward time: 3.0835, DDP time: 0.0041, Total iter time: 5.5352 [2020-11-05 16:46:27,737][root][INFO] - ===> Epoch[76](1958/26): Loss 0.2744, Sem 0.4452, dir -0.6495, norm 0.4788, swav 0.0000 LR: 8.219e-02 Score 86.605 Data time: 0.1823, Forward time: 2.2729, Backward time: 3.0833, DDP time: 0.0041, Total iter time: 5.0015 [2020-11-05 16:46:33,473][root][INFO] - ===> Epoch[76](1959/26): Loss 0.2336, Sem 0.4502, dir -0.6648, norm 0.4482, swav 0.0000 LR: 8.218e-02 Score 86.359 Data time: 0.1556, Forward time: 2.2726, Backward time: 3.0836, DDP time: 0.0041, Total iter time: 5.6384 [2020-11-05 16:46:39,480][root][INFO] - ===> Epoch[76](1960/26): Loss 0.2884, Sem 0.4506, dir -0.6248, norm 0.4625, swav 0.0000 LR: 8.218e-02 Score 85.783 Data time: 0.2910, Forward time: 2.2726, Backward time: 3.0837, DDP time: 0.0041, Total iter time: 5.8981 [2020-11-05 16:46:44,143][root][INFO] - ===> Epoch[76](1961/26): Loss 0.2815, Sem 0.4680, dir -0.6727, norm 0.4863, swav 0.0000 LR: 8.217e-02 Score 85.945 Data time: 0.2369, Forward time: 2.2726, Backward time: 3.0831, DDP time: 0.0041, Total iter time: 4.5054 [2020-11-05 16:46:48,614][root][INFO] - ===> Epoch[76](1962/26): Loss 0.1792, Sem 0.4351, dir -0.6773, norm 0.4214, swav 0.0000 LR: 8.216e-02 Score 86.627 Data time: 0.1535, Forward time: 2.2723, Backward time: 3.0828, DDP time: 0.0041, Total iter time: 4.3631 [2020-11-05 16:46:56,511][root][INFO] - ===> Epoch[76](1963/26): Loss 0.3004, Sem 0.5021, dir -0.6452, norm 0.4435, swav 0.0000 LR: 8.215e-02 Score 84.950 Data time: 0.1974, Forward time: 2.2721, Backward time: 3.0840, DDP time: 0.0041, Total iter time: 7.8062 [2020-11-05 16:47:02,221][root][INFO] - ===> Epoch[76](1964/26): Loss 0.3175, Sem 0.5202, dir -0.6471, norm 0.4444, swav 0.0000 LR: 8.214e-02 Score 83.416 Data time: 0.2652, Forward time: 2.2722, Backward time: 3.0839, DDP time: 0.0041, Total iter time: 5.5695 [2020-11-05 16:47:09,475][root][INFO] - ===> Epoch[76](1965/26): Loss 0.3002, Sem 0.4683, dir -0.6121, norm 0.4440, swav 0.0000 LR: 8.213e-02 Score 85.159 Data time: 0.3713, Forward time: 2.2729, Backward time: 3.0838, DDP time: 0.0041, Total iter time: 7.1202 [2020-11-05 16:47:16,044][root][INFO] - ===> Epoch[76](1966/26): Loss 0.3088, Sem 0.4185, dir -0.5994, norm 0.4897, swav 0.0000 LR: 8.212e-02 Score 86.173 Data time: 0.2398, Forward time: 2.2731, Backward time: 3.0840, DDP time: 0.0041, Total iter time: 6.4176 [2020-11-05 16:47:22,204][root][INFO] - ===> Epoch[76](1967/26): Loss 0.2374, Sem 0.4472, dir -0.6726, norm 0.4627, swav 0.0000 LR: 8.211e-02 Score 86.329 Data time: 0.1941, Forward time: 2.2731, Backward time: 3.0842, DDP time: 0.0041, Total iter time: 6.0311 [2020-11-05 16:47:29,105][root][INFO] - ===> Epoch[76](1968/26): Loss 0.3190, Sem 0.4799, dir -0.6406, norm 0.4796, swav 0.0000 LR: 8.210e-02 Score 84.272 Data time: 0.1552, Forward time: 2.2728, Backward time: 3.0851, DDP time: 0.0041, Total iter time: 6.7829 [2020-11-05 16:47:34,634][root][INFO] - ===> Epoch[76](1969/26): Loss 0.2705, Sem 0.4346, dir -0.6849, norm 0.5208, swav 0.0000 LR: 8.209e-02 Score 86.827 Data time: 0.2598, Forward time: 2.2730, Backward time: 3.0848, DDP time: 0.0041, Total iter time: 5.4577 [2020-11-05 16:47:39,497][root][INFO] - ===> Epoch[76](1970/26): Loss 0.3088, Sem 0.4834, dir -0.6604, norm 0.4859, swav 0.0000 LR: 8.208e-02 Score 85.788 Data time: 0.2344, Forward time: 2.2731, Backward time: 3.0842, DDP time: 0.0041, Total iter time: 4.7376 [2020-11-05 16:47:44,578][root][INFO] - ===> Epoch[76](1971/26): Loss 0.2048, Sem 0.4139, dir -0.6557, norm 0.4466, swav 0.0000 LR: 8.207e-02 Score 86.672 Data time: 0.1875, Forward time: 2.2729, Backward time: 3.0840, DDP time: 0.0041, Total iter time: 4.9760 [2020-11-05 16:47:51,127][root][INFO] - ===> Epoch[76](1972/26): Loss 0.2116, Sem 0.4178, dir -0.6260, norm 0.4197, swav 0.0000 LR: 8.206e-02 Score 87.056 Data time: 0.2119, Forward time: 2.2729, Backward time: 3.0845, DDP time: 0.0041, Total iter time: 6.4439 [2020-11-05 16:47:56,633][root][INFO] - ===> Epoch[76](1973/26): Loss 0.3845, Sem 0.5299, dir -0.6025, norm 0.4572, swav 0.0000 LR: 8.206e-02 Score 84.194 Data time: 0.2404, Forward time: 2.2731, Backward time: 3.0841, DDP time: 0.0041, Total iter time: 5.3959 [2020-11-05 16:48:02,022][root][INFO] - ===> Epoch[76](1974/26): Loss 0.2617, Sem 0.4290, dir -0.6428, norm 0.4756, swav 0.0000 LR: 8.205e-02 Score 86.705 Data time: 0.1752, Forward time: 2.2729, Backward time: 3.0841, DDP time: 0.0041, Total iter time: 5.2678 [2020-11-05 16:48:07,236][root][INFO] - ===> Epoch[76](1975/26): Loss 0.3393, Sem 0.4779, dir -0.6030, norm 0.4644, swav 0.0000 LR: 8.204e-02 Score 84.921 Data time: 0.2085, Forward time: 2.2729, Backward time: 3.0839, DDP time: 0.0041, Total iter time: 5.0939 [2020-11-05 16:48:13,280][root][INFO] - ===> Epoch[76](1976/26): Loss 0.2918, Sem 0.4592, dir -0.6501, norm 0.4827, swav 0.0000 LR: 8.203e-02 Score 85.132 Data time: 0.2489, Forward time: 2.2729, Backward time: 3.0840, DDP time: 0.0041, Total iter time: 5.9329 [2020-11-05 16:48:22,093][root][INFO] - ===> Epoch[77](1977/26): Loss 0.2505, Sem 0.4450, dir -0.6320, norm 0.4375, swav 0.0000 LR: 8.202e-02 Score 86.247 Data time: 0.2402, Forward time: 2.2729, Backward time: 3.0855, DDP time: 0.0041, Total iter time: 8.6904 [2020-11-05 16:48:27,727][root][INFO] - ===> Epoch[77](1978/26): Loss 0.1990, Sem 0.3946, dir -0.6199, norm 0.4243, swav 0.0000 LR: 8.201e-02 Score 87.079 Data time: 0.2686, Forward time: 2.2732, Backward time: 3.0851, DDP time: 0.0041, Total iter time: 5.5359 [2020-11-05 16:48:32,680][root][INFO] - ===> Epoch[77](1979/26): Loss 0.2205, Sem 0.4531, dir -0.6565, norm 0.4239, swav 0.0000 LR: 8.200e-02 Score 84.674 Data time: 0.1605, Forward time: 2.2730, Backward time: 3.0849, DDP time: 0.0041, Total iter time: 4.8266 [2020-11-05 16:48:38,804][root][INFO] - ===> Epoch[77](1980/26): Loss 0.2521, Sem 0.4134, dir -0.6373, norm 0.4761, swav 0.0000 LR: 8.199e-02 Score 87.650 Data time: 0.2030, Forward time: 2.2729, Backward time: 3.0852, DDP time: 0.0041, Total iter time: 6.0219 [2020-11-05 16:48:44,078][root][INFO] - ===> Epoch[77](1981/26): Loss 0.3784, Sem 0.5045, dir -0.6051, norm 0.4791, swav 0.0000 LR: 8.198e-02 Score 84.323 Data time: 0.2431, Forward time: 2.2730, Backward time: 3.0848, DDP time: 0.0041, Total iter time: 5.1403 [2020-11-05 16:48:50,339][root][INFO] - ===> Epoch[77](1982/26): Loss 0.3176, Sem 0.4687, dir -0.6440, norm 0.4929, swav 0.0000 LR: 8.197e-02 Score 85.737 Data time: 0.3003, Forward time: 2.2735, Backward time: 3.0846, DDP time: 0.0041, Total iter time: 6.1537 [2020-11-05 16:48:55,063][root][INFO] - ===> Epoch[77](1983/26): Loss 0.2367, Sem 0.4597, dir -0.6569, norm 0.4340, swav 0.0000 LR: 8.196e-02 Score 84.485 Data time: 0.2470, Forward time: 2.2735, Backward time: 3.0840, DDP time: 0.0041, Total iter time: 4.5894 [2020-11-05 16:49:00,549][root][INFO] - ===> Epoch[77](1984/26): Loss 0.3050, Sem 0.4961, dir -0.6565, norm 0.4654, swav 0.0000 LR: 8.195e-02 Score 84.636 Data time: 0.2445, Forward time: 2.2738, Backward time: 3.0836, DDP time: 0.0041, Total iter time: 5.3610 [2020-11-05 16:49:05,257][root][INFO] - ===> Epoch[77](1985/26): Loss 0.2011, Sem 0.4163, dir -0.6490, norm 0.4338, swav 0.0000 LR: 8.195e-02 Score 85.740 Data time: 0.1734, Forward time: 2.2736, Backward time: 3.0832, DDP time: 0.0041, Total iter time: 4.5850 [2020-11-05 16:49:11,917][root][INFO] - ===> Epoch[77](1986/26): Loss 0.1779, Sem 0.3752, dir -0.6545, norm 0.4572, swav 0.0000 LR: 8.194e-02 Score 88.653 Data time: 0.1878, Forward time: 2.2735, Backward time: 3.0838, DDP time: 0.0041, Total iter time: 6.5480 [2020-11-05 16:49:16,935][root][INFO] - ===> Epoch[77](1987/26): Loss 0.2424, Sem 0.4683, dir -0.6443, norm 0.4184, swav 0.0000 LR: 8.193e-02 Score 85.789 Data time: 0.1298, Forward time: 2.2730, Backward time: 3.0839, DDP time: 0.0041, Total iter time: 4.9083 [2020-11-05 16:49:22,310][root][INFO] - ===> Epoch[77](1988/26): Loss 0.2062, Sem 0.4012, dir -0.6299, norm 0.4349, swav 0.0000 LR: 8.192e-02 Score 87.994 Data time: 0.2584, Forward time: 2.2733, Backward time: 3.0836, DDP time: 0.0041, Total iter time: 5.2988 [2020-11-05 16:49:27,748][root][INFO] - ===> Epoch[77](1989/26): Loss 0.1440, Sem 0.4036, dir -0.6905, norm 0.4309, swav 0.0000 LR: 8.191e-02 Score 87.719 Data time: 0.2548, Forward time: 2.2735, Backward time: 3.0831, DDP time: 0.0041, Total iter time: 5.3161 [2020-11-05 16:49:33,736][root][INFO] - ===> Epoch[77](1990/26): Loss 0.3117, Sem 0.4767, dir -0.6374, norm 0.4724, swav 0.0000 LR: 8.190e-02 Score 85.081 Data time: 0.1674, Forward time: 2.2733, Backward time: 3.0835, DDP time: 0.0041, Total iter time: 5.8729 [2020-11-05 16:49:39,796][root][INFO] - ===> Epoch[77](1991/26): Loss 0.2680, Sem 0.4337, dir -0.6569, norm 0.4912, swav 0.0000 LR: 8.189e-02 Score 86.336 Data time: 0.2053, Forward time: 2.2733, Backward time: 3.0836, DDP time: 0.0041, Total iter time: 5.9690 [2020-11-05 16:49:45,115][root][INFO] - ===> Epoch[77](1992/26): Loss 0.1947, Sem 0.4180, dir -0.6476, norm 0.4243, swav 0.0000 LR: 8.188e-02 Score 85.324 Data time: 0.2232, Forward time: 2.2734, Backward time: 3.0833, DDP time: 0.0041, Total iter time: 5.2153 [2020-11-05 16:49:51,951][root][INFO] - ===> Epoch[77](1993/26): Loss 0.3126, Sem 0.4325, dir -0.6234, norm 0.5035, swav 0.0000 LR: 8.187e-02 Score 86.010 Data time: 0.3132, Forward time: 2.2738, Backward time: 3.0834, DDP time: 0.0041, Total iter time: 6.7210 [2020-11-05 16:49:56,521][root][INFO] - ===> Epoch[77](1994/26): Loss 0.2518, Sem 0.4279, dir -0.6393, norm 0.4632, swav 0.0000 LR: 8.186e-02 Score 86.385 Data time: 0.2011, Forward time: 2.2738, Backward time: 3.0828, DDP time: 0.0041, Total iter time: 4.4248 [2020-11-05 16:50:01,875][root][INFO] - ===> Epoch[77](1995/26): Loss 0.3069, Sem 0.4868, dir -0.6456, norm 0.4658, swav 0.0000 LR: 8.185e-02 Score 84.667 Data time: 0.1273, Forward time: 2.2734, Backward time: 3.0831, DDP time: 0.0041, Total iter time: 5.2428 [2020-11-05 16:50:06,413][root][INFO] - ===> Epoch[77](1996/26): Loss 0.1916, Sem 0.4117, dir -0.6548, norm 0.4347, swav 0.0000 LR: 8.184e-02 Score 86.748 Data time: 0.2073, Forward time: 2.2731, Backward time: 3.0828, DDP time: 0.0041, Total iter time: 4.4455 [2020-11-05 16:50:11,396][root][INFO] - ===> Epoch[77](1997/26): Loss 0.2497, Sem 0.4200, dir -0.6100, norm 0.4397, swav 0.0000 LR: 8.183e-02 Score 86.741 Data time: 0.2412, Forward time: 2.2731, Backward time: 3.0823, DDP time: 0.0041, Total iter time: 4.8829 [2020-11-05 16:50:16,897][root][INFO] - ===> Epoch[77](1998/26): Loss 0.2920, Sem 0.4467, dir -0.6070, norm 0.4523, swav 0.0000 LR: 8.183e-02 Score 85.268 Data time: 0.2612, Forward time: 2.2734, Backward time: 3.0819, DDP time: 0.0041, Total iter time: 5.3910 [2020-11-05 16:50:22,846][root][INFO] - ===> Epoch[77](1999/26): Loss 0.2704, Sem 0.4314, dir -0.6105, norm 0.4496, swav 0.0000 LR: 8.182e-02 Score 86.438 Data time: 0.2818, Forward time: 2.2738, Backward time: 3.0816, DDP time: 0.0041, Total iter time: 5.8196 [2020-11-05 16:50:28,705][root][INFO] - ===> Epoch[77](2000/26): Loss 0.4070, Sem 0.5569, dir -0.6228, norm 0.4729, swav 0.0000 LR: 8.181e-02 Score 82.771 Data time: 0.1974, Forward time: 2.2738, Backward time: 3.0817, DDP time: 0.0041, Total iter time: 5.7178 [2020-11-05 16:50:29,336][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-11-05 16:50:29,574][root][INFO] - ===> Start testing [2020-11-05 16:51:51,598][root][INFO] - 101/312: Data time: 0.0054, Iter time: 0.3640 Loss 0.597 (AVG: 0.525) Score 81.786 (AVG: 84.688) mIOU 58.445 mAP 69.969 mAcc 68.272 IOU: 78.295 96.056 47.916 70.012 86.551 78.723 61.683 48.371 37.262 64.246 0.915 57.270 45.078 62.525 40.988 37.910 91.124 68.558 70.312 25.099 mAP: 77.095 93.041 54.636 79.146 91.205 86.067 70.037 62.342 54.461 72.029 21.245 47.097 63.190 78.174 56.171 85.373 94.609 87.874 72.644 52.948 mAcc: 92.413 98.332 66.990 75.330 92.823 83.535 74.663 67.794 42.653 79.223 0.916 78.167 77.503 68.123 52.574 42.160 93.409 76.928 72.377 29.529 [2020-11-05 16:53:14,944][root][INFO] - 201/312: Data time: 0.0108, Iter time: 0.1998 Loss 0.641 (AVG: 0.566) Score 81.600 (AVG: 83.435) mIOU 57.154 mAP 69.161 mAcc 67.273 IOU: 77.506 96.011 47.680 69.406 85.227 74.014 61.282 45.884 38.568 60.543 0.500 51.812 40.978 55.164 35.727 49.191 89.167 57.981 76.887 29.556 mAP: 80.078 93.768 56.374 70.508 87.217 81.039 64.248 64.444 58.049 71.739 23.735 52.993 59.300 74.959 51.521 85.285 92.461 83.140 80.666 51.692 mAcc: 91.998 98.269 69.827 73.765 91.178 82.677 72.011 64.418 44.789 76.623 0.502 69.348 77.415 60.505 45.797 54.980 91.327 64.964 80.321 34.748 [2020-11-05 16:54:41,691][root][INFO] - 301/312: Data time: 0.0064, Iter time: 0.2666 Loss 0.308 (AVG: 0.577) Score 88.626 (AVG: 83.129) mIOU 56.910 mAP 68.530 mAcc 67.066 IOU: 77.243 96.039 45.287 70.589 85.678 75.650 60.835 45.292 38.762 62.028 0.876 52.565 42.165 55.401 31.239 49.620 86.480 56.609 78.651 27.191 mAP: 78.842 94.349 56.075 69.844 87.383 79.621 63.877 62.690 57.228 70.233 26.433 55.252 60.431 73.971 43.991 84.830 93.240 79.347 81.145 51.829 mAcc: 92.457 98.332 71.670 76.124 91.207 83.023 71.399 62.541 44.694 79.577 0.880 71.028 79.134 59.900 38.865 56.376 88.932 62.415 81.746 31.029 [2020-11-05 16:54:48,399][root][INFO] - 312/312: Data time: 0.0027, Iter time: 0.1516 Loss 0.485 (AVG: 0.571) Score 84.055 (AVG: 83.298) mIOU 57.036 mAP 68.489 mAcc 67.193 IOU: 77.510 96.075 45.064 71.412 85.832 75.470 61.696 44.999 38.293 62.178 0.873 52.547 42.928 55.250 30.832 49.098 86.769 57.306 78.975 27.612 mAP: 78.979 94.366 55.381 70.779 87.225 79.621 63.794 62.052 56.497 70.233 26.147 55.252 60.930 73.792 43.221 85.102 93.434 79.591 81.604 51.771 mAcc: 92.542 98.349 71.405 76.858 91.240 83.023 72.151 62.136 44.364 79.674 0.877 71.028 79.479 59.978 38.604 56.140 89.144 63.076 82.294 31.507 [2020-11-05 16:54:48,399][root][INFO] - Finished test. Elapsed time: 258.8240 [2020-11-05 16:55:00,455][root][INFO] - [2020-11-05 16:55:00,456][root][INFO] - ################################################################ [2020-11-05 16:55:00,456][root][INFO] - what : AP AP_50% AP_25% [2020-11-05 16:55:00,456][root][INFO] - ################################################################ [2020-11-05 16:55:00,456][root][INFO] - cabinet : 0.094 0.251 0.495 [2020-11-05 16:55:00,456][root][INFO] - bed : 0.292 0.667 0.791 [2020-11-05 16:55:00,456][root][INFO] - chair : 0.472 0.664 0.751 [2020-11-05 16:55:00,456][root][INFO] - sofa : 0.279 0.479 0.662 [2020-11-05 16:55:00,456][root][INFO] - table : 0.174 0.349 0.457 [2020-11-05 16:55:00,456][root][INFO] - door : 0.144 0.318 0.473 [2020-11-05 16:55:00,456][root][INFO] - window : 0.025 0.077 0.276 [2020-11-05 16:55:00,456][root][INFO] - bookshelf : 0.138 0.379 0.676 [2020-11-05 16:55:00,456][root][INFO] - picture : 0.000 0.000 0.000 [2020-11-05 16:55:00,457][root][INFO] - counter : 0.009 0.036 0.597 [2020-11-05 16:55:00,457][root][INFO] - desk : 0.010 0.041 0.253 [2020-11-05 16:55:00,457][root][INFO] - curtain : 0.093 0.168 0.388 [2020-11-05 16:55:00,457][root][INFO] - refrigerator : 0.093 0.179 0.259 [2020-11-05 16:55:00,457][root][INFO] - shower curtain : 0.207 0.553 0.681 [2020-11-05 16:55:00,457][root][INFO] - toilet : 0.714 0.916 0.916 [2020-11-05 16:55:00,457][root][INFO] - sink : 0.101 0.346 0.751 [2020-11-05 16:55:00,457][root][INFO] - bathtub : 0.502 0.734 0.764 [2020-11-05 16:55:00,457][root][INFO] - otherfurniture : 0.167 0.292 0.485 [2020-11-05 16:55:00,457][root][INFO] - ---------------------------------------------------------------- [2020-11-05 16:55:00,457][root][INFO] - average : 0.195 0.358 0.537 [2020-11-05 16:55:00,457][root][INFO] - [2020-11-05 16:55:00,719][root][INFO] - Summary name validation/mAP@0.5 is illegal; using validation/mAP_0.5 instead. [2020-11-05 16:55:01,469][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34Cbest_val.pth [2020-11-05 16:55:01,688][root][INFO] - Current best mIoU: 57.036 at iter 2000 [2020-11-05 16:55:05,767][root][INFO] - ===> Epoch[77](2001/26): Loss 0.1928, Sem 0.4328, dir -0.6707, norm 0.4308, swav 0.0000 LR: 8.180e-02 Score 87.958 Data time: 0.1888, Forward time: 2.2736, Backward time: 3.0811, DDP time: 0.0041, Total iter time: 4.0725 [2020-11-05 16:55:13,199][root][INFO] - ===> Epoch[77](2002/26): Loss 0.3807, Sem 0.5212, dir -0.6227, norm 0.4822, swav 0.0000 LR: 8.179e-02 Score 84.834 Data time: 0.2269, Forward time: 2.2736, Backward time: 3.0818, DDP time: 0.0041, Total iter time: 7.3172 [2020-11-05 16:55:19,463][root][INFO] - ===> Epoch[78](2003/26): Loss 0.2895, Sem 0.4433, dir -0.6369, norm 0.4831, swav 0.0000 LR: 8.178e-02 Score 85.200 Data time: 0.3178, Forward time: 2.2741, Backward time: 3.0816, DDP time: 0.0041, Total iter time: 6.1361 [2020-11-05 16:55:24,767][root][INFO] - ===> Epoch[78](2004/26): Loss 0.2447, Sem 0.4500, dir -0.6679, norm 0.4626, swav 0.0000 LR: 8.177e-02 Score 85.352 Data time: 0.2447, Forward time: 2.2743, Backward time: 3.0811, DDP time: 0.0041, Total iter time: 5.1528 [2020-11-05 16:55:30,621][root][INFO] - ===> Epoch[78](2005/26): Loss 0.2571, Sem 0.4408, dir -0.6444, norm 0.4608, swav 0.0000 LR: 8.176e-02 Score 86.471 Data time: 0.2995, Forward time: 2.2747, Backward time: 3.0808, DDP time: 0.0041, Total iter time: 5.7166 [2020-11-05 16:55:37,729][root][INFO] - ===> Epoch[78](2006/26): Loss 0.3161, Sem 0.4919, dir -0.6403, norm 0.4644, swav 0.0000 LR: 8.175e-02 Score 84.508 Data time: 0.1647, Forward time: 2.2745, Backward time: 3.0817, DDP time: 0.0041, Total iter time: 6.9926 [2020-11-05 16:55:44,837][root][INFO] - ===> Epoch[78](2007/26): Loss 0.2607, Sem 0.4051, dir -0.6190, norm 0.4746, swav 0.0000 LR: 8.174e-02 Score 87.064 Data time: 0.2440, Forward time: 2.2746, Backward time: 3.0822, DDP time: 0.0041, Total iter time: 7.0276 [2020-11-05 16:55:51,002][root][INFO] - ===> Epoch[78](2008/26): Loss 0.2234, Sem 0.4151, dir -0.6581, norm 0.4664, swav 0.0000 LR: 8.173e-02 Score 86.682 Data time: 0.1694, Forward time: 2.2745, Backward time: 3.0825, DDP time: 0.0041, Total iter time: 6.0394 [2020-11-05 16:55:56,835][root][INFO] - ===> Epoch[78](2009/26): Loss 0.2783, Sem 0.4967, dir -0.6851, norm 0.4667, swav 0.0000 LR: 8.172e-02 Score 83.318 Data time: 0.1995, Forward time: 2.2743, Backward time: 3.0827, DDP time: 0.0041, Total iter time: 5.7556 [2020-11-05 16:56:03,164][root][INFO] - ===> Epoch[78](2010/26): Loss 0.2254, Sem 0.4141, dir -0.6596, norm 0.4709, swav 0.0000 LR: 8.172e-02 Score 87.015 Data time: 0.1976, Forward time: 2.2742, Backward time: 3.0831, DDP time: 0.0041, Total iter time: 6.2130 [2020-11-05 16:56:08,406][root][INFO] - ===> Epoch[78](2011/26): Loss 0.3693, Sem 0.5100, dir -0.6325, norm 0.4918, swav 0.0000 LR: 8.171e-02 Score 83.840 Data time: 0.2175, Forward time: 2.2742, Backward time: 3.0829, DDP time: 0.0041, Total iter time: 5.1464 [2020-11-05 16:56:14,300][root][INFO] - ===> Epoch[78](2012/26): Loss 0.2664, Sem 0.4617, dir -0.6500, norm 0.4548, swav 0.0000 LR: 8.170e-02 Score 85.323 Data time: 0.2667, Forward time: 2.2743, Backward time: 3.0828, DDP time: 0.0041, Total iter time: 5.7684 [2020-11-05 16:56:21,178][root][INFO] - ===> Epoch[78](2013/26): Loss 0.2870, Sem 0.4405, dir -0.5992, norm 0.4457, swav 0.0000 LR: 8.169e-02 Score 86.750 Data time: 0.2266, Forward time: 2.2741, Backward time: 3.0835, DDP time: 0.0041, Total iter time: 6.7764 [2020-11-05 16:56:27,499][root][INFO] - ===> Epoch[78](2014/26): Loss 0.1346, Sem 0.3537, dir -0.6422, norm 0.4230, swav 0.0000 LR: 8.168e-02 Score 88.704 Data time: 0.3256, Forward time: 2.2746, Backward time: 3.0833, DDP time: 0.0041, Total iter time: 6.2186 [2020-11-05 16:56:34,174][root][INFO] - ===> Epoch[78](2015/26): Loss 0.2458, Sem 0.4343, dir -0.6178, norm 0.4292, swav 0.0000 LR: 8.167e-02 Score 86.140 Data time: 0.1859, Forward time: 2.2745, Backward time: 3.0838, DDP time: 0.0041, Total iter time: 6.5411 [2020-11-05 16:56:39,773][root][INFO] - ===> Epoch[78](2016/26): Loss 0.2440, Sem 0.4491, dir -0.6269, norm 0.4218, swav 0.0000 LR: 8.166e-02 Score 85.968 Data time: 0.1371, Forward time: 2.2741, Backward time: 3.0841, DDP time: 0.0041, Total iter time: 5.4911 [2020-11-05 16:56:44,896][root][INFO] - ===> Epoch[78](2017/26): Loss 0.2592, Sem 0.4593, dir -0.6370, norm 0.4368, swav 0.0000 LR: 8.165e-02 Score 85.497 Data time: 0.2392, Forward time: 2.2742, Backward time: 3.0838, DDP time: 0.0041, Total iter time: 5.0490 [2020-11-05 16:56:50,647][root][INFO] - ===> Epoch[78](2018/26): Loss 0.2784, Sem 0.4675, dir -0.6465, norm 0.4574, swav 0.0000 LR: 8.164e-02 Score 85.452 Data time: 0.1604, Forward time: 2.2739, Backward time: 3.0840, DDP time: 0.0041, Total iter time: 5.6250 [2020-11-05 16:56:55,922][root][INFO] - ===> Epoch[78](2019/26): Loss 0.2061, Sem 0.4354, dir -0.6811, norm 0.4518, swav 0.0000 LR: 8.163e-02 Score 86.241 Data time: 0.2177, Forward time: 2.2739, Backward time: 3.0838, DDP time: 0.0041, Total iter time: 5.1584 [2020-11-05 16:57:01,185][root][INFO] - ===> Epoch[78](2020/26): Loss 0.4389, Sem 0.5674, dir -0.6409, norm 0.5123, swav 0.0000 LR: 8.162e-02 Score 84.108 Data time: 0.2544, Forward time: 2.2740, Backward time: 3.0834, DDP time: 0.0041, Total iter time: 5.1318 [2020-11-05 16:57:06,911][root][INFO] - ===> Epoch[78](2021/26): Loss 0.2640, Sem 0.4221, dir -0.6160, norm 0.4579, swav 0.0000 LR: 8.161e-02 Score 87.440 Data time: 0.2374, Forward time: 2.2743, Backward time: 3.0832, DDP time: 0.0041, Total iter time: 5.6104 [2020-11-05 16:57:12,884][root][INFO] - ===> Epoch[78](2022/26): Loss 0.1836, Sem 0.4061, dir -0.6811, norm 0.4586, swav 0.0000 LR: 8.160e-02 Score 87.831 Data time: 0.1746, Forward time: 2.2741, Backward time: 3.0834, DDP time: 0.0041, Total iter time: 5.8566 [2020-11-05 16:57:18,596][root][INFO] - ===> Epoch[78](2023/26): Loss 0.2323, Sem 0.4096, dir -0.6341, norm 0.4568, swav 0.0000 LR: 8.160e-02 Score 86.668 Data time: 0.1805, Forward time: 2.2740, Backward time: 3.0836, DDP time: 0.0041, Total iter time: 5.6231 [2020-11-05 16:57:25,077][root][INFO] - ===> Epoch[78](2024/26): Loss 0.2631, Sem 0.4336, dir -0.6299, norm 0.4594, swav 0.0000 LR: 8.159e-02 Score 86.313 Data time: 0.2104, Forward time: 2.2740, Backward time: 3.0839, DDP time: 0.0041, Total iter time: 6.3711 [2020-11-05 16:57:30,001][root][INFO] - ===> Epoch[78](2025/26): Loss 0.3090, Sem 0.4796, dir -0.6279, norm 0.4573, swav 0.0000 LR: 8.158e-02 Score 86.113 Data time: 0.2260, Forward time: 2.2740, Backward time: 3.0835, DDP time: 0.0041, Total iter time: 4.8023 [2020-11-05 16:57:35,870][root][INFO] - ===> Epoch[78](2026/26): Loss 0.2708, Sem 0.4981, dir -0.6509, norm 0.4237, swav 0.0000 LR: 8.157e-02 Score 85.318 Data time: 0.2773, Forward time: 2.2743, Backward time: 3.0833, DDP time: 0.0041, Total iter time: 5.7626 [2020-11-05 16:57:41,124][root][INFO] - ===> Epoch[78](2027/26): Loss 0.1567, Sem 0.4092, dir -0.6540, norm 0.4015, swav 0.0000 LR: 8.156e-02 Score 87.088 Data time: 0.1933, Forward time: 2.2742, Backward time: 3.0831, DDP time: 0.0041, Total iter time: 5.1349 [2020-11-05 16:57:47,238][root][INFO] - ===> Epoch[78](2028/26): Loss 0.3230, Sem 0.4830, dir -0.6245, norm 0.4645, swav 0.0000 LR: 8.155e-02 Score 84.481 Data time: 0.2510, Forward time: 2.2744, Backward time: 3.0831, DDP time: 0.0041, Total iter time: 5.9913 [2020-11-05 16:57:53,273][root][INFO] - ===> Epoch[79](2029/26): Loss 0.1450, Sem 0.3680, dir -0.6640, norm 0.4410, swav 0.0000 LR: 8.154e-02 Score 88.511 Data time: 0.2173, Forward time: 2.2744, Backward time: 3.0832, DDP time: 0.0041, Total iter time: 5.9148 [2020-11-05 16:57:58,850][root][INFO] - ===> Epoch[79](2030/26): Loss 0.3010, Sem 0.4424, dir -0.6261, norm 0.4846, swav 0.0000 LR: 8.153e-02 Score 86.317 Data time: 0.2073, Forward time: 2.2744, Backward time: 3.0831, DDP time: 0.0041, Total iter time: 5.4622 [2020-11-05 16:58:04,133][root][INFO] - ===> Epoch[79](2031/26): Loss 0.3618, Sem 0.5395, dir -0.6694, norm 0.4917, swav 0.0000 LR: 8.152e-02 Score 83.373 Data time: 0.1751, Forward time: 2.2742, Backward time: 3.0831, DDP time: 0.0041, Total iter time: 5.1610 [2020-11-05 16:58:10,155][root][INFO] - ===> Epoch[79](2032/26): Loss 0.2667, Sem 0.4468, dir -0.6364, norm 0.4564, swav 0.0000 LR: 8.151e-02 Score 85.568 Data time: 0.2382, Forward time: 2.2742, Backward time: 3.0832, DDP time: 0.0041, Total iter time: 5.9038 [2020-11-05 16:58:15,637][root][INFO] - ===> Epoch[79](2033/26): Loss 0.2335, Sem 0.4676, dir -0.6817, norm 0.4476, swav 0.0000 LR: 8.150e-02 Score 84.654 Data time: 0.2110, Forward time: 2.2743, Backward time: 3.0830, DDP time: 0.0041, Total iter time: 5.3562 [2020-11-05 16:58:21,343][root][INFO] - ===> Epoch[79](2034/26): Loss 0.2001, Sem 0.3837, dir -0.6600, norm 0.4764, swav 0.0000 LR: 8.149e-02 Score 88.265 Data time: 0.1780, Forward time: 2.2741, Backward time: 3.0832, DDP time: 0.0041, Total iter time: 5.5829 [2020-11-05 16:58:26,253][root][INFO] - ===> Epoch[79](2035/26): Loss 0.2151, Sem 0.4196, dir -0.6526, norm 0.4481, swav 0.0000 LR: 8.148e-02 Score 86.440 Data time: 0.2555, Forward time: 2.2741, Backward time: 3.0828, DDP time: 0.0041, Total iter time: 4.8060 [2020-11-05 16:58:31,937][root][INFO] - ===> Epoch[79](2036/26): Loss 0.1944, Sem 0.4478, dir -0.6751, norm 0.4217, swav 0.0000 LR: 8.148e-02 Score 86.378 Data time: 0.2184, Forward time: 2.2741, Backward time: 3.0827, DDP time: 0.0041, Total iter time: 5.5394 [2020-11-05 16:58:37,330][root][INFO] - ===> Epoch[79](2037/26): Loss 0.2104, Sem 0.4167, dir -0.6546, norm 0.4484, swav 0.0000 LR: 8.147e-02 Score 87.266 Data time: 0.2204, Forward time: 2.2742, Backward time: 3.0824, DDP time: 0.0041, Total iter time: 5.2689 [2020-11-05 16:58:42,238][root][INFO] - ===> Epoch[79](2038/26): Loss 0.3153, Sem 0.4986, dir -0.6525, norm 0.4691, swav 0.0000 LR: 8.146e-02 Score 83.341 Data time: 0.2499, Forward time: 2.2743, Backward time: 3.0819, DDP time: 0.0041, Total iter time: 4.7778 [2020-11-05 16:58:46,941][root][INFO] - ===> Epoch[79](2039/26): Loss 0.1871, Sem 0.4072, dir -0.6457, norm 0.4255, swav 0.0000 LR: 8.145e-02 Score 87.481 Data time: 0.2004, Forward time: 2.2743, Backward time: 3.0814, DDP time: 0.0041, Total iter time: 4.5800 [2020-11-05 16:58:52,794][root][INFO] - ===> Epoch[79](2040/26): Loss 0.3461, Sem 0.5029, dir -0.6679, norm 0.5110, swav 0.0000 LR: 8.144e-02 Score 84.251 Data time: 0.2219, Forward time: 2.2742, Backward time: 3.0814, DDP time: 0.0041, Total iter time: 5.7152 [2020-11-05 16:59:00,033][root][INFO] - ===> Epoch[79](2041/26): Loss 0.2178, Sem 0.4489, dir -0.6586, norm 0.4274, swav 0.0000 LR: 8.143e-02 Score 86.010 Data time: 0.2238, Forward time: 2.2743, Backward time: 3.0820, DDP time: 0.0041, Total iter time: 7.1054 [2020-11-05 16:59:05,354][root][INFO] - ===> Epoch[79](2042/26): Loss 0.2844, Sem 0.4540, dir -0.6510, norm 0.4813, swav 0.0000 LR: 8.142e-02 Score 86.404 Data time: 0.1519, Forward time: 2.2740, Backward time: 3.0821, DDP time: 0.0041, Total iter time: 5.1727 [2020-11-05 16:59:10,347][root][INFO] - ===> Epoch[79](2043/26): Loss 0.1936, Sem 0.4158, dir -0.6577, norm 0.4356, swav 0.0000 LR: 8.141e-02 Score 86.954 Data time: 0.1586, Forward time: 2.2737, Backward time: 3.0821, DDP time: 0.0041, Total iter time: 4.8976 [2020-11-05 16:59:16,449][root][INFO] - ===> Epoch[79](2044/26): Loss 0.3142, Sem 0.4883, dir -0.6279, norm 0.4538, swav 0.0000 LR: 8.140e-02 Score 83.685 Data time: 0.1883, Forward time: 2.2736, Backward time: 3.0824, DDP time: 0.0041, Total iter time: 5.9995 [2020-11-05 16:59:22,167][root][INFO] - ===> Epoch[79](2045/26): Loss 0.3756, Sem 0.5413, dir -0.6583, norm 0.4927, swav 0.0000 LR: 8.139e-02 Score 83.586 Data time: 0.1663, Forward time: 2.2733, Backward time: 3.0826, DDP time: 0.0041, Total iter time: 5.5959 [2020-11-05 16:59:27,603][root][INFO] - ===> Epoch[79](2046/26): Loss 0.3243, Sem 0.4696, dir -0.6300, norm 0.4847, swav 0.0000 LR: 8.138e-02 Score 85.321 Data time: 0.1660, Forward time: 2.2731, Backward time: 3.0828, DDP time: 0.0041, Total iter time: 5.3313 [2020-11-05 16:59:33,070][root][INFO] - ===> Epoch[79](2047/26): Loss 0.0973, Sem 0.3708, dir -0.6611, norm 0.3876, swav 0.0000 LR: 8.137e-02 Score 88.589 Data time: 0.2257, Forward time: 2.2731, Backward time: 3.0825, DDP time: 0.0041, Total iter time: 5.3501 [2020-11-05 16:59:39,606][root][INFO] - ===> Epoch[79](2048/26): Loss 0.3527, Sem 0.5003, dir -0.6348, norm 0.4872, swav 0.0000 LR: 8.137e-02 Score 84.268 Data time: 0.2094, Forward time: 2.2731, Backward time: 3.0829, DDP time: 0.0041, Total iter time: 6.4110 [2020-11-05 16:59:45,234][root][INFO] - ===> Epoch[79](2049/26): Loss 0.2767, Sem 0.4718, dir -0.6525, norm 0.4574, swav 0.0000 LR: 8.136e-02 Score 84.801 Data time: 0.1878, Forward time: 2.2729, Backward time: 3.0830, DDP time: 0.0041, Total iter time: 5.4702 [2020-11-05 16:59:50,787][root][INFO] - ===> Epoch[79](2050/26): Loss 0.1752, Sem 0.3941, dir -0.6567, norm 0.4378, swav 0.0000 LR: 8.135e-02 Score 87.299 Data time: 0.1434, Forward time: 2.2726, Backward time: 3.0833, DDP time: 0.0041, Total iter time: 5.4363 [2020-11-05 16:59:55,590][root][INFO] - ===> Epoch[79](2051/26): Loss 0.1866, Sem 0.4330, dir -0.6603, norm 0.4139, swav 0.0000 LR: 8.134e-02 Score 85.265 Data time: 0.2196, Forward time: 2.2725, Backward time: 3.0829, DDP time: 0.0041, Total iter time: 4.7044 [2020-11-05 17:00:01,302][root][INFO] - ===> Epoch[79](2052/26): Loss 0.2056, Sem 0.4075, dir -0.6381, norm 0.4362, swav 0.0000 LR: 8.133e-02 Score 87.861 Data time: 0.2463, Forward time: 2.2727, Backward time: 3.0827, DDP time: 0.0041, Total iter time: 5.6087 [2020-11-05 17:00:10,045][root][INFO] - ===> Epoch[79](2053/26): Loss 0.1999, Sem 0.4037, dir -0.6274, norm 0.4236, swav 0.0000 LR: 8.132e-02 Score 86.828 Data time: 0.1927, Forward time: 2.2726, Backward time: 3.0842, DDP time: 0.0041, Total iter time: 8.6165 [2020-11-05 17:00:15,474][root][INFO] - ===> Epoch[79](2054/26): Loss 0.2536, Sem 0.4588, dir -0.6502, norm 0.4450, swav 0.0000 LR: 8.131e-02 Score 85.787 Data time: 0.2080, Forward time: 2.2726, Backward time: 3.0840, DDP time: 0.0041, Total iter time: 5.3167 [2020-11-05 17:00:20,504][root][INFO] - ===> Epoch[80](2055/26): Loss 0.2406, Sem 0.4045, dir -0.6403, norm 0.4764, swav 0.0000 LR: 8.130e-02 Score 87.252 Data time: 0.1876, Forward time: 2.2725, Backward time: 3.0838, DDP time: 0.0041, Total iter time: 4.9042 [2020-11-05 17:00:27,192][root][INFO] - ===> Epoch[80](2056/26): Loss 0.3496, Sem 0.5010, dir -0.6131, norm 0.4616, swav 0.0000 LR: 8.129e-02 Score 83.895 Data time: 0.1997, Forward time: 2.2724, Backward time: 3.0843, DDP time: 0.0041, Total iter time: 6.5940 [2020-11-05 17:00:33,467][root][INFO] - ===> Epoch[80](2057/26): Loss 0.1727, Sem 0.3969, dir -0.6514, norm 0.4272, swav 0.0000 LR: 8.128e-02 Score 88.366 Data time: 0.1687, Forward time: 2.2722, Backward time: 3.0847, DDP time: 0.0041, Total iter time: 6.1396 [2020-11-05 17:00:38,648][root][INFO] - ===> Epoch[80](2058/26): Loss 0.2656, Sem 0.4672, dir -0.6401, norm 0.4385, swav 0.0000 LR: 8.127e-02 Score 84.804 Data time: 0.1690, Forward time: 2.2719, Backward time: 3.0847, DDP time: 0.0041, Total iter time: 5.0894 [2020-11-05 17:00:43,973][root][INFO] - ===> Epoch[80](2059/26): Loss 0.2845, Sem 0.4896, dir -0.6525, norm 0.4474, swav 0.0000 LR: 8.126e-02 Score 85.415 Data time: 0.2152, Forward time: 2.2720, Backward time: 3.0845, DDP time: 0.0041, Total iter time: 5.2237 [2020-11-05 17:00:48,735][root][INFO] - ===> Epoch[80](2060/26): Loss 0.2660, Sem 0.4389, dir -0.6577, norm 0.4849, swav 0.0000 LR: 8.125e-02 Score 86.313 Data time: 0.1648, Forward time: 2.2718, Backward time: 3.0842, DDP time: 0.0041, Total iter time: 4.6623 [2020-11-05 17:00:54,692][root][INFO] - ===> Epoch[80](2061/26): Loss 0.3527, Sem 0.4724, dir -0.6075, norm 0.4878, swav 0.0000 LR: 8.125e-02 Score 85.770 Data time: 0.1584, Forward time: 2.2715, Backward time: 3.0845, DDP time: 0.0041, Total iter time: 5.8839 [2020-11-05 17:01:00,239][root][INFO] - ===> Epoch[80](2062/26): Loss 0.2445, Sem 0.4563, dir -0.6508, norm 0.4390, swav 0.0000 LR: 8.124e-02 Score 85.811 Data time: 0.1795, Forward time: 2.2712, Backward time: 3.0847, DDP time: 0.0041, Total iter time: 5.4680 [2020-11-05 17:01:06,455][root][INFO] - ===> Epoch[80](2063/26): Loss 0.3369, Sem 0.4632, dir -0.6319, norm 0.5055, swav 0.0000 LR: 8.123e-02 Score 84.700 Data time: 0.3009, Forward time: 2.2717, Backward time: 3.0845, DDP time: 0.0041, Total iter time: 6.1262 [2020-11-05 17:01:11,884][root][INFO] - ===> Epoch[80](2064/26): Loss 0.3341, Sem 0.5174, dir -0.6419, norm 0.4586, swav 0.0000 LR: 8.122e-02 Score 85.205 Data time: 0.2401, Forward time: 2.2719, Backward time: 3.0842, DDP time: 0.0041, Total iter time: 5.3027 [2020-11-05 17:01:17,635][root][INFO] - ===> Epoch[80](2065/26): Loss 0.2746, Sem 0.4840, dir -0.6487, norm 0.4393, swav 0.0000 LR: 8.121e-02 Score 85.168 Data time: 0.1685, Forward time: 2.2716, Backward time: 3.0844, DDP time: 0.0041, Total iter time: 5.6163 [2020-11-05 17:01:23,368][root][INFO] - ===> Epoch[80](2066/26): Loss 0.2322, Sem 0.4330, dir -0.6438, norm 0.4431, swav 0.0000 LR: 8.120e-02 Score 85.956 Data time: 0.2173, Forward time: 2.2717, Backward time: 3.0844, DDP time: 0.0041, Total iter time: 5.6293 [2020-11-05 17:01:28,570][root][INFO] - ===> Epoch[80](2067/26): Loss 0.2212, Sem 0.3960, dir -0.6507, norm 0.4758, swav 0.0000 LR: 8.119e-02 Score 88.183 Data time: 0.1658, Forward time: 2.2715, Backward time: 3.0843, DDP time: 0.0041, Total iter time: 5.0763 [2020-11-05 17:01:34,240][root][INFO] - ===> Epoch[80](2068/26): Loss 0.2466, Sem 0.4414, dir -0.6683, norm 0.4735, swav 0.0000 LR: 8.118e-02 Score 87.376 Data time: 0.1731, Forward time: 2.2712, Backward time: 3.0845, DDP time: 0.0041, Total iter time: 5.5755 [2020-11-05 17:01:38,723][root][INFO] - ===> Epoch[80](2069/26): Loss 0.3111, Sem 0.4816, dir -0.6495, norm 0.4789, swav 0.0000 LR: 8.117e-02 Score 85.751 Data time: 0.2074, Forward time: 2.2712, Backward time: 3.0839, DDP time: 0.0041, Total iter time: 4.4021 [2020-11-05 17:01:44,687][root][INFO] - ===> Epoch[80](2070/26): Loss 0.3200, Sem 0.4597, dir -0.6089, norm 0.4692, swav 0.0000 LR: 8.116e-02 Score 84.802 Data time: 0.1933, Forward time: 2.2711, Backward time: 3.0841, DDP time: 0.0041, Total iter time: 5.8715 [2020-11-05 17:01:51,784][root][INFO] - ===> Epoch[80](2071/26): Loss 0.3139, Sem 0.5179, dir -0.6753, norm 0.4714, swav 0.0000 LR: 8.115e-02 Score 85.380 Data time: 0.2238, Forward time: 2.2711, Backward time: 3.0847, DDP time: 0.0041, Total iter time: 6.9860 [2020-11-05 17:01:57,774][root][INFO] - ===> Epoch[80](2072/26): Loss 0.3357, Sem 0.4904, dir -0.6282, norm 0.4735, swav 0.0000 LR: 8.114e-02 Score 85.190 Data time: 0.2940, Forward time: 2.2715, Backward time: 3.0844, DDP time: 0.0041, Total iter time: 5.8503 [2020-11-05 17:02:03,350][root][INFO] - ===> Epoch[80](2073/26): Loss 0.2611, Sem 0.4267, dir -0.6451, norm 0.4796, swav 0.0000 LR: 8.113e-02 Score 86.281 Data time: 0.1842, Forward time: 2.2713, Backward time: 3.0844, DDP time: 0.0041, Total iter time: 5.4408 [2020-11-05 17:02:08,655][root][INFO] - ===> Epoch[80](2074/26): Loss 0.2788, Sem 0.4626, dir -0.6178, norm 0.4339, swav 0.0000 LR: 8.113e-02 Score 85.905 Data time: 0.1997, Forward time: 2.2713, Backward time: 3.0843, DDP time: 0.0041, Total iter time: 5.1809 [2020-11-05 17:02:14,015][root][INFO] - ===> Epoch[80](2075/26): Loss 0.2216, Sem 0.4829, dir -0.6816, norm 0.4203, swav 0.0000 LR: 8.112e-02 Score 84.706 Data time: 0.1867, Forward time: 2.2712, Backward time: 3.0842, DDP time: 0.0041, Total iter time: 5.2372 [2020-11-05 17:02:19,282][root][INFO] - ===> Epoch[80](2076/26): Loss 0.3316, Sem 0.4755, dir -0.6215, norm 0.4776, swav 0.0000 LR: 8.111e-02 Score 84.747 Data time: 0.1792, Forward time: 2.2710, Backward time: 3.0842, DDP time: 0.0041, Total iter time: 5.1405 [2020-11-05 17:02:24,997][root][INFO] - ===> Epoch[80](2077/26): Loss 0.2887, Sem 0.5158, dir -0.6731, norm 0.4460, swav 0.0000 LR: 8.110e-02 Score 83.873 Data time: 0.2495, Forward time: 2.2711, Backward time: 3.0840, DDP time: 0.0041, Total iter time: 5.6124 [2020-11-05 17:02:30,694][root][INFO] - ===> Epoch[80](2078/26): Loss 0.3177, Sem 0.5339, dir -0.6618, norm 0.4456, swav 0.0000 LR: 8.109e-02 Score 84.395 Data time: 0.2822, Forward time: 2.2714, Backward time: 3.0837, DDP time: 0.0041, Total iter time: 5.5705 [2020-11-05 17:02:36,036][root][INFO] - ===> Epoch[80](2079/26): Loss 0.2392, Sem 0.4140, dir -0.6333, norm 0.4585, swav 0.0000 LR: 8.108e-02 Score 86.306 Data time: 0.2428, Forward time: 2.2716, Backward time: 3.0833, DDP time: 0.0041, Total iter time: 5.2116 [2020-11-05 17:02:42,512][root][INFO] - ===> Epoch[80](2080/26): Loss 0.3523, Sem 0.4811, dir -0.6368, norm 0.5081, swav 0.0000 LR: 8.107e-02 Score 85.614 Data time: 0.1928, Forward time: 2.2715, Backward time: 3.0837, DDP time: 0.0041, Total iter time: 6.3558 [2020-11-05 17:02:48,809][root][INFO] - ===> Epoch[81](2081/26): Loss 0.2634, Sem 0.4402, dir -0.6405, norm 0.4637, swav 0.0000 LR: 8.106e-02 Score 86.554 Data time: 0.2070, Forward time: 2.2714, Backward time: 3.0840, DDP time: 0.0041, Total iter time: 6.1969 [2020-11-05 17:02:54,892][root][INFO] - ===> Epoch[81](2082/26): Loss 0.3366, Sem 0.4987, dir -0.6335, norm 0.4714, swav 0.0000 LR: 8.105e-02 Score 83.162 Data time: 0.2902, Forward time: 2.2718, Backward time: 3.0838, DDP time: 0.0041, Total iter time: 5.9768 [2020-11-05 17:03:00,678][root][INFO] - ===> Epoch[81](2083/26): Loss 0.2217, Sem 0.4257, dir -0.6373, norm 0.4333, swav 0.0000 LR: 8.104e-02 Score 86.310 Data time: 0.1874, Forward time: 2.2717, Backward time: 3.0839, DDP time: 0.0041, Total iter time: 5.6568 [2020-11-05 17:03:06,643][root][INFO] - ===> Epoch[81](2084/26): Loss 0.3408, Sem 0.5170, dir -0.6355, norm 0.4593, swav 0.0000 LR: 8.103e-02 Score 85.152 Data time: 0.1920, Forward time: 2.2715, Backward time: 3.0842, DDP time: 0.0041, Total iter time: 5.8887 [2020-11-05 17:03:13,791][root][INFO] - ===> Epoch[81](2085/26): Loss 0.3936, Sem 0.5130, dir -0.5895, norm 0.4700, swav 0.0000 LR: 8.102e-02 Score 83.760 Data time: 0.2840, Forward time: 2.2718, Backward time: 3.0846, DDP time: 0.0041, Total iter time: 7.0894 [2020-11-05 17:03:20,230][root][INFO] - ===> Epoch[81](2086/26): Loss 0.3003, Sem 0.4687, dir -0.6576, norm 0.4892, swav 0.0000 LR: 8.102e-02 Score 85.584 Data time: 0.2739, Forward time: 2.2721, Backward time: 3.0845, DDP time: 0.0041, Total iter time: 6.3038 [2020-11-05 17:03:26,094][root][INFO] - ===> Epoch[81](2087/26): Loss 0.3024, Sem 0.4940, dir -0.6610, norm 0.4694, swav 0.0000 LR: 8.101e-02 Score 85.416 Data time: 0.2741, Forward time: 2.2725, Backward time: 3.0842, DDP time: 0.0041, Total iter time: 5.7585 [2020-11-05 17:03:31,549][root][INFO] - ===> Epoch[81](2088/26): Loss 0.2127, Sem 0.4158, dir -0.6225, norm 0.4194, swav 0.0000 LR: 8.100e-02 Score 87.250 Data time: 0.2487, Forward time: 2.2727, Backward time: 3.0839, DDP time: 0.0041, Total iter time: 5.3367 [2020-11-05 17:03:37,116][root][INFO] - ===> Epoch[81](2089/26): Loss 0.1884, Sem 0.4279, dir -0.6702, norm 0.4306, swav 0.0000 LR: 8.099e-02 Score 86.515 Data time: 0.2771, Forward time: 2.2729, Backward time: 3.0836, DDP time: 0.0041, Total iter time: 5.4774 [2020-11-05 17:03:43,349][root][INFO] - ===> Epoch[81](2090/26): Loss 0.2882, Sem 0.4306, dir -0.6182, norm 0.4758, swav 0.0000 LR: 8.098e-02 Score 86.053 Data time: 0.2402, Forward time: 2.2731, Backward time: 3.0836, DDP time: 0.0041, Total iter time: 6.1169 [2020-11-05 17:03:49,018][root][INFO] - ===> Epoch[81](2091/26): Loss 0.3112, Sem 0.5124, dir -0.6250, norm 0.4237, swav 0.0000 LR: 8.097e-02 Score 83.351 Data time: 0.1506, Forward time: 2.2728, Backward time: 3.0839, DDP time: 0.0041, Total iter time: 5.5669 [2020-11-05 17:03:53,808][root][INFO] - ===> Epoch[81](2092/26): Loss 0.3245, Sem 0.4816, dir -0.6387, norm 0.4816, swav 0.0000 LR: 8.096e-02 Score 85.569 Data time: 0.1651, Forward time: 2.2726, Backward time: 3.0837, DDP time: 0.0041, Total iter time: 4.6998 [2020-11-05 17:03:59,086][root][INFO] - ===> Epoch[81](2093/26): Loss 0.3284, Sem 0.4884, dir -0.6359, norm 0.4759, swav 0.0000 LR: 8.095e-02 Score 85.573 Data time: 0.2278, Forward time: 2.2727, Backward time: 3.0834, DDP time: 0.0041, Total iter time: 5.1850 [2020-11-05 17:04:05,618][root][INFO] - ===> Epoch[81](2094/26): Loss 0.1849, Sem 0.4105, dir -0.6716, norm 0.4461, swav 0.0000 LR: 8.094e-02 Score 86.025 Data time: 0.1900, Forward time: 2.2726, Backward time: 3.0838, DDP time: 0.0041, Total iter time: 6.4164 [2020-11-05 17:04:10,737][root][INFO] - ===> Epoch[81](2095/26): Loss 0.2853, Sem 0.4451, dir -0.6427, norm 0.4829, swav 0.0000 LR: 8.093e-02 Score 85.944 Data time: 0.2234, Forward time: 2.2727, Backward time: 3.0834, DDP time: 0.0041, Total iter time: 5.0020 [2020-11-05 17:04:15,419][root][INFO] - ===> Epoch[81](2096/26): Loss 0.1498, Sem 0.3681, dir -0.6442, norm 0.4258, swav 0.0000 LR: 8.092e-02 Score 88.564 Data time: 0.1896, Forward time: 2.2726, Backward time: 3.0830, DDP time: 0.0041, Total iter time: 4.5603 [2020-11-05 17:04:20,430][root][INFO] - ===> Epoch[81](2097/26): Loss 0.3021, Sem 0.4350, dir -0.6437, norm 0.5108, swav 0.0000 LR: 8.091e-02 Score 85.914 Data time: 0.2368, Forward time: 2.2727, Backward time: 3.0826, DDP time: 0.0041, Total iter time: 4.9064 [2020-11-05 17:04:25,794][root][INFO] - ===> Epoch[81](2098/26): Loss 0.2472, Sem 0.4306, dir -0.6539, norm 0.4705, swav 0.0000 LR: 8.090e-02 Score 86.576 Data time: 0.2466, Forward time: 2.2729, Backward time: 3.0822, DDP time: 0.0041, Total iter time: 5.2415 [2020-11-05 17:04:31,362][root][INFO] - ===> Epoch[81](2099/26): Loss 0.2086, Sem 0.4309, dir -0.6746, norm 0.4522, swav 0.0000 LR: 8.090e-02 Score 86.567 Data time: 0.1931, Forward time: 2.2728, Backward time: 3.0822, DDP time: 0.0041, Total iter time: 5.4397 [2020-11-05 17:04:36,954][root][INFO] - ===> Epoch[81](2100/26): Loss 0.2617, Sem 0.4542, dir -0.6711, norm 0.4786, swav 0.0000 LR: 8.089e-02 Score 84.904 Data time: 0.1787, Forward time: 2.2726, Backward time: 3.0823, DDP time: 0.0041, Total iter time: 5.4496 [2020-11-05 17:04:43,449][root][INFO] - ===> Epoch[81](2101/26): Loss 0.2560, Sem 0.4415, dir -0.6319, norm 0.4464, swav 0.0000 LR: 8.088e-02 Score 86.121 Data time: 0.1944, Forward time: 2.2724, Backward time: 3.0828, DDP time: 0.0041, Total iter time: 6.3970 [2020-11-05 17:04:48,390][root][INFO] - ===> Epoch[81](2102/26): Loss 0.3020, Sem 0.5014, dir -0.6648, norm 0.4654, swav 0.0000 LR: 8.087e-02 Score 84.210 Data time: 0.1909, Forward time: 2.2723, Backward time: 3.0826, DDP time: 0.0041, Total iter time: 4.8262 [2020-11-05 17:04:54,070][root][INFO] - ===> Epoch[81](2103/26): Loss 0.2319, Sem 0.3826, dir -0.6145, norm 0.4637, swav 0.0000 LR: 8.086e-02 Score 88.329 Data time: 0.2546, Forward time: 2.2724, Backward time: 3.0824, DDP time: 0.0041, Total iter time: 5.5767 [2020-11-05 17:04:59,610][root][INFO] - ===> Epoch[81](2104/26): Loss 0.5019, Sem 0.6088, dir -0.6312, norm 0.5243, swav 0.0000 LR: 8.085e-02 Score 82.482 Data time: 0.2661, Forward time: 2.2726, Backward time: 3.0821, DDP time: 0.0041, Total iter time: 5.4083 [2020-11-05 17:05:04,767][root][INFO] - ===> Epoch[81](2105/26): Loss 0.2455, Sem 0.4642, dir -0.6433, norm 0.4246, swav 0.0000 LR: 8.084e-02 Score 86.026 Data time: 0.2388, Forward time: 2.2728, Backward time: 3.0816, DDP time: 0.0041, Total iter time: 5.0236 [2020-11-05 17:05:09,742][root][INFO] - ===> Epoch[81](2106/26): Loss 0.3518, Sem 0.5130, dir -0.6280, norm 0.4668, swav 0.0000 LR: 8.083e-02 Score 83.368 Data time: 0.1702, Forward time: 2.2726, Backward time: 3.0815, DDP time: 0.0041, Total iter time: 4.8493 [2020-11-05 17:05:15,929][root][INFO] - ===> Epoch[82](2107/26): Loss 0.2690, Sem 0.4484, dir -0.6284, norm 0.4490, swav 0.0000 LR: 8.082e-02 Score 85.639 Data time: 0.2108, Forward time: 2.2725, Backward time: 3.0818, DDP time: 0.0041, Total iter time: 6.0896 [2020-11-05 17:05:21,313][root][INFO] - ===> Epoch[82](2108/26): Loss 0.2978, Sem 0.4678, dir -0.6192, norm 0.4492, swav 0.0000 LR: 8.081e-02 Score 86.108 Data time: 0.2161, Forward time: 2.2725, Backward time: 3.0816, DDP time: 0.0041, Total iter time: 5.2775 [2020-11-05 17:05:27,429][root][INFO] - ===> Epoch[82](2109/26): Loss 0.2719, Sem 0.4251, dir -0.6152, norm 0.4620, swav 0.0000 LR: 8.080e-02 Score 87.187 Data time: 0.2065, Forward time: 2.2724, Backward time: 3.0819, DDP time: 0.0041, Total iter time: 6.0095 [2020-11-05 17:05:33,149][root][INFO] - ===> Epoch[82](2110/26): Loss 0.2916, Sem 0.4548, dir -0.6123, norm 0.4491, swav 0.0000 LR: 8.079e-02 Score 86.191 Data time: 0.2345, Forward time: 2.2725, Backward time: 3.0817, DDP time: 0.0041, Total iter time: 5.6242 [2020-11-05 17:05:39,037][root][INFO] - ===> Epoch[82](2111/26): Loss 0.2356, Sem 0.4149, dir -0.6434, norm 0.4641, swav 0.0000 LR: 8.078e-02 Score 87.087 Data time: 0.2118, Forward time: 2.2725, Backward time: 3.0818, DDP time: 0.0041, Total iter time: 5.7652 [2020-11-05 17:05:45,748][root][INFO] - ===> Epoch[82](2112/26): Loss 0.3942, Sem 0.5117, dir -0.6116, norm 0.4941, swav 0.0000 LR: 8.078e-02 Score 83.832 Data time: 0.1796, Forward time: 2.2722, Backward time: 3.0825, DDP time: 0.0041, Total iter time: 6.5986 [2020-11-05 17:05:51,346][root][INFO] - ===> Epoch[82](2113/26): Loss 0.2498, Sem 0.4322, dir -0.6304, norm 0.4480, swav 0.0000 LR: 8.077e-02 Score 87.042 Data time: 0.2198, Forward time: 2.2723, Backward time: 3.0823, DDP time: 0.0041, Total iter time: 5.5492 [2020-11-05 17:05:58,018][root][INFO] - ===> Epoch[82](2114/26): Loss 0.2115, Sem 0.4509, dir -0.6716, norm 0.4322, swav 0.0000 LR: 8.076e-02 Score 85.785 Data time: 0.1708, Forward time: 2.2721, Backward time: 3.0829, DDP time: 0.0041, Total iter time: 6.5314 [2020-11-05 17:06:04,313][root][INFO] - ===> Epoch[82](2115/26): Loss 0.1351, Sem 0.3702, dir -0.6830, norm 0.4479, swav 0.0000 LR: 8.075e-02 Score 88.529 Data time: 0.2007, Forward time: 2.2719, Backward time: 3.0834, DDP time: 0.0041, Total iter time: 6.1999 [2020-11-05 17:06:10,069][root][INFO] - ===> Epoch[82](2116/26): Loss 0.2388, Sem 0.4365, dir -0.6358, norm 0.4382, swav 0.0000 LR: 8.074e-02 Score 86.536 Data time: 0.2725, Forward time: 2.2722, Backward time: 3.0831, DDP time: 0.0041, Total iter time: 5.6712 [2020-11-05 17:06:16,960][root][INFO] - ===> Epoch[82](2117/26): Loss 0.2421, Sem 0.4136, dir -0.6150, norm 0.4435, swav 0.0000 LR: 8.073e-02 Score 86.666 Data time: 0.1559, Forward time: 2.2719, Backward time: 3.0839, DDP time: 0.0041, Total iter time: 6.7575 [2020-11-05 17:06:23,420][root][INFO] - ===> Epoch[82](2118/26): Loss 0.2763, Sem 0.4589, dir -0.6388, norm 0.4562, swav 0.0000 LR: 8.072e-02 Score 85.272 Data time: 0.3251, Forward time: 2.2723, Backward time: 3.0837, DDP time: 0.0041, Total iter time: 6.3690 [2020-11-05 17:06:29,121][root][INFO] - ===> Epoch[82](2119/26): Loss 0.1738, Sem 0.3632, dir -0.6222, norm 0.4327, swav 0.0000 LR: 8.071e-02 Score 88.455 Data time: 0.2383, Forward time: 2.2725, Backward time: 3.0835, DDP time: 0.0041, Total iter time: 5.5629 [2020-11-05 17:06:33,553][root][INFO] - ===> Epoch[82](2120/26): Loss 0.2447, Sem 0.4354, dir -0.6332, norm 0.4425, swav 0.0000 LR: 8.070e-02 Score 86.321 Data time: 0.2138, Forward time: 2.2724, Backward time: 3.0830, DDP time: 0.0041, Total iter time: 4.3001 [2020-11-05 17:06:39,105][root][INFO] - ===> Epoch[82](2121/26): Loss 0.2115, Sem 0.4100, dir -0.6609, norm 0.4624, swav 0.0000 LR: 8.069e-02 Score 86.334 Data time: 0.2400, Forward time: 2.2727, Backward time: 3.0827, DDP time: 0.0041, Total iter time: 5.4410 [2020-11-05 17:06:43,521][root][INFO] - ===> Epoch[82](2122/26): Loss 0.2755, Sem 0.4582, dir -0.6539, norm 0.4712, swav 0.0000 LR: 8.068e-02 Score 85.336 Data time: 0.1702, Forward time: 2.2724, Backward time: 3.0823, DDP time: 0.0041, Total iter time: 4.2932 [2020-11-05 17:06:51,534][root][INFO] - ===> Epoch[82](2123/26): Loss 0.3562, Sem 0.5071, dir -0.6407, norm 0.4898, swav 0.0000 LR: 8.067e-02 Score 83.754 Data time: 0.4059, Forward time: 2.2732, Backward time: 3.0826, DDP time: 0.0041, Total iter time: 7.9101 [2020-11-05 17:06:57,568][root][INFO] - ===> Epoch[82](2124/26): Loss 0.2685, Sem 0.4409, dir -0.6445, norm 0.4721, swav 0.0000 LR: 8.067e-02 Score 86.325 Data time: 0.2597, Forward time: 2.2736, Backward time: 3.0823, DDP time: 0.0041, Total iter time: 5.8943 [2020-11-05 17:07:03,163][root][INFO] - ===> Epoch[82](2125/26): Loss 0.1918, Sem 0.4290, dir -0.6742, norm 0.4369, swav 0.0000 LR: 8.066e-02 Score 86.969 Data time: 0.2600, Forward time: 2.2738, Backward time: 3.0820, DDP time: 0.0041, Total iter time: 5.4720 [2020-11-05 17:07:09,558][root][INFO] - ===> Epoch[82](2126/26): Loss 0.1435, Sem 0.4198, dir -0.6990, norm 0.4227, swav 0.0000 LR: 8.065e-02 Score 86.497 Data time: 0.1935, Forward time: 2.2737, Backward time: 3.0824, DDP time: 0.0041, Total iter time: 6.2808 [2020-11-05 17:07:14,892][root][INFO] - ===> Epoch[82](2127/26): Loss 0.2587, Sem 0.4770, dir -0.6667, norm 0.4484, swav 0.0000 LR: 8.064e-02 Score 85.370 Data time: 0.2622, Forward time: 2.2738, Backward time: 3.0821, DDP time: 0.0041, Total iter time: 5.2638 [2020-11-05 17:07:20,818][root][INFO] - ===> Epoch[82](2128/26): Loss 0.2104, Sem 0.4285, dir -0.6580, norm 0.4399, swav 0.0000 LR: 8.063e-02 Score 86.561 Data time: 0.1718, Forward time: 2.2737, Backward time: 3.0823, DDP time: 0.0041, Total iter time: 5.8071 [2020-11-05 17:07:26,952][root][INFO] - ===> Epoch[82](2129/26): Loss 0.1812, Sem 0.3548, dir -0.6478, norm 0.4742, swav 0.0000 LR: 8.062e-02 Score 89.082 Data time: 0.1757, Forward time: 2.2735, Backward time: 3.0827, DDP time: 0.0041, Total iter time: 6.0373 [2020-11-05 17:07:32,998][root][INFO] - ===> Epoch[82](2130/26): Loss 0.2940, Sem 0.4769, dir -0.6671, norm 0.4842, swav 0.0000 LR: 8.061e-02 Score 85.176 Data time: 0.1595, Forward time: 2.2732, Backward time: 3.0831, DDP time: 0.0041, Total iter time: 5.9394 [2020-11-05 17:07:38,755][root][INFO] - ===> Epoch[82](2131/26): Loss 0.2545, Sem 0.4249, dir -0.6261, norm 0.4557, swav 0.0000 LR: 8.060e-02 Score 86.141 Data time: 0.1817, Forward time: 2.2731, Backward time: 3.0832, DDP time: 0.0041, Total iter time: 5.6813 [2020-11-05 17:07:44,334][root][INFO] - ===> Epoch[82](2132/26): Loss 0.1919, Sem 0.3880, dir -0.6521, norm 0.4560, swav 0.0000 LR: 8.059e-02 Score 87.543 Data time: 0.1698, Forward time: 2.2729, Backward time: 3.0834, DDP time: 0.0041, Total iter time: 5.4883 [2020-11-05 17:07:49,071][root][INFO] - ===> Epoch[83](2133/26): Loss 0.2141, Sem 0.4698, dir -0.6590, norm 0.4033, swav 0.0000 LR: 8.058e-02 Score 84.954 Data time: 0.2293, Forward time: 2.2728, Backward time: 3.0830, DDP time: 0.0041, Total iter time: 4.6342 [2020-11-05 17:07:55,600][root][INFO] - ===> Epoch[83](2134/26): Loss 0.3584, Sem 0.4776, dir -0.5801, norm 0.4610, swav 0.0000 LR: 8.057e-02 Score 84.964 Data time: 0.3209, Forward time: 2.2733, Backward time: 3.0828, DDP time: 0.0041, Total iter time: 6.4167 [2020-11-05 17:08:01,688][root][INFO] - ===> Epoch[83](2135/26): Loss 0.2871, Sem 0.4640, dir -0.6379, norm 0.4610, swav 0.0000 LR: 8.056e-02 Score 85.809 Data time: 0.1711, Forward time: 2.2732, Backward time: 3.0831, DDP time: 0.0041, Total iter time: 5.9450 [2020-11-05 17:08:06,974][root][INFO] - ===> Epoch[83](2136/26): Loss 0.1659, Sem 0.4119, dir -0.6691, norm 0.4232, swav 0.0000 LR: 8.055e-02 Score 86.609 Data time: 0.1531, Forward time: 2.2729, Backward time: 3.0832, DDP time: 0.0041, Total iter time: 5.1698 [2020-11-05 17:08:13,387][root][INFO] - ===> Epoch[83](2137/26): Loss 0.3212, Sem 0.4931, dir -0.6592, norm 0.4873, swav 0.0000 LR: 8.055e-02 Score 84.035 Data time: 0.1735, Forward time: 2.2726, Backward time: 3.0837, DDP time: 0.0041, Total iter time: 6.3444 [2020-11-05 17:08:20,370][root][INFO] - ===> Epoch[83](2138/26): Loss 0.2832, Sem 0.4764, dir -0.6548, norm 0.4616, swav 0.0000 LR: 8.054e-02 Score 83.538 Data time: 0.2131, Forward time: 2.2726, Backward time: 3.0844, DDP time: 0.0041, Total iter time: 6.9218 [2020-11-05 17:08:26,047][root][INFO] - ===> Epoch[83](2139/26): Loss 0.3191, Sem 0.4272, dir -0.6249, norm 0.5168, swav 0.0000 LR: 8.053e-02 Score 88.275 Data time: 0.2309, Forward time: 2.2726, Backward time: 3.0843, DDP time: 0.0041, Total iter time: 5.5611 [2020-11-05 17:08:31,464][root][INFO] - ===> Epoch[83](2140/26): Loss 0.2172, Sem 0.4320, dir -0.6509, norm 0.4361, swav 0.0000 LR: 8.052e-02 Score 86.293 Data time: 0.2548, Forward time: 2.2728, Backward time: 3.0840, DDP time: 0.0041, Total iter time: 5.3076 [2020-11-05 17:08:37,957][root][INFO] - ===> Epoch[83](2141/26): Loss 0.2216, Sem 0.4348, dir -0.6332, norm 0.4201, swav 0.0000 LR: 8.051e-02 Score 86.617 Data time: 0.3183, Forward time: 2.2731, Backward time: 3.0839, DDP time: 0.0041, Total iter time: 6.3767 [2020-11-05 17:08:44,534][root][INFO] - ===> Epoch[83](2142/26): Loss 0.2805, Sem 0.4047, dir -0.6194, norm 0.4952, swav 0.0000 LR: 8.050e-02 Score 87.515 Data time: 0.1803, Forward time: 2.2731, Backward time: 3.0843, DDP time: 0.0041, Total iter time: 6.4382 [2020-11-05 17:08:49,596][root][INFO] - ===> Epoch[83](2143/26): Loss 0.1938, Sem 0.4165, dir -0.6550, norm 0.4323, swav 0.0000 LR: 8.049e-02 Score 86.647 Data time: 0.1919, Forward time: 2.2728, Backward time: 3.0843, DDP time: 0.0041, Total iter time: 4.9276 [2020-11-05 17:08:55,140][root][INFO] - ===> Epoch[83](2144/26): Loss 0.2377, Sem 0.4434, dir -0.6700, norm 0.4643, swav 0.0000 LR: 8.048e-02 Score 85.964 Data time: 0.2156, Forward time: 2.2729, Backward time: 3.0842, DDP time: 0.0041, Total iter time: 5.4908 [2020-11-05 17:09:01,173][root][INFO] - ===> Epoch[83](2145/26): Loss 0.2167, Sem 0.4065, dir -0.6375, norm 0.4477, swav 0.0000 LR: 8.047e-02 Score 87.080 Data time: 0.2382, Forward time: 2.2729, Backward time: 3.0843, DDP time: 0.0041, Total iter time: 5.9095 [2020-11-05 17:09:06,900][root][INFO] - ===> Epoch[83](2146/26): Loss 0.1537, Sem 0.4013, dir -0.6612, norm 0.4136, swav 0.0000 LR: 8.046e-02 Score 88.081 Data time: 0.2722, Forward time: 2.2732, Backward time: 3.0839, DDP time: 0.0041, Total iter time: 5.6143 [2020-11-05 17:09:11,820][root][INFO] - ===> Epoch[83](2147/26): Loss 0.3158, Sem 0.4844, dir -0.6575, norm 0.4889, swav 0.0000 LR: 8.045e-02 Score 85.449 Data time: 0.2278, Forward time: 2.2733, Backward time: 3.0834, DDP time: 0.0041, Total iter time: 4.8097 [2020-11-05 17:09:17,316][root][INFO] - ===> Epoch[83](2148/26): Loss 0.3097, Sem 0.4864, dir -0.6419, norm 0.4652, swav 0.0000 LR: 8.044e-02 Score 84.810 Data time: 0.2206, Forward time: 2.2734, Backward time: 3.0833, DDP time: 0.0041, Total iter time: 5.3796 [2020-11-05 17:09:22,516][root][INFO] - ===> Epoch[83](2149/26): Loss 0.1586, Sem 0.3680, dir -0.6326, norm 0.4232, swav 0.0000 LR: 8.043e-02 Score 88.654 Data time: 0.1819, Forward time: 2.2732, Backward time: 3.0832, DDP time: 0.0041, Total iter time: 5.0825 [2020-11-05 17:09:28,198][root][INFO] - ===> Epoch[83](2150/26): Loss 0.1139, Sem 0.3785, dir -0.6895, norm 0.4249, swav 0.0000 LR: 8.043e-02 Score 88.318 Data time: 0.1803, Forward time: 2.2731, Backward time: 3.0832, DDP time: 0.0041, Total iter time: 5.5728 [2020-11-05 17:09:33,858][root][INFO] - ===> Epoch[83](2151/26): Loss 0.1845, Sem 0.4109, dir -0.6664, norm 0.4401, swav 0.0000 LR: 8.042e-02 Score 86.524 Data time: 0.1377, Forward time: 2.2728, Backward time: 3.0836, DDP time: 0.0041, Total iter time: 5.5399 [2020-11-05 17:09:39,692][root][INFO] - ===> Epoch[83](2152/26): Loss 0.2168, Sem 0.4051, dir -0.6375, norm 0.4493, swav 0.0000 LR: 8.041e-02 Score 87.009 Data time: 0.1537, Forward time: 2.2725, Backward time: 3.0839, DDP time: 0.0041, Total iter time: 5.7602 [2020-11-05 17:09:45,664][root][INFO] - ===> Epoch[83](2153/26): Loss 0.1847, Sem 0.4193, dir -0.6786, norm 0.4441, swav 0.0000 LR: 8.040e-02 Score 87.331 Data time: 0.1339, Forward time: 2.2721, Backward time: 3.0844, DDP time: 0.0041, Total iter time: 5.8788 [2020-11-05 17:09:51,873][root][INFO] - ===> Epoch[83](2154/26): Loss 0.3013, Sem 0.4550, dir -0.6243, norm 0.4706, swav 0.0000 LR: 8.039e-02 Score 85.971 Data time: 0.2012, Forward time: 2.2721, Backward time: 3.0847, DDP time: 0.0041, Total iter time: 6.1299 [2020-11-05 17:09:58,646][root][INFO] - ===> Epoch[83](2155/26): Loss 0.2214, Sem 0.4234, dir -0.6466, norm 0.4446, swav 0.0000 LR: 8.038e-02 Score 85.680 Data time: 0.2305, Forward time: 2.2721, Backward time: 3.0851, DDP time: 0.0041, Total iter time: 6.6447 [2020-11-05 17:10:04,354][root][INFO] - ===> Epoch[83](2156/26): Loss 0.2058, Sem 0.4154, dir -0.6506, norm 0.4410, swav 0.0000 LR: 8.037e-02 Score 86.512 Data time: 0.1921, Forward time: 2.2720, Backward time: 3.0852, DDP time: 0.0041, Total iter time: 5.5706 [2020-11-05 17:10:11,417][root][INFO] - ===> Epoch[83](2157/26): Loss 0.2545, Sem 0.3995, dir -0.6355, norm 0.4905, swav 0.0000 LR: 8.036e-02 Score 86.982 Data time: 0.2513, Forward time: 2.2722, Backward time: 3.0856, DDP time: 0.0041, Total iter time: 6.9341 [2020-11-05 17:10:18,290][root][INFO] - ===> Epoch[83](2158/26): Loss 0.2865, Sem 0.4322, dir -0.6274, norm 0.4816, swav 0.0000 LR: 8.035e-02 Score 86.508 Data time: 0.1261, Forward time: 2.2718, Backward time: 3.0866, DDP time: 0.0041, Total iter time: 6.7407 [2020-11-05 17:10:24,022][root][INFO] - ===> Epoch[84](2159/26): Loss 0.3343, Sem 0.4923, dir -0.6449, norm 0.4869, swav 0.0000 LR: 8.034e-02 Score 85.379 Data time: 0.1933, Forward time: 2.2716, Backward time: 3.0867, DDP time: 0.0041, Total iter time: 5.6366 [2020-11-05 17:10:29,444][root][INFO] - ===> Epoch[84](2160/26): Loss 0.2966, Sem 0.4653, dir -0.6647, norm 0.4960, swav 0.0000 LR: 8.033e-02 Score 85.586 Data time: 0.2031, Forward time: 2.2716, Backward time: 3.0866, DDP time: 0.0041, Total iter time: 5.3169 [2020-11-05 17:10:34,871][root][INFO] - ===> Epoch[84](2161/26): Loss 0.3214, Sem 0.4518, dir -0.6410, norm 0.5106, swav 0.0000 LR: 8.032e-02 Score 86.959 Data time: 0.1403, Forward time: 2.2713, Backward time: 3.0868, DDP time: 0.0041, Total iter time: 5.3033 [2020-11-05 17:10:40,218][root][INFO] - ===> Epoch[84](2162/26): Loss 0.2931, Sem 0.4913, dir -0.6463, norm 0.4481, swav 0.0000 LR: 8.031e-02 Score 84.692 Data time: 0.1467, Forward time: 2.2709, Backward time: 3.0869, DDP time: 0.0041, Total iter time: 5.2812 [2020-11-05 17:10:45,582][root][INFO] - ===> Epoch[84](2163/26): Loss 0.1746, Sem 0.4175, dir -0.6765, norm 0.4336, swav 0.0000 LR: 8.031e-02 Score 87.221 Data time: 0.2091, Forward time: 2.2707, Backward time: 3.0870, DDP time: 0.0041, Total iter time: 5.2955 [2020-11-05 17:10:52,072][root][INFO] - ===> Epoch[84](2164/26): Loss 0.2655, Sem 0.4756, dir -0.6628, norm 0.4526, swav 0.0000 LR: 8.030e-02 Score 84.321 Data time: 0.2308, Forward time: 2.2707, Backward time: 3.0873, DDP time: 0.0041, Total iter time: 6.3848 [2020-11-05 17:10:57,971][root][INFO] - ===> Epoch[84](2165/26): Loss 0.2470, Sem 0.4681, dir -0.6735, norm 0.4524, swav 0.0000 LR: 8.029e-02 Score 85.599 Data time: 0.2213, Forward time: 2.2707, Backward time: 3.0874, DDP time: 0.0041, Total iter time: 5.7605 [2020-11-05 17:11:03,836][root][INFO] - ===> Epoch[84](2166/26): Loss 0.3265, Sem 0.4704, dir -0.6368, norm 0.4929, swav 0.0000 LR: 8.028e-02 Score 85.622 Data time: 0.1657, Forward time: 2.2705, Backward time: 3.0877, DDP time: 0.0041, Total iter time: 5.7118 [2020-11-05 17:11:09,677][root][INFO] - ===> Epoch[84](2167/26): Loss 0.1976, Sem 0.3939, dir -0.6679, norm 0.4716, swav 0.0000 LR: 8.027e-02 Score 87.826 Data time: 0.2048, Forward time: 2.2705, Backward time: 3.0877, DDP time: 0.0041, Total iter time: 5.7378 [2020-11-05 17:11:14,490][root][INFO] - ===> Epoch[84](2168/26): Loss 0.1704, Sem 0.4080, dir -0.6623, norm 0.4247, swav 0.0000 LR: 8.026e-02 Score 87.089 Data time: 0.2255, Forward time: 2.2702, Backward time: 3.0875, DDP time: 0.0041, Total iter time: 4.6766 [2020-11-05 17:11:20,908][root][INFO] - ===> Epoch[84](2169/26): Loss 0.2118, Sem 0.3980, dir -0.6444, norm 0.4581, swav 0.0000 LR: 8.025e-02 Score 86.912 Data time: 0.3127, Forward time: 2.2707, Backward time: 3.0873, DDP time: 0.0041, Total iter time: 6.2887 [2020-11-05 17:11:27,524][root][INFO] - ===> Epoch[84](2170/26): Loss 0.2609, Sem 0.4277, dir -0.6321, norm 0.4653, swav 0.0000 LR: 8.024e-02 Score 85.735 Data time: 0.1667, Forward time: 2.2705, Backward time: 3.0879, DDP time: 0.0041, Total iter time: 6.4776 [2020-11-05 17:11:32,596][root][INFO] - ===> Epoch[84](2171/26): Loss 0.2228, Sem 0.4425, dir -0.6690, norm 0.4493, swav 0.0000 LR: 8.023e-02 Score 86.706 Data time: 0.1879, Forward time: 2.2704, Backward time: 3.0877, DDP time: 0.0041, Total iter time: 4.9606 [2020-11-05 17:11:38,983][root][INFO] - ===> Epoch[84](2172/26): Loss 0.2764, Sem 0.4567, dir -0.6524, norm 0.4720, swav 0.0000 LR: 8.022e-02 Score 86.076 Data time: 0.3051, Forward time: 2.2707, Backward time: 3.0877, DDP time: 0.0041, Total iter time: 6.2999 [2020-11-05 17:11:44,557][root][INFO] - ===> Epoch[84](2173/26): Loss 0.0992, Sem 0.3454, dir -0.6545, norm 0.4083, swav 0.0000 LR: 8.021e-02 Score 89.740 Data time: 0.1907, Forward time: 2.2706, Backward time: 3.0876, DDP time: 0.0041, Total iter time: 5.4325 [2020-11-05 17:11:50,423][root][INFO] - ===> Epoch[84](2174/26): Loss 0.1684, Sem 0.3788, dir -0.6451, norm 0.4347, swav 0.0000 LR: 8.020e-02 Score 88.515 Data time: 0.1931, Forward time: 2.2705, Backward time: 3.0878, DDP time: 0.0041, Total iter time: 5.7609 [2020-11-05 17:11:57,109][root][INFO] - ===> Epoch[84](2175/26): Loss 0.2994, Sem 0.4302, dir -0.5936, norm 0.4628, swav 0.0000 LR: 8.019e-02 Score 86.876 Data time: 0.2756, Forward time: 2.2705, Backward time: 3.0882, DDP time: 0.0041, Total iter time: 6.5795 [2020-11-05 17:12:05,049][root][INFO] - ===> Epoch[84](2176/26): Loss 0.1869, Sem 0.4367, dir -0.6812, norm 0.4314, swav 0.0000 LR: 8.019e-02 Score 86.111 Data time: 0.2659, Forward time: 2.2709, Backward time: 3.0888, DDP time: 0.0041, Total iter time: 7.8030 [2020-11-05 17:12:10,346][root][INFO] - ===> Epoch[84](2177/26): Loss 0.2776, Sem 0.4586, dir -0.6386, norm 0.4577, swav 0.0000 LR: 8.018e-02 Score 86.239 Data time: 0.1763, Forward time: 2.2707, Backward time: 3.0887, DDP time: 0.0041, Total iter time: 5.1661 [2020-11-05 17:12:17,199][root][INFO] - ===> Epoch[84](2178/26): Loss 0.3022, Sem 0.4139, dir -0.6220, norm 0.5103, swav 0.0000 LR: 8.017e-02 Score 86.895 Data time: 0.1734, Forward time: 2.2705, Backward time: 3.0894, DDP time: 0.0041, Total iter time: 6.7087 [2020-11-05 17:12:23,070][root][INFO] - ===> Epoch[84](2179/26): Loss 0.1777, Sem 0.4651, dir -0.6803, norm 0.3930, swav 0.0000 LR: 8.016e-02 Score 85.615 Data time: 0.1725, Forward time: 2.2703, Backward time: 3.0897, DDP time: 0.0041, Total iter time: 5.7848 [2020-11-05 17:12:28,636][root][INFO] - ===> Epoch[84](2180/26): Loss 0.2855, Sem 0.4552, dir -0.6506, norm 0.4809, swav 0.0000 LR: 8.015e-02 Score 85.327 Data time: 0.2009, Forward time: 2.2701, Backward time: 3.0897, DDP time: 0.0041, Total iter time: 5.4804 [2020-11-05 17:12:35,667][root][INFO] - ===> Epoch[84](2181/26): Loss 0.2035, Sem 0.4419, dir -0.6527, norm 0.4143, swav 0.0000 LR: 8.014e-02 Score 86.037 Data time: 0.2587, Forward time: 2.2703, Backward time: 3.0901, DDP time: 0.0041, Total iter time: 6.9184 [2020-11-05 17:12:40,988][root][INFO] - ===> Epoch[84](2182/26): Loss 0.2171, Sem 0.4349, dir -0.6744, norm 0.4566, swav 0.0000 LR: 8.013e-02 Score 86.923 Data time: 0.1649, Forward time: 2.2701, Backward time: 3.0901, DDP time: 0.0041, Total iter time: 5.2025 [2020-11-05 17:12:45,837][root][INFO] - ===> Epoch[84](2183/26): Loss 0.1541, Sem 0.3672, dir -0.6514, norm 0.4384, swav 0.0000 LR: 8.012e-02 Score 88.439 Data time: 0.2066, Forward time: 2.2701, Backward time: 3.0898, DDP time: 0.0041, Total iter time: 4.7322 [2020-11-05 17:12:51,216][root][INFO] - ===> Epoch[84](2184/26): Loss 0.1895, Sem 0.3812, dir -0.6495, norm 0.4577, swav 0.0000 LR: 8.011e-02 Score 88.764 Data time: 0.2373, Forward time: 2.2702, Backward time: 3.0895, DDP time: 0.0041, Total iter time: 5.2522 [2020-11-05 17:12:56,590][root][INFO] - ===> Epoch[85](2185/26): Loss 0.1818, Sem 0.4004, dir -0.6473, norm 0.4286, swav 0.0000 LR: 8.010e-02 Score 87.047 Data time: 0.1898, Forward time: 2.2701, Backward time: 3.0894, DDP time: 0.0041, Total iter time: 5.2214 [2020-11-05 17:13:01,286][root][INFO] - ===> Epoch[85](2186/26): Loss 0.2418, Sem 0.4706, dir -0.6856, norm 0.4568, swav 0.0000 LR: 8.009e-02 Score 86.008 Data time: 0.1955, Forward time: 2.2700, Backward time: 3.0889, DDP time: 0.0041, Total iter time: 4.5772 [2020-11-05 17:13:07,079][root][INFO] - ===> Epoch[85](2187/26): Loss 0.2173, Sem 0.4018, dir -0.6327, norm 0.4482, swav 0.0000 LR: 8.008e-02 Score 86.924 Data time: 0.2172, Forward time: 2.2700, Backward time: 3.0889, DDP time: 0.0041, Total iter time: 5.6869 [2020-11-05 17:13:12,740][root][INFO] - ===> Epoch[85](2188/26): Loss 0.3239, Sem 0.4691, dir -0.6389, norm 0.4937, swav 0.0000 LR: 8.008e-02 Score 85.806 Data time: 0.1862, Forward time: 2.2699, Backward time: 3.0890, DDP time: 0.0041, Total iter time: 5.5409 [2020-11-05 17:13:18,096][root][INFO] - ===> Epoch[85](2189/26): Loss 0.1947, Sem 0.3945, dir -0.6304, norm 0.4306, swav 0.0000 LR: 8.007e-02 Score 86.519 Data time: 0.1945, Forward time: 2.2699, Backward time: 3.0889, DDP time: 0.0041, Total iter time: 5.2462 [2020-11-05 17:13:23,660][root][INFO] - ===> Epoch[85](2190/26): Loss 0.2581, Sem 0.4551, dir -0.6504, norm 0.4534, swav 0.0000 LR: 8.006e-02 Score 86.461 Data time: 0.1789, Forward time: 2.2697, Backward time: 3.0890, DDP time: 0.0041, Total iter time: 5.4186 [2020-11-05 17:13:28,015][root][INFO] - ===> Epoch[85](2191/26): Loss 0.1434, Sem 0.3892, dir -0.6881, norm 0.4423, swav 0.0000 LR: 8.005e-02 Score 87.677 Data time: 0.2018, Forward time: 2.2696, Backward time: 3.0884, DDP time: 0.0041, Total iter time: 4.2618 [2020-11-05 17:13:33,867][root][INFO] - ===> Epoch[85](2192/26): Loss 0.1427, Sem 0.3911, dir -0.6447, norm 0.3963, swav 0.0000 LR: 8.004e-02 Score 88.104 Data time: 0.1750, Forward time: 2.2694, Backward time: 3.0887, DDP time: 0.0041, Total iter time: 5.7590 [2020-11-05 17:13:38,542][root][INFO] - ===> Epoch[85](2193/26): Loss 0.1992, Sem 0.4128, dir -0.6520, norm 0.4384, swav 0.0000 LR: 8.003e-02 Score 86.996 Data time: 0.1591, Forward time: 2.2692, Backward time: 3.0884, DDP time: 0.0041, Total iter time: 4.5712 [2020-11-05 17:13:45,365][root][INFO] - ===> Epoch[85](2194/26): Loss 0.3084, Sem 0.4737, dir -0.6447, norm 0.4794, swav 0.0000 LR: 8.002e-02 Score 85.727 Data time: 0.1898, Forward time: 2.2690, Backward time: 3.0891, DDP time: 0.0041, Total iter time: 6.7253 [2020-11-05 17:13:50,395][root][INFO] - ===> Epoch[85](2195/26): Loss 0.2725, Sem 0.4577, dir -0.6290, norm 0.4438, swav 0.0000 LR: 8.001e-02 Score 85.847 Data time: 0.1643, Forward time: 2.2688, Backward time: 3.0890, DDP time: 0.0041, Total iter time: 4.9109 [2020-11-05 17:13:56,514][root][INFO] - ===> Epoch[85](2196/26): Loss 0.2216, Sem 0.4446, dir -0.6691, norm 0.4461, swav 0.0000 LR: 8.000e-02 Score 85.678 Data time: 0.1848, Forward time: 2.2686, Backward time: 3.0893, DDP time: 0.0041, Total iter time: 6.0176 [2020-11-05 17:14:02,711][root][INFO] - ===> Epoch[85](2197/26): Loss 0.2822, Sem 0.4731, dir -0.6511, norm 0.4602, swav 0.0000 LR: 7.999e-02 Score 86.081 Data time: 0.2066, Forward time: 2.2685, Backward time: 3.0897, DDP time: 0.0041, Total iter time: 6.0739 [2020-11-05 17:14:08,768][root][INFO] - ===> Epoch[85](2198/26): Loss 0.2244, Sem 0.4151, dir -0.6631, norm 0.4724, swav 0.0000 LR: 7.998e-02 Score 86.848 Data time: 0.2777, Forward time: 2.2687, Backward time: 3.0895, DDP time: 0.0041, Total iter time: 5.9307 [2020-11-05 17:14:13,599][root][INFO] - ===> Epoch[85](2199/26): Loss 0.2672, Sem 0.4600, dir -0.6542, norm 0.4614, swav 0.0000 LR: 7.997e-02 Score 87.040 Data time: 0.2000, Forward time: 2.2687, Backward time: 3.0891, DDP time: 0.0041, Total iter time: 4.6949 [2020-11-05 17:14:19,058][root][INFO] - ===> Epoch[85](2200/26): Loss 0.2365, Sem 0.3995, dir -0.6465, norm 0.4834, swav 0.0000 LR: 7.996e-02 Score 87.074 Data time: 0.2264, Forward time: 2.2688, Backward time: 3.0889, DDP time: 0.0041, Total iter time: 5.3486 [2020-11-05 17:14:25,052][root][INFO] - ===> Epoch[85](2201/26): Loss 0.2002, Sem 0.3701, dir -0.6194, norm 0.4494, swav 0.0000 LR: 7.996e-02 Score 88.392 Data time: 0.2825, Forward time: 2.2690, Backward time: 3.0888, DDP time: 0.0041, Total iter time: 5.8789 [2020-11-05 17:14:30,460][root][INFO] - ===> Epoch[85](2202/26): Loss 0.1206, Sem 0.3729, dir -0.6680, norm 0.4158, swav 0.0000 LR: 7.995e-02 Score 87.691 Data time: 0.1216, Forward time: 2.2686, Backward time: 3.0891, DDP time: 0.0041, Total iter time: 5.2938 [2020-11-05 17:14:36,815][root][INFO] - ===> Epoch[85](2203/26): Loss 0.2604, Sem 0.4946, dir -0.6782, norm 0.4440, swav 0.0000 LR: 7.994e-02 Score 85.862 Data time: 0.1940, Forward time: 2.2685, Backward time: 3.0895, DDP time: 0.0041, Total iter time: 6.2577 [2020-11-05 17:14:42,464][root][INFO] - ===> Epoch[85](2204/26): Loss 0.1758, Sem 0.4156, dir -0.6613, norm 0.4214, swav 0.0000 LR: 7.993e-02 Score 87.312 Data time: 0.2764, Forward time: 2.2685, Backward time: 3.0894, DDP time: 0.0041, Total iter time: 5.5411 [2020-11-05 17:14:48,822][root][INFO] - ===> Epoch[85](2205/26): Loss 0.1585, Sem 0.3537, dir -0.6309, norm 0.4357, swav 0.0000 LR: 7.992e-02 Score 88.728 Data time: 0.3323, Forward time: 2.2689, Backward time: 3.0892, DDP time: 0.0041, Total iter time: 6.2448 [2020-11-05 17:14:54,101][root][INFO] - ===> Epoch[85](2206/26): Loss 0.2644, Sem 0.4421, dir -0.6306, norm 0.4529, swav 0.0000 LR: 7.991e-02 Score 84.751 Data time: 0.2710, Forward time: 2.2691, Backward time: 3.0888, DDP time: 0.0041, Total iter time: 5.1554 [2020-11-05 17:14:59,595][root][INFO] - ===> Epoch[85](2207/26): Loss 0.2545, Sem 0.4498, dir -0.6322, norm 0.4370, swav 0.0000 LR: 7.990e-02 Score 86.588 Data time: 0.2550, Forward time: 2.2694, Backward time: 3.0884, DDP time: 0.0041, Total iter time: 5.3748 [2020-11-05 17:15:05,147][root][INFO] - ===> Epoch[85](2208/26): Loss 0.2674, Sem 0.4412, dir -0.6438, norm 0.4700, swav 0.0000 LR: 7.989e-02 Score 86.549 Data time: 0.2358, Forward time: 2.2695, Backward time: 3.0882, DDP time: 0.0041, Total iter time: 5.4295 [2020-11-05 17:15:10,228][root][INFO] - ===> Epoch[85](2209/26): Loss 0.1799, Sem 0.4167, dir -0.6650, norm 0.4283, swav 0.0000 LR: 7.988e-02 Score 86.049 Data time: 0.1586, Forward time: 2.2693, Backward time: 3.0881, DDP time: 0.0041, Total iter time: 4.9685 [2020-11-05 17:15:15,383][root][INFO] - ===> Epoch[85](2210/26): Loss 0.2975, Sem 0.5137, dir -0.6641, norm 0.4480, swav 0.0000 LR: 7.987e-02 Score 83.977 Data time: 0.1781, Forward time: 2.2692, Backward time: 3.0880, DDP time: 0.0041, Total iter time: 5.0579 [2020-11-05 17:15:22,283][root][INFO] - ===> Epoch[86](2211/26): Loss 0.1520, Sem 0.4089, dir -0.6727, norm 0.4159, swav 0.0000 LR: 7.986e-02 Score 87.010 Data time: 0.1934, Forward time: 2.2690, Backward time: 3.0886, DDP time: 0.0041, Total iter time: 6.7826 [2020-11-05 17:15:28,533][root][INFO] - ===> Epoch[86](2212/26): Loss 0.2987, Sem 0.4815, dir -0.6318, norm 0.4490, swav 0.0000 LR: 7.985e-02 Score 84.707 Data time: 0.2233, Forward time: 2.2690, Backward time: 3.0888, DDP time: 0.0041, Total iter time: 6.1221 [2020-11-05 17:15:35,287][root][INFO] - ===> Epoch[86](2213/26): Loss 0.1597, Sem 0.3601, dir -0.6362, norm 0.4358, swav 0.0000 LR: 7.984e-02 Score 89.491 Data time: 0.1825, Forward time: 2.2689, Backward time: 3.0894, DDP time: 0.0041, Total iter time: 6.6184 [2020-11-05 17:15:41,195][root][INFO] - ===> Epoch[86](2214/26): Loss 0.2684, Sem 0.4212, dir -0.6354, norm 0.4826, swav 0.0000 LR: 7.984e-02 Score 86.815 Data time: 0.2747, Forward time: 2.2692, Backward time: 3.0891, DDP time: 0.0041, Total iter time: 5.8037 [2020-11-05 17:15:46,434][root][INFO] - ===> Epoch[86](2215/26): Loss 0.2103, Sem 0.4330, dir -0.6564, norm 0.4337, swav 0.0000 LR: 7.983e-02 Score 86.744 Data time: 0.1810, Forward time: 2.2689, Backward time: 3.0892, DDP time: 0.0041, Total iter time: 5.1186 [2020-11-05 17:15:51,917][root][INFO] - ===> Epoch[86](2216/26): Loss 0.1824, Sem 0.3955, dir -0.6546, norm 0.4414, swav 0.0000 LR: 7.982e-02 Score 87.192 Data time: 0.1971, Forward time: 2.2687, Backward time: 3.0893, DDP time: 0.0041, Total iter time: 5.3697 [2020-11-05 17:15:57,201][root][INFO] - ===> Epoch[86](2217/26): Loss 0.2399, Sem 0.4324, dir -0.6230, norm 0.4306, swav 0.0000 LR: 7.981e-02 Score 85.859 Data time: 0.1588, Forward time: 2.2684, Backward time: 3.0894, DDP time: 0.0041, Total iter time: 5.1946 [2020-11-05 17:16:03,343][root][INFO] - ===> Epoch[86](2218/26): Loss 0.3043, Sem 0.4736, dir -0.6625, norm 0.4932, swav 0.0000 LR: 7.980e-02 Score 85.148 Data time: 0.1852, Forward time: 2.2682, Backward time: 3.0897, DDP time: 0.0041, Total iter time: 6.0516 [2020-11-05 17:16:08,835][root][INFO] - ===> Epoch[86](2219/26): Loss 0.3086, Sem 0.4861, dir -0.6303, norm 0.4528, swav 0.0000 LR: 7.979e-02 Score 84.111 Data time: 0.2190, Forward time: 2.2683, Backward time: 3.0896, DDP time: 0.0041, Total iter time: 5.3895 [2020-11-05 17:16:14,084][root][INFO] - ===> Epoch[86](2220/26): Loss 0.1790, Sem 0.4076, dir -0.6417, norm 0.4130, swav 0.0000 LR: 7.978e-02 Score 87.041 Data time: 0.1840, Forward time: 2.2681, Backward time: 3.0895, DDP time: 0.0041, Total iter time: 5.1173 [2020-11-05 17:16:20,115][root][INFO] - ===> Epoch[86](2221/26): Loss 0.3262, Sem 0.5030, dir -0.6277, norm 0.4509, swav 0.0000 LR: 7.977e-02 Score 83.847 Data time: 0.1990, Forward time: 2.2681, Backward time: 3.0897, DDP time: 0.0041, Total iter time: 5.9216 [2020-11-05 17:16:25,663][root][INFO] - ===> Epoch[86](2222/26): Loss 0.2375, Sem 0.4207, dir -0.6296, norm 0.4464, swav 0.0000 LR: 7.976e-02 Score 87.332 Data time: 0.1899, Forward time: 2.2679, Backward time: 3.0897, DDP time: 0.0041, Total iter time: 5.4217 [2020-11-05 17:16:32,227][root][INFO] - ===> Epoch[86](2223/26): Loss 0.2415, Sem 0.4525, dir -0.6689, norm 0.4579, swav 0.0000 LR: 7.975e-02 Score 85.509 Data time: 0.1491, Forward time: 2.2677, Backward time: 3.0903, DDP time: 0.0041, Total iter time: 6.4569 [2020-11-05 17:16:37,508][root][INFO] - ===> Epoch[86](2224/26): Loss 0.2990, Sem 0.4494, dir -0.6345, norm 0.4841, swav 0.0000 LR: 7.974e-02 Score 86.251 Data time: 0.2019, Forward time: 2.2674, Backward time: 3.0904, DDP time: 0.0041, Total iter time: 5.1869 [2020-11-05 17:16:42,223][root][INFO] - ===> Epoch[86](2225/26): Loss 0.1757, Sem 0.4294, dir -0.6878, norm 0.4341, swav 0.0000 LR: 7.973e-02 Score 86.039 Data time: 0.2026, Forward time: 2.2674, Backward time: 3.0900, DDP time: 0.0041, Total iter time: 4.6015 [2020-11-05 17:16:47,786][root][INFO] - ===> Epoch[86](2226/26): Loss 0.1331, Sem 0.3669, dir -0.6452, norm 0.4114, swav 0.0000 LR: 7.972e-02 Score 88.207 Data time: 0.2698, Forward time: 2.2676, Backward time: 3.0897, DDP time: 0.0041, Total iter time: 5.4425 [2020-11-05 17:16:53,659][root][INFO] - ===> Epoch[86](2227/26): Loss 0.2818, Sem 0.4334, dir -0.6510, norm 0.4993, swav 0.0000 LR: 7.972e-02 Score 85.763 Data time: 0.2441, Forward time: 2.2678, Backward time: 3.0895, DDP time: 0.0041, Total iter time: 5.7548 [2020-11-05 17:16:59,772][root][INFO] - ===> Epoch[86](2228/26): Loss 0.1984, Sem 0.4238, dir -0.6692, norm 0.4437, swav 0.0000 LR: 7.971e-02 Score 86.212 Data time: 0.2162, Forward time: 2.2679, Backward time: 3.0896, DDP time: 0.0041, Total iter time: 5.9922 [2020-11-05 17:17:05,639][root][INFO] - ===> Epoch[86](2229/26): Loss 0.1745, Sem 0.4151, dir -0.6605, norm 0.4198, swav 0.0000 LR: 7.970e-02 Score 86.684 Data time: 0.1847, Forward time: 2.2678, Backward time: 3.0898, DDP time: 0.0041, Total iter time: 5.7277 [2020-11-05 17:17:10,685][root][INFO] - ===> Epoch[86](2230/26): Loss 0.2754, Sem 0.3970, dir -0.6116, norm 0.4899, swav 0.0000 LR: 7.969e-02 Score 87.735 Data time: 0.2345, Forward time: 2.2678, Backward time: 3.0894, DDP time: 0.0041, Total iter time: 4.9194 [2020-11-05 17:17:17,155][root][INFO] - ===> Epoch[86](2231/26): Loss 0.2176, Sem 0.4145, dir -0.6473, norm 0.4504, swav 0.0000 LR: 7.968e-02 Score 87.663 Data time: 0.2473, Forward time: 2.2680, Backward time: 3.0895, DDP time: 0.0041, Total iter time: 6.3433 [2020-11-05 17:17:22,348][root][INFO] - ===> Epoch[86](2232/26): Loss 0.2504, Sem 0.4549, dir -0.6730, norm 0.4685, swav 0.0000 LR: 7.967e-02 Score 85.408 Data time: 0.1636, Forward time: 2.2678, Backward time: 3.0894, DDP time: 0.0041, Total iter time: 5.0626 [2020-11-05 17:17:28,474][root][INFO] - ===> Epoch[86](2233/26): Loss 0.1772, Sem 0.4114, dir -0.6426, norm 0.4085, swav 0.0000 LR: 7.966e-02 Score 86.790 Data time: 0.1692, Forward time: 2.2675, Backward time: 3.0899, DDP time: 0.0041, Total iter time: 6.0191 [2020-11-05 17:17:35,773][root][INFO] - ===> Epoch[86](2234/26): Loss 0.2078, Sem 0.3720, dir -0.6191, norm 0.4548, swav 0.0000 LR: 7.965e-02 Score 88.800 Data time: 0.2084, Forward time: 2.2674, Backward time: 3.0906, DDP time: 0.0041, Total iter time: 7.2063 [2020-11-05 17:17:41,336][root][INFO] - ===> Epoch[86](2235/26): Loss 0.3203, Sem 0.5025, dir -0.6575, norm 0.4753, swav 0.0000 LR: 7.964e-02 Score 83.678 Data time: 0.2248, Forward time: 2.2674, Backward time: 3.0905, DDP time: 0.0041, Total iter time: 5.4400 [2020-11-05 17:17:46,528][root][INFO] - ===> Epoch[86](2236/26): Loss 0.2260, Sem 0.3855, dir -0.6436, norm 0.4841, swav 0.0000 LR: 7.963e-02 Score 88.279 Data time: 0.2207, Forward time: 2.2675, Backward time: 3.0902, DDP time: 0.0041, Total iter time: 5.0737 [2020-11-05 17:17:51,610][root][INFO] - ===> Epoch[87](2237/26): Loss 0.3042, Sem 0.4936, dir -0.6678, norm 0.4783, swav 0.0000 LR: 7.962e-02 Score 85.167 Data time: 0.1920, Forward time: 2.2675, Backward time: 3.0900, DDP time: 0.0041, Total iter time: 4.9320 [2020-11-05 17:17:57,924][root][INFO] - ===> Epoch[87](2238/26): Loss 0.2121, Sem 0.4174, dir -0.6393, norm 0.4341, swav 0.0000 LR: 7.961e-02 Score 86.662 Data time: 0.1604, Forward time: 2.2672, Backward time: 3.0904, DDP time: 0.0041, Total iter time: 6.1906 [2020-11-05 17:18:04,314][root][INFO] - ===> Epoch[87](2239/26): Loss 0.1763, Sem 0.3923, dir -0.6548, norm 0.4389, swav 0.0000 LR: 7.960e-02 Score 88.041 Data time: 0.2142, Forward time: 2.2672, Backward time: 3.0907, DDP time: 0.0041, Total iter time: 6.2705 [2020-11-05 17:18:10,603][root][INFO] - ===> Epoch[87](2240/26): Loss 0.1550, Sem 0.3839, dir -0.6580, norm 0.4291, swav 0.0000 LR: 7.960e-02 Score 87.865 Data time: 0.2127, Forward time: 2.2672, Backward time: 3.0909, DDP time: 0.0041, Total iter time: 6.1543 [2020-11-05 17:18:16,859][root][INFO] - ===> Epoch[87](2241/26): Loss 0.2443, Sem 0.3997, dir -0.6406, norm 0.4851, swav 0.0000 LR: 7.959e-02 Score 86.694 Data time: 0.2956, Forward time: 2.2677, Backward time: 3.0907, DDP time: 0.0041, Total iter time: 6.1368 [2020-11-05 17:18:22,414][root][INFO] - ===> Epoch[87](2242/26): Loss 0.2412, Sem 0.4100, dir -0.6104, norm 0.4417, swav 0.0000 LR: 7.958e-02 Score 87.926 Data time: 0.2012, Forward time: 2.2677, Backward time: 3.0906, DDP time: 0.0041, Total iter time: 5.4174 [2020-11-05 17:18:26,834][root][INFO] - ===> Epoch[87](2243/26): Loss 0.1859, Sem 0.4145, dir -0.6847, norm 0.4561, swav 0.0000 LR: 7.957e-02 Score 87.760 Data time: 0.2114, Forward time: 2.2676, Backward time: 3.0900, DDP time: 0.0041, Total iter time: 4.2926 [2020-11-05 17:18:32,458][root][INFO] - ===> Epoch[87](2244/26): Loss 0.2255, Sem 0.3890, dir -0.6144, norm 0.4509, swav 0.0000 LR: 7.956e-02 Score 88.131 Data time: 0.1654, Forward time: 2.2674, Backward time: 3.0902, DDP time: 0.0041, Total iter time: 5.4999 [2020-11-05 17:18:37,991][root][INFO] - ===> Epoch[87](2245/26): Loss 0.3060, Sem 0.4817, dir -0.6374, norm 0.4618, swav 0.0000 LR: 7.955e-02 Score 85.510 Data time: 0.1515, Forward time: 2.2671, Backward time: 3.0904, DDP time: 0.0041, Total iter time: 5.4367 [2020-11-05 17:18:43,083][root][INFO] - ===> Epoch[87](2246/26): Loss 0.1513, Sem 0.3795, dir -0.6614, norm 0.4331, swav 0.0000 LR: 7.954e-02 Score 88.565 Data time: 0.1614, Forward time: 2.2669, Backward time: 3.0904, DDP time: 0.0041, Total iter time: 5.0108 [2020-11-05 17:18:47,352][root][INFO] - ===> Epoch[87](2247/26): Loss 0.1270, Sem 0.3666, dir -0.6649, norm 0.4253, swav 0.0000 LR: 7.953e-02 Score 87.998 Data time: 0.1884, Forward time: 2.2667, Backward time: 3.0899, DDP time: 0.0041, Total iter time: 4.1572 [2020-11-05 17:18:52,704][root][INFO] - ===> Epoch[87](2248/26): Loss 0.1897, Sem 0.4366, dir -0.6614, norm 0.4145, swav 0.0000 LR: 7.952e-02 Score 85.534 Data time: 0.2104, Forward time: 2.2666, Backward time: 3.0898, DDP time: 0.0041, Total iter time: 5.2322 [2020-11-05 17:18:58,383][root][INFO] - ===> Epoch[87](2249/26): Loss 0.2397, Sem 0.4609, dir -0.6750, norm 0.4538, swav 0.0000 LR: 7.951e-02 Score 86.361 Data time: 0.2545, Forward time: 2.2669, Backward time: 3.0895, DDP time: 0.0041, Total iter time: 5.5628 [2020-11-05 17:19:03,731][root][INFO] - ===> Epoch[87](2250/26): Loss 0.2741, Sem 0.4312, dir -0.6259, norm 0.4688, swav 0.0000 LR: 7.950e-02 Score 86.546 Data time: 0.1998, Forward time: 2.2668, Backward time: 3.0894, DDP time: 0.0041, Total iter time: 5.2094 [2020-11-05 17:19:09,911][root][INFO] - ===> Epoch[87](2251/26): Loss 0.2589, Sem 0.4642, dir -0.6608, norm 0.4555, swav 0.0000 LR: 7.949e-02 Score 85.561 Data time: 0.2446, Forward time: 2.2670, Backward time: 3.0894, DDP time: 0.0041, Total iter time: 6.0394 [2020-11-05 17:19:16,249][root][INFO] - ===> Epoch[87](2252/26): Loss 0.2207, Sem 0.4099, dir -0.6331, norm 0.4438, swav 0.0000 LR: 7.948e-02 Score 87.438 Data time: 0.2177, Forward time: 2.2670, Backward time: 3.0896, DDP time: 0.0041, Total iter time: 6.2047 [2020-11-05 17:19:22,251][root][INFO] - ===> Epoch[87](2253/26): Loss 0.1411, Sem 0.3615, dir -0.6597, norm 0.4393, swav 0.0000 LR: 7.948e-02 Score 87.884 Data time: 0.2307, Forward time: 2.2671, Backward time: 3.0896, DDP time: 0.0041, Total iter time: 5.8634 [2020-11-05 17:19:27,151][root][INFO] - ===> Epoch[87](2254/26): Loss 0.1659, Sem 0.3968, dir -0.6514, norm 0.4206, swav 0.0000 LR: 7.947e-02 Score 88.018 Data time: 0.2325, Forward time: 2.2672, Backward time: 3.0891, DDP time: 0.0041, Total iter time: 4.7812 [2020-11-05 17:19:32,530][root][INFO] - ===> Epoch[87](2255/26): Loss 0.1913, Sem 0.4058, dir -0.6384, norm 0.4238, swav 0.0000 LR: 7.946e-02 Score 87.795 Data time: 0.2647, Forward time: 2.2674, Backward time: 3.0887, DDP time: 0.0041, Total iter time: 5.2621 [2020-11-05 17:19:38,848][root][INFO] - ===> Epoch[87](2256/26): Loss 0.2048, Sem 0.4063, dir -0.6556, norm 0.4542, swav 0.0000 LR: 7.945e-02 Score 87.243 Data time: 0.2342, Forward time: 2.2676, Backward time: 3.0888, DDP time: 0.0041, Total iter time: 6.1885 [2020-11-05 17:19:44,210][root][INFO] - ===> Epoch[87](2257/26): Loss 0.2489, Sem 0.3974, dir -0.5908, norm 0.4423, swav 0.0000 LR: 7.944e-02 Score 87.655 Data time: 0.1920, Forward time: 2.2675, Backward time: 3.0887, DDP time: 0.0041, Total iter time: 5.2201 [2020-11-05 17:19:50,055][root][INFO] - ===> Epoch[87](2258/26): Loss 0.2591, Sem 0.4132, dir -0.6307, norm 0.4766, swav 0.0000 LR: 7.943e-02 Score 86.524 Data time: 0.1961, Forward time: 2.2673, Backward time: 3.0889, DDP time: 0.0041, Total iter time: 5.7310 [2020-11-05 17:19:56,976][root][INFO] - ===> Epoch[87](2259/26): Loss 0.2942, Sem 0.4602, dir -0.6623, norm 0.4962, swav 0.0000 LR: 7.942e-02 Score 86.036 Data time: 0.2169, Forward time: 2.2674, Backward time: 3.0894, DDP time: 0.0041, Total iter time: 6.8166 [2020-11-05 17:20:02,237][root][INFO] - ===> Epoch[87](2260/26): Loss 0.2035, Sem 0.4021, dir -0.6507, norm 0.4521, swav 0.0000 LR: 7.941e-02 Score 87.234 Data time: 0.1662, Forward time: 2.2672, Backward time: 3.0893, DDP time: 0.0041, Total iter time: 5.1589 [2020-11-05 17:20:08,439][root][INFO] - ===> Epoch[87](2261/26): Loss 0.2785, Sem 0.4304, dir -0.6323, norm 0.4803, swav 0.0000 LR: 7.940e-02 Score 86.741 Data time: 0.1836, Forward time: 2.2670, Backward time: 3.0897, DDP time: 0.0041, Total iter time: 6.0843 [2020-11-05 17:20:13,604][root][INFO] - ===> Epoch[87](2262/26): Loss 0.2536, Sem 0.4668, dir -0.6816, norm 0.4684, swav 0.0000 LR: 7.939e-02 Score 86.688 Data time: 0.2275, Forward time: 2.2671, Backward time: 3.0893, DDP time: 0.0041, Total iter time: 5.0570 [2020-11-05 17:20:20,262][root][INFO] - ===> Epoch[88](2263/26): Loss 0.1882, Sem 0.4010, dir -0.6591, norm 0.4464, swav 0.0000 LR: 7.938e-02 Score 87.057 Data time: 0.1669, Forward time: 2.2670, Backward time: 3.0898, DDP time: 0.0041, Total iter time: 6.5290 [2020-11-05 17:20:26,230][root][INFO] - ===> Epoch[88](2264/26): Loss 0.2158, Sem 0.4456, dir -0.6674, norm 0.4376, swav 0.0000 LR: 7.937e-02 Score 86.290 Data time: 0.2214, Forward time: 2.2669, Backward time: 3.0900, DDP time: 0.0041, Total iter time: 5.8581 [2020-11-05 17:20:31,390][root][INFO] - ===> Epoch[88](2265/26): Loss 0.2240, Sem 0.4755, dir -0.6746, norm 0.4231, swav 0.0000 LR: 7.936e-02 Score 86.156 Data time: 0.1908, Forward time: 2.2668, Backward time: 3.0898, DDP time: 0.0041, Total iter time: 5.0389 [2020-11-05 17:20:37,142][root][INFO] - ===> Epoch[88](2266/26): Loss 0.1990, Sem 0.4072, dir -0.6349, norm 0.4267, swav 0.0000 LR: 7.936e-02 Score 87.024 Data time: 0.2764, Forward time: 2.2671, Backward time: 3.0895, DDP time: 0.0041, Total iter time: 5.6394 [2020-11-05 17:20:42,418][root][INFO] - ===> Epoch[88](2267/26): Loss 0.2211, Sem 0.4374, dir -0.6735, norm 0.4573, swav 0.0000 LR: 7.935e-02 Score 85.416 Data time: 0.2496, Forward time: 2.2673, Backward time: 3.0891, DDP time: 0.0041, Total iter time: 5.1537 [2020-11-05 17:20:47,745][root][INFO] - ===> Epoch[88](2268/26): Loss 0.2353, Sem 0.4113, dir -0.6424, norm 0.4664, swav 0.0000 LR: 7.934e-02 Score 87.458 Data time: 0.2410, Forward time: 2.2674, Backward time: 3.0888, DDP time: 0.0041, Total iter time: 5.2181 [2020-11-05 17:20:54,316][root][INFO] - ===> Epoch[88](2269/26): Loss 0.0950, Sem 0.3476, dir -0.6699, norm 0.4174, swav 0.0000 LR: 7.933e-02 Score 88.994 Data time: 0.2604, Forward time: 2.2675, Backward time: 3.0890, DDP time: 0.0041, Total iter time: 6.4605 [2020-11-05 17:20:59,996][root][INFO] - ===> Epoch[88](2270/26): Loss 0.2699, Sem 0.4424, dir -0.6194, norm 0.4469, swav 0.0000 LR: 7.932e-02 Score 85.899 Data time: 0.2499, Forward time: 2.2677, Backward time: 3.0888, DDP time: 0.0041, Total iter time: 5.5364 [2020-11-05 17:21:05,565][root][INFO] - ===> Epoch[88](2271/26): Loss 0.2083, Sem 0.4368, dir -0.6622, norm 0.4337, swav 0.0000 LR: 7.931e-02 Score 86.280 Data time: 0.2642, Forward time: 2.2679, Backward time: 3.0885, DDP time: 0.0041, Total iter time: 5.4433 [2020-11-05 17:21:12,055][root][INFO] - ===> Epoch[88](2272/26): Loss 0.2419, Sem 0.4128, dir -0.6369, norm 0.4661, swav 0.0000 LR: 7.930e-02 Score 86.717 Data time: 0.2121, Forward time: 2.2679, Backward time: 3.0888, DDP time: 0.0041, Total iter time: 6.3853 [2020-11-05 17:21:17,601][root][INFO] - ===> Epoch[88](2273/26): Loss 0.2641, Sem 0.4179, dir -0.6199, norm 0.4660, swav 0.0000 LR: 7.929e-02 Score 86.607 Data time: 0.1737, Forward time: 2.2678, Backward time: 3.0888, DDP time: 0.0041, Total iter time: 5.4211 [2020-11-05 17:21:24,098][root][INFO] - ===> Epoch[88](2274/26): Loss 0.2117, Sem 0.4104, dir -0.6559, norm 0.4572, swav 0.0000 LR: 7.928e-02 Score 87.368 Data time: 0.2036, Forward time: 2.2676, Backward time: 3.0894, DDP time: 0.0041, Total iter time: 6.4116 [2020-11-05 17:21:29,884][root][INFO] - ===> Epoch[88](2275/26): Loss 0.1393, Sem 0.3438, dir -0.6380, norm 0.4334, swav 0.0000 LR: 7.927e-02 Score 89.596 Data time: 0.1846, Forward time: 2.2674, Backward time: 3.0895, DDP time: 0.0041, Total iter time: 5.6799 [2020-11-05 17:21:35,486][root][INFO] - ===> Epoch[88](2276/26): Loss 0.2865, Sem 0.4547, dir -0.6516, norm 0.4834, swav 0.0000 LR: 7.926e-02 Score 86.667 Data time: 0.2594, Forward time: 2.2675, Backward time: 3.0894, DDP time: 0.0041, Total iter time: 5.5252 [2020-11-05 17:21:41,863][root][INFO] - ===> Epoch[88](2277/26): Loss 0.3557, Sem 0.5287, dir -0.6420, norm 0.4691, swav 0.0000 LR: 7.925e-02 Score 85.534 Data time: 0.1277, Forward time: 2.2671, Backward time: 3.0901, DDP time: 0.0041, Total iter time: 6.2480 [2020-11-05 17:21:48,540][root][INFO] - ===> Epoch[88](2278/26): Loss 0.2286, Sem 0.4134, dir -0.6558, norm 0.4710, swav 0.0000 LR: 7.924e-02 Score 87.211 Data time: 0.1655, Forward time: 2.2669, Backward time: 3.0907, DDP time: 0.0041, Total iter time: 6.6038 [2020-11-05 17:21:53,710][root][INFO] - ===> Epoch[88](2279/26): Loss 0.2002, Sem 0.4432, dir -0.6899, norm 0.4469, swav 0.0000 LR: 7.924e-02 Score 86.021 Data time: 0.2013, Forward time: 2.2669, Backward time: 3.0905, DDP time: 0.0041, Total iter time: 5.0537 [2020-11-05 17:22:00,106][root][INFO] - ===> Epoch[88](2280/26): Loss 0.3745, Sem 0.4885, dir -0.6349, norm 0.5209, swav 0.0000 LR: 7.923e-02 Score 84.325 Data time: 0.2156, Forward time: 2.2669, Backward time: 3.0907, DDP time: 0.0041, Total iter time: 6.2643 [2020-11-05 17:22:05,923][root][INFO] - ===> Epoch[88](2281/26): Loss 0.1909, Sem 0.3708, dir -0.6463, norm 0.4665, swav 0.0000 LR: 7.922e-02 Score 88.495 Data time: 0.2033, Forward time: 2.2669, Backward time: 3.0908, DDP time: 0.0041, Total iter time: 5.6893 [2020-11-05 17:22:11,902][root][INFO] - ===> Epoch[88](2282/26): Loss 0.2113, Sem 0.4399, dir -0.6749, norm 0.4464, swav 0.0000 LR: 7.921e-02 Score 86.662 Data time: 0.2635, Forward time: 2.2672, Backward time: 3.0906, DDP time: 0.0041, Total iter time: 5.8635 [2020-11-05 17:22:17,887][root][INFO] - ===> Epoch[88](2283/26): Loss 0.1415, Sem 0.3656, dir -0.6490, norm 0.4249, swav 0.0000 LR: 7.920e-02 Score 88.159 Data time: 0.1590, Forward time: 2.2669, Backward time: 3.0910, DDP time: 0.0041, Total iter time: 5.8691 [2020-11-05 17:22:23,924][root][INFO] - ===> Epoch[88](2284/26): Loss 0.1629, Sem 0.3967, dir -0.6562, norm 0.4224, swav 0.0000 LR: 7.919e-02 Score 87.791 Data time: 0.1822, Forward time: 2.2667, Backward time: 3.0912, DDP time: 0.0041, Total iter time: 5.9358 [2020-11-05 17:22:28,381][root][INFO] - ===> Epoch[88](2285/26): Loss 0.2142, Sem 0.4059, dir -0.6277, norm 0.4359, swav 0.0000 LR: 7.918e-02 Score 87.333 Data time: 0.1621, Forward time: 2.2665, Backward time: 3.0909, DDP time: 0.0041, Total iter time: 4.3507 [2020-11-05 17:22:33,855][root][INFO] - ===> Epoch[88](2286/26): Loss 0.3327, Sem 0.5001, dir -0.6295, norm 0.4621, swav 0.0000 LR: 7.917e-02 Score 84.317 Data time: 0.1749, Forward time: 2.2663, Backward time: 3.0910, DDP time: 0.0041, Total iter time: 5.3821 [2020-11-05 17:22:39,619][root][INFO] - ===> Epoch[88](2287/26): Loss 0.1607, Sem 0.3610, dir -0.6437, norm 0.4434, swav 0.0000 LR: 7.916e-02 Score 87.906 Data time: 0.1822, Forward time: 2.2662, Backward time: 3.0912, DDP time: 0.0042, Total iter time: 5.6561 [2020-11-05 17:22:45,617][root][INFO] - ===> Epoch[88](2288/26): Loss 0.2066, Sem 0.4174, dir -0.6412, norm 0.4303, swav 0.0000 LR: 7.915e-02 Score 87.109 Data time: 0.2255, Forward time: 2.2661, Backward time: 3.0914, DDP time: 0.0042, Total iter time: 5.8795 [2020-11-05 17:22:50,206][root][INFO] - ===> Epoch[89](2289/26): Loss 0.1051, Sem 0.3754, dir -0.6844, norm 0.4141, swav 0.0000 LR: 7.914e-02 Score 87.779 Data time: 0.1793, Forward time: 2.2659, Backward time: 3.0910, DDP time: 0.0042, Total iter time: 4.4779 [2020-11-05 17:22:55,455][root][INFO] - ===> Epoch[89](2290/26): Loss 0.2132, Sem 0.4430, dir -0.6680, norm 0.4382, swav 0.0000 LR: 7.913e-02 Score 85.790 Data time: 0.2187, Forward time: 2.2659, Backward time: 3.0907, DDP time: 0.0042, Total iter time: 5.1561 [2020-11-05 17:23:01,482][root][INFO] - ===> Epoch[89](2291/26): Loss 0.1689, Sem 0.3740, dir -0.6308, norm 0.4257, swav 0.0000 LR: 7.912e-02 Score 88.077 Data time: 0.1707, Forward time: 2.2657, Backward time: 3.0911, DDP time: 0.0042, Total iter time: 5.9190 [2020-11-05 17:23:08,190][root][INFO] - ===> Epoch[89](2292/26): Loss 0.2232, Sem 0.4369, dir -0.6727, norm 0.4590, swav 0.0000 LR: 7.912e-02 Score 86.404 Data time: 0.3409, Forward time: 2.2661, Backward time: 3.0910, DDP time: 0.0041, Total iter time: 6.6025 [2020-11-05 17:23:14,580][root][INFO] - ===> Epoch[89](2293/26): Loss 0.2121, Sem 0.3951, dir -0.6038, norm 0.4208, swav 0.0000 LR: 7.911e-02 Score 86.940 Data time: 0.2173, Forward time: 2.2662, Backward time: 3.0912, DDP time: 0.0042, Total iter time: 6.2585 [2020-11-05 17:23:20,765][root][INFO] - ===> Epoch[89](2294/26): Loss 0.1879, Sem 0.4341, dir -0.6545, norm 0.4082, swav 0.0000 LR: 7.910e-02 Score 86.518 Data time: 0.1761, Forward time: 2.2661, Backward time: 3.0915, DDP time: 0.0042, Total iter time: 6.0584 [2020-11-05 17:23:27,801][root][INFO] - ===> Epoch[89](2295/26): Loss 0.0930, Sem 0.3548, dir -0.6733, norm 0.4114, swav 0.0000 LR: 7.909e-02 Score 88.883 Data time: 0.1601, Forward time: 2.2659, Backward time: 3.0923, DDP time: 0.0042, Total iter time: 6.9277 [2020-11-05 17:23:32,216][root][INFO] - ===> Epoch[89](2296/26): Loss 0.1689, Sem 0.3811, dir -0.6862, norm 0.4739, swav 0.0000 LR: 7.908e-02 Score 87.497 Data time: 0.1860, Forward time: 2.2657, Backward time: 3.0919, DDP time: 0.0042, Total iter time: 4.3219 [2020-11-05 17:23:38,228][root][INFO] - ===> Epoch[89](2297/26): Loss 0.1259, Sem 0.3942, dir -0.6963, norm 0.4280, swav 0.0000 LR: 7.907e-02 Score 87.762 Data time: 0.2017, Forward time: 2.2656, Backward time: 3.0921, DDP time: 0.0042, Total iter time: 5.9197 [2020-11-05 17:23:44,194][root][INFO] - ===> Epoch[89](2298/26): Loss 0.2081, Sem 0.3617, dir -0.6327, norm 0.4792, swav 0.0000 LR: 7.906e-02 Score 89.174 Data time: 0.2212, Forward time: 2.2657, Backward time: 3.0921, DDP time: 0.0042, Total iter time: 5.8589 [2020-11-05 17:23:48,867][root][INFO] - ===> Epoch[89](2299/26): Loss 0.1715, Sem 0.4105, dir -0.6850, norm 0.4460, swav 0.0000 LR: 7.905e-02 Score 86.695 Data time: 0.2228, Forward time: 2.2657, Backward time: 3.0917, DDP time: 0.0042, Total iter time: 4.5529 [2020-11-05 17:23:54,418][root][INFO] - ===> Epoch[89](2300/26): Loss 0.1710, Sem 0.3854, dir -0.6479, norm 0.4335, swav 0.0000 LR: 7.904e-02 Score 88.327 Data time: 0.2732, Forward time: 2.2659, Backward time: 3.0913, DDP time: 0.0041, Total iter time: 5.4471 [2020-11-05 17:24:00,258][root][INFO] - ===> Epoch[89](2301/26): Loss 0.2657, Sem 0.4286, dir -0.6391, norm 0.4762, swav 0.0000 LR: 7.903e-02 Score 86.570 Data time: 0.2050, Forward time: 2.2659, Backward time: 3.0914, DDP time: 0.0041, Total iter time: 5.6966 [2020-11-05 17:24:06,044][root][INFO] - ===> Epoch[89](2302/26): Loss 0.2800, Sem 0.4482, dir -0.6593, norm 0.4912, swav 0.0000 LR: 7.902e-02 Score 85.151 Data time: 0.2275, Forward time: 2.2660, Backward time: 3.0913, DDP time: 0.0041, Total iter time: 5.6662 [2020-11-05 17:24:11,561][root][INFO] - ===> Epoch[89](2303/26): Loss 0.1445, Sem 0.3279, dir -0.6184, norm 0.4351, swav 0.0000 LR: 7.901e-02 Score 89.393 Data time: 0.2325, Forward time: 2.2661, Backward time: 3.0911, DDP time: 0.0042, Total iter time: 5.3903 [2020-11-05 17:24:16,667][root][INFO] - ===> Epoch[89](2304/26): Loss 0.1982, Sem 0.3730, dir -0.6375, norm 0.4627, swav 0.0000 LR: 7.900e-02 Score 88.795 Data time: 0.2338, Forward time: 2.2662, Backward time: 3.0907, DDP time: 0.0042, Total iter time: 4.9847 [2020-11-05 17:24:22,188][root][INFO] - ===> Epoch[89](2305/26): Loss 0.1750, Sem 0.3881, dir -0.6489, norm 0.4358, swav 0.0000 LR: 7.899e-02 Score 88.382 Data time: 0.2311, Forward time: 2.2663, Backward time: 3.0906, DDP time: 0.0042, Total iter time: 5.3979 [2020-11-05 17:24:27,383][root][INFO] - ===> Epoch[89](2306/26): Loss 0.1479, Sem 0.4075, dir -0.6739, norm 0.4143, swav 0.0000 LR: 7.899e-02 Score 87.365 Data time: 0.2492, Forward time: 2.2664, Backward time: 3.0901, DDP time: 0.0041, Total iter time: 5.0856 [2020-11-05 17:24:34,444][root][INFO] - ===> Epoch[89](2307/26): Loss 0.2404, Sem 0.4206, dir -0.6511, norm 0.4709, swav 0.0000 LR: 7.898e-02 Score 87.078 Data time: 0.2587, Forward time: 2.2667, Backward time: 3.0904, DDP time: 0.0041, Total iter time: 6.9198 [2020-11-05 17:24:40,191][root][INFO] - ===> Epoch[89](2308/26): Loss 0.2939, Sem 0.4591, dir -0.6513, norm 0.4861, swav 0.0000 LR: 7.897e-02 Score 87.348 Data time: 0.2188, Forward time: 2.2668, Backward time: 3.0903, DDP time: 0.0041, Total iter time: 5.6387 [2020-11-05 17:24:45,806][root][INFO] - ===> Epoch[89](2309/26): Loss 0.2121, Sem 0.3971, dir -0.6422, norm 0.4572, swav 0.0000 LR: 7.896e-02 Score 87.324 Data time: 0.1719, Forward time: 2.2667, Backward time: 3.0904, DDP time: 0.0041, Total iter time: 5.4844 [2020-11-05 17:24:50,577][root][INFO] - ===> Epoch[89](2310/26): Loss 0.2332, Sem 0.4286, dir -0.6343, norm 0.4389, swav 0.0000 LR: 7.895e-02 Score 87.021 Data time: 0.1591, Forward time: 2.2664, Backward time: 3.0903, DDP time: 0.0041, Total iter time: 4.6581 [2020-11-05 17:24:56,514][root][INFO] - ===> Epoch[89](2311/26): Loss 0.1952, Sem 0.3802, dir -0.6233, norm 0.4383, swav 0.0000 LR: 7.894e-02 Score 88.318 Data time: 0.1984, Forward time: 2.2663, Backward time: 3.0905, DDP time: 0.0041, Total iter time: 5.8645 [2020-11-05 17:25:03,483][root][INFO] - ===> Epoch[89](2312/26): Loss 0.3029, Sem 0.4513, dir -0.6052, norm 0.4568, swav 0.0000 LR: 7.893e-02 Score 86.471 Data time: 0.2084, Forward time: 2.2662, Backward time: 3.0910, DDP time: 0.0041, Total iter time: 6.8521 [2020-11-05 17:25:09,898][root][INFO] - ===> Epoch[89](2313/26): Loss 0.2570, Sem 0.4173, dir -0.6188, norm 0.4585, swav 0.0000 LR: 7.892e-02 Score 87.061 Data time: 0.1680, Forward time: 2.2660, Backward time: 3.0915, DDP time: 0.0041, Total iter time: 6.2874 [2020-11-05 17:25:15,798][root][INFO] - ===> Epoch[89](2314/26): Loss 0.1967, Sem 0.4130, dir -0.6655, norm 0.4492, swav 0.0000 LR: 7.891e-02 Score 87.787 Data time: 0.1827, Forward time: 2.2659, Backward time: 3.0917, DDP time: 0.0041, Total iter time: 5.8144 [2020-11-05 17:25:20,827][root][INFO] - ===> Epoch[90](2315/26): Loss 0.2508, Sem 0.4209, dir -0.6552, norm 0.4851, swav 0.0000 LR: 7.890e-02 Score 86.444 Data time: 0.1995, Forward time: 2.2659, Backward time: 3.0914, DDP time: 0.0041, Total iter time: 4.9266 [2020-11-05 17:25:27,640][root][INFO] - ===> Epoch[90](2316/26): Loss 0.1874, Sem 0.3724, dir -0.6258, norm 0.4408, swav 0.0000 LR: 7.889e-02 Score 88.356 Data time: 0.1958, Forward time: 2.2658, Backward time: 3.0920, DDP time: 0.0041, Total iter time: 6.7019 [2020-11-05 17:25:33,161][root][INFO] - ===> Epoch[90](2317/26): Loss 0.1792, Sem 0.4111, dir -0.6818, norm 0.4499, swav 0.0000 LR: 7.888e-02 Score 86.966 Data time: 0.1717, Forward time: 2.2655, Backward time: 3.0921, DDP time: 0.0041, Total iter time: 5.4189 [2020-11-05 17:25:39,234][root][INFO] - ===> Epoch[90](2318/26): Loss 0.3194, Sem 0.4220, dir -0.6020, norm 0.4993, swav 0.0000 LR: 7.887e-02 Score 87.647 Data time: 0.2815, Forward time: 2.2659, Backward time: 3.0919, DDP time: 0.0041, Total iter time: 6.0023 [2020-11-05 17:25:46,460][root][INFO] - ===> Epoch[90](2319/26): Loss 0.1079, Sem 0.3690, dir -0.6711, norm 0.4100, swav 0.0000 LR: 7.887e-02 Score 88.869 Data time: 0.2163, Forward time: 2.2659, Backward time: 3.0925, DDP time: 0.0042, Total iter time: 7.0976 [2020-11-05 17:25:51,855][root][INFO] - ===> Epoch[90](2320/26): Loss 0.2008, Sem 0.3962, dir -0.6352, norm 0.4398, swav 0.0000 LR: 7.886e-02 Score 87.636 Data time: 0.2359, Forward time: 2.2660, Backward time: 3.0922, DDP time: 0.0042, Total iter time: 5.2945 [2020-11-05 17:25:58,016][root][INFO] - ===> Epoch[90](2321/26): Loss 0.2785, Sem 0.4155, dir -0.6076, norm 0.4706, swav 0.0000 LR: 7.885e-02 Score 87.328 Data time: 0.2458, Forward time: 2.2662, Backward time: 3.0922, DDP time: 0.0041, Total iter time: 6.0344 [2020-11-05 17:26:03,367][root][INFO] - ===> Epoch[90](2322/26): Loss 0.1657, Sem 0.4023, dir -0.6706, norm 0.4340, swav 0.0000 LR: 7.884e-02 Score 86.801 Data time: 0.1905, Forward time: 2.2661, Backward time: 3.0921, DDP time: 0.0041, Total iter time: 5.2265 [2020-11-05 17:26:09,266][root][INFO] - ===> Epoch[90](2323/26): Loss 0.2030, Sem 0.4104, dir -0.6601, norm 0.4527, swav 0.0000 LR: 7.883e-02 Score 86.781 Data time: 0.2010, Forward time: 2.2661, Backward time: 3.0922, DDP time: 0.0042, Total iter time: 5.7931 [2020-11-05 17:26:14,601][root][INFO] - ===> Epoch[90](2324/26): Loss 0.2369, Sem 0.4861, dir -0.6807, norm 0.4315, swav 0.0000 LR: 7.882e-02 Score 84.438 Data time: 0.1349, Forward time: 2.2658, Backward time: 3.0923, DDP time: 0.0042, Total iter time: 5.2107 [2020-11-05 17:26:19,984][root][INFO] - ===> Epoch[90](2325/26): Loss 0.2189, Sem 0.4036, dir -0.6768, norm 0.4921, swav 0.0000 LR: 7.881e-02 Score 88.251 Data time: 0.1906, Forward time: 2.2656, Backward time: 3.0924, DDP time: 0.0042, Total iter time: 5.3009 [2020-11-05 17:26:25,955][root][INFO] - ===> Epoch[90](2326/26): Loss 0.1642, Sem 0.3898, dir -0.6667, norm 0.4411, swav 0.0000 LR: 7.880e-02 Score 87.710 Data time: 0.2888, Forward time: 2.2659, Backward time: 3.0921, DDP time: 0.0042, Total iter time: 5.8561 [2020-11-05 17:26:32,001][root][INFO] - ===> Epoch[90](2327/26): Loss 0.2553, Sem 0.4396, dir -0.6314, norm 0.4470, swav 0.0000 LR: 7.879e-02 Score 86.604 Data time: 0.2024, Forward time: 2.2659, Backward time: 3.0923, DDP time: 0.0042, Total iter time: 5.9151 [2020-11-05 17:26:37,617][root][INFO] - ===> Epoch[90](2328/26): Loss 0.1231, Sem 0.3734, dir -0.7051, norm 0.4548, swav 0.0000 LR: 7.878e-02 Score 88.786 Data time: 0.2015, Forward time: 2.2658, Backward time: 3.0923, DDP time: 0.0042, Total iter time: 5.5032 [2020-11-05 17:26:43,310][root][INFO] - ===> Epoch[90](2329/26): Loss 0.2465, Sem 0.4235, dir -0.6631, norm 0.4861, swav 0.0000 LR: 7.877e-02 Score 86.091 Data time: 0.2575, Forward time: 2.2661, Backward time: 3.0920, DDP time: 0.0042, Total iter time: 5.5813 [2020-11-05 17:26:51,073][root][INFO] - ===> Epoch[90](2330/26): Loss 0.3081, Sem 0.4843, dir -0.6311, norm 0.4549, swav 0.0000 LR: 7.876e-02 Score 85.531 Data time: 0.1911, Forward time: 2.2660, Backward time: 3.0929, DDP time: 0.0042, Total iter time: 7.6226 [2020-11-05 17:26:56,890][root][INFO] - ===> Epoch[90](2331/26): Loss 0.1710, Sem 0.4155, dir -0.6691, norm 0.4245, swav 0.0000 LR: 7.875e-02 Score 86.545 Data time: 0.1745, Forward time: 2.2658, Backward time: 3.0931, DDP time: 0.0042, Total iter time: 5.6895 [2020-11-05 17:27:01,877][root][INFO] - ===> Epoch[90](2332/26): Loss 0.1910, Sem 0.4108, dir -0.6781, norm 0.4584, swav 0.0000 LR: 7.875e-02 Score 86.571 Data time: 0.2283, Forward time: 2.2660, Backward time: 3.0927, DDP time: 0.0042, Total iter time: 4.8815 [2020-11-05 17:27:06,972][root][INFO] - ===> Epoch[90](2333/26): Loss 0.1256, Sem 0.4040, dir -0.6844, norm 0.4060, swav 0.0000 LR: 7.874e-02 Score 87.255 Data time: 0.1515, Forward time: 2.2657, Backward time: 3.0927, DDP time: 0.0042, Total iter time: 4.9872 [2020-11-05 17:27:12,852][root][INFO] - ===> Epoch[90](2334/26): Loss 0.2696, Sem 0.4536, dir -0.6262, norm 0.4423, swav 0.0000 LR: 7.873e-02 Score 86.314 Data time: 0.2152, Forward time: 2.2656, Backward time: 3.0928, DDP time: 0.0042, Total iter time: 5.7492 [2020-11-05 17:27:19,533][root][INFO] - ===> Epoch[90](2335/26): Loss 0.2207, Sem 0.3884, dir -0.6406, norm 0.4729, swav 0.0000 LR: 7.872e-02 Score 88.721 Data time: 0.2463, Forward time: 2.2658, Backward time: 3.0930, DDP time: 0.0042, Total iter time: 6.5608 [2020-11-05 17:27:25,706][root][INFO] - ===> Epoch[90](2336/26): Loss 0.1926, Sem 0.4193, dir -0.6635, norm 0.4368, swav 0.0000 LR: 7.871e-02 Score 87.624 Data time: 0.2778, Forward time: 2.2661, Backward time: 3.0928, DDP time: 0.0042, Total iter time: 6.0214 [2020-11-05 17:27:30,939][root][INFO] - ===> Epoch[90](2337/26): Loss 0.0892, Sem 0.3120, dir -0.6499, norm 0.4271, swav 0.0000 LR: 7.870e-02 Score 90.349 Data time: 0.2017, Forward time: 2.2660, Backward time: 3.0927, DDP time: 0.0042, Total iter time: 5.0755 [2020-11-05 17:27:37,055][root][INFO] - ===> Epoch[90](2338/26): Loss 0.1705, Sem 0.4195, dir -0.6696, norm 0.4206, swav 0.0000 LR: 7.869e-02 Score 86.833 Data time: 0.3062, Forward time: 2.2663, Backward time: 3.0925, DDP time: 0.0042, Total iter time: 5.9773 [2020-11-05 17:27:42,000][root][INFO] - ===> Epoch[90](2339/26): Loss 0.2057, Sem 0.4441, dir -0.6501, norm 0.4117, swav 0.0000 LR: 7.868e-02 Score 86.256 Data time: 0.2277, Forward time: 2.2664, Backward time: 3.0920, DDP time: 0.0042, Total iter time: 4.8129 [2020-11-05 17:27:47,346][root][INFO] - ===> Epoch[90](2340/26): Loss 0.2485, Sem 0.3960, dir -0.6070, norm 0.4595, swav 0.0000 LR: 7.867e-02 Score 88.174 Data time: 0.2363, Forward time: 2.2664, Backward time: 3.0919, DDP time: 0.0042, Total iter time: 5.2456 [2020-11-05 17:27:51,987][root][INFO] - ===> Epoch[91](2341/26): Loss 0.1310, Sem 0.3397, dir -0.6505, norm 0.4418, swav 0.0000 LR: 7.866e-02 Score 90.075 Data time: 0.1317, Forward time: 2.2660, Backward time: 3.0918, DDP time: 0.0042, Total iter time: 4.4969 [2020-11-05 17:27:57,948][root][INFO] - ===> Epoch[91](2342/26): Loss 0.2374, Sem 0.4072, dir -0.6185, norm 0.4487, swav 0.0000 LR: 7.865e-02 Score 88.108 Data time: 0.2043, Forward time: 2.2660, Backward time: 3.0920, DDP time: 0.0042, Total iter time: 5.8882 [2020-11-05 17:28:03,778][root][INFO] - ===> Epoch[91](2343/26): Loss 0.1157, Sem 0.3542, dir -0.6668, norm 0.4284, swav 0.0000 LR: 7.864e-02 Score 88.934 Data time: 0.1845, Forward time: 2.2659, Backward time: 3.0921, DDP time: 0.0042, Total iter time: 5.7202 [2020-11-05 17:28:09,869][root][INFO] - ===> Epoch[91](2344/26): Loss 0.1295, Sem 0.3605, dir -0.6506, norm 0.4196, swav 0.0000 LR: 7.863e-02 Score 88.671 Data time: 0.2427, Forward time: 2.2660, Backward time: 3.0921, DDP time: 0.0042, Total iter time: 6.0001 [2020-11-05 17:28:14,671][root][INFO] - ===> Epoch[91](2345/26): Loss 0.1196, Sem 0.3671, dir -0.6632, norm 0.4157, swav 0.0000 LR: 7.863e-02 Score 88.832 Data time: 0.2174, Forward time: 2.2661, Backward time: 3.0916, DDP time: 0.0042, Total iter time: 4.6814 [2020-11-05 17:28:19,531][root][INFO] - ===> Epoch[91](2346/26): Loss 0.1559, Sem 0.3816, dir -0.6442, norm 0.4185, swav 0.0000 LR: 7.862e-02 Score 87.509 Data time: 0.1066, Forward time: 2.2657, Backward time: 3.0917, DDP time: 0.0042, Total iter time: 4.7546 [2020-11-05 17:28:24,786][root][INFO] - ===> Epoch[91](2347/26): Loss 0.1646, Sem 0.4436, dir -0.6797, norm 0.4007, swav 0.0000 LR: 7.861e-02 Score 85.317 Data time: 0.1409, Forward time: 2.2654, Backward time: 3.0919, DDP time: 0.0042, Total iter time: 5.2210 [2020-11-05 17:28:29,954][root][INFO] - ===> Epoch[91](2348/26): Loss 0.1217, Sem 0.3391, dir -0.6390, norm 0.4216, swav 0.0000 LR: 7.860e-02 Score 89.351 Data time: 0.2068, Forward time: 2.2654, Backward time: 3.0916, DDP time: 0.0041, Total iter time: 5.1033 [2020-11-05 17:28:35,497][root][INFO] - ===> Epoch[91](2349/26): Loss 0.2291, Sem 0.3963, dir -0.6534, norm 0.4862, swav 0.0000 LR: 7.859e-02 Score 88.087 Data time: 0.1674, Forward time: 2.2652, Backward time: 3.0918, DDP time: 0.0041, Total iter time: 5.4302 [2020-11-05 17:28:41,312][root][INFO] - ===> Epoch[91](2350/26): Loss 0.1749, Sem 0.3787, dir -0.6339, norm 0.4301, swav 0.0000 LR: 7.858e-02 Score 87.965 Data time: 0.2291, Forward time: 2.2653, Backward time: 3.0917, DDP time: 0.0041, Total iter time: 5.7152 [2020-11-05 17:28:46,471][root][INFO] - ===> Epoch[91](2351/26): Loss 0.2498, Sem 0.4234, dir -0.6148, norm 0.4412, swav 0.0000 LR: 7.857e-02 Score 86.538 Data time: 0.1638, Forward time: 2.2652, Backward time: 3.0916, DDP time: 0.0041, Total iter time: 5.0456 [2020-11-05 17:28:52,092][root][INFO] - ===> Epoch[91](2352/26): Loss 0.1489, Sem 0.3929, dir -0.6787, norm 0.4347, swav 0.0000 LR: 7.856e-02 Score 87.165 Data time: 0.1556, Forward time: 2.2649, Backward time: 3.0918, DDP time: 0.0041, Total iter time: 5.5610 [2020-11-05 17:28:58,829][root][INFO] - ===> Epoch[91](2353/26): Loss 0.2101, Sem 0.4060, dir -0.6504, norm 0.4545, swav 0.0000 LR: 7.855e-02 Score 86.910 Data time: 0.2105, Forward time: 2.2649, Backward time: 3.0923, DDP time: 0.0041, Total iter time: 6.6919 [2020-11-05 17:29:04,688][root][INFO] - ===> Epoch[91](2354/26): Loss 0.1261, Sem 0.3617, dir -0.6608, norm 0.4252, swav 0.0000 LR: 7.854e-02 Score 88.327 Data time: 0.2319, Forward time: 2.2650, Backward time: 3.0922, DDP time: 0.0041, Total iter time: 5.7527 [2020-11-05 17:29:09,646][root][INFO] - ===> Epoch[91](2355/26): Loss 0.1903, Sem 0.4026, dir -0.6716, norm 0.4594, swav 0.0000 LR: 7.853e-02 Score 87.368 Data time: 0.1506, Forward time: 2.2647, Backward time: 3.0921, DDP time: 0.0042, Total iter time: 4.8318 [2020-11-05 17:29:15,038][root][INFO] - ===> Epoch[91](2356/26): Loss 0.1950, Sem 0.4010, dir -0.6317, norm 0.4257, swav 0.0000 LR: 7.852e-02 Score 87.471 Data time: 0.2309, Forward time: 2.2648, Backward time: 3.0919, DDP time: 0.0042, Total iter time: 5.2992 [2020-11-05 17:29:20,213][root][INFO] - ===> Epoch[91](2357/26): Loss 0.2567, Sem 0.4178, dir -0.6425, norm 0.4814, swav 0.0000 LR: 7.851e-02 Score 87.285 Data time: 0.2172, Forward time: 2.2648, Backward time: 3.0916, DDP time: 0.0042, Total iter time: 5.0663 [2020-11-05 17:29:25,565][root][INFO] - ===> Epoch[91](2358/26): Loss 0.1580, Sem 0.3777, dir -0.6459, norm 0.4262, swav 0.0000 LR: 7.851e-02 Score 89.244 Data time: 0.2156, Forward time: 2.2648, Backward time: 3.0914, DDP time: 0.0042, Total iter time: 5.2163 [2020-11-05 17:29:30,728][root][INFO] - ===> Epoch[91](2359/26): Loss 0.1833, Sem 0.4077, dir -0.6657, norm 0.4414, swav 0.0000 LR: 7.850e-02 Score 87.180 Data time: 0.2310, Forward time: 2.2649, Backward time: 3.0911, DDP time: 0.0042, Total iter time: 5.0440 [2020-11-05 17:29:36,308][root][INFO] - ===> Epoch[91](2360/26): Loss 0.2157, Sem 0.4206, dir -0.6541, norm 0.4492, swav 0.0000 LR: 7.849e-02 Score 87.000 Data time: 0.2624, Forward time: 2.2651, Backward time: 3.0908, DDP time: 0.0041, Total iter time: 5.4409 [2020-11-05 17:29:41,854][root][INFO] - ===> Epoch[91](2361/26): Loss 0.2928, Sem 0.4237, dir -0.6281, norm 0.4972, swav 0.0000 LR: 7.848e-02 Score 87.073 Data time: 0.2001, Forward time: 2.2651, Backward time: 3.0908, DDP time: 0.0041, Total iter time: 5.4206 [2020-11-05 17:29:47,467][root][INFO] - ===> Epoch[91](2362/26): Loss 0.1895, Sem 0.4027, dir -0.6707, norm 0.4576, swav 0.0000 LR: 7.847e-02 Score 87.350 Data time: 0.1977, Forward time: 2.2650, Backward time: 3.0908, DDP time: 0.0041, Total iter time: 5.4925 [2020-11-05 17:29:53,365][root][INFO] - ===> Epoch[91](2363/26): Loss 0.1664, Sem 0.3937, dir -0.6534, norm 0.4261, swav 0.0000 LR: 7.846e-02 Score 87.688 Data time: 0.2690, Forward time: 2.2653, Backward time: 3.0906, DDP time: 0.0041, Total iter time: 5.7925 [2020-11-05 17:29:59,217][root][INFO] - ===> Epoch[91](2364/26): Loss 0.3092, Sem 0.4818, dir -0.6465, norm 0.4739, swav 0.0000 LR: 7.845e-02 Score 86.071 Data time: 0.1765, Forward time: 2.2651, Backward time: 3.0907, DDP time: 0.0041, Total iter time: 5.7312 [2020-11-05 17:30:04,478][root][INFO] - ===> Epoch[91](2365/26): Loss 0.1183, Sem 0.3657, dir -0.6582, norm 0.4109, swav 0.0000 LR: 7.844e-02 Score 87.573 Data time: 0.2667, Forward time: 2.2652, Backward time: 3.0905, DDP time: 0.0041, Total iter time: 5.1545 [2020-11-05 17:30:11,001][root][INFO] - ===> Epoch[91](2366/26): Loss 0.1820, Sem 0.3782, dir -0.6496, norm 0.4534, swav 0.0000 LR: 7.843e-02 Score 87.668 Data time: 0.2177, Forward time: 2.2652, Backward time: 3.0907, DDP time: 0.0041, Total iter time: 6.3841 [2020-11-05 17:30:16,453][root][INFO] - ===> Epoch[92](2367/26): Loss 0.1659, Sem 0.3846, dir -0.6701, norm 0.4513, swav 0.0000 LR: 7.842e-02 Score 86.615 Data time: 0.1738, Forward time: 2.2650, Backward time: 3.0908, DDP time: 0.0041, Total iter time: 5.3335 [2020-11-05 17:30:22,264][root][INFO] - ===> Epoch[92](2368/26): Loss 0.1136, Sem 0.3442, dir -0.6579, norm 0.4273, swav 0.0000 LR: 7.841e-02 Score 88.905 Data time: 0.2643, Forward time: 2.2653, Backward time: 3.0906, DDP time: 0.0041, Total iter time: 5.7144 [2020-11-05 17:30:29,202][root][INFO] - ===> Epoch[92](2369/26): Loss 0.2677, Sem 0.4700, dir -0.6520, norm 0.4497, swav 0.0000 LR: 7.840e-02 Score 85.637 Data time: 0.2235, Forward time: 2.2653, Backward time: 3.0910, DDP time: 0.0041, Total iter time: 6.8173 [2020-11-05 17:30:34,805][root][INFO] - ===> Epoch[92](2370/26): Loss 0.2079, Sem 0.4299, dir -0.6644, norm 0.4423, swav 0.0000 LR: 7.839e-02 Score 86.571 Data time: 0.2337, Forward time: 2.2654, Backward time: 3.0908, DDP time: 0.0041, Total iter time: 5.4977 [2020-11-05 17:30:39,724][root][INFO] - ===> Epoch[92](2371/26): Loss 0.1508, Sem 0.3706, dir -0.6638, norm 0.4440, swav 0.0000 LR: 7.839e-02 Score 88.507 Data time: 0.2226, Forward time: 2.2655, Backward time: 3.0905, DDP time: 0.0041, Total iter time: 4.7960 [2020-11-05 17:30:46,717][root][INFO] - ===> Epoch[92](2372/26): Loss 0.2231, Sem 0.4083, dir -0.6661, norm 0.4810, swav 0.0000 LR: 7.838e-02 Score 86.877 Data time: 0.2034, Forward time: 2.2654, Backward time: 3.0910, DDP time: 0.0041, Total iter time: 6.8964 [2020-11-05 17:30:52,326][root][INFO] - ===> Epoch[92](2373/26): Loss 0.1363, Sem 0.3747, dir -0.6748, norm 0.4364, swav 0.0000 LR: 7.837e-02 Score 88.934 Data time: 0.1974, Forward time: 2.2653, Backward time: 3.0910, DDP time: 0.0041, Total iter time: 5.5073 [2020-11-05 17:30:58,053][root][INFO] - ===> Epoch[92](2374/26): Loss 0.2665, Sem 0.4293, dir -0.6483, norm 0.4856, swav 0.0000 LR: 7.836e-02 Score 86.124 Data time: 0.1828, Forward time: 2.2651, Backward time: 3.0912, DDP time: 0.0041, Total iter time: 5.6467 [2020-11-05 17:31:04,333][root][INFO] - ===> Epoch[92](2375/26): Loss 0.2923, Sem 0.4284, dir -0.6192, norm 0.4832, swav 0.0000 LR: 7.835e-02 Score 86.742 Data time: 0.3009, Forward time: 2.2655, Backward time: 3.0911, DDP time: 0.0041, Total iter time: 6.1957 [2020-11-05 17:31:10,391][root][INFO] - ===> Epoch[92](2376/26): Loss 0.1527, Sem 0.3705, dir -0.6493, norm 0.4315, swav 0.0000 LR: 7.834e-02 Score 89.328 Data time: 0.3228, Forward time: 2.2658, Backward time: 3.0908, DDP time: 0.0041, Total iter time: 5.9207 [2020-11-05 17:31:15,044][root][INFO] - ===> Epoch[92](2377/26): Loss 0.1505, Sem 0.3667, dir -0.6708, norm 0.4546, swav 0.0000 LR: 7.833e-02 Score 88.690 Data time: 0.1967, Forward time: 2.2658, Backward time: 3.0904, DDP time: 0.0041, Total iter time: 4.5402 [2020-11-05 17:31:21,251][root][INFO] - ===> Epoch[92](2378/26): Loss 0.1847, Sem 0.3909, dir -0.6557, norm 0.4495, swav 0.0000 LR: 7.832e-02 Score 87.631 Data time: 0.1664, Forward time: 2.2656, Backward time: 3.0908, DDP time: 0.0041, Total iter time: 6.0965 [2020-11-05 17:31:26,344][root][INFO] - ===> Epoch[92](2379/26): Loss 0.1942, Sem 0.3710, dir -0.6224, norm 0.4457, swav 0.0000 LR: 7.831e-02 Score 87.976 Data time: 0.1876, Forward time: 2.2655, Backward time: 3.0906, DDP time: 0.0041, Total iter time: 5.0139 [2020-11-05 17:31:32,519][root][INFO] - ===> Epoch[92](2380/26): Loss 0.1852, Sem 0.3934, dir -0.6693, norm 0.4611, swav 0.0000 LR: 7.830e-02 Score 87.576 Data time: 0.1477, Forward time: 2.2653, Backward time: 3.0910, DDP time: 0.0041, Total iter time: 6.0645 [2020-11-05 17:31:38,379][root][INFO] - ===> Epoch[92](2381/26): Loss 0.1886, Sem 0.4106, dir -0.6740, norm 0.4519, swav 0.0000 LR: 7.829e-02 Score 87.164 Data time: 0.1454, Forward time: 2.2650, Backward time: 3.0913, DDP time: 0.0041, Total iter time: 5.7617 [2020-11-05 17:31:45,252][root][INFO] - ===> Epoch[92](2382/26): Loss 0.2251, Sem 0.4335, dir -0.6552, norm 0.4468, swav 0.0000 LR: 7.828e-02 Score 86.262 Data time: 0.1910, Forward time: 2.2648, Backward time: 3.0920, DDP time: 0.0041, Total iter time: 6.7545 [2020-11-05 17:31:51,512][root][INFO] - ===> Epoch[92](2383/26): Loss 0.1755, Sem 0.4045, dir -0.6584, norm 0.4294, swav 0.0000 LR: 7.827e-02 Score 87.139 Data time: 0.3111, Forward time: 2.2652, Backward time: 3.0918, DDP time: 0.0041, Total iter time: 6.1487 [2020-11-05 17:31:57,772][root][INFO] - ===> Epoch[92](2384/26): Loss 0.2577, Sem 0.4262, dir -0.6282, norm 0.4597, swav 0.0000 LR: 7.826e-02 Score 87.256 Data time: 0.1557, Forward time: 2.2650, Backward time: 3.0922, DDP time: 0.0041, Total iter time: 6.1388 [2020-11-05 17:32:03,407][root][INFO] - ===> Epoch[92](2385/26): Loss 0.1622, Sem 0.4081, dir -0.6810, norm 0.4351, swav 0.0000 LR: 7.826e-02 Score 87.762 Data time: 0.1459, Forward time: 2.2646, Backward time: 3.0925, DDP time: 0.0041, Total iter time: 5.5147 [2020-11-05 17:32:08,563][root][INFO] - ===> Epoch[92](2386/26): Loss 0.2717, Sem 0.4690, dir -0.6596, norm 0.4623, swav 0.0000 LR: 7.825e-02 Score 85.473 Data time: 0.2049, Forward time: 2.2646, Backward time: 3.0923, DDP time: 0.0041, Total iter time: 5.0789 [2020-11-05 17:32:14,853][root][INFO] - ===> Epoch[92](2387/26): Loss 0.1425, Sem 0.3743, dir -0.6461, norm 0.4144, swav 0.0000 LR: 7.824e-02 Score 88.155 Data time: 0.1773, Forward time: 2.2644, Backward time: 3.0927, DDP time: 0.0041, Total iter time: 6.1592 [2020-11-05 17:32:21,046][root][INFO] - ===> Epoch[92](2388/26): Loss 0.2153, Sem 0.4014, dir -0.6266, norm 0.4406, swav 0.0000 LR: 7.823e-02 Score 87.300 Data time: 0.2638, Forward time: 2.2647, Backward time: 3.0926, DDP time: 0.0041, Total iter time: 6.0857 [2020-11-05 17:32:28,023][root][INFO] - ===> Epoch[92](2389/26): Loss 0.2035, Sem 0.3984, dir -0.6404, norm 0.4456, swav 0.0000 LR: 7.822e-02 Score 87.808 Data time: 0.2227, Forward time: 2.2648, Backward time: 3.0930, DDP time: 0.0041, Total iter time: 6.8533 [2020-11-05 17:32:33,482][root][INFO] - ===> Epoch[92](2390/26): Loss 0.1885, Sem 0.3554, dir -0.6339, norm 0.4670, swav 0.0000 LR: 7.821e-02 Score 88.745 Data time: 0.2494, Forward time: 2.2647, Backward time: 3.0929, DDP time: 0.0041, Total iter time: 5.3326 [2020-11-05 17:32:38,602][root][INFO] - ===> Epoch[92](2391/26): Loss 0.1352, Sem 0.3754, dir -0.6708, norm 0.4306, swav 0.0000 LR: 7.820e-02 Score 87.915 Data time: 0.2366, Forward time: 2.2649, Backward time: 3.0925, DDP time: 0.0041, Total iter time: 5.0242 [2020-11-05 17:32:43,798][root][INFO] - ===> Epoch[92](2392/26): Loss 0.1880, Sem 0.4180, dir -0.6558, norm 0.4258, swav 0.0000 LR: 7.819e-02 Score 86.311 Data time: 0.2021, Forward time: 2.2647, Backward time: 3.0924, DDP time: 0.0041, Total iter time: 5.0652 [2020-11-05 17:32:49,482][root][INFO] - ===> Epoch[93](2393/26): Loss 0.1400, Sem 0.4137, dir -0.6827, norm 0.4090, swav 0.0000 LR: 7.818e-02 Score 86.985 Data time: 0.2093, Forward time: 2.2647, Backward time: 3.0924, DDP time: 0.0041, Total iter time: 5.5905 [2020-11-05 17:32:54,463][root][INFO] - ===> Epoch[93](2394/26): Loss 0.2505, Sem 0.4347, dir -0.6429, norm 0.4587, swav 0.0000 LR: 7.817e-02 Score 86.016 Data time: 0.2060, Forward time: 2.2647, Backward time: 3.0921, DDP time: 0.0041, Total iter time: 4.8565 [2020-11-05 17:33:00,300][root][INFO] - ===> Epoch[93](2395/26): Loss 0.1161, Sem 0.3496, dir -0.6531, norm 0.4196, swav 0.0000 LR: 7.816e-02 Score 88.627 Data time: 0.2079, Forward time: 2.2647, Backward time: 3.0921, DDP time: 0.0041, Total iter time: 5.7202 [2020-11-05 17:33:08,272][root][INFO] - ===> Epoch[93](2396/26): Loss 0.2479, Sem 0.4343, dir -0.6787, norm 0.4923, swav 0.0000 LR: 7.815e-02 Score 85.877 Data time: 0.2528, Forward time: 2.2649, Backward time: 3.0929, DDP time: 0.0041, Total iter time: 7.8412 [2020-11-05 17:33:14,203][root][INFO] - ===> Epoch[93](2397/26): Loss 0.1300, Sem 0.3134, dir -0.6283, norm 0.4449, swav 0.0000 LR: 7.814e-02 Score 89.771 Data time: 0.2517, Forward time: 2.2650, Backward time: 3.0927, DDP time: 0.0041, Total iter time: 5.7888 [2020-11-05 17:33:19,643][root][INFO] - ===> Epoch[93](2398/26): Loss 0.2058, Sem 0.3637, dir -0.6460, norm 0.4881, swav 0.0000 LR: 7.814e-02 Score 88.455 Data time: 0.2046, Forward time: 2.2650, Backward time: 3.0926, DDP time: 0.0041, Total iter time: 5.2989 [2020-11-05 17:33:24,966][root][INFO] - ===> Epoch[93](2399/26): Loss 0.1112, Sem 0.3480, dir -0.6662, norm 0.4295, swav 0.0000 LR: 7.813e-02 Score 89.079 Data time: 0.2466, Forward time: 2.2650, Backward time: 3.0925, DDP time: 0.0041, Total iter time: 5.2123 [2020-11-05 17:33:30,674][root][INFO] - ===> Epoch[93](2400/26): Loss 0.1658, Sem 0.3714, dir -0.6439, norm 0.4383, swav 0.0000 LR: 7.812e-02 Score 88.313 Data time: 0.2463, Forward time: 2.2651, Backward time: 3.0923, DDP time: 0.0041, Total iter time: 5.6030 [2020-11-05 17:33:38,705][root][INFO] - ===> Epoch[93](2401/26): Loss 0.1786, Sem 0.3495, dir -0.6510, norm 0.4800, swav 0.0000 LR: 7.811e-02 Score 89.506 Data time: 0.3174, Forward time: 2.2654, Backward time: 3.0929, DDP time: 0.0041, Total iter time: 7.9218 [2020-11-05 17:33:43,714][root][INFO] - ===> Epoch[93](2402/26): Loss 0.1120, Sem 0.3480, dir -0.6612, norm 0.4252, swav 0.0000 LR: 7.810e-02 Score 88.867 Data time: 0.2495, Forward time: 2.2654, Backward time: 3.0926, DDP time: 0.0041, Total iter time: 4.8734 [2020-11-05 17:33:49,640][root][INFO] - ===> Epoch[93](2403/26): Loss 0.2923, Sem 0.4423, dir -0.6375, norm 0.4875, swav 0.0000 LR: 7.809e-02 Score 85.947 Data time: 0.2827, Forward time: 2.2657, Backward time: 3.0924, DDP time: 0.0041, Total iter time: 5.8109 [2020-11-05 17:33:55,373][root][INFO] - ===> Epoch[93](2404/26): Loss 0.1823, Sem 0.4200, dir -0.6664, norm 0.4287, swav 0.0000 LR: 7.808e-02 Score 86.414 Data time: 0.2448, Forward time: 2.2659, Backward time: 3.0921, DDP time: 0.0041, Total iter time: 5.6101 [2020-11-05 17:34:01,617][root][INFO] - ===> Epoch[93](2405/26): Loss 0.2716, Sem 0.4207, dir -0.6030, norm 0.4539, swav 0.0000 LR: 7.807e-02 Score 87.093 Data time: 0.1849, Forward time: 2.2658, Backward time: 3.0924, DDP time: 0.0041, Total iter time: 6.1379 [2020-11-05 17:34:06,303][root][INFO] - ===> Epoch[93](2406/26): Loss 0.1747, Sem 0.4049, dir -0.6708, norm 0.4406, swav 0.0000 LR: 7.806e-02 Score 86.669 Data time: 0.1518, Forward time: 2.2655, Backward time: 3.0923, DDP time: 0.0041, Total iter time: 4.5754 [2020-11-05 17:34:11,956][root][INFO] - ===> Epoch[93](2407/26): Loss 0.2004, Sem 0.3601, dir -0.6272, norm 0.4675, swav 0.0000 LR: 7.805e-02 Score 89.275 Data time: 0.1665, Forward time: 2.2652, Backward time: 3.0925, DDP time: 0.0041, Total iter time: 5.5439 [2020-11-05 17:34:17,714][root][INFO] - ===> Epoch[93](2408/26): Loss 0.2874, Sem 0.4787, dir -0.6855, norm 0.4941, swav 0.0000 LR: 7.804e-02 Score 84.773 Data time: 0.2023, Forward time: 2.2653, Backward time: 3.0925, DDP time: 0.0041, Total iter time: 5.6562 [2020-11-05 17:34:23,510][root][INFO] - ===> Epoch[93](2409/26): Loss 0.1685, Sem 0.4368, dir -0.7103, norm 0.4420, swav 0.0000 LR: 7.803e-02 Score 87.009 Data time: 0.1796, Forward time: 2.2651, Backward time: 3.0927, DDP time: 0.0041, Total iter time: 5.6764 [2020-11-05 17:34:29,295][root][INFO] - ===> Epoch[93](2410/26): Loss 0.1957, Sem 0.3569, dir -0.5998, norm 0.4386, swav 0.0000 LR: 7.802e-02 Score 89.058 Data time: 0.2370, Forward time: 2.2653, Backward time: 3.0925, DDP time: 0.0041, Total iter time: 5.6845 [2020-11-05 17:34:33,488][root][INFO] - ===> Epoch[93](2411/26): Loss 0.2342, Sem 0.4180, dir -0.6240, norm 0.4402, swav 0.0000 LR: 7.802e-02 Score 86.859 Data time: 0.1946, Forward time: 2.2652, Backward time: 3.0919, DDP time: 0.0041, Total iter time: 4.0667 [2020-11-05 17:34:39,454][root][INFO] - ===> Epoch[93](2412/26): Loss 0.1769, Sem 0.3784, dir -0.6471, norm 0.4456, swav 0.0000 LR: 7.801e-02 Score 88.718 Data time: 0.2176, Forward time: 2.2652, Backward time: 3.0920, DDP time: 0.0041, Total iter time: 5.8577 [2020-11-05 17:34:44,617][root][INFO] - ===> Epoch[93](2413/26): Loss 0.1443, Sem 0.3459, dir -0.6377, norm 0.4360, swav 0.0000 LR: 7.800e-02 Score 88.923 Data time: 0.1861, Forward time: 2.2651, Backward time: 3.0919, DDP time: 0.0041, Total iter time: 5.0463 [2020-11-05 17:34:49,651][root][INFO] - ===> Epoch[93](2414/26): Loss 0.1141, Sem 0.3483, dir -0.6879, norm 0.4536, swav 0.0000 LR: 7.799e-02 Score 88.964 Data time: 0.1976, Forward time: 2.2651, Backward time: 3.0916, DDP time: 0.0041, Total iter time: 4.9257 [2020-11-05 17:34:56,247][root][INFO] - ===> Epoch[93](2415/26): Loss 0.1947, Sem 0.4184, dir -0.6612, norm 0.4375, swav 0.0000 LR: 7.798e-02 Score 86.646 Data time: 0.2858, Forward time: 2.2652, Backward time: 3.0918, DDP time: 0.0041, Total iter time: 6.4899 [2020-11-05 17:35:02,290][root][INFO] - ===> Epoch[93](2416/26): Loss 0.1273, Sem 0.3795, dir -0.6946, norm 0.4424, swav 0.0000 LR: 7.797e-02 Score 87.955 Data time: 0.1836, Forward time: 2.2650, Backward time: 3.0921, DDP time: 0.0041, Total iter time: 5.9104 [2020-11-05 17:35:07,170][root][INFO] - ===> Epoch[93](2417/26): Loss 0.1492, Sem 0.3611, dir -0.6386, norm 0.4267, swav 0.0000 LR: 7.796e-02 Score 88.390 Data time: 0.1782, Forward time: 2.2649, Backward time: 3.0919, DDP time: 0.0041, Total iter time: 4.8116 [2020-11-05 17:35:13,125][root][INFO] - ===> Epoch[93](2418/26): Loss 0.1530, Sem 0.3897, dir -0.6407, norm 0.4039, swav 0.0000 LR: 7.795e-02 Score 87.973 Data time: 0.2039, Forward time: 2.2648, Backward time: 3.0920, DDP time: 0.0041, Total iter time: 5.8290 [2020-11-05 17:35:18,101][root][INFO] - ===> Epoch[94](2419/26): Loss 0.2439, Sem 0.3984, dir -0.6182, norm 0.4637, swav 0.0000 LR: 7.794e-02 Score 87.078 Data time: 0.2149, Forward time: 2.2648, Backward time: 3.0917, DDP time: 0.0041, Total iter time: 4.8635 [2020-11-05 17:35:23,185][root][INFO] - ===> Epoch[94](2420/26): Loss 0.1248, Sem 0.4024, dir -0.6899, norm 0.4123, swav 0.0000 LR: 7.793e-02 Score 87.498 Data time: 0.1604, Forward time: 2.2646, Backward time: 3.0917, DDP time: 0.0041, Total iter time: 4.9692 [2020-11-05 17:35:28,253][root][INFO] - ===> Epoch[94](2421/26): Loss 0.1546, Sem 0.4133, dir -0.6846, norm 0.4258, swav 0.0000 LR: 7.792e-02 Score 86.551 Data time: 0.1968, Forward time: 2.2645, Backward time: 3.0915, DDP time: 0.0041, Total iter time: 4.9656 [2020-11-05 17:35:34,238][root][INFO] - ===> Epoch[94](2422/26): Loss 0.3117, Sem 0.4564, dir -0.6528, norm 0.5081, swav 0.0000 LR: 7.791e-02 Score 86.794 Data time: 0.2319, Forward time: 2.2646, Backward time: 3.0915, DDP time: 0.0041, Total iter time: 5.8772 [2020-11-05 17:35:39,602][root][INFO] - ===> Epoch[94](2423/26): Loss 0.1601, Sem 0.4043, dir -0.6635, norm 0.4192, swav 0.0000 LR: 7.790e-02 Score 88.164 Data time: 0.1955, Forward time: 2.2646, Backward time: 3.0914, DDP time: 0.0041, Total iter time: 5.2259 [2020-11-05 17:35:45,753][root][INFO] - ===> Epoch[94](2424/26): Loss 0.2420, Sem 0.4239, dir -0.6209, norm 0.4389, swav 0.0000 LR: 7.789e-02 Score 86.966 Data time: 0.1762, Forward time: 2.2643, Backward time: 3.0918, DDP time: 0.0041, Total iter time: 6.0219 [2020-11-05 17:35:51,433][root][INFO] - ===> Epoch[94](2425/26): Loss 0.1262, Sem 0.3886, dir -0.6850, norm 0.4226, swav 0.0000 LR: 7.789e-02 Score 87.690 Data time: 0.2198, Forward time: 2.2644, Backward time: 3.0917, DDP time: 0.0041, Total iter time: 5.6079 [2020-11-05 17:35:58,621][root][INFO] - ===> Epoch[94](2426/26): Loss 0.2493, Sem 0.4707, dir -0.6667, norm 0.4453, swav 0.0000 LR: 7.788e-02 Score 85.403 Data time: 0.2285, Forward time: 2.2645, Backward time: 3.0921, DDP time: 0.0041, Total iter time: 7.0768 [2020-11-05 17:36:04,085][root][INFO] - ===> Epoch[94](2427/26): Loss 0.0998, Sem 0.3251, dir -0.6649, norm 0.4395, swav 0.0000 LR: 7.787e-02 Score 90.704 Data time: 0.2375, Forward time: 2.2647, Backward time: 3.0918, DDP time: 0.0041, Total iter time: 5.3496 [2020-11-05 17:36:09,122][root][INFO] - ===> Epoch[94](2428/26): Loss 0.2187, Sem 0.4079, dir -0.6699, norm 0.4807, swav 0.0000 LR: 7.786e-02 Score 86.845 Data time: 0.2771, Forward time: 2.2648, Backward time: 3.0914, DDP time: 0.0041, Total iter time: 4.9384 [2020-11-05 17:36:14,641][root][INFO] - ===> Epoch[94](2429/26): Loss 0.2426, Sem 0.4297, dir -0.6737, norm 0.4866, swav 0.0000 LR: 7.785e-02 Score 86.528 Data time: 0.2313, Forward time: 2.2649, Backward time: 3.0912, DDP time: 0.0041, Total iter time: 5.3993 [2020-11-05 17:36:20,138][root][INFO] - ===> Epoch[94](2430/26): Loss 0.1108, Sem 0.3544, dir -0.6464, norm 0.4027, swav 0.0000 LR: 7.784e-02 Score 88.511 Data time: 0.2371, Forward time: 2.2650, Backward time: 3.0910, DDP time: 0.0041, Total iter time: 5.3738 [2020-11-05 17:36:26,503][root][INFO] - ===> Epoch[94](2431/26): Loss 0.1782, Sem 0.4125, dir -0.6656, norm 0.4313, swav 0.0000 LR: 7.783e-02 Score 86.202 Data time: 0.2117, Forward time: 2.2650, Backward time: 3.0912, DDP time: 0.0041, Total iter time: 6.2273 [2020-11-05 17:36:32,128][root][INFO] - ===> Epoch[94](2432/26): Loss 0.2324, Sem 0.4179, dir -0.6669, norm 0.4814, swav 0.0000 LR: 7.782e-02 Score 86.867 Data time: 0.2007, Forward time: 2.2651, Backward time: 3.0911, DDP time: 0.0041, Total iter time: 5.5127 [2020-11-05 17:36:38,810][root][INFO] - ===> Epoch[94](2433/26): Loss 0.1617, Sem 0.3764, dir -0.6404, norm 0.4257, swav 0.0000 LR: 7.781e-02 Score 87.487 Data time: 0.1924, Forward time: 2.2650, Backward time: 3.0916, DDP time: 0.0041, Total iter time: 6.5468 [2020-11-05 17:36:43,648][root][INFO] - ===> Epoch[94](2434/26): Loss 0.1906, Sem 0.4052, dir -0.6520, norm 0.4374, swav 0.0000 LR: 7.780e-02 Score 87.925 Data time: 0.1853, Forward time: 2.2649, Backward time: 3.0913, DDP time: 0.0041, Total iter time: 4.7017 [2020-11-05 17:36:48,413][root][INFO] - ===> Epoch[94](2435/26): Loss 0.1803, Sem 0.4061, dir -0.6808, norm 0.4550, swav 0.0000 LR: 7.779e-02 Score 87.882 Data time: 0.1839, Forward time: 2.2647, Backward time: 3.0910, DDP time: 0.0041, Total iter time: 4.6580 [2020-11-05 17:36:53,135][root][INFO] - ===> Epoch[94](2436/26): Loss 0.2387, Sem 0.4498, dir -0.6684, norm 0.4572, swav 0.0000 LR: 7.778e-02 Score 86.646 Data time: 0.2586, Forward time: 2.2648, Backward time: 3.0906, DDP time: 0.0041, Total iter time: 4.6254 [2020-11-05 17:37:00,295][root][INFO] - ===> Epoch[94](2437/26): Loss 0.1603, Sem 0.3731, dir -0.6776, norm 0.4648, swav 0.0000 LR: 7.777e-02 Score 88.807 Data time: 0.3682, Forward time: 2.2653, Backward time: 3.0906, DDP time: 0.0041, Total iter time: 7.0410 [2020-11-05 17:37:05,842][root][INFO] - ===> Epoch[94](2438/26): Loss 0.2002, Sem 0.3833, dir -0.6451, norm 0.4621, swav 0.0000 LR: 7.777e-02 Score 88.040 Data time: 0.2152, Forward time: 2.2654, Backward time: 3.0904, DDP time: 0.0041, Total iter time: 5.4118 [2020-11-05 17:37:10,239][root][INFO] - ===> Epoch[94](2439/26): Loss 0.1558, Sem 0.3771, dir -0.6412, norm 0.4199, swav 0.0000 LR: 7.776e-02 Score 88.470 Data time: 0.2021, Forward time: 2.2653, Backward time: 3.0899, DDP time: 0.0041, Total iter time: 4.2833 [2020-11-05 17:37:14,921][root][INFO] - ===> Epoch[94](2440/26): Loss 0.1918, Sem 0.4122, dir -0.6764, norm 0.4560, swav 0.0000 LR: 7.775e-02 Score 87.035 Data time: 0.2124, Forward time: 2.2654, Backward time: 3.0895, DDP time: 0.0041, Total iter time: 4.5796 [2020-11-05 17:37:20,158][root][INFO] - ===> Epoch[94](2441/26): Loss 0.1439, Sem 0.3872, dir -0.6681, norm 0.4248, swav 0.0000 LR: 7.774e-02 Score 87.894 Data time: 0.1748, Forward time: 2.2652, Backward time: 3.0894, DDP time: 0.0041, Total iter time: 5.1110 [2020-11-05 17:37:25,336][root][INFO] - ===> Epoch[94](2442/26): Loss 0.1419, Sem 0.3573, dir -0.6570, norm 0.4416, swav 0.0000 LR: 7.773e-02 Score 89.089 Data time: 0.1904, Forward time: 2.2651, Backward time: 3.0893, DDP time: 0.0041, Total iter time: 5.0619 [2020-11-05 17:37:31,073][root][INFO] - ===> Epoch[94](2443/26): Loss 0.1739, Sem 0.4432, dir -0.6744, norm 0.4051, swav 0.0000 LR: 7.772e-02 Score 85.488 Data time: 0.2704, Forward time: 2.2653, Backward time: 3.0891, DDP time: 0.0041, Total iter time: 5.6105 [2020-11-05 17:37:36,784][root][INFO] - ===> Epoch[94](2444/26): Loss 0.0468, Sem 0.3294, dir -0.6804, norm 0.3978, swav 0.0000 LR: 7.771e-02 Score 89.401 Data time: 0.1795, Forward time: 2.2652, Backward time: 3.0891, DDP time: 0.0041, Total iter time: 5.5660 [2020-11-05 17:37:41,274][root][INFO] - ===> Epoch[95](2445/26): Loss 0.1454, Sem 0.3965, dir -0.6699, norm 0.4187, swav 0.0000 LR: 7.770e-02 Score 86.486 Data time: 0.1611, Forward time: 2.2650, Backward time: 3.0889, DDP time: 0.0041, Total iter time: 4.3681 [2020-11-05 17:37:48,044][root][INFO] - ===> Epoch[95](2446/26): Loss 0.2749, Sem 0.4315, dir -0.6246, norm 0.4680, swav 0.0000 LR: 7.769e-02 Score 86.824 Data time: 0.4641, Forward time: 2.2649, Backward time: 3.0892, DDP time: 0.0041, Total iter time: 6.6835 [2020-11-05 17:37:55,657][root][INFO] - ===> Epoch[95](2447/26): Loss 0.2101, Sem 0.3907, dir -0.6500, norm 0.4693, swav 0.0000 LR: 7.768e-02 Score 87.589 Data time: 0.3686, Forward time: 2.2655, Backward time: 3.0893, DDP time: 0.0041, Total iter time: 7.4833 [2020-11-05 17:38:01,128][root][INFO] - ===> Epoch[95](2448/26): Loss 0.2916, Sem 0.4624, dir -0.6763, norm 0.5055, swav 0.0000 LR: 7.767e-02 Score 86.110 Data time: 0.2453, Forward time: 2.2658, Backward time: 3.0890, DDP time: 0.0041, Total iter time: 5.3492 [2020-11-05 17:38:06,068][root][INFO] - ===> Epoch[95](2449/26): Loss 0.0609, Sem 0.3603, dir -0.6980, norm 0.3985, swav 0.0000 LR: 7.766e-02 Score 88.800 Data time: 0.2208, Forward time: 2.2658, Backward time: 3.0886, DDP time: 0.0041, Total iter time: 4.7986 [2020-11-05 17:38:12,619][root][INFO] - ===> Epoch[95](2450/26): Loss 0.2724, Sem 0.4532, dir -0.6704, norm 0.4896, swav 0.0000 LR: 7.765e-02 Score 85.831 Data time: 0.2436, Forward time: 2.2660, Backward time: 3.0888, DDP time: 0.0041, Total iter time: 6.4396 [2020-11-05 17:38:17,873][root][INFO] - ===> Epoch[95](2451/26): Loss 0.1610, Sem 0.3458, dir -0.6618, norm 0.4771, swav 0.0000 LR: 7.764e-02 Score 89.160 Data time: 0.1627, Forward time: 2.2657, Backward time: 3.0888, DDP time: 0.0041, Total iter time: 5.1047 [2020-11-05 17:38:23,316][root][INFO] - ===> Epoch[95](2452/26): Loss 0.1222, Sem 0.3715, dir -0.6732, norm 0.4239, swav 0.0000 LR: 7.764e-02 Score 88.266 Data time: 0.1722, Forward time: 2.2656, Backward time: 3.0889, DDP time: 0.0041, Total iter time: 5.3726 [2020-11-05 17:38:29,550][root][INFO] - ===> Epoch[95](2453/26): Loss 0.2111, Sem 0.4160, dir -0.6708, norm 0.4660, swav 0.0000 LR: 7.763e-02 Score 87.316 Data time: 0.2050, Forward time: 2.2656, Backward time: 3.0891, DDP time: 0.0041, Total iter time: 6.1391 [2020-11-05 17:38:36,096][root][INFO] - ===> Epoch[95](2454/26): Loss 0.2943, Sem 0.4437, dir -0.6231, norm 0.4736, swav 0.0000 LR: 7.762e-02 Score 86.175 Data time: 0.1977, Forward time: 2.2655, Backward time: 3.0894, DDP time: 0.0041, Total iter time: 6.4329 [2020-11-05 17:38:42,545][root][INFO] - ===> Epoch[95](2455/26): Loss 0.2679, Sem 0.4249, dir -0.6448, norm 0.4878, swav 0.0000 LR: 7.761e-02 Score 86.906 Data time: 0.2219, Forward time: 2.2655, Backward time: 3.0897, DDP time: 0.0041, Total iter time: 6.3475 [2020-11-05 17:38:48,282][root][INFO] - ===> Epoch[95](2456/26): Loss 0.2183, Sem 0.3799, dir -0.6563, norm 0.4948, swav 0.0000 LR: 7.760e-02 Score 88.341 Data time: 0.1821, Forward time: 2.2654, Backward time: 3.0898, DDP time: 0.0041, Total iter time: 5.6291 [2020-11-05 17:38:53,441][root][INFO] - ===> Epoch[95](2457/26): Loss 0.1753, Sem 0.3948, dir -0.6589, norm 0.4393, swav 0.0000 LR: 7.759e-02 Score 87.532 Data time: 0.1663, Forward time: 2.2653, Backward time: 3.0897, DDP time: 0.0041, Total iter time: 5.0694 [2020-11-05 17:38:57,747][root][INFO] - ===> Epoch[95](2458/26): Loss 0.1191, Sem 0.3717, dir -0.6682, norm 0.4156, swav 0.0000 LR: 7.758e-02 Score 87.329 Data time: 0.1608, Forward time: 2.2650, Backward time: 3.0894, DDP time: 0.0041, Total iter time: 4.2160 [2020-11-05 17:39:02,556][root][INFO] - ===> Epoch[95](2459/26): Loss 0.0401, Sem 0.3362, dir -0.6784, norm 0.3823, swav 0.0000 LR: 7.757e-02 Score 89.433 Data time: 0.1759, Forward time: 2.2648, Backward time: 3.0892, DDP time: 0.0041, Total iter time: 4.7238 [2020-11-05 17:39:07,707][root][INFO] - ===> Epoch[95](2460/26): Loss 0.1484, Sem 0.3469, dir -0.6139, norm 0.4154, swav 0.0000 LR: 7.756e-02 Score 88.608 Data time: 0.2504, Forward time: 2.2650, Backward time: 3.0888, DDP time: 0.0041, Total iter time: 5.0555 [2020-11-05 17:39:13,812][root][INFO] - ===> Epoch[95](2461/26): Loss 0.2030, Sem 0.4078, dir -0.6454, norm 0.4406, swav 0.0000 LR: 7.755e-02 Score 87.122 Data time: 0.1990, Forward time: 2.2649, Backward time: 3.0890, DDP time: 0.0041, Total iter time: 5.9574 [2020-11-05 17:39:18,522][root][INFO] - ===> Epoch[95](2462/26): Loss 0.1707, Sem 0.3590, dir -0.6426, norm 0.4543, swav 0.0000 LR: 7.754e-02 Score 88.792 Data time: 0.1900, Forward time: 2.2648, Backward time: 3.0887, DDP time: 0.0041, Total iter time: 4.5927 [2020-11-05 17:39:23,558][root][INFO] - ===> Epoch[95](2463/26): Loss 0.1906, Sem 0.3673, dir -0.6270, norm 0.4503, swav 0.0000 LR: 7.753e-02 Score 88.149 Data time: 0.2393, Forward time: 2.2648, Backward time: 3.0885, DDP time: 0.0041, Total iter time: 4.9538 [2020-11-05 17:39:30,647][root][INFO] - ===> Epoch[95](2464/26): Loss 0.2146, Sem 0.3901, dir -0.6511, norm 0.4755, swav 0.0000 LR: 7.752e-02 Score 88.171 Data time: 0.2481, Forward time: 2.2649, Backward time: 3.0889, DDP time: 0.0041, Total iter time: 6.9764 [2020-11-05 17:39:37,221][root][INFO] - ===> Epoch[95](2465/26): Loss 0.2036, Sem 0.3893, dir -0.6381, norm 0.4524, swav 0.0000 LR: 7.752e-02 Score 88.106 Data time: 0.2393, Forward time: 2.2651, Backward time: 3.0890, DDP time: 0.0041, Total iter time: 6.4402 [2020-11-05 17:39:44,742][root][INFO] - ===> Epoch[95](2466/26): Loss 0.2134, Sem 0.3869, dir -0.6239, norm 0.4504, swav 0.0000 LR: 7.751e-02 Score 88.668 Data time: 0.2219, Forward time: 2.2651, Backward time: 3.0897, DDP time: 0.0041, Total iter time: 7.3783 [2020-11-05 17:39:52,172][root][INFO] - ===> Epoch[95](2467/26): Loss 0.1790, Sem 0.3734, dir -0.6405, norm 0.4462, swav 0.0000 LR: 7.750e-02 Score 88.436 Data time: 0.3042, Forward time: 2.2655, Backward time: 3.0899, DDP time: 0.0041, Total iter time: 7.3173 [2020-11-05 17:39:57,609][root][INFO] - ===> Epoch[95](2468/26): Loss 0.1605, Sem 0.3031, dir -0.5905, norm 0.4479, swav 0.0000 LR: 7.749e-02 Score 90.619 Data time: 0.2050, Forward time: 2.2656, Backward time: 3.0897, DDP time: 0.0041, Total iter time: 5.2773 [2020-11-05 17:40:02,653][root][INFO] - ===> Epoch[95](2469/26): Loss 0.1652, Sem 0.4111, dir -0.6814, norm 0.4356, swav 0.0000 LR: 7.748e-02 Score 87.046 Data time: 0.1674, Forward time: 2.2654, Backward time: 3.0896, DDP time: 0.0041, Total iter time: 4.9422 [2020-11-05 17:40:08,188][root][INFO] - ===> Epoch[95](2470/26): Loss 0.2599, Sem 0.3795, dir -0.6154, norm 0.4958, swav 0.0000 LR: 7.747e-02 Score 88.502 Data time: 0.2148, Forward time: 2.2654, Backward time: 3.0896, DDP time: 0.0041, Total iter time: 5.4675 [2020-11-05 17:40:13,669][root][INFO] - ===> Epoch[96](2471/26): Loss 0.2375, Sem 0.4176, dir -0.6432, norm 0.4631, swav 0.0000 LR: 7.746e-02 Score 86.978 Data time: 0.2343, Forward time: 2.2655, Backward time: 3.0894, DDP time: 0.0041, Total iter time: 5.3600 [2020-11-05 17:40:18,779][root][INFO] - ===> Epoch[96](2472/26): Loss 0.1624, Sem 0.4139, dir -0.6772, norm 0.4257, swav 0.0000 LR: 7.745e-02 Score 87.084 Data time: 0.1754, Forward time: 2.2653, Backward time: 3.0892, DDP time: 0.0041, Total iter time: 4.9948 [2020-11-05 17:40:23,797][root][INFO] - ===> Epoch[96](2473/26): Loss 0.2536, Sem 0.4558, dir -0.6284, norm 0.4262, swav 0.0000 LR: 7.744e-02 Score 86.103 Data time: 0.1301, Forward time: 2.2650, Backward time: 3.0894, DDP time: 0.0042, Total iter time: 4.9384 [2020-11-05 17:40:29,274][root][INFO] - ===> Epoch[96](2474/26): Loss 0.1539, Sem 0.3711, dir -0.6635, norm 0.4463, swav 0.0000 LR: 7.743e-02 Score 88.870 Data time: 0.1761, Forward time: 2.2649, Backward time: 3.0894, DDP time: 0.0042, Total iter time: 5.4302 [2020-11-05 17:40:35,647][root][INFO] - ===> Epoch[96](2475/26): Loss 0.1536, Sem 0.3810, dir -0.6516, norm 0.4242, swav 0.0000 LR: 7.742e-02 Score 87.592 Data time: 0.1781, Forward time: 2.2647, Backward time: 3.0898, DDP time: 0.0042, Total iter time: 6.3139 [2020-11-05 17:40:42,208][root][INFO] - ===> Epoch[96](2476/26): Loss 0.1849, Sem 0.3948, dir -0.6709, norm 0.4609, swav 0.0000 LR: 7.741e-02 Score 87.035 Data time: 0.1666, Forward time: 2.2645, Backward time: 3.0903, DDP time: 0.0042, Total iter time: 6.4589 [2020-11-05 17:40:48,007][root][INFO] - ===> Epoch[96](2477/26): Loss 0.1433, Sem 0.3765, dir -0.6787, norm 0.4455, swav 0.0000 LR: 7.740e-02 Score 88.595 Data time: 0.2188, Forward time: 2.2645, Backward time: 3.0904, DDP time: 0.0042, Total iter time: 5.7208 [2020-11-05 17:40:54,160][root][INFO] - ===> Epoch[96](2478/26): Loss 0.2020, Sem 0.3591, dir -0.6442, norm 0.4871, swav 0.0000 LR: 7.739e-02 Score 89.893 Data time: 0.2909, Forward time: 2.2648, Backward time: 3.0902, DDP time: 0.0041, Total iter time: 6.0427 [2020-11-05 17:41:00,819][root][INFO] - ===> Epoch[96](2479/26): Loss 0.1865, Sem 0.3973, dir -0.6593, norm 0.4485, swav 0.0000 LR: 7.739e-02 Score 87.329 Data time: 0.1912, Forward time: 2.2648, Backward time: 3.0906, DDP time: 0.0041, Total iter time: 6.5260 [2020-11-05 17:41:07,007][root][INFO] - ===> Epoch[96](2480/26): Loss 0.1294, Sem 0.3083, dir -0.6159, norm 0.4371, swav 0.0000 LR: 7.738e-02 Score 90.295 Data time: 0.2346, Forward time: 2.2649, Backward time: 3.0907, DDP time: 0.0042, Total iter time: 6.0598 [2020-11-05 17:41:12,732][root][INFO] - ===> Epoch[96](2481/26): Loss 0.2259, Sem 0.4529, dir -0.6600, norm 0.4330, swav 0.0000 LR: 7.737e-02 Score 86.086 Data time: 0.2011, Forward time: 2.2649, Backward time: 3.0906, DDP time: 0.0042, Total iter time: 5.6088 [2020-11-05 17:41:19,738][root][INFO] - ===> Epoch[96](2482/26): Loss 0.2659, Sem 0.4525, dir -0.6513, norm 0.4647, swav 0.0000 LR: 7.736e-02 Score 86.250 Data time: 0.1893, Forward time: 2.2646, Backward time: 3.0914, DDP time: 0.0042, Total iter time: 6.8888 [2020-11-05 17:41:26,275][root][INFO] - ===> Epoch[96](2483/26): Loss 0.1585, Sem 0.3991, dir -0.6626, norm 0.4220, swav 0.0000 LR: 7.735e-02 Score 87.923 Data time: 0.2431, Forward time: 2.2648, Backward time: 3.0915, DDP time: 0.0042, Total iter time: 6.4584 [2020-11-05 17:41:32,238][root][INFO] - ===> Epoch[96](2484/26): Loss 0.1308, Sem 0.3860, dir -0.6723, norm 0.4171, swav 0.0000 LR: 7.734e-02 Score 88.209 Data time: 0.1839, Forward time: 2.2648, Backward time: 3.0916, DDP time: 0.0042, Total iter time: 5.8329 [2020-11-05 17:41:38,081][root][INFO] - ===> Epoch[96](2485/26): Loss 0.0714, Sem 0.3454, dir -0.7085, norm 0.4345, swav 0.0000 LR: 7.733e-02 Score 88.768 Data time: 0.1802, Forward time: 2.2647, Backward time: 3.0918, DDP time: 0.0042, Total iter time: 5.7227 [2020-11-05 17:41:42,874][root][INFO] - ===> Epoch[96](2486/26): Loss 0.2737, Sem 0.4502, dir -0.6480, norm 0.4715, swav 0.0000 LR: 7.732e-02 Score 86.716 Data time: 0.2126, Forward time: 2.2647, Backward time: 3.0913, DDP time: 0.0042, Total iter time: 4.6855 [2020-11-05 17:41:48,349][root][INFO] - ===> Epoch[96](2487/26): Loss 0.2281, Sem 0.4144, dir -0.6468, norm 0.4605, swav 0.0000 LR: 7.731e-02 Score 87.740 Data time: 0.2170, Forward time: 2.2649, Backward time: 3.0911, DDP time: 0.0042, Total iter time: 5.3718 [2020-11-05 17:41:55,534][root][INFO] - ===> Epoch[96](2488/26): Loss 0.1345, Sem 0.3629, dir -0.6693, norm 0.4408, swav 0.0000 LR: 7.730e-02 Score 88.483 Data time: 0.1824, Forward time: 2.2647, Backward time: 3.0918, DDP time: 0.0042, Total iter time: 7.0604 [2020-11-05 17:42:00,603][root][INFO] - ===> Epoch[96](2489/26): Loss 0.0532, Sem 0.3226, dir -0.6825, norm 0.4131, swav 0.0000 LR: 7.729e-02 Score 90.591 Data time: 0.2021, Forward time: 2.2647, Backward time: 3.0916, DDP time: 0.0042, Total iter time: 4.9638 [2020-11-05 17:42:05,634][root][INFO] - ===> Epoch[96](2490/26): Loss 0.2381, Sem 0.4142, dir -0.6708, norm 0.4948, swav 0.0000 LR: 7.728e-02 Score 86.832 Data time: 0.1910, Forward time: 2.2646, Backward time: 3.0914, DDP time: 0.0042, Total iter time: 4.9019 [2020-11-05 17:42:12,084][root][INFO] - ===> Epoch[96](2491/26): Loss 0.2157, Sem 0.3965, dir -0.6580, norm 0.4772, swav 0.0000 LR: 7.727e-02 Score 88.454 Data time: 0.2085, Forward time: 2.2646, Backward time: 3.0917, DDP time: 0.0042, Total iter time: 6.3425 [2020-11-05 17:42:17,494][root][INFO] - ===> Epoch[96](2492/26): Loss 0.1331, Sem 0.4007, dir -0.6788, norm 0.4112, swav 0.0000 LR: 7.727e-02 Score 87.437 Data time: 0.2050, Forward time: 2.2646, Backward time: 3.0916, DDP time: 0.0042, Total iter time: 5.2892 [2020-11-05 17:42:24,003][root][INFO] - ===> Epoch[96](2493/26): Loss 0.1336, Sem 0.3820, dir -0.6773, norm 0.4288, swav 0.0000 LR: 7.726e-02 Score 87.843 Data time: 0.1590, Forward time: 2.2643, Backward time: 3.0921, DDP time: 0.0042, Total iter time: 6.3973 [2020-11-05 17:42:28,728][root][INFO] - ===> Epoch[96](2494/26): Loss 0.2418, Sem 0.4495, dir -0.6572, norm 0.4496, swav 0.0000 LR: 7.725e-02 Score 86.496 Data time: 0.2129, Forward time: 2.2643, Backward time: 3.0917, DDP time: 0.0042, Total iter time: 4.6255 [2020-11-05 17:42:33,963][root][INFO] - ===> Epoch[96](2495/26): Loss 0.1038, Sem 0.3320, dir -0.6576, norm 0.4294, swav 0.0000 LR: 7.724e-02 Score 89.037 Data time: 0.2335, Forward time: 2.2645, Backward time: 3.0914, DDP time: 0.0041, Total iter time: 5.0991 [2020-11-05 17:42:38,870][root][INFO] - ===> Epoch[96](2496/26): Loss 0.1441, Sem 0.3822, dir -0.6858, norm 0.4476, swav 0.0000 LR: 7.723e-02 Score 87.676 Data time: 0.1897, Forward time: 2.2644, Backward time: 3.0911, DDP time: 0.0041, Total iter time: 4.7788 [2020-11-05 17:42:44,644][root][INFO] - ===> Epoch[97](2497/26): Loss 0.0815, Sem 0.3626, dir -0.7000, norm 0.4189, swav 0.0000 LR: 7.722e-02 Score 88.457 Data time: 0.1445, Forward time: 2.2641, Backward time: 3.0915, DDP time: 0.0041, Total iter time: 5.6559 [2020-11-05 17:42:50,662][root][INFO] - ===> Epoch[97](2498/26): Loss 0.1957, Sem 0.3952, dir -0.6456, norm 0.4461, swav 0.0000 LR: 7.721e-02 Score 86.595 Data time: 0.2617, Forward time: 2.2643, Backward time: 3.0914, DDP time: 0.0041, Total iter time: 5.9435 [2020-11-05 17:42:55,736][root][INFO] - ===> Epoch[97](2499/26): Loss 0.1470, Sem 0.3799, dir -0.6567, norm 0.4238, swav 0.0000 LR: 7.720e-02 Score 88.270 Data time: 0.2350, Forward time: 2.2645, Backward time: 3.0909, DDP time: 0.0041, Total iter time: 4.9500 [2020-11-05 17:43:01,255][root][INFO] - ===> Epoch[97](2500/26): Loss 0.1220, Sem 0.3415, dir -0.6635, norm 0.4440, swav 0.0000 LR: 7.719e-02 Score 88.751 Data time: 0.1909, Forward time: 2.2644, Backward time: 3.0910, DDP time: 0.0041, Total iter time: 5.3828 [2020-11-05 17:43:01,988][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-11-05 17:43:02,223][root][INFO] - ===> Start testing [2020-11-05 17:44:30,934][root][INFO] - 101/312: Data time: 0.0571, Iter time: 0.4375 Loss 0.351 (AVG: 0.567) Score 86.990 (AVG: 83.106) mIOU 58.208 mAP 70.517 mAcc 70.607 IOU: 76.251 96.389 45.527 64.646 86.933 69.824 59.211 45.875 47.807 68.537 2.791 48.901 46.155 50.899 37.552 59.625 93.428 56.835 77.076 29.898 mAP: 77.658 95.253 59.315 71.952 85.164 78.472 66.642 64.662 60.253 70.352 28.903 55.150 56.037 66.868 55.758 93.165 96.306 77.750 95.595 55.084 mAcc: 90.943 98.392 73.850 76.295 94.829 76.283 71.164 67.016 51.186 87.290 2.948 54.923 76.663 52.428 48.531 92.530 95.953 71.164 95.939 33.813 [2020-11-05 17:45:51,001][root][INFO] - 201/312: Data time: 0.0080, Iter time: 0.2056 Loss 0.620 (AVG: 0.561) Score 79.212 (AVG: 83.708) mIOU 58.771 mAP 69.180 mAcc 69.415 IOU: 76.615 96.257 45.148 75.035 86.790 74.469 63.330 46.855 43.712 70.702 6.060 45.425 46.846 51.706 36.767 55.773 90.414 53.225 78.163 32.127 mAP: 79.110 95.266 54.706 74.053 87.075 75.622 66.850 64.130 59.218 71.907 34.184 54.653 57.001 66.873 49.878 89.987 93.787 76.578 78.763 53.953 mAcc: 91.063 98.511 71.692 84.001 93.475 79.727 74.103 70.328 48.855 87.993 6.283 51.023 72.291 53.973 46.763 67.412 93.886 70.326 90.071 36.529 [2020-11-05 17:47:12,254][root][INFO] - 301/312: Data time: 0.0072, Iter time: 0.5488 Loss 0.367 (AVG: 0.547) Score 88.141 (AVG: 84.319) mIOU 58.867 mAP 69.478 mAcc 69.432 IOU: 77.930 96.151 45.583 75.031 87.008 77.764 62.991 46.324 45.572 69.676 5.949 44.744 47.616 51.518 34.776 53.592 89.287 50.883 80.798 34.151 mAP: 80.111 95.475 54.055 72.427 88.533 79.969 67.954 63.620 58.331 72.199 32.471 54.240 58.058 68.740 48.210 86.897 93.628 76.669 83.892 54.087 mAcc: 91.568 98.578 68.944 82.564 94.356 82.372 73.321 67.878 52.432 84.789 6.241 50.659 72.535 54.194 45.632 69.151 93.704 69.278 90.498 39.938 [2020-11-05 17:47:21,509][root][INFO] - 312/312: Data time: 0.0035, Iter time: 0.2899 Loss 0.597 (AVG: 0.547) Score 80.061 (AVG: 84.261) mIOU 58.783 mAP 69.397 mAcc 69.398 IOU: 77.974 96.100 46.403 74.966 87.094 76.820 62.912 46.530 43.735 69.605 5.891 45.078 47.430 51.842 34.898 52.622 89.251 51.540 80.798 34.167 mAP: 79.916 95.524 54.658 72.743 88.386 79.810 66.929 63.023 57.713 72.791 32.918 53.745 57.869 68.801 48.708 85.262 93.797 76.965 83.892 54.487 mAcc: 91.642 98.567 69.955 82.714 94.414 82.187 73.177 68.128 50.089 84.717 6.192 50.823 72.635 54.895 46.262 67.600 93.683 69.923 90.498 39.865 [2020-11-05 17:47:21,510][root][INFO] - Finished test. Elapsed time: 259.2860 [2020-11-05 17:47:33,884][root][INFO] - [2020-11-05 17:47:33,884][root][INFO] - ################################################################ [2020-11-05 17:47:33,884][root][INFO] - what : AP AP_50% AP_25% [2020-11-05 17:47:33,885][root][INFO] - ################################################################ [2020-11-05 17:47:33,885][root][INFO] - cabinet : 0.077 0.220 0.478 [2020-11-05 17:47:33,885][root][INFO] - bed : 0.332 0.695 0.823 [2020-11-05 17:47:33,885][root][INFO] - chair : 0.553 0.735 0.816 [2020-11-05 17:47:33,885][root][INFO] - sofa : 0.351 0.545 0.781 [2020-11-05 17:47:33,885][root][INFO] - table : 0.244 0.465 0.608 [2020-11-05 17:47:33,885][root][INFO] - door : 0.159 0.330 0.528 [2020-11-05 17:47:33,885][root][INFO] - window : 0.027 0.076 0.257 [2020-11-05 17:47:33,885][root][INFO] - bookshelf : 0.184 0.579 0.802 [2020-11-05 17:47:33,885][root][INFO] - picture : 0.001 0.002 0.022 [2020-11-05 17:47:33,885][root][INFO] - counter : 0.005 0.022 0.393 [2020-11-05 17:47:33,885][root][INFO] - desk : 0.014 0.070 0.434 [2020-11-05 17:47:33,885][root][INFO] - curtain : 0.095 0.166 0.309 [2020-11-05 17:47:33,885][root][INFO] - refrigerator : 0.189 0.298 0.376 [2020-11-05 17:47:33,885][root][INFO] - shower curtain : 0.296 0.494 0.641 [2020-11-05 17:47:33,885][root][INFO] - toilet : 0.791 0.974 0.974 [2020-11-05 17:47:33,885][root][INFO] - sink : 0.120 0.334 0.779 [2020-11-05 17:47:33,885][root][INFO] - bathtub : 0.515 0.742 0.870 [2020-11-05 17:47:33,885][root][INFO] - otherfurniture : 0.199 0.353 0.571 [2020-11-05 17:47:33,885][root][INFO] - ---------------------------------------------------------------- [2020-11-05 17:47:33,885][root][INFO] - average : 0.231 0.394 0.581 [2020-11-05 17:47:33,885][root][INFO] - [2020-11-05 17:47:34,156][root][INFO] - Summary name validation/mAP@0.5 is illegal; using validation/mAP_0.5 instead. [2020-11-05 17:47:34,842][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34Cbest_val.pth [2020-11-05 17:47:35,069][root][INFO] - Current best mIoU: 58.783 at iter 2500 [2020-11-05 17:47:40,144][root][INFO] - ===> Epoch[97](2501/26): Loss 0.3114, Sem 0.4247, dir -0.6123, norm 0.4990, swav 0.0000 LR: 7.718e-02 Score 86.603 Data time: 0.2305, Forward time: 2.2644, Backward time: 3.0907, DDP time: 0.0041, Total iter time: 5.0681 [2020-11-05 17:47:47,019][root][INFO] - ===> Epoch[97](2502/26): Loss 0.1230, Sem 0.3620, dir -0.6773, norm 0.4383, swav 0.0000 LR: 7.717e-02 Score 88.335 Data time: 0.3233, Forward time: 2.2649, Backward time: 3.0906, DDP time: 0.0041, Total iter time: 6.7480 [2020-11-05 17:47:51,816][root][INFO] - ===> Epoch[97](2503/26): Loss 0.2297, Sem 0.4230, dir -0.6696, norm 0.4763, swav 0.0000 LR: 7.716e-02 Score 86.960 Data time: 0.1683, Forward time: 2.2649, Backward time: 3.0903, DDP time: 0.0041, Total iter time: 4.6638 [2020-11-05 17:47:58,418][root][INFO] - ===> Epoch[97](2504/26): Loss 0.1470, Sem 0.3744, dir -0.6657, norm 0.4383, swav 0.0000 LR: 7.715e-02 Score 87.168 Data time: 0.1637, Forward time: 2.2647, Backward time: 3.0908, DDP time: 0.0041, Total iter time: 6.4810 [2020-11-05 17:48:03,864][root][INFO] - ===> Epoch[97](2505/26): Loss 0.2093, Sem 0.4458, dir -0.6545, norm 0.4180, swav 0.0000 LR: 7.714e-02 Score 85.363 Data time: 0.2078, Forward time: 2.2646, Backward time: 3.0907, DDP time: 0.0041, Total iter time: 5.3572 [2020-11-05 17:48:10,441][root][INFO] - ===> Epoch[97](2506/26): Loss 0.2862, Sem 0.4096, dir -0.6361, norm 0.5127, swav 0.0000 LR: 7.714e-02 Score 86.782 Data time: 0.2146, Forward time: 2.2646, Backward time: 3.0910, DDP time: 0.0041, Total iter time: 6.4505 [2020-11-05 17:48:16,461][root][INFO] - ===> Epoch[97](2507/26): Loss 0.2411, Sem 0.4053, dir -0.6308, norm 0.4666, swav 0.0000 LR: 7.713e-02 Score 87.830 Data time: 0.2354, Forward time: 2.2648, Backward time: 3.0910, DDP time: 0.0041, Total iter time: 5.9093 [2020-11-05 17:48:22,194][root][INFO] - ===> Epoch[97](2508/26): Loss 0.1855, Sem 0.3663, dir -0.6306, norm 0.4499, swav 0.0000 LR: 7.712e-02 Score 88.113 Data time: 0.2363, Forward time: 2.2649, Backward time: 3.0909, DDP time: 0.0041, Total iter time: 5.6105 [2020-11-05 17:48:27,574][root][INFO] - ===> Epoch[97](2509/26): Loss 0.2350, Sem 0.4013, dir -0.6246, norm 0.4583, swav 0.0000 LR: 7.711e-02 Score 87.601 Data time: 0.1763, Forward time: 2.2648, Backward time: 3.0908, DDP time: 0.0041, Total iter time: 5.2401 [2020-11-05 17:48:32,699][root][INFO] - ===> Epoch[97](2510/26): Loss 0.0834, Sem 0.3753, dir -0.7009, norm 0.4090, swav 0.0000 LR: 7.710e-02 Score 88.102 Data time: 0.2704, Forward time: 2.2649, Backward time: 3.0904, DDP time: 0.0041, Total iter time: 5.0051 [2020-11-05 17:48:37,936][root][INFO] - ===> Epoch[97](2511/26): Loss 0.2549, Sem 0.4158, dir -0.6152, norm 0.4543, swav 0.0000 LR: 7.709e-02 Score 86.587 Data time: 0.1468, Forward time: 2.2647, Backward time: 3.0905, DDP time: 0.0041, Total iter time: 5.1296 [2020-11-05 17:48:42,790][root][INFO] - ===> Epoch[97](2512/26): Loss 0.3077, Sem 0.4572, dir -0.6411, norm 0.4915, swav 0.0000 LR: 7.708e-02 Score 86.716 Data time: 0.2080, Forward time: 2.2646, Backward time: 3.0902, DDP time: 0.0041, Total iter time: 4.7460 [2020-11-05 17:48:48,526][root][INFO] - ===> Epoch[97](2513/26): Loss 0.1861, Sem 0.4548, dir -0.7041, norm 0.4355, swav 0.0000 LR: 7.707e-02 Score 86.116 Data time: 0.2224, Forward time: 2.2646, Backward time: 3.0902, DDP time: 0.0042, Total iter time: 5.6114 [2020-11-05 17:48:54,135][root][INFO] - ===> Epoch[97](2514/26): Loss 0.2090, Sem 0.4223, dir -0.6528, norm 0.4394, swav 0.0000 LR: 7.706e-02 Score 87.710 Data time: 0.2718, Forward time: 2.2648, Backward time: 3.0899, DDP time: 0.0041, Total iter time: 5.5047 [2020-11-05 17:49:00,342][root][INFO] - ===> Epoch[97](2515/26): Loss 0.2453, Sem 0.4313, dir -0.6576, norm 0.4715, swav 0.0000 LR: 7.705e-02 Score 86.048 Data time: 0.2122, Forward time: 2.2648, Backward time: 3.0901, DDP time: 0.0042, Total iter time: 6.0824 [2020-11-05 17:49:06,132][root][INFO] - ===> Epoch[97](2516/26): Loss 0.0954, Sem 0.3373, dir -0.6589, norm 0.4170, swav 0.0000 LR: 7.704e-02 Score 89.601 Data time: 0.2546, Forward time: 2.2651, Backward time: 3.0899, DDP time: 0.0041, Total iter time: 5.6829 [2020-11-05 17:49:12,119][root][INFO] - ===> Epoch[97](2517/26): Loss 0.1013, Sem 0.3398, dir -0.6639, norm 0.4254, swav 0.0000 LR: 7.703e-02 Score 89.964 Data time: 0.1760, Forward time: 2.2649, Backward time: 3.0901, DDP time: 0.0042, Total iter time: 5.8749 [2020-11-05 17:49:17,665][root][INFO] - ===> Epoch[97](2518/26): Loss 0.1628, Sem 0.3972, dir -0.6943, norm 0.4599, swav 0.0000 LR: 7.702e-02 Score 88.338 Data time: 0.1926, Forward time: 2.2649, Backward time: 3.0901, DDP time: 0.0042, Total iter time: 5.4473 [2020-11-05 17:49:23,066][root][INFO] - ===> Epoch[97](2519/26): Loss 0.1940, Sem 0.3870, dir -0.6371, norm 0.4441, swav 0.0000 LR: 7.702e-02 Score 87.747 Data time: 0.1806, Forward time: 2.2648, Backward time: 3.0900, DDP time: 0.0042, Total iter time: 5.2871 [2020-11-05 17:49:28,346][root][INFO] - ===> Epoch[97](2520/26): Loss 0.1399, Sem 0.4019, dir -0.6554, norm 0.3934, swav 0.0000 LR: 7.701e-02 Score 87.733 Data time: 0.1321, Forward time: 2.2644, Backward time: 3.0903, DDP time: 0.0042, Total iter time: 5.1840 [2020-11-05 17:49:33,562][root][INFO] - ===> Epoch[97](2521/26): Loss 0.1334, Sem 0.3674, dir -0.6375, norm 0.4035, swav 0.0000 LR: 7.700e-02 Score 88.662 Data time: 0.2175, Forward time: 2.2644, Backward time: 3.0901, DDP time: 0.0042, Total iter time: 5.1505 [2020-11-05 17:49:38,390][root][INFO] - ===> Epoch[97](2522/26): Loss 0.2293, Sem 0.4457, dir -0.6449, norm 0.4286, swav 0.0000 LR: 7.699e-02 Score 85.821 Data time: 0.1599, Forward time: 2.2642, Backward time: 3.0899, DDP time: 0.0042, Total iter time: 4.6981 [2020-11-05 17:49:43,958][root][INFO] - ===> Epoch[98](2523/26): Loss 0.2801, Sem 0.4367, dir -0.6511, norm 0.4944, swav 0.0000 LR: 7.698e-02 Score 86.384 Data time: 0.1955, Forward time: 2.2641, Backward time: 3.0899, DDP time: 0.0042, Total iter time: 5.4537 [2020-11-05 17:49:50,459][root][INFO] - ===> Epoch[98](2524/26): Loss 0.2306, Sem 0.4258, dir -0.6541, norm 0.4589, swav 0.0000 LR: 7.697e-02 Score 87.471 Data time: 0.2905, Forward time: 2.2645, Backward time: 3.0899, DDP time: 0.0042, Total iter time: 6.3952 [2020-11-05 17:49:56,163][root][INFO] - ===> Epoch[98](2525/26): Loss 0.2606, Sem 0.4098, dir -0.6318, norm 0.4826, swav 0.0000 LR: 7.696e-02 Score 87.481 Data time: 0.1845, Forward time: 2.2645, Backward time: 3.0899, DDP time: 0.0042, Total iter time: 5.5703 [2020-11-05 17:50:00,822][root][INFO] - ===> Epoch[98](2526/26): Loss 0.0592, Sem 0.3498, dir -0.6862, norm 0.3955, swav 0.0000 LR: 7.695e-02 Score 88.572 Data time: 0.1765, Forward time: 2.2643, Backward time: 3.0896, DDP time: 0.0042, Total iter time: 4.5330 [2020-11-05 17:50:05,736][root][INFO] - ===> Epoch[98](2527/26): Loss 0.1458, Sem 0.3859, dir -0.6818, norm 0.4417, swav 0.0000 LR: 7.694e-02 Score 87.814 Data time: 0.1954, Forward time: 2.2643, Backward time: 3.0893, DDP time: 0.0042, Total iter time: 4.8344 [2020-11-05 17:50:11,494][root][INFO] - ===> Epoch[98](2528/26): Loss 0.1388, Sem 0.3817, dir -0.6868, norm 0.4438, swav 0.0000 LR: 7.693e-02 Score 86.954 Data time: 0.1940, Forward time: 2.2643, Backward time: 3.0893, DDP time: 0.0042, Total iter time: 5.6575 [2020-11-05 17:50:16,511][root][INFO] - ===> Epoch[98](2529/26): Loss 0.2514, Sem 0.3854, dir -0.6164, norm 0.4824, swav 0.0000 LR: 7.692e-02 Score 88.016 Data time: 0.2208, Forward time: 2.2643, Backward time: 3.0891, DDP time: 0.0042, Total iter time: 4.9306 [2020-11-05 17:50:22,768][root][INFO] - ===> Epoch[98](2530/26): Loss 0.0687, Sem 0.3391, dir -0.6923, norm 0.4219, swav 0.0000 LR: 7.691e-02 Score 89.800 Data time: 0.2971, Forward time: 2.2647, Backward time: 3.0889, DDP time: 0.0042, Total iter time: 6.1323 [2020-11-05 17:50:28,050][root][INFO] - ===> Epoch[98](2531/26): Loss 0.0943, Sem 0.3454, dir -0.6791, norm 0.4280, swav 0.0000 LR: 7.690e-02 Score 88.952 Data time: 0.1714, Forward time: 2.2645, Backward time: 3.0889, DDP time: 0.0042, Total iter time: 5.1574 [2020-11-05 17:50:34,896][root][INFO] - ===> Epoch[98](2532/26): Loss 0.2296, Sem 0.3872, dir -0.6325, norm 0.4750, swav 0.0000 LR: 7.689e-02 Score 87.878 Data time: 0.3112, Forward time: 2.2648, Backward time: 3.0889, DDP time: 0.0042, Total iter time: 6.7461 [2020-11-05 17:50:41,486][root][INFO] - ===> Epoch[98](2533/26): Loss 0.1576, Sem 0.3536, dir -0.6454, norm 0.4494, swav 0.0000 LR: 7.689e-02 Score 88.070 Data time: 0.3148, Forward time: 2.2653, Backward time: 3.0888, DDP time: 0.0042, Total iter time: 6.4652 [2020-11-05 17:50:47,666][root][INFO] - ===> Epoch[98](2534/26): Loss 0.2150, Sem 0.3878, dir -0.6480, norm 0.4751, swav 0.0000 LR: 7.688e-02 Score 86.900 Data time: 0.1845, Forward time: 2.2652, Backward time: 3.0890, DDP time: 0.0042, Total iter time: 6.0529 [2020-11-05 17:50:52,907][root][INFO] - ===> Epoch[98](2535/26): Loss 0.1076, Sem 0.3876, dir -0.6910, norm 0.4110, swav 0.0000 LR: 7.687e-02 Score 86.888 Data time: 0.1937, Forward time: 2.2652, Backward time: 3.0889, DDP time: 0.0042, Total iter time: 5.1587 [2020-11-05 17:50:58,496][root][INFO] - ===> Epoch[98](2536/26): Loss 0.0891, Sem 0.3338, dir -0.6719, norm 0.4272, swav 0.0000 LR: 7.686e-02 Score 89.563 Data time: 0.2013, Forward time: 2.2651, Backward time: 3.0889, DDP time: 0.0042, Total iter time: 5.4841 [2020-11-05 17:51:03,524][root][INFO] - ===> Epoch[98](2537/26): Loss 0.1190, Sem 0.3533, dir -0.6409, norm 0.4065, swav 0.0000 LR: 7.685e-02 Score 89.346 Data time: 0.1786, Forward time: 2.2649, Backward time: 3.0888, DDP time: 0.0042, Total iter time: 4.9236 [2020-11-05 17:51:08,618][root][INFO] - ===> Epoch[98](2538/26): Loss 0.1258, Sem 0.3793, dir -0.6775, norm 0.4240, swav 0.0000 LR: 7.684e-02 Score 87.416 Data time: 0.2422, Forward time: 2.2651, Backward time: 3.0884, DDP time: 0.0042, Total iter time: 5.0228 [2020-11-05 17:51:13,368][root][INFO] - ===> Epoch[98](2539/26): Loss 0.1573, Sem 0.3806, dir -0.6522, norm 0.4289, swav 0.0000 LR: 7.683e-02 Score 89.049 Data time: 0.2093, Forward time: 2.2651, Backward time: 3.0880, DDP time: 0.0042, Total iter time: 4.6351 [2020-11-05 17:51:19,408][root][INFO] - ===> Epoch[98](2540/26): Loss 0.1492, Sem 0.3447, dir -0.6255, norm 0.4300, swav 0.0000 LR: 7.682e-02 Score 89.310 Data time: 0.2555, Forward time: 2.2653, Backward time: 3.0879, DDP time: 0.0042, Total iter time: 5.9425 [2020-11-05 17:51:25,112][root][INFO] - ===> Epoch[98](2541/26): Loss 0.1219, Sem 0.3490, dir -0.6525, norm 0.4254, swav 0.0000 LR: 7.681e-02 Score 88.973 Data time: 0.2249, Forward time: 2.2654, Backward time: 3.0878, DDP time: 0.0042, Total iter time: 5.5578 [2020-11-05 17:51:30,004][root][INFO] - ===> Epoch[98](2542/26): Loss 0.1786, Sem 0.3574, dir -0.6220, norm 0.4432, swav 0.0000 LR: 7.680e-02 Score 88.873 Data time: 0.2179, Forward time: 2.2654, Backward time: 3.0875, DDP time: 0.0042, Total iter time: 4.7712 [2020-11-05 17:51:35,582][root][INFO] - ===> Epoch[98](2543/26): Loss 0.1514, Sem 0.3406, dir -0.6485, norm 0.4593, swav 0.0000 LR: 7.679e-02 Score 89.429 Data time: 0.2499, Forward time: 2.2656, Backward time: 3.0872, DDP time: 0.0042, Total iter time: 5.4686 [2020-11-05 17:51:41,328][root][INFO] - ===> Epoch[98](2544/26): Loss 0.1875, Sem 0.3692, dir -0.6567, norm 0.4750, swav 0.0000 LR: 7.678e-02 Score 89.045 Data time: 0.1888, Forward time: 2.2656, Backward time: 3.0872, DDP time: 0.0042, Total iter time: 5.6296 [2020-11-05 17:51:46,520][root][INFO] - ===> Epoch[98](2545/26): Loss 0.1580, Sem 0.3913, dir -0.6697, norm 0.4363, swav 0.0000 LR: 7.677e-02 Score 87.898 Data time: 0.1852, Forward time: 2.2655, Backward time: 3.0871, DDP time: 0.0042, Total iter time: 5.0968 [2020-11-05 17:51:51,843][root][INFO] - ===> Epoch[98](2546/26): Loss 0.1879, Sem 0.4060, dir -0.6389, norm 0.4209, swav 0.0000 LR: 7.677e-02 Score 87.399 Data time: 0.2150, Forward time: 2.2655, Backward time: 3.0869, DDP time: 0.0042, Total iter time: 5.2321 [2020-11-05 17:51:57,668][root][INFO] - ===> Epoch[98](2547/26): Loss 0.1290, Sem 0.4005, dir -0.7107, norm 0.4393, swav 0.0000 LR: 7.676e-02 Score 87.734 Data time: 0.1611, Forward time: 2.2653, Backward time: 3.0872, DDP time: 0.0042, Total iter time: 5.7083 [2020-11-05 17:52:03,612][root][INFO] - ===> Epoch[98](2548/26): Loss 0.1756, Sem 0.3841, dir -0.6636, norm 0.4551, swav 0.0000 LR: 7.675e-02 Score 87.005 Data time: 0.2487, Forward time: 2.2654, Backward time: 3.0872, DDP time: 0.0042, Total iter time: 5.8637 [2020-11-05 17:52:09,901][root][INFO] - ===> Epoch[99](2549/26): Loss 0.1832, Sem 0.4021, dir -0.6310, norm 0.4121, swav 0.0000 LR: 7.674e-02 Score 87.623 Data time: 0.3003, Forward time: 2.2657, Backward time: 3.0870, DDP time: 0.0042, Total iter time: 6.1420 [2020-11-05 17:52:15,329][root][INFO] - ===> Epoch[99](2550/26): Loss 0.1838, Sem 0.3834, dir -0.6351, norm 0.4355, swav 0.0000 LR: 7.673e-02 Score 88.512 Data time: 0.2252, Forward time: 2.2659, Backward time: 3.0867, DDP time: 0.0042, Total iter time: 5.3019 [2020-11-05 17:52:21,255][root][INFO] - ===> Epoch[99](2551/26): Loss 0.0871, Sem 0.3204, dir -0.6465, norm 0.4132, swav 0.0000 LR: 7.672e-02 Score 89.958 Data time: 0.1172, Forward time: 2.2655, Backward time: 3.0872, DDP time: 0.0042, Total iter time: 5.7905 [2020-11-05 17:52:26,453][root][INFO] - ===> Epoch[99](2552/26): Loss 0.1411, Sem 0.3647, dir -0.6907, norm 0.4671, swav 0.0000 LR: 7.671e-02 Score 88.109 Data time: 0.2374, Forward time: 2.2654, Backward time: 3.0871, DDP time: 0.0042, Total iter time: 5.1391 [2020-11-05 17:52:32,198][root][INFO] - ===> Epoch[99](2553/26): Loss 0.2468, Sem 0.4433, dir -0.6478, norm 0.4513, swav 0.0000 LR: 7.670e-02 Score 85.909 Data time: 0.2309, Forward time: 2.2655, Backward time: 3.0870, DDP time: 0.0042, Total iter time: 5.6446 [2020-11-05 17:52:38,145][root][INFO] - ===> Epoch[99](2554/26): Loss 0.1634, Sem 0.3673, dir -0.6627, norm 0.4588, swav 0.0000 LR: 7.669e-02 Score 87.872 Data time: 0.2383, Forward time: 2.2656, Backward time: 3.0869, DDP time: 0.0042, Total iter time: 5.8130 [2020-11-05 17:52:43,532][root][INFO] - ===> Epoch[99](2555/26): Loss 0.1577, Sem 0.3977, dir -0.6823, norm 0.4423, swav 0.0000 LR: 7.668e-02 Score 87.817 Data time: 0.2542, Forward time: 2.2658, Backward time: 3.0866, DDP time: 0.0042, Total iter time: 5.2553 [2020-11-05 17:52:49,279][root][INFO] - ===> Epoch[99](2556/26): Loss 0.1359, Sem 0.4113, dir -0.6906, norm 0.4152, swav 0.0000 LR: 7.667e-02 Score 86.895 Data time: 0.1803, Forward time: 2.2657, Backward time: 3.0867, DDP time: 0.0042, Total iter time: 5.6264 [2020-11-05 17:52:54,581][root][INFO] - ===> Epoch[99](2557/26): Loss 0.2506, Sem 0.4253, dir -0.6599, norm 0.4852, swav 0.0000 LR: 7.666e-02 Score 87.867 Data time: 0.1621, Forward time: 2.2656, Backward time: 3.0867, DDP time: 0.0042, Total iter time: 5.2213 [2020-11-05 17:53:00,108][root][INFO] - ===> Epoch[99](2558/26): Loss 0.1321, Sem 0.3600, dir -0.6592, norm 0.4313, swav 0.0000 LR: 7.665e-02 Score 89.014 Data time: 0.1990, Forward time: 2.2655, Backward time: 3.0867, DDP time: 0.0042, Total iter time: 5.4523 [2020-11-05 17:53:06,852][root][INFO] - ===> Epoch[99](2559/26): Loss 0.1002, Sem 0.3264, dir -0.6387, norm 0.4125, swav 0.0000 LR: 7.664e-02 Score 89.506 Data time: 0.3340, Forward time: 2.2659, Backward time: 3.0866, DDP time: 0.0042, Total iter time: 6.6537 [2020-11-05 17:53:11,629][root][INFO] - ===> Epoch[99](2560/26): Loss 0.1268, Sem 0.3439, dir -0.6670, norm 0.4499, swav 0.0000 LR: 7.664e-02 Score 89.662 Data time: 0.1623, Forward time: 2.2658, Backward time: 3.0864, DDP time: 0.0042, Total iter time: 4.6488 [2020-11-05 17:53:18,183][root][INFO] - ===> Epoch[99](2561/26): Loss 0.1650, Sem 0.3770, dir -0.6345, norm 0.4226, swav 0.0000 LR: 7.663e-02 Score 88.321 Data time: 0.1980, Forward time: 2.2658, Backward time: 3.0868, DDP time: 0.0042, Total iter time: 6.4682 [2020-11-05 17:53:22,573][root][INFO] - ===> Epoch[99](2562/26): Loss 0.2312, Sem 0.4733, dir -0.6872, norm 0.4450, swav 0.0000 LR: 7.662e-02 Score 84.977 Data time: 0.2014, Forward time: 2.2657, Backward time: 3.0864, DDP time: 0.0042, Total iter time: 4.2838 [2020-11-05 17:53:28,453][root][INFO] - ===> Epoch[99](2563/26): Loss 0.1852, Sem 0.3808, dir -0.6515, norm 0.4559, swav 0.0000 LR: 7.661e-02 Score 87.731 Data time: 0.2206, Forward time: 2.2657, Backward time: 3.0864, DDP time: 0.0042, Total iter time: 5.8076 [2020-11-05 17:53:33,430][root][INFO] - ===> Epoch[99](2564/26): Loss 0.1782, Sem 0.3979, dir -0.6465, norm 0.4269, swav 0.0000 LR: 7.660e-02 Score 87.846 Data time: 0.2476, Forward time: 2.2658, Backward time: 3.0860, DDP time: 0.0042, Total iter time: 4.8602 [2020-11-05 17:53:39,315][root][INFO] - ===> Epoch[99](2565/26): Loss 0.1493, Sem 0.3887, dir -0.6822, norm 0.4429, swav 0.0000 LR: 7.659e-02 Score 87.565 Data time: 0.2297, Forward time: 2.2658, Backward time: 3.0860, DDP time: 0.0042, Total iter time: 5.7608 [2020-11-05 17:53:45,189][root][INFO] - ===> Epoch[99](2566/26): Loss 0.1590, Sem 0.3626, dir -0.6497, norm 0.4461, swav 0.0000 LR: 7.658e-02 Score 88.966 Data time: 0.2504, Forward time: 2.2660, Backward time: 3.0859, DDP time: 0.0042, Total iter time: 5.7626 [2020-11-05 17:53:52,725][root][INFO] - ===> Epoch[99](2567/26): Loss 0.1439, Sem 0.3833, dir -0.6523, norm 0.4129, swav 0.0000 LR: 7.657e-02 Score 88.210 Data time: 0.2922, Forward time: 2.2663, Backward time: 3.0862, DDP time: 0.0042, Total iter time: 7.4074 [2020-11-05 17:53:58,780][root][INFO] - ===> Epoch[99](2568/26): Loss 0.1066, Sem 0.3600, dir -0.6751, norm 0.4216, swav 0.0000 LR: 7.656e-02 Score 88.802 Data time: 0.2868, Forward time: 2.2666, Backward time: 3.0860, DDP time: 0.0042, Total iter time: 5.8892 [2020-11-05 17:54:03,119][root][INFO] - ===> Epoch[99](2569/26): Loss 0.1038, Sem 0.3694, dir -0.6873, norm 0.4217, swav 0.0000 LR: 7.655e-02 Score 87.826 Data time: 0.1386, Forward time: 2.2663, Backward time: 3.0857, DDP time: 0.0042, Total iter time: 4.2129 [2020-11-05 17:54:07,612][root][INFO] - ===> Epoch[99](2570/26): Loss 0.0889, Sem 0.3474, dir -0.6517, norm 0.3932, swav 0.0000 LR: 7.654e-02 Score 89.398 Data time: 0.2055, Forward time: 2.2662, Backward time: 3.0854, DDP time: 0.0042, Total iter time: 4.4010 [2020-11-05 17:54:13,840][root][INFO] - ===> Epoch[99](2571/26): Loss 0.1496, Sem 0.3718, dir -0.6458, norm 0.4236, swav 0.0000 LR: 7.653e-02 Score 88.169 Data time: 0.3040, Forward time: 2.2666, Backward time: 3.0852, DDP time: 0.0042, Total iter time: 6.1223 [2020-11-05 17:54:19,919][root][INFO] - ===> Epoch[99](2572/26): Loss 0.1003, Sem 0.3384, dir -0.6673, norm 0.4292, swav 0.0000 LR: 7.652e-02 Score 89.035 Data time: 0.2476, Forward time: 2.2668, Backward time: 3.0851, DDP time: 0.0042, Total iter time: 5.9573 [2020-11-05 17:54:25,603][root][INFO] - ===> Epoch[99](2573/26): Loss 0.1240, Sem 0.3631, dir -0.6511, norm 0.4120, swav 0.0000 LR: 7.651e-02 Score 87.989 Data time: 0.2242, Forward time: 2.2669, Backward time: 3.0850, DDP time: 0.0042, Total iter time: 5.5341 [2020-11-05 17:54:31,846][root][INFO] - ===> Epoch[99](2574/26): Loss 0.1566, Sem 0.4026, dir -0.6841, norm 0.4380, swav 0.0000 LR: 7.651e-02 Score 88.818 Data time: 0.1931, Forward time: 2.2668, Backward time: 3.0852, DDP time: 0.0042, Total iter time: 6.1344 [2020-11-05 17:54:37,423][root][INFO] - ===> Epoch[100](2575/26): Loss 0.1683, Sem 0.3898, dir -0.6723, norm 0.4508, swav 0.0000 LR: 7.650e-02 Score 87.460 Data time: 0.1909, Forward time: 2.2668, Backward time: 3.0852, DDP time: 0.0042, Total iter time: 5.4559 [2020-11-05 17:54:42,086][root][INFO] - ===> Epoch[100](2576/26): Loss 0.0763, Sem 0.3665, dir -0.6888, norm 0.3986, swav 0.0000 LR: 7.649e-02 Score 88.674 Data time: 0.2095, Forward time: 2.2667, Backward time: 3.0848, DDP time: 0.0042, Total iter time: 4.5476 [2020-11-05 17:54:48,066][root][INFO] - ===> Epoch[100](2577/26): Loss 0.1452, Sem 0.3738, dir -0.6722, norm 0.4436, swav 0.0000 LR: 7.648e-02 Score 87.856 Data time: 0.2696, Forward time: 2.2670, Backward time: 3.0846, DDP time: 0.0042, Total iter time: 5.8754 [2020-11-05 17:54:53,369][root][INFO] - ===> Epoch[100](2578/26): Loss 0.0760, Sem 0.3396, dir -0.6747, norm 0.4111, swav 0.0000 LR: 7.647e-02 Score 89.187 Data time: 0.2203, Forward time: 2.2670, Backward time: 3.0844, DDP time: 0.0042, Total iter time: 5.1557 [2020-11-05 17:54:59,881][root][INFO] - ===> Epoch[100](2579/26): Loss 0.2962, Sem 0.4703, dir -0.6348, norm 0.4607, swav 0.0000 LR: 7.646e-02 Score 86.578 Data time: 0.1981, Forward time: 2.2670, Backward time: 3.0847, DDP time: 0.0042, Total iter time: 6.4046 [2020-11-05 17:55:05,481][root][INFO] - ===> Epoch[100](2580/26): Loss 0.2723, Sem 0.4730, dir -0.6551, norm 0.4544, swav 0.0000 LR: 7.645e-02 Score 85.430 Data time: 0.0973, Forward time: 2.2666, Backward time: 3.0851, DDP time: 0.0042, Total iter time: 5.4905 [2020-11-05 17:55:11,133][root][INFO] - ===> Epoch[100](2581/26): Loss 0.2188, Sem 0.4514, dir -0.6978, norm 0.4652, swav 0.0000 LR: 7.644e-02 Score 85.461 Data time: 0.1245, Forward time: 2.2662, Backward time: 3.0855, DDP time: 0.0042, Total iter time: 5.6004 [2020-11-05 17:55:16,317][root][INFO] - ===> Epoch[100](2582/26): Loss 0.1753, Sem 0.3908, dir -0.6683, norm 0.4528, swav 0.0000 LR: 7.643e-02 Score 88.101 Data time: 0.2396, Forward time: 2.2664, Backward time: 3.0852, DDP time: 0.0042, Total iter time: 5.1393 [2020-11-05 17:55:22,515][root][INFO] - ===> Epoch[100](2583/26): Loss 0.3241, Sem 0.4479, dir -0.6443, norm 0.5204, swav 0.0000 LR: 7.642e-02 Score 86.972 Data time: 0.2083, Forward time: 2.2664, Backward time: 3.0853, DDP time: 0.0042, Total iter time: 6.0593 [2020-11-05 17:55:27,990][root][INFO] - ===> Epoch[100](2584/26): Loss 0.2141, Sem 0.4430, dir -0.6544, norm 0.4254, swav 0.0000 LR: 7.641e-02 Score 85.745 Data time: 0.2111, Forward time: 2.2664, Backward time: 3.0852, DDP time: 0.0042, Total iter time: 5.3475 [2020-11-05 17:55:34,543][root][INFO] - ===> Epoch[100](2585/26): Loss 0.1685, Sem 0.4163, dir -0.6596, norm 0.4117, swav 0.0000 LR: 7.640e-02 Score 87.975 Data time: 0.2339, Forward time: 2.2664, Backward time: 3.0854, DDP time: 0.0042, Total iter time: 6.4206 [2020-11-05 17:55:41,443][root][INFO] - ===> Epoch[100](2586/26): Loss 0.1875, Sem 0.4258, dir -0.6901, norm 0.4518, swav 0.0000 LR: 7.639e-02 Score 86.927 Data time: 0.2775, Forward time: 2.2668, Backward time: 3.0855, DDP time: 0.0042, Total iter time: 6.7856 [2020-11-05 17:55:46,798][root][INFO] - ===> Epoch[100](2587/26): Loss 0.2202, Sem 0.4346, dir -0.6843, norm 0.4699, swav 0.0000 LR: 7.639e-02 Score 87.425 Data time: 0.2254, Forward time: 2.2669, Backward time: 3.0853, DDP time: 0.0042, Total iter time: 5.2171 [2020-11-05 17:55:52,037][root][INFO] - ===> Epoch[100](2588/26): Loss 0.1666, Sem 0.3530, dir -0.6259, norm 0.4394, swav 0.0000 LR: 7.638e-02 Score 88.130 Data time: 0.3663, Forward time: 2.2670, Backward time: 3.0849, DDP time: 0.0042, Total iter time: 5.1202 [2020-11-05 17:56:00,028][root][INFO] - ===> Epoch[100](2589/26): Loss 0.3277, Sem 0.4484, dir -0.6284, norm 0.5078, swav 0.0000 LR: 7.637e-02 Score 86.263 Data time: 0.3721, Forward time: 2.2677, Backward time: 3.0851, DDP time: 0.0042, Total iter time: 7.8720 [2020-11-05 17:56:05,339][root][INFO] - ===> Epoch[100](2590/26): Loss 0.2351, Sem 0.4380, dir -0.6597, norm 0.4568, swav 0.0000 LR: 7.636e-02 Score 86.286 Data time: 0.1831, Forward time: 2.2677, Backward time: 3.0849, DDP time: 0.0042, Total iter time: 5.1542 [2020-11-05 17:56:12,102][root][INFO] - ===> Epoch[100](2591/26): Loss 0.2078, Sem 0.4044, dir -0.6563, norm 0.4598, swav 0.0000 LR: 7.635e-02 Score 87.062 Data time: 0.2009, Forward time: 2.2676, Backward time: 3.0853, DDP time: 0.0042, Total iter time: 6.6565 [2020-11-05 17:56:17,375][root][INFO] - ===> Epoch[100](2592/26): Loss 0.2231, Sem 0.3802, dir -0.6307, norm 0.4736, swav 0.0000 LR: 7.634e-02 Score 88.047 Data time: 0.2206, Forward time: 2.2677, Backward time: 3.0850, DDP time: 0.0042, Total iter time: 5.1625 [2020-11-05 17:56:22,470][root][INFO] - ===> Epoch[100](2593/26): Loss 0.2345, Sem 0.4428, dir -0.6594, norm 0.4510, swav 0.0000 LR: 7.633e-02 Score 86.227 Data time: 0.2027, Forward time: 2.2677, Backward time: 3.0848, DDP time: 0.0042, Total iter time: 4.9677 [2020-11-05 17:56:29,256][root][INFO] - ===> Epoch[100](2594/26): Loss 0.2100, Sem 0.4122, dir -0.6464, norm 0.4443, swav 0.0000 LR: 7.632e-02 Score 87.158 Data time: 0.1682, Forward time: 2.2676, Backward time: 3.0853, DDP time: 0.0042, Total iter time: 6.6602 [2020-11-05 17:56:34,514][root][INFO] - ===> Epoch[100](2595/26): Loss 0.2638, Sem 0.4724, dir -0.6560, norm 0.4475, swav 0.0000 LR: 7.631e-02 Score 85.963 Data time: 0.1598, Forward time: 2.2674, Backward time: 3.0853, DDP time: 0.0042, Total iter time: 5.1644 [2020-11-05 17:56:40,111][root][INFO] - ===> Epoch[100](2596/26): Loss 0.2771, Sem 0.4196, dir -0.6160, norm 0.4735, swav 0.0000 LR: 7.630e-02 Score 87.129 Data time: 0.2230, Forward time: 2.2675, Backward time: 3.0852, DDP time: 0.0042, Total iter time: 5.5098 [2020-11-05 17:56:45,912][root][INFO] - ===> Epoch[100](2597/26): Loss 0.1495, Sem 0.3789, dir -0.6580, norm 0.4286, swav 0.0000 LR: 7.629e-02 Score 87.556 Data time: 0.1648, Forward time: 2.2674, Backward time: 3.0853, DDP time: 0.0042, Total iter time: 5.6648 [2020-11-05 17:56:51,129][root][INFO] - ===> Epoch[100](2598/26): Loss 0.3368, Sem 0.4274, dir -0.6067, norm 0.5161, swav 0.0000 LR: 7.628e-02 Score 86.593 Data time: 0.1608, Forward time: 2.2671, Backward time: 3.0853, DDP time: 0.0042, Total iter time: 5.1031 [2020-11-05 17:56:56,837][root][INFO] - ===> Epoch[100](2599/26): Loss 0.2566, Sem 0.3898, dir -0.5903, norm 0.4571, swav 0.0000 LR: 7.627e-02 Score 87.655 Data time: 0.2719, Forward time: 2.2674, Backward time: 3.0851, DDP time: 0.0042, Total iter time: 5.6382 [2020-11-05 17:57:02,090][root][INFO] - ===> Epoch[100](2600/26): Loss 0.1513, Sem 0.3659, dir -0.6687, norm 0.4542, swav 0.0000 LR: 7.626e-02 Score 88.291 Data time: 0.1884, Forward time: 2.2674, Backward time: 3.0849, DDP time: 0.0042, Total iter time: 5.1275 [2020-11-05 17:57:07,844][root][INFO] - ===> Epoch[101](2601/26): Loss 0.3095, Sem 0.3963, dir -0.5798, norm 0.4930, swav 0.0000 LR: 7.626e-02 Score 87.914 Data time: 0.1751, Forward time: 2.2672, Backward time: 3.0851, DDP time: 0.0042, Total iter time: 5.6476 [2020-11-05 17:57:13,325][root][INFO] - ===> Epoch[101](2602/26): Loss 0.1075, Sem 0.3587, dir -0.6602, norm 0.4090, swav 0.0000 LR: 7.625e-02 Score 89.539 Data time: 0.2035, Forward time: 2.2672, Backward time: 3.0850, DDP time: 0.0042, Total iter time: 5.4107 [2020-11-05 17:57:19,159][root][INFO] - ===> Epoch[101](2603/26): Loss 0.2487, Sem 0.3996, dir -0.6264, norm 0.4755, swav 0.0000 LR: 7.624e-02 Score 87.494 Data time: 0.1597, Forward time: 2.2671, Backward time: 3.0852, DDP time: 0.0042, Total iter time: 5.6904 [2020-11-05 17:57:25,622][root][INFO] - ===> Epoch[101](2604/26): Loss 0.2375, Sem 0.4078, dir -0.6478, norm 0.4776, swav 0.0000 LR: 7.623e-02 Score 87.422 Data time: 0.3234, Forward time: 2.2674, Backward time: 3.0851, DDP time: 0.0042, Total iter time: 6.3556 [2020-11-05 17:57:30,895][root][INFO] - ===> Epoch[101](2605/26): Loss 0.0874, Sem 0.3423, dir -0.6765, norm 0.4217, swav 0.0000 LR: 7.622e-02 Score 89.337 Data time: 0.2148, Forward time: 2.2676, Backward time: 3.0847, DDP time: 0.0042, Total iter time: 5.1398 [2020-11-05 17:57:35,748][root][INFO] - ===> Epoch[101](2606/26): Loss 0.2368, Sem 0.4100, dir -0.6588, norm 0.4856, swav 0.0000 LR: 7.621e-02 Score 87.724 Data time: 0.2480, Forward time: 2.2676, Backward time: 3.0844, DDP time: 0.0042, Total iter time: 4.7202 [2020-11-05 17:57:40,803][root][INFO] - ===> Epoch[101](2607/26): Loss 0.1083, Sem 0.3272, dir -0.6566, norm 0.4377, swav 0.0000 LR: 7.620e-02 Score 89.284 Data time: 0.1773, Forward time: 2.2674, Backward time: 3.0843, DDP time: 0.0042, Total iter time: 4.9271 [2020-11-05 17:57:46,448][root][INFO] - ===> Epoch[101](2608/26): Loss 0.2131, Sem 0.4599, dir -0.6762, norm 0.4294, swav 0.0000 LR: 7.619e-02 Score 86.767 Data time: 0.2340, Forward time: 2.2675, Backward time: 3.0841, DDP time: 0.0042, Total iter time: 5.5337 [2020-11-05 17:57:51,637][root][INFO] - ===> Epoch[101](2609/26): Loss 0.1099, Sem 0.3314, dir -0.6541, norm 0.4326, swav 0.0000 LR: 7.618e-02 Score 89.545 Data time: 0.2010, Forward time: 2.2675, Backward time: 3.0840, DDP time: 0.0042, Total iter time: 5.0547 [2020-11-05 17:57:56,866][root][INFO] - ===> Epoch[101](2610/26): Loss 0.2730, Sem 0.4436, dir -0.6246, norm 0.4540, swav 0.0000 LR: 7.617e-02 Score 86.457 Data time: 0.2569, Forward time: 2.2675, Backward time: 3.0838, DDP time: 0.0042, Total iter time: 5.1017 [2020-11-05 17:58:02,311][root][INFO] - ===> Epoch[101](2611/26): Loss 0.2713, Sem 0.4240, dir -0.6224, norm 0.4697, swav 0.0000 LR: 7.616e-02 Score 87.118 Data time: 0.2465, Forward time: 2.2677, Backward time: 3.0835, DDP time: 0.0042, Total iter time: 5.3437 [2020-11-05 17:58:08,873][root][INFO] - ===> Epoch[101](2612/26): Loss 0.2352, Sem 0.4380, dir -0.6816, norm 0.4788, swav 0.0000 LR: 7.615e-02 Score 86.841 Data time: 0.2099, Forward time: 2.2677, Backward time: 3.0837, DDP time: 0.0042, Total iter time: 6.4210 [2020-11-05 17:58:14,648][root][INFO] - ===> Epoch[101](2613/26): Loss 0.1084, Sem 0.3882, dir -0.6975, norm 0.4177, swav 0.0000 LR: 7.614e-02 Score 87.481 Data time: 0.2129, Forward time: 2.2678, Backward time: 3.0837, DDP time: 0.0042, Total iter time: 5.6560 [2020-11-05 17:58:21,088][root][INFO] - ===> Epoch[101](2614/26): Loss 0.1777, Sem 0.3586, dir -0.6321, norm 0.4513, swav 0.0000 LR: 7.613e-02 Score 89.388 Data time: 0.1677, Forward time: 2.2676, Backward time: 3.0841, DDP time: 0.0042, Total iter time: 6.3124 [2020-11-05 17:58:25,614][root][INFO] - ===> Epoch[101](2615/26): Loss 0.2107, Sem 0.4512, dir -0.6664, norm 0.4259, swav 0.0000 LR: 7.613e-02 Score 86.082 Data time: 0.2184, Forward time: 2.2676, Backward time: 3.0836, DDP time: 0.0042, Total iter time: 4.4273 [2020-11-05 17:58:31,069][root][INFO] - ===> Epoch[101](2616/26): Loss 0.2569, Sem 0.4515, dir -0.6766, norm 0.4820, swav 0.0000 LR: 7.612e-02 Score 85.392 Data time: 0.1486, Forward time: 2.2674, Backward time: 3.0837, DDP time: 0.0042, Total iter time: 5.3460 [2020-11-05 17:58:37,843][root][INFO] - ===> Epoch[101](2617/26): Loss 0.2147, Sem 0.4035, dir -0.6169, norm 0.4282, swav 0.0000 LR: 7.611e-02 Score 87.787 Data time: 0.1972, Forward time: 2.2673, Backward time: 3.0842, DDP time: 0.0042, Total iter time: 6.6984 [2020-11-05 17:58:43,173][root][INFO] - ===> Epoch[101](2618/26): Loss 0.1087, Sem 0.3596, dir -0.6502, norm 0.3993, swav 0.0000 LR: 7.610e-02 Score 88.046 Data time: 0.2376, Forward time: 2.2674, Backward time: 3.0839, DDP time: 0.0042, Total iter time: 5.2163 [2020-11-05 17:58:48,656][root][INFO] - ===> Epoch[101](2619/26): Loss 0.1628, Sem 0.3671, dir -0.6494, norm 0.4451, swav 0.0000 LR: 7.609e-02 Score 88.359 Data time: 0.2461, Forward time: 2.2676, Backward time: 3.0836, DDP time: 0.0042, Total iter time: 5.3784 [2020-11-05 17:58:53,707][root][INFO] - ===> Epoch[101](2620/26): Loss 0.1729, Sem 0.4127, dir -0.6659, norm 0.4262, swav 0.0000 LR: 7.608e-02 Score 87.020 Data time: 0.2304, Forward time: 2.2677, Backward time: 3.0833, DDP time: 0.0042, Total iter time: 4.9098 [2020-11-05 17:58:58,602][root][INFO] - ===> Epoch[101](2621/26): Loss 0.2190, Sem 0.4418, dir -0.6581, norm 0.4353, swav 0.0000 LR: 7.607e-02 Score 85.429 Data time: 0.2051, Forward time: 2.2677, Backward time: 3.0830, DDP time: 0.0042, Total iter time: 4.7839 [2020-11-05 17:59:04,997][root][INFO] - ===> Epoch[101](2622/26): Loss 0.1524, Sem 0.3594, dir -0.6676, norm 0.4606, swav 0.0000 LR: 7.606e-02 Score 88.718 Data time: 0.1570, Forward time: 2.2675, Backward time: 3.0834, DDP time: 0.0042, Total iter time: 6.2981 [2020-11-05 17:59:11,735][root][INFO] - ===> Epoch[101](2623/26): Loss 0.0989, Sem 0.3375, dir -0.6680, norm 0.4295, swav 0.0000 LR: 7.605e-02 Score 88.856 Data time: 0.1594, Forward time: 2.2673, Backward time: 3.0840, DDP time: 0.0042, Total iter time: 6.6479 [2020-11-05 17:59:17,023][root][INFO] - ===> Epoch[101](2624/26): Loss 0.1541, Sem 0.3436, dir -0.6221, norm 0.4326, swav 0.0000 LR: 7.604e-02 Score 89.742 Data time: 0.1605, Forward time: 2.2671, Backward time: 3.0841, DDP time: 0.0042, Total iter time: 5.2065 [2020-11-05 17:59:22,669][root][INFO] - ===> Epoch[101](2625/26): Loss 0.0248, Sem 0.3278, dir -0.6997, norm 0.3967, swav 0.0000 LR: 7.603e-02 Score 89.898 Data time: 0.1874, Forward time: 2.2670, Backward time: 3.0841, DDP time: 0.0042, Total iter time: 5.5608 [2020-11-05 17:59:27,747][root][INFO] - ===> Epoch[101](2626/26): Loss 0.1572, Sem 0.3988, dir -0.6778, norm 0.4362, swav 0.0000 LR: 7.602e-02 Score 87.754 Data time: 0.2131, Forward time: 2.2669, Backward time: 3.0839, DDP time: 0.0042, Total iter time: 4.9745 [2020-11-05 17:59:32,569][root][INFO] - ===> Epoch[102](2627/26): Loss 0.2028, Sem 0.3988, dir -0.6542, norm 0.4582, swav 0.0000 LR: 7.601e-02 Score 87.741 Data time: 0.2502, Forward time: 2.2670, Backward time: 3.0835, DDP time: 0.0042, Total iter time: 4.7007 [2020-11-05 17:59:39,245][root][INFO] - ===> Epoch[102](2628/26): Loss 0.0987, Sem 0.3459, dir -0.6639, norm 0.4167, swav 0.0000 LR: 7.600e-02 Score 88.682 Data time: 0.2957, Forward time: 2.2674, Backward time: 3.0834, DDP time: 0.0042, Total iter time: 6.5491 [2020-11-05 17:59:44,118][root][INFO] - ===> Epoch[102](2629/26): Loss 0.1594, Sem 0.4146, dir -0.6509, norm 0.3957, swav 0.0000 LR: 7.600e-02 Score 86.971 Data time: 0.1746, Forward time: 2.2673, Backward time: 3.0832, DDP time: 0.0042, Total iter time: 4.7497 [2020-11-05 17:59:49,754][root][INFO] - ===> Epoch[102](2630/26): Loss 0.2228, Sem 0.4136, dir -0.6258, norm 0.4350, swav 0.0000 LR: 7.599e-02 Score 87.992 Data time: 0.2088, Forward time: 2.2673, Backward time: 3.0831, DDP time: 0.0042, Total iter time: 5.5116 [2020-11-05 17:59:55,317][root][INFO] - ===> Epoch[102](2631/26): Loss 0.2654, Sem 0.4136, dir -0.6162, norm 0.4680, swav 0.0000 LR: 7.598e-02 Score 87.038 Data time: 0.1985, Forward time: 2.2673, Backward time: 3.0831, DDP time: 0.0042, Total iter time: 5.4549 [2020-11-05 18:00:00,610][root][INFO] - ===> Epoch[102](2632/26): Loss 0.2140, Sem 0.4103, dir -0.6634, norm 0.4671, swav 0.0000 LR: 7.597e-02 Score 87.217 Data time: 0.2010, Forward time: 2.2673, Backward time: 3.0830, DDP time: 0.0042, Total iter time: 5.1645 [2020-11-05 18:00:06,645][root][INFO] - ===> Epoch[102](2633/26): Loss 0.1478, Sem 0.3787, dir -0.6894, norm 0.4585, swav 0.0000 LR: 7.596e-02 Score 88.117 Data time: 0.2859, Forward time: 2.2676, Backward time: 3.0827, DDP time: 0.0041, Total iter time: 5.9150 [2020-11-05 18:00:11,718][root][INFO] - ===> Epoch[102](2634/26): Loss 0.1824, Sem 0.3942, dir -0.6793, norm 0.4675, swav 0.0000 LR: 7.595e-02 Score 87.150 Data time: 0.1621, Forward time: 2.2675, Backward time: 3.0826, DDP time: 0.0041, Total iter time: 4.9326 [2020-11-05 18:00:17,902][root][INFO] - ===> Epoch[102](2635/26): Loss 0.1982, Sem 0.3994, dir -0.6612, norm 0.4599, swav 0.0000 LR: 7.594e-02 Score 86.817 Data time: 0.2078, Forward time: 2.2674, Backward time: 3.0828, DDP time: 0.0041, Total iter time: 6.0574 [2020-11-05 18:00:23,611][root][INFO] - ===> Epoch[102](2636/26): Loss 0.1986, Sem 0.3836, dir -0.6350, norm 0.4500, swav 0.0000 LR: 7.593e-02 Score 88.097 Data time: 0.2740, Forward time: 2.2676, Backward time: 3.0826, DDP time: 0.0042, Total iter time: 5.5870 [2020-11-05 18:00:30,865][root][INFO] - ===> Epoch[102](2637/26): Loss 0.1203, Sem 0.3461, dir -0.6483, norm 0.4225, swav 0.0000 LR: 7.592e-02 Score 88.457 Data time: 0.3533, Forward time: 2.2681, Backward time: 3.0826, DDP time: 0.0041, Total iter time: 7.1247 [2020-11-05 18:00:36,856][root][INFO] - ===> Epoch[102](2638/26): Loss 0.1843, Sem 0.4355, dir -0.6705, norm 0.4193, swav 0.0000 LR: 7.591e-02 Score 86.412 Data time: 0.2516, Forward time: 2.2684, Backward time: 3.0824, DDP time: 0.0041, Total iter time: 5.8648 [2020-11-05 18:00:42,531][root][INFO] - ===> Epoch[102](2639/26): Loss 0.1339, Sem 0.3733, dir -0.6596, norm 0.4202, swav 0.0000 LR: 7.590e-02 Score 89.245 Data time: 0.1438, Forward time: 2.2681, Backward time: 3.0827, DDP time: 0.0041, Total iter time: 5.5553 [2020-11-05 18:00:47,866][root][INFO] - ===> Epoch[102](2640/26): Loss 0.1965, Sem 0.3707, dir -0.6530, norm 0.4789, swav 0.0000 LR: 7.589e-02 Score 87.765 Data time: 0.1849, Forward time: 2.2681, Backward time: 3.0826, DDP time: 0.0041, Total iter time: 5.2475 [2020-11-05 18:00:54,250][root][INFO] - ===> Epoch[102](2641/26): Loss 0.1634, Sem 0.3527, dir -0.6509, norm 0.4616, swav 0.0000 LR: 7.588e-02 Score 88.803 Data time: 0.1965, Forward time: 2.2679, Backward time: 3.0830, DDP time: 0.0041, Total iter time: 6.2743 [2020-11-05 18:01:01,712][root][INFO] - ===> Epoch[102](2642/26): Loss 0.2444, Sem 0.4160, dir -0.6203, norm 0.4486, swav 0.0000 LR: 7.587e-02 Score 86.725 Data time: 0.2172, Forward time: 2.2680, Backward time: 3.0835, DDP time: 0.0041, Total iter time: 7.3796 [2020-11-05 18:01:06,747][root][INFO] - ===> Epoch[102](2643/26): Loss 0.2832, Sem 0.4369, dir -0.6701, norm 0.5164, swav 0.0000 LR: 7.587e-02 Score 85.358 Data time: 0.2014, Forward time: 2.2680, Backward time: 3.0833, DDP time: 0.0041, Total iter time: 4.9304 [2020-11-05 18:01:12,489][root][INFO] - ===> Epoch[102](2644/26): Loss 0.2815, Sem 0.4135, dir -0.6383, norm 0.5063, swav 0.0000 LR: 7.586e-02 Score 86.867 Data time: 0.1923, Forward time: 2.2680, Backward time: 3.0833, DDP time: 0.0041, Total iter time: 5.6570 [2020-11-05 18:01:19,928][root][INFO] - ===> Epoch[102](2645/26): Loss 0.2244, Sem 0.4096, dir -0.6318, norm 0.4466, swav 0.0000 LR: 7.585e-02 Score 87.097 Data time: 0.1751, Forward time: 2.2678, Backward time: 3.0841, DDP time: 0.0041, Total iter time: 7.3307 [2020-11-05 18:01:26,431][root][INFO] - ===> Epoch[102](2646/26): Loss 0.2634, Sem 0.4141, dir -0.6339, norm 0.4832, swav 0.0000 LR: 7.584e-02 Score 88.450 Data time: 0.2134, Forward time: 2.2678, Backward time: 3.0844, DDP time: 0.0041, Total iter time: 6.4183 [2020-11-05 18:01:30,971][root][INFO] - ===> Epoch[102](2647/26): Loss 0.0801, Sem 0.3692, dir -0.6687, norm 0.3796, swav 0.0000 LR: 7.583e-02 Score 88.503 Data time: 0.1770, Forward time: 2.2677, Backward time: 3.0840, DDP time: 0.0041, Total iter time: 4.4365 [2020-11-05 18:01:36,142][root][INFO] - ===> Epoch[102](2648/26): Loss 0.1744, Sem 0.3571, dir -0.6403, norm 0.4577, swav 0.0000 LR: 7.582e-02 Score 88.479 Data time: 0.1240, Forward time: 2.2674, Backward time: 3.0842, DDP time: 0.0042, Total iter time: 5.1024 [2020-11-05 18:01:41,921][root][INFO] - ===> Epoch[102](2649/26): Loss 0.2195, Sem 0.3914, dir -0.6657, norm 0.4939, swav 0.0000 LR: 7.581e-02 Score 88.067 Data time: 0.1777, Forward time: 2.2672, Backward time: 3.0843, DDP time: 0.0041, Total iter time: 5.7279 [2020-11-05 18:01:47,668][root][INFO] - ===> Epoch[102](2650/26): Loss 0.1779, Sem 0.3598, dir -0.6581, norm 0.4762, swav 0.0000 LR: 7.580e-02 Score 89.219 Data time: 0.1982, Forward time: 2.2672, Backward time: 3.0844, DDP time: 0.0041, Total iter time: 5.6624 [2020-11-05 18:01:52,836][root][INFO] - ===> Epoch[102](2651/26): Loss 0.2577, Sem 0.3956, dir -0.6351, norm 0.4972, swav 0.0000 LR: 7.579e-02 Score 87.270 Data time: 0.2327, Forward time: 2.2672, Backward time: 3.0842, DDP time: 0.0041, Total iter time: 5.0321 [2020-11-05 18:02:00,792][root][INFO] - ===> Epoch[102](2652/26): Loss 0.2339, Sem 0.4058, dir -0.6150, norm 0.4430, swav 0.0000 LR: 7.578e-02 Score 87.459 Data time: 0.2411, Forward time: 2.2672, Backward time: 3.0849, DDP time: 0.0041, Total iter time: 7.8439 [2020-11-05 18:02:06,767][root][INFO] - ===> Epoch[103](2653/26): Loss 0.1800, Sem 0.3920, dir -0.6246, norm 0.4126, swav 0.0000 LR: 7.577e-02 Score 87.115 Data time: 0.2474, Forward time: 2.2673, Backward time: 3.0850, DDP time: 0.0041, Total iter time: 5.8500 [2020-11-05 18:02:12,551][root][INFO] - ===> Epoch[103](2654/26): Loss 0.1648, Sem 0.3686, dir -0.6835, norm 0.4797, swav 0.0000 LR: 7.576e-02 Score 88.943 Data time: 0.2557, Forward time: 2.2675, Backward time: 3.0848, DDP time: 0.0042, Total iter time: 5.6833 [2020-11-05 18:02:18,411][root][INFO] - ===> Epoch[103](2655/26): Loss 0.0915, Sem 0.3430, dir -0.6801, norm 0.4285, swav 0.0000 LR: 7.575e-02 Score 89.247 Data time: 0.1619, Forward time: 2.2673, Backward time: 3.0850, DDP time: 0.0042, Total iter time: 5.7267 [2020-11-05 18:02:25,774][root][INFO] - ===> Epoch[103](2656/26): Loss 0.2434, Sem 0.4472, dir -0.6638, norm 0.4600, swav 0.0000 LR: 7.574e-02 Score 85.513 Data time: 0.2098, Forward time: 2.2673, Backward time: 3.0856, DDP time: 0.0042, Total iter time: 7.2602 [2020-11-05 18:02:32,185][root][INFO] - ===> Epoch[103](2657/26): Loss 0.2949, Sem 0.4463, dir -0.6358, norm 0.4844, swav 0.0000 LR: 7.574e-02 Score 84.600 Data time: 0.1955, Forward time: 2.2673, Backward time: 3.0858, DDP time: 0.0042, Total iter time: 6.2902 [2020-11-05 18:02:37,089][root][INFO] - ===> Epoch[103](2658/26): Loss 0.1437, Sem 0.3818, dir -0.6740, norm 0.4359, swav 0.0000 LR: 7.573e-02 Score 87.751 Data time: 0.1334, Forward time: 2.2670, Backward time: 3.0858, DDP time: 0.0042, Total iter time: 4.7949 [2020-11-05 18:02:42,866][root][INFO] - ===> Epoch[103](2659/26): Loss 0.1810, Sem 0.3695, dir -0.6447, norm 0.4562, swav 0.0000 LR: 7.572e-02 Score 88.199 Data time: 0.1803, Forward time: 2.2669, Backward time: 3.0859, DDP time: 0.0042, Total iter time: 5.7043 [2020-11-05 18:02:48,191][root][INFO] - ===> Epoch[103](2660/26): Loss 0.1767, Sem 0.3860, dir -0.6470, norm 0.4377, swav 0.0000 LR: 7.571e-02 Score 87.068 Data time: 0.1891, Forward time: 2.2668, Backward time: 3.0859, DDP time: 0.0042, Total iter time: 5.2245 [2020-11-05 18:02:54,146][root][INFO] - ===> Epoch[103](2661/26): Loss 0.2287, Sem 0.4194, dir -0.6657, norm 0.4750, swav 0.0000 LR: 7.570e-02 Score 87.386 Data time: 0.2377, Forward time: 2.2669, Backward time: 3.0858, DDP time: 0.0042, Total iter time: 5.8601 [2020-11-05 18:02:58,979][root][INFO] - ===> Epoch[103](2662/26): Loss 0.1355, Sem 0.3481, dir -0.6515, norm 0.4388, swav 0.0000 LR: 7.569e-02 Score 88.616 Data time: 0.1579, Forward time: 2.2667, Backward time: 3.0857, DDP time: 0.0042, Total iter time: 4.7126 [2020-11-05 18:03:04,717][root][INFO] - ===> Epoch[103](2663/26): Loss 0.1446, Sem 0.3939, dir -0.6818, norm 0.4325, swav 0.0000 LR: 7.568e-02 Score 87.813 Data time: 0.2469, Forward time: 2.2669, Backward time: 3.0856, DDP time: 0.0042, Total iter time: 5.6466 [2020-11-05 18:03:10,305][root][INFO] - ===> Epoch[103](2664/26): Loss 0.2506, Sem 0.3972, dir -0.5938, norm 0.4473, swav 0.0000 LR: 7.567e-02 Score 86.788 Data time: 0.1979, Forward time: 2.2669, Backward time: 3.0855, DDP time: 0.0042, Total iter time: 5.4795 [2020-11-05 18:03:15,650][root][INFO] - ===> Epoch[103](2665/26): Loss 0.2217, Sem 0.3779, dir -0.5988, norm 0.4427, swav 0.0000 LR: 7.566e-02 Score 87.575 Data time: 0.2145, Forward time: 2.2669, Backward time: 3.0854, DDP time: 0.0042, Total iter time: 5.2235 [2020-11-05 18:03:20,355][root][INFO] - ===> Epoch[103](2666/26): Loss 0.1328, Sem 0.3606, dir -0.6566, norm 0.4288, swav 0.0000 LR: 7.565e-02 Score 88.949 Data time: 0.1653, Forward time: 2.2667, Backward time: 3.0852, DDP time: 0.0042, Total iter time: 4.5635 [2020-11-05 18:03:26,141][root][INFO] - ===> Epoch[103](2667/26): Loss 0.2066, Sem 0.4070, dir -0.6561, norm 0.4557, swav 0.0000 LR: 7.564e-02 Score 87.337 Data time: 0.1576, Forward time: 2.2664, Backward time: 3.0855, DDP time: 0.0042, Total iter time: 5.6549 [2020-11-05 18:03:31,360][root][INFO] - ===> Epoch[103](2668/26): Loss 0.1708, Sem 0.3880, dir -0.6539, norm 0.4367, swav 0.0000 LR: 7.563e-02 Score 88.000 Data time: 0.2434, Forward time: 2.2666, Backward time: 3.0851, DDP time: 0.0042, Total iter time: 5.1594 [2020-11-05 18:03:37,422][root][INFO] - ===> Epoch[103](2669/26): Loss 0.1031, Sem 0.3804, dir -0.6951, norm 0.4178, swav 0.0000 LR: 7.562e-02 Score 87.924 Data time: 0.2295, Forward time: 2.2667, Backward time: 3.0851, DDP time: 0.0042, Total iter time: 5.9603 [2020-11-05 18:03:42,383][root][INFO] - ===> Epoch[103](2670/26): Loss 0.2273, Sem 0.4216, dir -0.6476, norm 0.4533, swav 0.0000 LR: 7.561e-02 Score 86.494 Data time: 0.2119, Forward time: 2.2667, Backward time: 3.0848, DDP time: 0.0042, Total iter time: 4.8407 [2020-11-05 18:03:48,620][root][INFO] - ===> Epoch[103](2671/26): Loss 0.1492, Sem 0.3773, dir -0.6464, norm 0.4183, swav 0.0000 LR: 7.561e-02 Score 87.621 Data time: 0.1957, Forward time: 2.2667, Backward time: 3.0850, DDP time: 0.0042, Total iter time: 6.1230 [2020-11-05 18:03:54,238][root][INFO] - ===> Epoch[103](2672/26): Loss 0.2789, Sem 0.4175, dir -0.6326, norm 0.4940, swav 0.0000 LR: 7.560e-02 Score 87.177 Data time: 0.1941, Forward time: 2.2667, Backward time: 3.0850, DDP time: 0.0042, Total iter time: 5.5082 [2020-11-05 18:03:59,218][root][INFO] - ===> Epoch[103](2673/26): Loss 0.1458, Sem 0.3964, dir -0.6618, norm 0.4112, swav 0.0000 LR: 7.559e-02 Score 87.473 Data time: 0.2021, Forward time: 2.2666, Backward time: 3.0847, DDP time: 0.0042, Total iter time: 4.8352 [2020-11-05 18:04:05,597][root][INFO] - ===> Epoch[103](2674/26): Loss 0.1454, Sem 0.3624, dir -0.6636, norm 0.4467, swav 0.0000 LR: 7.558e-02 Score 88.873 Data time: 0.2298, Forward time: 2.2666, Backward time: 3.0849, DDP time: 0.0042, Total iter time: 6.2771 [2020-11-05 18:04:12,906][root][INFO] - ===> Epoch[103](2675/26): Loss 0.1527, Sem 0.3671, dir -0.6396, norm 0.4251, swav 0.0000 LR: 7.557e-02 Score 88.413 Data time: 0.2918, Forward time: 2.2669, Backward time: 3.0851, DDP time: 0.0042, Total iter time: 7.1938 [2020-11-05 18:04:18,121][root][INFO] - ===> Epoch[103](2676/26): Loss 0.1951, Sem 0.4088, dir -0.6585, norm 0.4448, swav 0.0000 LR: 7.556e-02 Score 86.387 Data time: 0.2396, Forward time: 2.2671, Backward time: 3.0848, DDP time: 0.0042, Total iter time: 5.0617 [2020-11-05 18:04:24,792][root][INFO] - ===> Epoch[103](2677/26): Loss 0.2455, Sem 0.4221, dir -0.6333, norm 0.4566, swav 0.0000 LR: 7.555e-02 Score 86.808 Data time: 0.2912, Forward time: 2.2674, Backward time: 3.0848, DDP time: 0.0042, Total iter time: 6.5592 [2020-11-05 18:04:30,727][root][INFO] - ===> Epoch[103](2678/26): Loss 0.1169, Sem 0.3307, dir -0.6398, norm 0.4260, swav 0.0000 LR: 7.554e-02 Score 89.644 Data time: 0.2234, Forward time: 2.2675, Backward time: 3.0848, DDP time: 0.0042, Total iter time: 5.7972 [2020-11-05 18:04:35,462][root][INFO] - ===> Epoch[104](2679/26): Loss 0.1051, Sem 0.3791, dir -0.7067, norm 0.4328, swav 0.0000 LR: 7.553e-02 Score 87.873 Data time: 0.2256, Forward time: 2.2675, Backward time: 3.0844, DDP time: 0.0042, Total iter time: 4.6159 [2020-11-05 18:04:41,271][root][INFO] - ===> Epoch[104](2680/26): Loss 0.1680, Sem 0.3752, dir -0.6689, norm 0.4618, swav 0.0000 LR: 7.552e-02 Score 88.935 Data time: 0.2066, Forward time: 2.2676, Backward time: 3.0844, DDP time: 0.0042, Total iter time: 5.6918 [2020-11-05 18:04:46,222][root][INFO] - ===> Epoch[104](2681/26): Loss 0.1203, Sem 0.3894, dir -0.6755, norm 0.4064, swav 0.0000 LR: 7.551e-02 Score 86.913 Data time: 0.1981, Forward time: 2.2676, Backward time: 3.0841, DDP time: 0.0042, Total iter time: 4.8286 [2020-11-05 18:04:51,136][root][INFO] - ===> Epoch[104](2682/26): Loss 0.2290, Sem 0.4394, dir -0.6432, norm 0.4327, swav 0.0000 LR: 7.550e-02 Score 85.931 Data time: 0.1900, Forward time: 2.2675, Backward time: 3.0838, DDP time: 0.0042, Total iter time: 4.8025 [2020-11-05 18:04:56,722][root][INFO] - ===> Epoch[104](2683/26): Loss 0.1774, Sem 0.3815, dir -0.6313, norm 0.4272, swav 0.0000 LR: 7.549e-02 Score 87.773 Data time: 0.2346, Forward time: 2.2676, Backward time: 3.0837, DDP time: 0.0042, Total iter time: 5.4902 [2020-11-05 18:05:03,766][root][INFO] - ===> Epoch[104](2684/26): Loss 0.1744, Sem 0.3817, dir -0.6526, norm 0.4453, swav 0.0000 LR: 7.549e-02 Score 87.634 Data time: 0.1782, Forward time: 2.2674, Backward time: 3.0843, DDP time: 0.0042, Total iter time: 6.9159 [2020-11-05 18:05:10,570][root][INFO] - ===> Epoch[104](2685/26): Loss 0.1632, Sem 0.3384, dir -0.6505, norm 0.4754, swav 0.0000 LR: 7.548e-02 Score 89.184 Data time: 0.2894, Forward time: 2.2677, Backward time: 3.0845, DDP time: 0.0042, Total iter time: 6.7340 [2020-11-05 18:05:16,646][root][INFO] - ===> Epoch[104](2686/26): Loss 0.1663, Sem 0.3281, dir -0.6207, norm 0.4589, swav 0.0000 LR: 7.547e-02 Score 89.916 Data time: 0.2907, Forward time: 2.2680, Backward time: 3.0843, DDP time: 0.0042, Total iter time: 5.9419 [2020-11-05 18:05:22,495][root][INFO] - ===> Epoch[104](2687/26): Loss 0.1161, Sem 0.3850, dir -0.6797, norm 0.4109, swav 0.0000 LR: 7.546e-02 Score 88.179 Data time: 0.1470, Forward time: 2.2678, Backward time: 3.0845, DDP time: 0.0042, Total iter time: 5.7162 [2020-11-05 18:05:28,474][root][INFO] - ===> Epoch[104](2688/26): Loss 0.2269, Sem 0.3740, dir -0.6257, norm 0.4785, swav 0.0000 LR: 7.545e-02 Score 88.338 Data time: 0.2007, Forward time: 2.2676, Backward time: 3.0847, DDP time: 0.0042, Total iter time: 5.8728 [2020-11-05 18:05:34,250][root][INFO] - ===> Epoch[104](2689/26): Loss 0.1572, Sem 0.4086, dir -0.6906, norm 0.4392, swav 0.0000 LR: 7.544e-02 Score 87.428 Data time: 0.2709, Forward time: 2.2679, Backward time: 3.0845, DDP time: 0.0042, Total iter time: 5.6873 [2020-11-05 18:05:39,758][root][INFO] - ===> Epoch[104](2690/26): Loss 0.1043, Sem 0.3437, dir -0.6819, norm 0.4425, swav 0.0000 LR: 7.543e-02 Score 88.945 Data time: 0.2566, Forward time: 2.2681, Backward time: 3.0842, DDP time: 0.0042, Total iter time: 5.3773 [2020-11-05 18:05:46,453][root][INFO] - ===> Epoch[104](2691/26): Loss 0.1747, Sem 0.3724, dir -0.6308, norm 0.4332, swav 0.0000 LR: 7.542e-02 Score 87.563 Data time: 0.2035, Forward time: 2.2681, Backward time: 3.0845, DDP time: 0.0042, Total iter time: 6.5848 [2020-11-05 18:05:51,333][root][INFO] - ===> Epoch[104](2692/26): Loss 0.1702, Sem 0.3785, dir -0.6523, norm 0.4439, swav 0.0000 LR: 7.541e-02 Score 88.371 Data time: 0.1560, Forward time: 2.2679, Backward time: 3.0844, DDP time: 0.0042, Total iter time: 4.7692 [2020-11-05 18:05:57,045][root][INFO] - ===> Epoch[104](2693/26): Loss 0.1674, Sem 0.3394, dir -0.6429, norm 0.4709, swav 0.0000 LR: 7.540e-02 Score 89.221 Data time: 0.1681, Forward time: 2.2677, Backward time: 3.0846, DDP time: 0.0042, Total iter time: 5.6418 [2020-11-05 18:06:03,174][root][INFO] - ===> Epoch[104](2694/26): Loss 0.1052, Sem 0.3429, dir -0.6623, norm 0.4247, swav 0.0000 LR: 7.539e-02 Score 89.709 Data time: 0.2925, Forward time: 2.2680, Backward time: 3.0844, DDP time: 0.0042, Total iter time: 6.0421 [2020-11-05 18:06:09,119][root][INFO] - ===> Epoch[104](2695/26): Loss 0.2135, Sem 0.3986, dir -0.6422, norm 0.4571, swav 0.0000 LR: 7.538e-02 Score 87.407 Data time: 0.1052, Forward time: 2.2677, Backward time: 3.0849, DDP time: 0.0042, Total iter time: 5.8196 [2020-11-05 18:06:14,112][root][INFO] - ===> Epoch[104](2696/26): Loss 0.2655, Sem 0.4200, dir -0.6365, norm 0.4820, swav 0.0000 LR: 7.537e-02 Score 86.793 Data time: 0.1425, Forward time: 2.2674, Backward time: 3.0850, DDP time: 0.0042, Total iter time: 4.9453 [2020-11-05 18:06:19,643][root][INFO] - ===> Epoch[104](2697/26): Loss 0.1044, Sem 0.3340, dir -0.6728, norm 0.4432, swav 0.0000 LR: 7.536e-02 Score 88.927 Data time: 0.1661, Forward time: 2.2673, Backward time: 3.0850, DDP time: 0.0042, Total iter time: 5.4820 [2020-11-05 18:06:26,261][root][INFO] - ===> Epoch[104](2698/26): Loss 0.1556, Sem 0.3826, dir -0.6832, norm 0.4561, swav 0.0000 LR: 7.536e-02 Score 87.402 Data time: 0.1800, Forward time: 2.2671, Backward time: 3.0855, DDP time: 0.0042, Total iter time: 6.5427 [2020-11-05 18:06:31,012][root][INFO] - ===> Epoch[104](2699/26): Loss 0.3509, Sem 0.4618, dir -0.6413, norm 0.5304, swav 0.0000 LR: 7.535e-02 Score 85.297 Data time: 0.2230, Forward time: 2.2672, Backward time: 3.0851, DDP time: 0.0042, Total iter time: 4.6681 [2020-11-05 18:06:37,567][root][INFO] - ===> Epoch[104](2700/26): Loss 0.1480, Sem 0.3823, dir -0.6715, norm 0.4372, swav 0.0000 LR: 7.534e-02 Score 88.006 Data time: 0.2113, Forward time: 2.2673, Backward time: 3.0853, DDP time: 0.0042, Total iter time: 6.4307 [2020-11-05 18:06:43,255][root][INFO] - ===> Epoch[104](2701/26): Loss 0.2530, Sem 0.4087, dir -0.5986, norm 0.4428, swav 0.0000 LR: 7.533e-02 Score 86.521 Data time: 0.1684, Forward time: 2.2671, Backward time: 3.0855, DDP time: 0.0042, Total iter time: 5.5747 [2020-11-05 18:06:48,629][root][INFO] - ===> Epoch[104](2702/26): Loss 0.1741, Sem 0.3750, dir -0.6316, norm 0.4307, swav 0.0000 LR: 7.532e-02 Score 88.850 Data time: 0.2521, Forward time: 2.2672, Backward time: 3.0852, DDP time: 0.0042, Total iter time: 5.2998 [2020-11-05 18:06:55,292][root][INFO] - ===> Epoch[104](2703/26): Loss 0.1495, Sem 0.3992, dir -0.6700, norm 0.4203, swav 0.0000 LR: 7.531e-02 Score 87.913 Data time: 0.2271, Forward time: 2.2673, Backward time: 3.0855, DDP time: 0.0042, Total iter time: 6.5381 [2020-11-05 18:07:03,241][root][INFO] - ===> Epoch[104](2704/26): Loss 0.3806, Sem 0.5033, dir -0.6130, norm 0.4903, swav 0.0000 LR: 7.530e-02 Score 85.864 Data time: 0.2185, Forward time: 2.2673, Backward time: 3.0863, DDP time: 0.0042, Total iter time: 7.8487 [2020-11-05 18:07:08,417][root][INFO] - ===> Epoch[105](2705/26): Loss 0.1022, Sem 0.3719, dir -0.6910, norm 0.4213, swav 0.0000 LR: 7.529e-02 Score 87.991 Data time: 0.1774, Forward time: 2.2672, Backward time: 3.0862, DDP time: 0.0042, Total iter time: 5.0555 [2020-11-05 18:07:15,379][root][INFO] - ===> Epoch[105](2706/26): Loss 0.1523, Sem 0.4020, dir -0.6796, norm 0.4299, swav 0.0000 LR: 7.528e-02 Score 87.476 Data time: 0.1944, Forward time: 2.2671, Backward time: 3.0867, DDP time: 0.0042, Total iter time: 6.8618 [2020-11-05 18:07:20,835][root][INFO] - ===> Epoch[105](2707/26): Loss 0.2317, Sem 0.4014, dir -0.6629, norm 0.4932, swav 0.0000 LR: 7.527e-02 Score 87.626 Data time: 0.1840, Forward time: 2.2670, Backward time: 3.0867, DDP time: 0.0042, Total iter time: 5.3383 [2020-11-05 18:07:25,684][root][INFO] - ===> Epoch[105](2708/26): Loss 0.0744, Sem 0.3308, dir -0.6814, norm 0.4250, swav 0.0000 LR: 7.526e-02 Score 90.263 Data time: 0.1589, Forward time: 2.2668, Backward time: 3.0865, DDP time: 0.0042, Total iter time: 4.7402 [2020-11-05 18:07:30,698][root][INFO] - ===> Epoch[105](2709/26): Loss 0.2458, Sem 0.3872, dir -0.6239, norm 0.4824, swav 0.0000 LR: 7.525e-02 Score 87.121 Data time: 0.1918, Forward time: 2.2667, Backward time: 3.0864, DDP time: 0.0042, Total iter time: 4.9134 [2020-11-05 18:07:36,091][root][INFO] - ===> Epoch[105](2710/26): Loss 0.1557, Sem 0.4009, dir -0.6685, norm 0.4233, swav 0.0000 LR: 7.524e-02 Score 87.340 Data time: 0.2200, Forward time: 2.2666, Backward time: 3.0863, DDP time: 0.0042, Total iter time: 5.2767 [2020-11-05 18:07:42,197][root][INFO] - ===> Epoch[105](2711/26): Loss 0.1316, Sem 0.3674, dir -0.6432, norm 0.4075, swav 0.0000 LR: 7.523e-02 Score 88.373 Data time: 0.1678, Forward time: 2.2665, Backward time: 3.0866, DDP time: 0.0042, Total iter time: 5.9705 [2020-11-05 18:07:48,355][root][INFO] - ===> Epoch[105](2712/26): Loss 0.2120, Sem 0.3903, dir -0.6381, norm 0.4597, swav 0.0000 LR: 7.522e-02 Score 89.529 Data time: 0.2583, Forward time: 2.2666, Backward time: 3.0866, DDP time: 0.0042, Total iter time: 6.0650 [2020-11-05 18:07:54,304][root][INFO] - ===> Epoch[105](2713/26): Loss 0.1610, Sem 0.3463, dir -0.6293, norm 0.4440, swav 0.0000 LR: 7.522e-02 Score 88.916 Data time: 0.2507, Forward time: 2.2667, Backward time: 3.0865, DDP time: 0.0042, Total iter time: 5.8267 [2020-11-05 18:08:00,715][root][INFO] - ===> Epoch[105](2714/26): Loss 0.1784, Sem 0.3769, dir -0.6336, norm 0.4351, swav 0.0000 LR: 7.521e-02 Score 89.114 Data time: 0.2187, Forward time: 2.2668, Backward time: 3.0867, DDP time: 0.0042, Total iter time: 6.2733 [2020-11-05 18:08:06,596][root][INFO] - ===> Epoch[105](2715/26): Loss 0.2302, Sem 0.4345, dir -0.6574, norm 0.4531, swav 0.0000 LR: 7.520e-02 Score 86.413 Data time: 0.1850, Forward time: 2.2667, Backward time: 3.0869, DDP time: 0.0042, Total iter time: 5.7689 [2020-11-05 18:08:11,101][root][INFO] - ===> Epoch[105](2716/26): Loss 0.0658, Sem 0.3401, dir -0.7047, norm 0.4304, swav 0.0000 LR: 7.519e-02 Score 88.793 Data time: 0.1902, Forward time: 2.2665, Backward time: 3.0866, DDP time: 0.0042, Total iter time: 4.3861 [2020-11-05 18:08:16,370][root][INFO] - ===> Epoch[105](2717/26): Loss 0.2036, Sem 0.3938, dir -0.6244, norm 0.4342, swav 0.0000 LR: 7.518e-02 Score 87.238 Data time: 0.2320, Forward time: 2.2666, Backward time: 3.0863, DDP time: 0.0042, Total iter time: 5.1653 [2020-11-05 18:08:22,389][root][INFO] - ===> Epoch[105](2718/26): Loss 0.2486, Sem 0.4697, dir -0.6523, norm 0.4311, swav 0.0000 LR: 7.517e-02 Score 85.180 Data time: 0.1574, Forward time: 2.2664, Backward time: 3.0867, DDP time: 0.0042, Total iter time: 5.9021 [2020-11-05 18:08:28,628][root][INFO] - ===> Epoch[105](2719/26): Loss 0.2497, Sem 0.4316, dir -0.6533, norm 0.4714, swav 0.0000 LR: 7.516e-02 Score 87.921 Data time: 0.2416, Forward time: 2.2665, Backward time: 3.0867, DDP time: 0.0042, Total iter time: 6.1456 [2020-11-05 18:08:34,608][root][INFO] - ===> Epoch[105](2720/26): Loss 0.2051, Sem 0.4259, dir -0.6609, norm 0.4401, swav 0.0000 LR: 7.515e-02 Score 86.096 Data time: 0.2805, Forward time: 2.2668, Backward time: 3.0865, DDP time: 0.0042, Total iter time: 5.8610 [2020-11-05 18:08:40,344][root][INFO] - ===> Epoch[105](2721/26): Loss 0.1022, Sem 0.3553, dir -0.6600, norm 0.4069, swav 0.0000 LR: 7.514e-02 Score 88.283 Data time: 0.1597, Forward time: 2.2666, Backward time: 3.0867, DDP time: 0.0042, Total iter time: 5.5817 [2020-11-05 18:08:45,861][root][INFO] - ===> Epoch[105](2722/26): Loss 0.1402, Sem 0.3664, dir -0.6810, norm 0.4548, swav 0.0000 LR: 7.513e-02 Score 88.583 Data time: 0.1759, Forward time: 2.2665, Backward time: 3.0867, DDP time: 0.0042, Total iter time: 5.4023 [2020-11-05 18:08:50,993][root][INFO] - ===> Epoch[105](2723/26): Loss 0.1392, Sem 0.3655, dir -0.6637, norm 0.4374, swav 0.0000 LR: 7.512e-02 Score 88.590 Data time: 0.1685, Forward time: 2.2663, Backward time: 3.0867, DDP time: 0.0042, Total iter time: 5.0302 [2020-11-05 18:08:57,087][root][INFO] - ===> Epoch[105](2724/26): Loss 0.2263, Sem 0.4165, dir -0.6458, norm 0.4555, swav 0.0000 LR: 7.511e-02 Score 86.814 Data time: 0.2032, Forward time: 2.2663, Backward time: 3.0868, DDP time: 0.0042, Total iter time: 6.0033 [2020-11-05 18:09:03,744][root][INFO] - ===> Epoch[105](2725/26): Loss 0.2259, Sem 0.4125, dir -0.6379, norm 0.4513, swav 0.0000 LR: 7.510e-02 Score 86.466 Data time: 0.2899, Forward time: 2.2666, Backward time: 3.0869, DDP time: 0.0042, Total iter time: 6.5375 [2020-11-05 18:09:10,599][root][INFO] - ===> Epoch[105](2726/26): Loss 0.2947, Sem 0.4302, dir -0.6505, norm 0.5150, swav 0.0000 LR: 7.509e-02 Score 87.739 Data time: 0.3367, Forward time: 2.2670, Backward time: 3.0868, DDP time: 0.0042, Total iter time: 6.7157 [2020-11-05 18:09:16,958][root][INFO] - ===> Epoch[105](2727/26): Loss 0.1064, Sem 0.3142, dir -0.6518, norm 0.4440, swav 0.0000 LR: 7.509e-02 Score 90.349 Data time: 0.1962, Forward time: 2.2669, Backward time: 3.0871, DDP time: 0.0042, Total iter time: 6.2308 [2020-11-05 18:09:21,576][root][INFO] - ===> Epoch[105](2728/26): Loss 0.1212, Sem 0.3911, dir -0.6800, norm 0.4102, swav 0.0000 LR: 7.508e-02 Score 86.756 Data time: 0.2077, Forward time: 2.2669, Backward time: 3.0867, DDP time: 0.0042, Total iter time: 4.5170 [2020-11-05 18:09:26,784][root][INFO] - ===> Epoch[105](2729/26): Loss 0.0726, Sem 0.3265, dir -0.6510, norm 0.3971, swav 0.0000 LR: 7.507e-02 Score 89.684 Data time: 0.1859, Forward time: 2.2668, Backward time: 3.0866, DDP time: 0.0042, Total iter time: 5.0949 [2020-11-05 18:09:33,007][root][INFO] - ===> Epoch[105](2730/26): Loss 0.1670, Sem 0.3832, dir -0.6814, norm 0.4652, swav 0.0000 LR: 7.506e-02 Score 88.032 Data time: 0.1762, Forward time: 2.2666, Backward time: 3.0869, DDP time: 0.0042, Total iter time: 6.1162 [2020-11-05 18:09:38,235][root][INFO] - ===> Epoch[106](2731/26): Loss 0.1012, Sem 0.3808, dir -0.7024, norm 0.4228, swav 0.0000 LR: 7.505e-02 Score 87.515 Data time: 0.1991, Forward time: 2.2666, Backward time: 3.0868, DDP time: 0.0042, Total iter time: 5.1181 [2020-11-05 18:09:44,088][root][INFO] - ===> Epoch[106](2732/26): Loss 0.0960, Sem 0.3541, dir -0.6634, norm 0.4053, swav 0.0000 LR: 7.504e-02 Score 89.229 Data time: 0.1845, Forward time: 2.2665, Backward time: 3.0870, DDP time: 0.0042, Total iter time: 5.7431 [2020-11-05 18:09:49,961][root][INFO] - ===> Epoch[106](2733/26): Loss 0.1436, Sem 0.3461, dir -0.6438, norm 0.4413, swav 0.0000 LR: 7.503e-02 Score 89.289 Data time: 0.1930, Forward time: 2.2664, Backward time: 3.0871, DDP time: 0.0042, Total iter time: 5.7681 [2020-11-05 18:09:54,522][root][INFO] - ===> Epoch[106](2734/26): Loss 0.1396, Sem 0.3552, dir -0.6499, norm 0.4342, swav 0.0000 LR: 7.502e-02 Score 88.925 Data time: 0.1764, Forward time: 2.2662, Backward time: 3.0868, DDP time: 0.0042, Total iter time: 4.4351 [2020-11-05 18:10:00,208][root][INFO] - ===> Epoch[106](2735/26): Loss 0.1642, Sem 0.3959, dir -0.6712, norm 0.4395, swav 0.0000 LR: 7.501e-02 Score 87.372 Data time: 0.2557, Forward time: 2.2665, Backward time: 3.0865, DDP time: 0.0042, Total iter time: 5.5968 [2020-11-05 18:10:05,483][root][INFO] - ===> Epoch[106](2736/26): Loss 0.1208, Sem 0.3712, dir -0.6786, norm 0.4282, swav 0.0000 LR: 7.500e-02 Score 88.555 Data time: 0.1559, Forward time: 2.2663, Backward time: 3.0865, DDP time: 0.0042, Total iter time: 5.1185 [2020-11-05 18:10:12,674][root][INFO] - ===> Epoch[106](2737/26): Loss 0.2216, Sem 0.4373, dir -0.6617, norm 0.4460, swav 0.0000 LR: 7.499e-02 Score 85.827 Data time: 0.2066, Forward time: 2.2662, Backward time: 3.0872, DDP time: 0.0042, Total iter time: 7.1020 [2020-11-05 18:10:19,742][root][INFO] - ===> Epoch[106](2738/26): Loss 0.1863, Sem 0.3998, dir -0.6500, norm 0.4365, swav 0.0000 LR: 7.498e-02 Score 88.169 Data time: 0.3340, Forward time: 2.2666, Backward time: 3.0872, DDP time: 0.0042, Total iter time: 6.9314 [2020-11-05 18:10:26,261][root][INFO] - ===> Epoch[106](2739/26): Loss 0.2106, Sem 0.4346, dir -0.6693, norm 0.4453, swav 0.0000 LR: 7.497e-02 Score 87.356 Data time: 0.1982, Forward time: 2.2666, Backward time: 3.0874, DDP time: 0.0042, Total iter time: 6.3694 [2020-11-05 18:10:32,850][root][INFO] - ===> Epoch[106](2740/26): Loss 0.0984, Sem 0.3064, dir -0.6553, norm 0.4473, swav 0.0000 LR: 7.496e-02 Score 90.714 Data time: 0.2396, Forward time: 2.2668, Backward time: 3.0876, DDP time: 0.0042, Total iter time: 6.4659 [2020-11-05 18:10:38,675][root][INFO] - ===> Epoch[106](2741/26): Loss 0.2692, Sem 0.4445, dir -0.6444, norm 0.4692, swav 0.0000 LR: 7.496e-02 Score 86.288 Data time: 0.2493, Forward time: 2.2669, Backward time: 3.0875, DDP time: 0.0042, Total iter time: 5.6885 [2020-11-05 18:10:44,897][root][INFO] - ===> Epoch[106](2742/26): Loss 0.1047, Sem 0.3480, dir -0.6478, norm 0.4045, swav 0.0000 LR: 7.495e-02 Score 88.726 Data time: 0.3104, Forward time: 2.2672, Backward time: 3.0873, DDP time: 0.0042, Total iter time: 6.0932 [2020-11-05 18:10:49,832][root][INFO] - ===> Epoch[106](2743/26): Loss 0.1489, Sem 0.3524, dir -0.6569, norm 0.4534, swav 0.0000 LR: 7.494e-02 Score 90.039 Data time: 0.2119, Forward time: 2.2673, Backward time: 3.0869, DDP time: 0.0042, Total iter time: 4.8041 [2020-11-05 18:10:55,243][root][INFO] - ===> Epoch[106](2744/26): Loss 0.1800, Sem 0.3672, dir -0.6482, norm 0.4610, swav 0.0000 LR: 7.493e-02 Score 88.081 Data time: 0.2250, Forward time: 2.2672, Backward time: 3.0869, DDP time: 0.0042, Total iter time: 5.2808 [2020-11-05 18:11:01,266][root][INFO] - ===> Epoch[106](2745/26): Loss 0.1569, Sem 0.3881, dir -0.6456, norm 0.4144, swav 0.0000 LR: 7.492e-02 Score 88.480 Data time: 0.2401, Forward time: 2.2673, Backward time: 3.0869, DDP time: 0.0042, Total iter time: 5.9159 [2020-11-05 18:11:07,064][root][INFO] - ===> Epoch[106](2746/26): Loss 0.0314, Sem 0.3229, dir -0.7060, norm 0.4146, swav 0.0000 LR: 7.491e-02 Score 89.892 Data time: 0.2084, Forward time: 2.2673, Backward time: 3.0868, DDP time: 0.0042, Total iter time: 5.6717 [2020-11-05 18:11:12,308][root][INFO] - ===> Epoch[106](2747/26): Loss 0.1442, Sem 0.3816, dir -0.6897, norm 0.4524, swav 0.0000 LR: 7.490e-02 Score 87.991 Data time: 0.1681, Forward time: 2.2671, Backward time: 3.0869, DDP time: 0.0042, Total iter time: 5.1339 [2020-11-05 18:11:19,012][root][INFO] - ===> Epoch[106](2748/26): Loss 0.1617, Sem 0.3582, dir -0.6596, norm 0.4631, swav 0.0000 LR: 7.489e-02 Score 88.528 Data time: 0.1916, Forward time: 2.2670, Backward time: 3.0873, DDP time: 0.0042, Total iter time: 6.5871 [2020-11-05 18:11:25,261][root][INFO] - ===> Epoch[106](2749/26): Loss 0.0687, Sem 0.3227, dir -0.6741, norm 0.4201, swav 0.0000 LR: 7.488e-02 Score 90.109 Data time: 0.1927, Forward time: 2.2669, Backward time: 3.0876, DDP time: 0.0042, Total iter time: 6.1254 [2020-11-05 18:11:31,181][root][INFO] - ===> Epoch[106](2750/26): Loss 0.2217, Sem 0.4487, dir -0.6691, norm 0.4421, swav 0.0000 LR: 7.487e-02 Score 86.182 Data time: 0.2655, Forward time: 2.2672, Backward time: 3.0874, DDP time: 0.0042, Total iter time: 5.8093 [2020-11-05 18:11:36,455][root][INFO] - ===> Epoch[106](2751/26): Loss 0.1353, Sem 0.3599, dir -0.6543, norm 0.4296, swav 0.0000 LR: 7.486e-02 Score 88.438 Data time: 0.2196, Forward time: 2.2672, Backward time: 3.0872, DDP time: 0.0042, Total iter time: 5.1461 [2020-11-05 18:11:42,772][root][INFO] - ===> Epoch[106](2752/26): Loss 0.1158, Sem 0.3492, dir -0.6522, norm 0.4187, swav 0.0000 LR: 7.485e-02 Score 89.443 Data time: 0.3053, Forward time: 2.2675, Backward time: 3.0870, DDP time: 0.0042, Total iter time: 6.1897 [2020-11-05 18:11:48,725][root][INFO] - ===> Epoch[106](2753/26): Loss 0.1512, Sem 0.3585, dir -0.6731, norm 0.4658, swav 0.0000 LR: 7.484e-02 Score 89.019 Data time: 0.2590, Forward time: 2.2678, Backward time: 3.0868, DDP time: 0.0042, Total iter time: 5.8262 [2020-11-05 18:11:54,588][root][INFO] - ===> Epoch[106](2754/26): Loss 0.1876, Sem 0.4117, dir -0.6495, norm 0.4254, swav 0.0000 LR: 7.483e-02 Score 87.989 Data time: 0.1964, Forward time: 2.2678, Backward time: 3.0869, DDP time: 0.0042, Total iter time: 5.7393 [2020-11-05 18:11:59,892][root][INFO] - ===> Epoch[106](2755/26): Loss 0.0987, Sem 0.3823, dir -0.6928, norm 0.4091, swav 0.0000 LR: 7.483e-02 Score 87.877 Data time: 0.1808, Forward time: 2.2677, Backward time: 3.0868, DDP time: 0.0042, Total iter time: 5.1978 [2020-11-05 18:12:05,387][root][INFO] - ===> Epoch[106](2756/26): Loss 0.0927, Sem 0.3448, dir -0.6685, norm 0.4165, swav 0.0000 LR: 7.482e-02 Score 89.544 Data time: 0.1955, Forward time: 2.2676, Backward time: 3.0868, DDP time: 0.0042, Total iter time: 5.4127 [2020-11-05 18:12:10,777][root][INFO] - ===> Epoch[107](2757/26): Loss 0.2548, Sem 0.3995, dir -0.6289, norm 0.4842, swav 0.0000 LR: 7.481e-02 Score 87.350 Data time: 0.2484, Forward time: 2.2678, Backward time: 3.0865, DDP time: 0.0042, Total iter time: 5.2785 [2020-11-05 18:12:15,588][root][INFO] - ===> Epoch[107](2758/26): Loss 0.1473, Sem 0.3464, dir -0.6602, norm 0.4611, swav 0.0000 LR: 7.480e-02 Score 89.571 Data time: 0.2276, Forward time: 2.2677, Backward time: 3.0862, DDP time: 0.0042, Total iter time: 4.6829 [2020-11-05 18:12:20,676][root][INFO] - ===> Epoch[107](2759/26): Loss 0.1158, Sem 0.3414, dir -0.6337, norm 0.4081, swav 0.0000 LR: 7.479e-02 Score 89.601 Data time: 0.1845, Forward time: 2.2676, Backward time: 3.0862, DDP time: 0.0042, Total iter time: 4.9812 [2020-11-05 18:12:28,132][root][INFO] - ===> Epoch[107](2760/26): Loss 0.1583, Sem 0.3838, dir -0.6624, norm 0.4369, swav 0.0000 LR: 7.478e-02 Score 87.772 Data time: 0.2006, Forward time: 2.2675, Backward time: 3.0868, DDP time: 0.0042, Total iter time: 7.3563 [2020-11-05 18:12:33,785][root][INFO] - ===> Epoch[107](2761/26): Loss 0.1227, Sem 0.3864, dir -0.6670, norm 0.4034, swav 0.0000 LR: 7.477e-02 Score 88.269 Data time: 0.2301, Forward time: 2.2676, Backward time: 3.0866, DDP time: 0.0042, Total iter time: 5.5108 [2020-11-05 18:12:39,195][root][INFO] - ===> Epoch[107](2762/26): Loss 0.2077, Sem 0.4373, dir -0.6459, norm 0.4163, swav 0.0000 LR: 7.476e-02 Score 86.493 Data time: 0.3085, Forward time: 2.2678, Backward time: 3.0863, DDP time: 0.0042, Total iter time: 5.2805 [2020-11-05 18:12:45,136][root][INFO] - ===> Epoch[107](2763/26): Loss 0.2222, Sem 0.3741, dir -0.6547, norm 0.5028, swav 0.0000 LR: 7.475e-02 Score 87.552 Data time: 0.2293, Forward time: 2.2678, Backward time: 3.0863, DDP time: 0.0042, Total iter time: 5.7531 [2020-11-05 18:12:51,812][root][INFO] - ===> Epoch[107](2764/26): Loss 0.1473, Sem 0.3507, dir -0.6362, norm 0.4327, swav 0.0000 LR: 7.474e-02 Score 88.547 Data time: 0.3161, Forward time: 2.2682, Backward time: 3.0862, DDP time: 0.0042, Total iter time: 6.5461 [2020-11-05 18:12:57,516][root][INFO] - ===> Epoch[107](2765/26): Loss 0.0294, Sem 0.3205, dir -0.6784, norm 0.3874, swav 0.0000 LR: 7.473e-02 Score 90.588 Data time: 0.1691, Forward time: 2.2682, Backward time: 3.0863, DDP time: 0.0042, Total iter time: 5.5529 [2020-11-05 18:13:04,049][root][INFO] - ===> Epoch[107](2766/26): Loss 0.2559, Sem 0.3887, dir -0.6410, norm 0.5082, swav 0.0000 LR: 7.472e-02 Score 87.389 Data time: 0.1640, Forward time: 2.2679, Backward time: 3.0868, DDP time: 0.0042, Total iter time: 6.4216 [2020-11-05 18:13:09,257][root][INFO] - ===> Epoch[107](2767/26): Loss 0.1188, Sem 0.3711, dir -0.6817, norm 0.4294, swav 0.0000 LR: 7.471e-02 Score 88.379 Data time: 0.1924, Forward time: 2.2679, Backward time: 3.0866, DDP time: 0.0042, Total iter time: 5.1158 [2020-11-05 18:13:16,579][root][INFO] - ===> Epoch[107](2768/26): Loss 0.1537, Sem 0.3770, dir -0.6813, norm 0.4581, swav 0.0000 LR: 7.470e-02 Score 87.864 Data time: 0.1737, Forward time: 2.2678, Backward time: 3.0873, DDP time: 0.0042, Total iter time: 7.1994 [2020-11-05 18:13:21,268][root][INFO] - ===> Epoch[107](2769/26): Loss 0.0409, Sem 0.3468, dir -0.6865, norm 0.3805, swav 0.0000 LR: 7.470e-02 Score 89.238 Data time: 0.1650, Forward time: 2.2676, Backward time: 3.0871, DDP time: 0.0042, Total iter time: 4.5799 [2020-11-05 18:13:26,455][root][INFO] - ===> Epoch[107](2770/26): Loss 0.2287, Sem 0.4258, dir -0.6409, norm 0.4438, swav 0.0000 LR: 7.469e-02 Score 86.280 Data time: 0.2279, Forward time: 2.2677, Backward time: 3.0869, DDP time: 0.0042, Total iter time: 5.1153 [2020-11-05 18:13:32,789][root][INFO] - ===> Epoch[107](2771/26): Loss 0.1917, Sem 0.3843, dir -0.6555, norm 0.4629, swav 0.0000 LR: 7.468e-02 Score 88.723 Data time: 0.2221, Forward time: 2.2677, Backward time: 3.0871, DDP time: 0.0042, Total iter time: 6.2042 [2020-11-05 18:13:38,364][root][INFO] - ===> Epoch[107](2772/26): Loss 0.1125, Sem 0.3364, dir -0.6666, norm 0.4426, swav 0.0000 LR: 7.467e-02 Score 89.113 Data time: 0.1874, Forward time: 2.2676, Backward time: 3.0871, DDP time: 0.0042, Total iter time: 5.4445 [2020-11-05 18:13:44,859][root][INFO] - ===> Epoch[107](2773/26): Loss 0.1789, Sem 0.3372, dir -0.6009, norm 0.4426, swav 0.0000 LR: 7.466e-02 Score 89.048 Data time: 0.1619, Forward time: 2.2674, Backward time: 3.0876, DDP time: 0.0042, Total iter time: 6.3839 [2020-11-05 18:13:50,606][root][INFO] - ===> Epoch[107](2774/26): Loss 0.1605, Sem 0.3579, dir -0.6409, norm 0.4434, swav 0.0000 LR: 7.465e-02 Score 88.537 Data time: 0.1871, Forward time: 2.2672, Backward time: 3.0877, DDP time: 0.0042, Total iter time: 5.6538 [2020-11-05 18:13:55,646][root][INFO] - ===> Epoch[107](2775/26): Loss 0.1235, Sem 0.3783, dir -0.6881, norm 0.4333, swav 0.0000 LR: 7.464e-02 Score 88.556 Data time: 0.2352, Forward time: 2.2673, Backward time: 3.0874, DDP time: 0.0042, Total iter time: 4.9407 [2020-11-05 18:14:00,723][root][INFO] - ===> Epoch[107](2776/26): Loss 0.1780, Sem 0.3780, dir -0.6789, norm 0.4788, swav 0.0000 LR: 7.463e-02 Score 88.845 Data time: 0.1398, Forward time: 2.2670, Backward time: 3.0875, DDP time: 0.0042, Total iter time: 4.9701 [2020-11-05 18:14:06,162][root][INFO] - ===> Epoch[107](2777/26): Loss 0.1430, Sem 0.3643, dir -0.6873, norm 0.4660, swav 0.0000 LR: 7.462e-02 Score 89.217 Data time: 0.1805, Forward time: 2.2669, Backward time: 3.0875, DDP time: 0.0042, Total iter time: 5.3347 [2020-11-05 18:14:11,837][root][INFO] - ===> Epoch[107](2778/26): Loss 0.1912, Sem 0.3612, dir -0.6458, norm 0.4758, swav 0.0000 LR: 7.461e-02 Score 88.456 Data time: 0.2279, Forward time: 2.2669, Backward time: 3.0874, DDP time: 0.0042, Total iter time: 5.5461 [2020-11-05 18:14:16,872][root][INFO] - ===> Epoch[107](2779/26): Loss 0.0635, Sem 0.3503, dir -0.6955, norm 0.4087, swav 0.0000 LR: 7.460e-02 Score 88.611 Data time: 0.1702, Forward time: 2.2668, Backward time: 3.0873, DDP time: 0.0042, Total iter time: 4.8950 [2020-11-05 18:14:21,910][root][INFO] - ===> Epoch[107](2780/26): Loss 0.0839, Sem 0.3186, dir -0.6509, norm 0.4161, swav 0.0000 LR: 7.459e-02 Score 89.555 Data time: 0.1663, Forward time: 2.2666, Backward time: 3.0873, DDP time: 0.0042, Total iter time: 4.9270 [2020-11-05 18:14:27,432][root][INFO] - ===> Epoch[107](2781/26): Loss 0.1505, Sem 0.3556, dir -0.6478, norm 0.4427, swav 0.0000 LR: 7.458e-02 Score 88.907 Data time: 0.2134, Forward time: 2.2665, Backward time: 3.0872, DDP time: 0.0042, Total iter time: 5.4338 [2020-11-05 18:14:33,248][root][INFO] - ===> Epoch[107](2782/26): Loss 0.3099, Sem 0.4883, dir -0.6422, norm 0.4638, swav 0.0000 LR: 7.457e-02 Score 84.770 Data time: 0.2113, Forward time: 2.2665, Backward time: 3.0872, DDP time: 0.0042, Total iter time: 5.6820 [2020-11-05 18:14:40,744][root][INFO] - ===> Epoch[108](2783/26): Loss 0.2261, Sem 0.4198, dir -0.6583, norm 0.4646, swav 0.0000 LR: 7.457e-02 Score 86.607 Data time: 0.3511, Forward time: 2.2670, Backward time: 3.0874, DDP time: 0.0042, Total iter time: 7.3672 [2020-11-05 18:14:47,291][root][INFO] - ===> Epoch[108](2784/26): Loss 0.2487, Sem 0.4545, dir -0.6806, norm 0.4747, swav 0.0000 LR: 7.456e-02 Score 85.858 Data time: 0.1907, Forward time: 2.2669, Backward time: 3.0877, DDP time: 0.0042, Total iter time: 6.3801 [2020-11-05 18:14:53,661][root][INFO] - ===> Epoch[108](2785/26): Loss 0.0347, Sem 0.3366, dir -0.6757, norm 0.3739, swav 0.0000 LR: 7.455e-02 Score 89.034 Data time: 0.2133, Forward time: 2.2670, Backward time: 3.0879, DDP time: 0.0042, Total iter time: 6.2173 [2020-11-05 18:15:00,323][root][INFO] - ===> Epoch[108](2786/26): Loss 0.1156, Sem 0.3412, dir -0.6665, norm 0.4409, swav 0.0000 LR: 7.454e-02 Score 89.881 Data time: 0.1756, Forward time: 2.2668, Backward time: 3.0883, DDP time: 0.0042, Total iter time: 6.5123 [2020-11-05 18:15:06,025][root][INFO] - ===> Epoch[108](2787/26): Loss 0.0384, Sem 0.3415, dir -0.6885, norm 0.3854, swav 0.0000 LR: 7.453e-02 Score 89.254 Data time: 0.1095, Forward time: 2.2664, Backward time: 3.0887, DDP time: 0.0042, Total iter time: 5.5849 [2020-11-05 18:15:11,052][root][INFO] - ===> Epoch[108](2788/26): Loss 0.1065, Sem 0.3396, dir -0.6548, norm 0.4216, swav 0.0000 LR: 7.452e-02 Score 90.255 Data time: 0.1705, Forward time: 2.2663, Backward time: 3.0886, DDP time: 0.0042, Total iter time: 4.9659 [2020-11-05 18:15:16,590][root][INFO] - ===> Epoch[108](2789/26): Loss 0.1170, Sem 0.3481, dir -0.6743, norm 0.4432, swav 0.0000 LR: 7.451e-02 Score 88.996 Data time: 0.1658, Forward time: 2.2661, Backward time: 3.0888, DDP time: 0.0042, Total iter time: 5.4252 [2020-11-05 18:15:21,702][root][INFO] - ===> Epoch[108](2790/26): Loss 0.0824, Sem 0.3239, dir -0.6728, norm 0.4313, swav 0.0000 LR: 7.450e-02 Score 90.150 Data time: 0.1485, Forward time: 2.2658, Backward time: 3.0888, DDP time: 0.0042, Total iter time: 5.0086 [2020-11-05 18:15:26,867][root][INFO] - ===> Epoch[108](2791/26): Loss 0.1326, Sem 0.3509, dir -0.6304, norm 0.4120, swav 0.0000 LR: 7.449e-02 Score 88.553 Data time: 0.2500, Forward time: 2.2660, Backward time: 3.0885, DDP time: 0.0042, Total iter time: 5.0936 [2020-11-05 18:15:32,891][root][INFO] - ===> Epoch[108](2792/26): Loss 0.2025, Sem 0.3843, dir -0.6570, norm 0.4751, swav 0.0000 LR: 7.448e-02 Score 88.461 Data time: 0.2002, Forward time: 2.2660, Backward time: 3.0886, DDP time: 0.0042, Total iter time: 5.9086 [2020-11-05 18:15:38,674][root][INFO] - ===> Epoch[108](2793/26): Loss 0.0585, Sem 0.3442, dir -0.6861, norm 0.4004, swav 0.0000 LR: 7.447e-02 Score 89.528 Data time: 0.1727, Forward time: 2.2658, Backward time: 3.0888, DDP time: 0.0042, Total iter time: 5.6648 [2020-11-05 18:15:45,182][root][INFO] - ===> Epoch[108](2794/26): Loss 0.0893, Sem 0.3348, dir -0.6425, norm 0.3971, swav 0.0000 LR: 7.446e-02 Score 89.363 Data time: 0.3089, Forward time: 2.2661, Backward time: 3.0887, DDP time: 0.0042, Total iter time: 6.4060 [2020-11-05 18:15:50,492][root][INFO] - ===> Epoch[108](2795/26): Loss 0.1577, Sem 0.3715, dir -0.6806, norm 0.4667, swav 0.0000 LR: 7.445e-02 Score 88.332 Data time: 0.2475, Forward time: 2.2663, Backward time: 3.0884, DDP time: 0.0042, Total iter time: 5.1914 [2020-11-05 18:15:55,987][root][INFO] - ===> Epoch[108](2796/26): Loss 0.1820, Sem 0.3785, dir -0.6384, norm 0.4420, swav 0.0000 LR: 7.444e-02 Score 88.428 Data time: 0.2651, Forward time: 2.2664, Backward time: 3.0881, DDP time: 0.0042, Total iter time: 5.3641 [2020-11-05 18:16:02,079][root][INFO] - ===> Epoch[108](2797/26): Loss 0.1664, Sem 0.3351, dir -0.6382, norm 0.4694, swav 0.0000 LR: 7.444e-02 Score 89.973 Data time: 0.2708, Forward time: 2.2667, Backward time: 3.0880, DDP time: 0.0042, Total iter time: 5.9770 [2020-11-05 18:16:07,278][root][INFO] - ===> Epoch[108](2798/26): Loss 0.2221, Sem 0.4068, dir -0.6582, norm 0.4736, swav 0.0000 LR: 7.443e-02 Score 86.834 Data time: 0.2460, Forward time: 2.2668, Backward time: 3.0877, DDP time: 0.0042, Total iter time: 5.0605 [2020-11-05 18:16:13,435][root][INFO] - ===> Epoch[108](2799/26): Loss 0.1164, Sem 0.2943, dir -0.6201, norm 0.4423, swav 0.0000 LR: 7.442e-02 Score 90.845 Data time: 0.1941, Forward time: 2.2667, Backward time: 3.0878, DDP time: 0.0042, Total iter time: 6.0402 [2020-11-05 18:16:20,871][root][INFO] - ===> Epoch[108](2800/26): Loss 0.2195, Sem 0.3960, dir -0.6132, norm 0.4368, swav 0.0000 LR: 7.441e-02 Score 87.221 Data time: 0.1835, Forward time: 2.2666, Backward time: 3.0886, DDP time: 0.0042, Total iter time: 7.3439 [2020-11-05 18:16:26,880][root][INFO] - ===> Epoch[108](2801/26): Loss 0.3573, Sem 0.5148, dir -0.6189, norm 0.4615, swav 0.0000 LR: 7.440e-02 Score 83.802 Data time: 0.2429, Forward time: 2.2667, Backward time: 3.0885, DDP time: 0.0042, Total iter time: 5.9011 [2020-11-05 18:16:33,802][root][INFO] - ===> Epoch[108](2802/26): Loss 0.1294, Sem 0.3766, dir -0.6635, norm 0.4163, swav 0.0000 LR: 7.439e-02 Score 87.772 Data time: 0.2616, Forward time: 2.2669, Backward time: 3.0887, DDP time: 0.0042, Total iter time: 6.8035 [2020-11-05 18:16:39,152][root][INFO] - ===> Epoch[108](2803/26): Loss 0.0490, Sem 0.3398, dir -0.6781, norm 0.3873, swav 0.0000 LR: 7.438e-02 Score 89.195 Data time: 0.1692, Forward time: 2.2668, Backward time: 3.0887, DDP time: 0.0042, Total iter time: 5.2212 [2020-11-05 18:16:43,964][root][INFO] - ===> Epoch[108](2804/26): Loss 0.0012, Sem 0.2965, dir -0.7133, norm 0.4181, swav 0.0000 LR: 7.437e-02 Score 90.376 Data time: 0.1939, Forward time: 2.2667, Backward time: 3.0885, DDP time: 0.0042, Total iter time: 4.6898 [2020-11-05 18:16:49,897][root][INFO] - ===> Epoch[108](2805/26): Loss 0.1777, Sem 0.3437, dir -0.6146, norm 0.4487, swav 0.0000 LR: 7.436e-02 Score 89.209 Data time: 0.1887, Forward time: 2.2667, Backward time: 3.0886, DDP time: 0.0042, Total iter time: 5.8312 [2020-11-05 18:16:55,701][root][INFO] - ===> Epoch[108](2806/26): Loss 0.1232, Sem 0.3643, dir -0.6628, norm 0.4218, swav 0.0000 LR: 7.435e-02 Score 88.254 Data time: 0.1799, Forward time: 2.2665, Backward time: 3.0888, DDP time: 0.0042, Total iter time: 5.6824 [2020-11-05 18:17:01,577][root][INFO] - ===> Epoch[108](2807/26): Loss 0.1530, Sem 0.3877, dir -0.6498, norm 0.4151, swav 0.0000 LR: 7.434e-02 Score 88.376 Data time: 0.2071, Forward time: 2.2665, Backward time: 3.0888, DDP time: 0.0042, Total iter time: 5.7752 [2020-11-05 18:17:07,117][root][INFO] - ===> Epoch[108](2808/26): Loss 0.1175, Sem 0.3628, dir -0.6647, norm 0.4194, swav 0.0000 LR: 7.433e-02 Score 88.467 Data time: 0.1599, Forward time: 2.2663, Backward time: 3.0889, DDP time: 0.0042, Total iter time: 5.4214 [2020-11-05 18:17:13,543][root][INFO] - ===> Epoch[109](2809/26): Loss 0.1758, Sem 0.4142, dir -0.6613, norm 0.4228, swav 0.0000 LR: 7.432e-02 Score 86.943 Data time: 0.2248, Forward time: 2.2663, Backward time: 3.0892, DDP time: 0.0042, Total iter time: 6.3222 [2020-11-05 18:17:18,721][root][INFO] - ===> Epoch[109](2810/26): Loss 0.1008, Sem 0.3083, dir -0.6415, norm 0.4340, swav 0.0000 LR: 7.431e-02 Score 90.102 Data time: 0.2038, Forward time: 2.2663, Backward time: 3.0889, DDP time: 0.0042, Total iter time: 5.0354 [2020-11-05 18:17:25,218][root][INFO] - ===> Epoch[109](2811/26): Loss 0.1151, Sem 0.3451, dir -0.6529, norm 0.4229, swav 0.0000 LR: 7.430e-02 Score 89.664 Data time: 0.1520, Forward time: 2.2661, Backward time: 3.0894, DDP time: 0.0042, Total iter time: 6.3767 [2020-11-05 18:17:31,228][root][INFO] - ===> Epoch[109](2812/26): Loss -0.0039, Sem 0.3126, dir -0.7051, norm 0.3886, swav 0.0000 LR: 7.430e-02 Score 90.098 Data time: 0.2093, Forward time: 2.2661, Backward time: 3.0895, DDP time: 0.0042, Total iter time: 5.8920 [2020-11-05 18:17:37,014][root][INFO] - ===> Epoch[109](2813/26): Loss 0.1829, Sem 0.4237, dir -0.6447, norm 0.4038, swav 0.0000 LR: 7.429e-02 Score 87.115 Data time: 0.1635, Forward time: 2.2660, Backward time: 3.0897, DDP time: 0.0042, Total iter time: 5.6801 [2020-11-05 18:17:42,163][root][INFO] - ===> Epoch[109](2814/26): Loss 0.1626, Sem 0.3783, dir -0.6692, norm 0.4535, swav 0.0000 LR: 7.428e-02 Score 87.400 Data time: 0.1451, Forward time: 2.2657, Backward time: 3.0898, DDP time: 0.0042, Total iter time: 5.0438 [2020-11-05 18:17:47,737][root][INFO] - ===> Epoch[109](2815/26): Loss 0.1554, Sem 0.3612, dir -0.6587, norm 0.4529, swav 0.0000 LR: 7.427e-02 Score 89.080 Data time: 0.2519, Forward time: 2.2659, Backward time: 3.0895, DDP time: 0.0042, Total iter time: 5.4979 [2020-11-05 18:17:52,998][root][INFO] - ===> Epoch[109](2816/26): Loss 0.0737, Sem 0.3292, dir -0.6800, norm 0.4245, swav 0.0000 LR: 7.426e-02 Score 89.829 Data time: 0.1721, Forward time: 2.2657, Backward time: 3.0895, DDP time: 0.0042, Total iter time: 5.1431 [2020-11-05 18:17:58,428][root][INFO] - ===> Epoch[109](2817/26): Loss 0.1296, Sem 0.3476, dir -0.6693, norm 0.4514, swav 0.0000 LR: 7.425e-02 Score 88.854 Data time: 0.1950, Forward time: 2.2656, Backward time: 3.0895, DDP time: 0.0042, Total iter time: 5.3179 [2020-11-05 18:18:03,618][root][INFO] - ===> Epoch[109](2818/26): Loss 0.2432, Sem 0.4324, dir -0.6860, norm 0.4969, swav 0.0000 LR: 7.424e-02 Score 87.642 Data time: 0.2172, Forward time: 2.2657, Backward time: 3.0892, DDP time: 0.0042, Total iter time: 5.0618 [2020-11-05 18:18:08,603][root][INFO] - ===> Epoch[109](2819/26): Loss 0.1043, Sem 0.3407, dir -0.6710, norm 0.4346, swav 0.0000 LR: 7.423e-02 Score 89.064 Data time: 0.1510, Forward time: 2.2655, Backward time: 3.0891, DDP time: 0.0042, Total iter time: 4.8558 [2020-11-05 18:18:13,671][root][INFO] - ===> Epoch[109](2820/26): Loss 0.1233, Sem 0.3530, dir -0.6723, norm 0.4425, swav 0.0000 LR: 7.422e-02 Score 89.708 Data time: 0.1844, Forward time: 2.2654, Backward time: 3.0890, DDP time: 0.0042, Total iter time: 4.9555 [2020-11-05 18:18:18,737][root][INFO] - ===> Epoch[109](2821/26): Loss 0.0672, Sem 0.3337, dir -0.6806, norm 0.4140, swav 0.0000 LR: 7.421e-02 Score 89.731 Data time: 0.1922, Forward time: 2.2653, Backward time: 3.0889, DDP time: 0.0042, Total iter time: 4.9493 [2020-11-05 18:18:24,568][root][INFO] - ===> Epoch[109](2822/26): Loss 0.1061, Sem 0.3888, dir -0.6684, norm 0.3857, swav 0.0000 LR: 7.420e-02 Score 87.572 Data time: 0.1990, Forward time: 2.2652, Backward time: 3.0890, DDP time: 0.0042, Total iter time: 5.7162 [2020-11-05 18:18:29,368][root][INFO] - ===> Epoch[109](2823/26): Loss 0.1286, Sem 0.3667, dir -0.6723, norm 0.4341, swav 0.0000 LR: 7.419e-02 Score 88.500 Data time: 0.2077, Forward time: 2.2652, Backward time: 3.0887, DDP time: 0.0042, Total iter time: 4.6800 [2020-11-05 18:18:35,697][root][INFO] - ===> Epoch[109](2824/26): Loss 0.2279, Sem 0.3724, dir -0.5629, norm 0.4184, swav 0.0000 LR: 7.418e-02 Score 88.545 Data time: 0.1879, Forward time: 2.2651, Backward time: 3.0889, DDP time: 0.0042, Total iter time: 6.2002 [2020-11-05 18:18:41,022][root][INFO] - ===> Epoch[109](2825/26): Loss 0.1479, Sem 0.3610, dir -0.6609, norm 0.4477, swav 0.0000 LR: 7.417e-02 Score 88.125 Data time: 0.2068, Forward time: 2.2651, Backward time: 3.0888, DDP time: 0.0042, Total iter time: 5.1770 [2020-11-05 18:18:46,557][root][INFO] - ===> Epoch[109](2826/26): Loss 0.0739, Sem 0.3485, dir -0.6779, norm 0.4033, swav 0.0000 LR: 7.417e-02 Score 89.250 Data time: 0.1865, Forward time: 2.2651, Backward time: 3.0888, DDP time: 0.0042, Total iter time: 5.4016 [2020-11-05 18:18:51,569][root][INFO] - ===> Epoch[109](2827/26): Loss 0.1483, Sem 0.3771, dir -0.6578, norm 0.4290, swav 0.0000 LR: 7.416e-02 Score 89.434 Data time: 0.1768, Forward time: 2.2649, Backward time: 3.0886, DDP time: 0.0042, Total iter time: 4.9026 [2020-11-05 18:18:57,758][root][INFO] - ===> Epoch[109](2828/26): Loss 0.2060, Sem 0.3709, dir -0.6073, norm 0.4424, swav 0.0000 LR: 7.415e-02 Score 88.166 Data time: 0.1913, Forward time: 2.2649, Backward time: 3.0888, DDP time: 0.0042, Total iter time: 6.0661 [2020-11-05 18:19:04,438][root][INFO] - ===> Epoch[109](2829/26): Loss 0.2026, Sem 0.4152, dir -0.6622, norm 0.4495, swav 0.0000 LR: 7.414e-02 Score 87.661 Data time: 0.1969, Forward time: 2.2648, Backward time: 3.0892, DDP time: 0.0042, Total iter time: 6.5486 [2020-11-05 18:19:11,129][root][INFO] - ===> Epoch[109](2830/26): Loss 0.0929, Sem 0.3496, dir -0.6909, norm 0.4342, swav 0.0000 LR: 7.413e-02 Score 89.130 Data time: 0.1779, Forward time: 2.2647, Backward time: 3.0897, DDP time: 0.0042, Total iter time: 6.5886 [2020-11-05 18:19:16,999][root][INFO] - ===> Epoch[109](2831/26): Loss 0.1470, Sem 0.3854, dir -0.6753, norm 0.4369, swav 0.0000 LR: 7.412e-02 Score 87.254 Data time: 0.2727, Forward time: 2.2648, Backward time: 3.0896, DDP time: 0.0042, Total iter time: 5.7793 [2020-11-05 18:19:22,278][root][INFO] - ===> Epoch[109](2832/26): Loss 0.1763, Sem 0.3697, dir -0.6374, norm 0.4440, swav 0.0000 LR: 7.411e-02 Score 88.095 Data time: 0.2248, Forward time: 2.2650, Backward time: 3.0893, DDP time: 0.0042, Total iter time: 5.1645 [2020-11-05 18:19:27,852][root][INFO] - ===> Epoch[109](2833/26): Loss 0.1253, Sem 0.3539, dir -0.6638, norm 0.4353, swav 0.0000 LR: 7.410e-02 Score 88.460 Data time: 0.1574, Forward time: 2.2648, Backward time: 3.0894, DDP time: 0.0042, Total iter time: 5.4381 [2020-11-05 18:19:32,740][root][INFO] - ===> Epoch[109](2834/26): Loss 0.1150, Sem 0.3887, dir -0.6869, norm 0.4131, swav 0.0000 LR: 7.409e-02 Score 88.130 Data time: 0.1890, Forward time: 2.2647, Backward time: 3.0892, DDP time: 0.0042, Total iter time: 4.7801 [2020-11-05 18:19:39,923][root][INFO] - ===> Epoch[110](2835/26): Loss 0.1468, Sem 0.3413, dir -0.6349, norm 0.4404, swav 0.0000 LR: 7.408e-02 Score 89.093 Data time: 0.1883, Forward time: 2.2646, Backward time: 3.0898, DDP time: 0.0042, Total iter time: 7.0897 [2020-11-05 18:19:45,894][root][INFO] - ===> Epoch[110](2836/26): Loss 0.1117, Sem 0.3304, dir -0.6306, norm 0.4119, swav 0.0000 LR: 7.407e-02 Score 89.488 Data time: 0.2034, Forward time: 2.2645, Backward time: 3.0899, DDP time: 0.0042, Total iter time: 5.8549 [2020-11-05 18:19:50,875][root][INFO] - ===> Epoch[110](2837/26): Loss 0.0959, Sem 0.3455, dir -0.6837, norm 0.4341, swav 0.0000 LR: 7.406e-02 Score 89.061 Data time: 0.1538, Forward time: 2.2643, Backward time: 3.0899, DDP time: 0.0042, Total iter time: 4.8606 [2020-11-05 18:19:56,141][root][INFO] - ===> Epoch[110](2838/26): Loss 0.1713, Sem 0.3825, dir -0.6633, norm 0.4521, swav 0.0000 LR: 7.405e-02 Score 88.476 Data time: 0.2437, Forward time: 2.2643, Backward time: 3.0897, DDP time: 0.0042, Total iter time: 5.1870 [2020-11-05 18:20:01,847][root][INFO] - ===> Epoch[110](2839/26): Loss 0.1583, Sem 0.3754, dir -0.6673, norm 0.4502, swav 0.0000 LR: 7.404e-02 Score 88.038 Data time: 0.2404, Forward time: 2.2644, Backward time: 3.0896, DDP time: 0.0042, Total iter time: 5.5871 [2020-11-05 18:20:07,982][root][INFO] - ===> Epoch[110](2840/26): Loss 0.2478, Sem 0.3584, dir -0.6345, norm 0.5240, swav 0.0000 LR: 7.404e-02 Score 88.979 Data time: 0.2483, Forward time: 2.2646, Backward time: 3.0895, DDP time: 0.0042, Total iter time: 6.0065 [2020-11-05 18:20:14,265][root][INFO] - ===> Epoch[110](2841/26): Loss 0.1561, Sem 0.3534, dir -0.6609, norm 0.4636, swav 0.0000 LR: 7.403e-02 Score 89.270 Data time: 0.1814, Forward time: 2.2644, Backward time: 3.0899, DDP time: 0.0042, Total iter time: 6.1316 [2020-11-05 18:20:20,843][root][INFO] - ===> Epoch[110](2842/26): Loss 0.1067, Sem 0.3545, dir -0.6823, norm 0.4344, swav 0.0000 LR: 7.402e-02 Score 87.989 Data time: 0.2573, Forward time: 2.2647, Backward time: 3.0899, DDP time: 0.0042, Total iter time: 6.4743 [2020-11-05 18:20:25,966][root][INFO] - ===> Epoch[110](2843/26): Loss 0.1540, Sem 0.3646, dir -0.6565, norm 0.4459, swav 0.0000 LR: 7.401e-02 Score 88.857 Data time: 0.1699, Forward time: 2.2645, Backward time: 3.0898, DDP time: 0.0042, Total iter time: 4.9760 [2020-11-05 18:20:31,121][root][INFO] - ===> Epoch[110](2844/26): Loss 0.1725, Sem 0.3522, dir -0.6401, norm 0.4603, swav 0.0000 LR: 7.400e-02 Score 89.055 Data time: 0.2121, Forward time: 2.2645, Backward time: 3.0896, DDP time: 0.0042, Total iter time: 5.0352 [2020-11-05 18:20:36,627][root][INFO] - ===> Epoch[110](2845/26): Loss 0.1293, Sem 0.3706, dir -0.6609, norm 0.4196, swav 0.0000 LR: 7.399e-02 Score 89.125 Data time: 0.2117, Forward time: 2.2645, Backward time: 3.0895, DDP time: 0.0042, Total iter time: 5.3925 [2020-11-05 18:20:43,587][root][INFO] - ===> Epoch[110](2846/26): Loss 0.1492, Sem 0.3579, dir -0.6646, norm 0.4559, swav 0.0000 LR: 7.398e-02 Score 88.553 Data time: 0.2347, Forward time: 2.2646, Backward time: 3.0899, DDP time: 0.0042, Total iter time: 6.8634 [2020-11-05 18:20:49,133][root][INFO] - ===> Epoch[110](2847/26): Loss 0.0920, Sem 0.3456, dir -0.7059, norm 0.4523, swav 0.0000 LR: 7.397e-02 Score 88.547 Data time: 0.2472, Forward time: 2.2647, Backward time: 3.0897, DDP time: 0.0042, Total iter time: 5.4292 [2020-11-05 18:20:55,108][root][INFO] - ===> Epoch[110](2848/26): Loss 0.0886, Sem 0.3040, dir -0.6504, norm 0.4351, swav 0.0000 LR: 7.396e-02 Score 90.705 Data time: 0.2040, Forward time: 2.2648, Backward time: 3.0897, DDP time: 0.0042, Total iter time: 5.8452 [2020-11-05 18:20:59,902][root][INFO] - ===> Epoch[110](2849/26): Loss 0.0616, Sem 0.3248, dir -0.6854, norm 0.4223, swav 0.0000 LR: 7.395e-02 Score 89.333 Data time: 0.2072, Forward time: 2.2647, Backward time: 3.0894, DDP time: 0.0042, Total iter time: 4.6955 [2020-11-05 18:21:05,437][root][INFO] - ===> Epoch[110](2850/26): Loss 0.1133, Sem 0.3485, dir -0.6810, norm 0.4459, swav 0.0000 LR: 7.394e-02 Score 88.219 Data time: 0.2198, Forward time: 2.2648, Backward time: 3.0893, DDP time: 0.0042, Total iter time: 5.4369 [2020-11-05 18:21:10,792][root][INFO] - ===> Epoch[110](2851/26): Loss 0.1214, Sem 0.3448, dir -0.6444, norm 0.4209, swav 0.0000 LR: 7.393e-02 Score 89.255 Data time: 0.2091, Forward time: 2.2648, Backward time: 3.0891, DDP time: 0.0042, Total iter time: 5.2308 [2020-11-05 18:21:15,863][root][INFO] - ===> Epoch[110](2852/26): Loss 0.1516, Sem 0.3641, dir -0.6611, norm 0.4486, swav 0.0000 LR: 7.392e-02 Score 88.213 Data time: 0.2111, Forward time: 2.2648, Backward time: 3.0889, DDP time: 0.0042, Total iter time: 4.9560 [2020-11-05 18:21:21,479][root][INFO] - ===> Epoch[110](2853/26): Loss 0.0880, Sem 0.3155, dir -0.6266, norm 0.3992, swav 0.0000 LR: 7.391e-02 Score 90.009 Data time: 0.2079, Forward time: 2.2648, Backward time: 3.0888, DDP time: 0.0042, Total iter time: 5.4955 [2020-11-05 18:21:25,989][root][INFO] - ===> Epoch[110](2854/26): Loss 0.1537, Sem 0.3612, dir -0.6709, norm 0.4634, swav 0.0000 LR: 7.390e-02 Score 89.155 Data time: 0.2398, Forward time: 2.2648, Backward time: 3.0884, DDP time: 0.0042, Total iter time: 4.4013 [2020-11-05 18:21:31,534][root][INFO] - ===> Epoch[110](2855/26): Loss 0.0598, Sem 0.3256, dir -0.6733, norm 0.4075, swav 0.0000 LR: 7.390e-02 Score 89.151 Data time: 0.2518, Forward time: 2.2649, Backward time: 3.0883, DDP time: 0.0042, Total iter time: 5.4215 [2020-11-05 18:21:37,655][root][INFO] - ===> Epoch[110](2856/26): Loss 0.1894, Sem 0.3880, dir -0.6756, norm 0.4770, swav 0.0000 LR: 7.389e-02 Score 87.663 Data time: 0.2933, Forward time: 2.2651, Backward time: 3.0881, DDP time: 0.0042, Total iter time: 5.9918 [2020-11-05 18:21:42,946][root][INFO] - ===> Epoch[110](2857/26): Loss 0.1088, Sem 0.3493, dir -0.6969, norm 0.4565, swav 0.0000 LR: 7.388e-02 Score 89.349 Data time: 0.2123, Forward time: 2.2652, Backward time: 3.0879, DDP time: 0.0042, Total iter time: 5.1490 [2020-11-05 18:21:47,798][root][INFO] - ===> Epoch[110](2858/26): Loss 0.0807, Sem 0.3552, dir -0.7111, norm 0.4367, swav 0.0000 LR: 7.387e-02 Score 88.623 Data time: 0.2007, Forward time: 2.2651, Backward time: 3.0876, DDP time: 0.0042, Total iter time: 4.7447 [2020-11-05 18:21:52,795][root][INFO] - ===> Epoch[110](2859/26): Loss 0.0761, Sem 0.3226, dir -0.6805, norm 0.4340, swav 0.0000 LR: 7.386e-02 Score 90.021 Data time: 0.2046, Forward time: 2.2651, Backward time: 3.0875, DDP time: 0.0042, Total iter time: 4.8970 [2020-11-05 18:21:58,417][root][INFO] - ===> Epoch[110](2860/26): Loss 0.1018, Sem 0.3255, dir -0.6630, norm 0.4392, swav 0.0000 LR: 7.385e-02 Score 90.438 Data time: 0.2376, Forward time: 2.2652, Backward time: 3.0873, DDP time: 0.0042, Total iter time: 5.5128 [2020-11-05 18:22:04,594][root][INFO] - ===> Epoch[111](2861/26): Loss 0.0516, Sem 0.3387, dir -0.7060, norm 0.4189, swav 0.0000 LR: 7.384e-02 Score 89.047 Data time: 0.1932, Forward time: 2.2652, Backward time: 3.0875, DDP time: 0.0042, Total iter time: 6.0551 [2020-11-05 18:22:09,919][root][INFO] - ===> Epoch[111](2862/26): Loss 0.1986, Sem 0.3656, dir -0.6505, norm 0.4835, swav 0.0000 LR: 7.383e-02 Score 89.147 Data time: 0.2670, Forward time: 2.2653, Backward time: 3.0872, DDP time: 0.0042, Total iter time: 5.2299 [2020-11-05 18:22:16,928][root][INFO] - ===> Epoch[111](2863/26): Loss 0.1186, Sem 0.3600, dir -0.6651, norm 0.4236, swav 0.0000 LR: 7.382e-02 Score 88.981 Data time: 0.2859, Forward time: 2.2656, Backward time: 3.0873, DDP time: 0.0042, Total iter time: 6.8945 [2020-11-05 18:22:22,609][root][INFO] - ===> Epoch[111](2864/26): Loss 0.1422, Sem 0.4011, dir -0.6821, norm 0.4232, swav 0.0000 LR: 7.381e-02 Score 87.363 Data time: 0.2876, Forward time: 2.2658, Backward time: 3.0870, DDP time: 0.0042, Total iter time: 5.5271 [2020-11-05 18:22:28,526][root][INFO] - ===> Epoch[111](2865/26): Loss 0.0897, Sem 0.3652, dir -0.6787, norm 0.4031, swav 0.0000 LR: 7.380e-02 Score 88.808 Data time: 0.1667, Forward time: 2.2656, Backward time: 3.0873, DDP time: 0.0042, Total iter time: 5.7678 [2020-11-05 18:22:35,418][root][INFO] - ===> Epoch[111](2866/26): Loss 0.1643, Sem 0.3570, dir -0.6421, norm 0.4494, swav 0.0000 LR: 7.379e-02 Score 87.551 Data time: 0.2397, Forward time: 2.2656, Backward time: 3.0877, DDP time: 0.0042, Total iter time: 6.7849 [2020-11-05 18:22:40,709][root][INFO] - ===> Epoch[111](2867/26): Loss 0.1117, Sem 0.3515, dir -0.6626, norm 0.4229, swav 0.0000 LR: 7.378e-02 Score 89.518 Data time: 0.2096, Forward time: 2.2655, Backward time: 3.0876, DDP time: 0.0042, Total iter time: 5.1612 [2020-11-05 18:22:45,923][root][INFO] - ===> Epoch[111](2868/26): Loss 0.0618, Sem 0.3602, dir -0.6764, norm 0.3780, swav 0.0000 LR: 7.377e-02 Score 88.471 Data time: 0.2009, Forward time: 2.2655, Backward time: 3.0874, DDP time: 0.0042, Total iter time: 5.0770 [2020-11-05 18:22:51,603][root][INFO] - ===> Epoch[111](2869/26): Loss 0.2123, Sem 0.4341, dir -0.6733, norm 0.4515, swav 0.0000 LR: 7.377e-02 Score 87.281 Data time: 0.2111, Forward time: 2.2655, Backward time: 3.0873, DDP time: 0.0042, Total iter time: 5.5605 [2020-11-05 18:22:56,506][root][INFO] - ===> Epoch[111](2870/26): Loss 0.0616, Sem 0.3463, dir -0.6689, norm 0.3842, swav 0.0000 LR: 7.376e-02 Score 89.021 Data time: 0.1557, Forward time: 2.2652, Backward time: 3.0873, DDP time: 0.0042, Total iter time: 4.7684 [2020-11-05 18:23:01,996][root][INFO] - ===> Epoch[111](2871/26): Loss 0.0800, Sem 0.3424, dir -0.6868, norm 0.4244, swav 0.0000 LR: 7.375e-02 Score 89.069 Data time: 0.2067, Forward time: 2.2652, Backward time: 3.0873, DDP time: 0.0042, Total iter time: 5.4016 [2020-11-05 18:23:07,208][root][INFO] - ===> Epoch[111](2872/26): Loss 0.0815, Sem 0.3351, dir -0.6664, norm 0.4128, swav 0.0000 LR: 7.374e-02 Score 89.775 Data time: 0.2845, Forward time: 2.2653, Backward time: 3.0869, DDP time: 0.0042, Total iter time: 5.0969 [2020-11-05 18:23:14,077][root][INFO] - ===> Epoch[111](2873/26): Loss 0.0887, Sem 0.3068, dir -0.6294, norm 0.4114, swav 0.0000 LR: 7.373e-02 Score 90.935 Data time: 0.2738, Forward time: 2.2655, Backward time: 3.0871, DDP time: 0.0042, Total iter time: 6.7376 [2020-11-05 18:23:20,430][root][INFO] - ===> Epoch[111](2874/26): Loss 0.0950, Sem 0.3459, dir -0.6961, norm 0.4452, swav 0.0000 LR: 7.372e-02 Score 89.203 Data time: 0.2973, Forward time: 2.2659, Backward time: 3.0869, DDP time: 0.0042, Total iter time: 6.2144 [2020-11-05 18:23:28,236][root][INFO] - ===> Epoch[111](2875/26): Loss 0.1027, Sem 0.3403, dir -0.6421, norm 0.4045, swav 0.0000 LR: 7.371e-02 Score 89.788 Data time: 0.2792, Forward time: 2.2660, Backward time: 3.0875, DDP time: 0.0042, Total iter time: 7.6610 [2020-11-05 18:23:33,993][root][INFO] - ===> Epoch[111](2876/26): Loss 0.1203, Sem 0.3464, dir -0.6395, norm 0.4134, swav 0.0000 LR: 7.370e-02 Score 89.178 Data time: 0.1965, Forward time: 2.2660, Backward time: 3.0875, DDP time: 0.0042, Total iter time: 5.6275 [2020-11-05 18:23:40,227][root][INFO] - ===> Epoch[111](2877/26): Loss 0.2875, Sem 0.4793, dir -0.6685, norm 0.4768, swav 0.0000 LR: 7.369e-02 Score 86.306 Data time: 0.2950, Forward time: 2.2663, Backward time: 3.0873, DDP time: 0.0042, Total iter time: 6.1251 [2020-11-05 18:23:45,301][root][INFO] - ===> Epoch[111](2878/26): Loss 0.0999, Sem 0.3370, dir -0.6658, norm 0.4287, swav 0.0000 LR: 7.368e-02 Score 89.655 Data time: 0.2379, Forward time: 2.2664, Backward time: 3.0870, DDP time: 0.0042, Total iter time: 4.9335 [2020-11-05 18:23:50,366][root][INFO] - ===> Epoch[111](2879/26): Loss 0.2016, Sem 0.4249, dir -0.6642, norm 0.4409, swav 0.0000 LR: 7.367e-02 Score 87.110 Data time: 0.2403, Forward time: 2.2665, Backward time: 3.0866, DDP time: 0.0042, Total iter time: 4.9423 [2020-11-05 18:23:55,403][root][INFO] - ===> Epoch[111](2880/26): Loss 0.0649, Sem 0.2984, dir -0.6409, norm 0.4074, swav 0.0000 LR: 7.366e-02 Score 90.882 Data time: 0.1853, Forward time: 2.2665, Backward time: 3.0864, DDP time: 0.0042, Total iter time: 4.9350 [2020-11-05 18:24:01,819][root][INFO] - ===> Epoch[111](2881/26): Loss 0.1501, Sem 0.3636, dir -0.6614, norm 0.4479, swav 0.0000 LR: 7.365e-02 Score 87.773 Data time: 0.1628, Forward time: 2.2663, Backward time: 3.0868, DDP time: 0.0042, Total iter time: 6.3019 [2020-11-05 18:24:08,225][root][INFO] - ===> Epoch[111](2882/26): Loss 0.1680, Sem 0.4103, dir -0.6549, norm 0.4127, swav 0.0000 LR: 7.364e-02 Score 87.592 Data time: 0.1973, Forward time: 2.2663, Backward time: 3.0871, DDP time: 0.0042, Total iter time: 6.3221 [2020-11-05 18:24:12,985][root][INFO] - ===> Epoch[111](2883/26): Loss 0.0344, Sem 0.3342, dir -0.7161, norm 0.4163, swav 0.0000 LR: 7.363e-02 Score 89.830 Data time: 0.1761, Forward time: 2.2661, Backward time: 3.0869, DDP time: 0.0042, Total iter time: 4.6367 [2020-11-05 18:24:18,478][root][INFO] - ===> Epoch[111](2884/26): Loss 0.0351, Sem 0.3460, dir -0.6968, norm 0.3858, swav 0.0000 LR: 7.363e-02 Score 88.964 Data time: 0.2657, Forward time: 2.2663, Backward time: 3.0866, DDP time: 0.0042, Total iter time: 5.3838 [2020-11-05 18:24:24,020][root][INFO] - ===> Epoch[111](2885/26): Loss 0.1444, Sem 0.3497, dir -0.6431, norm 0.4378, swav 0.0000 LR: 7.362e-02 Score 89.680 Data time: 0.2601, Forward time: 2.2665, Backward time: 3.0863, DDP time: 0.0042, Total iter time: 5.4107 [2020-11-05 18:24:31,252][root][INFO] - ===> Epoch[111](2886/26): Loss 0.0796, Sem 0.3181, dir -0.6840, norm 0.4455, swav 0.0000 LR: 7.361e-02 Score 89.382 Data time: 0.2005, Forward time: 2.2665, Backward time: 3.0868, DDP time: 0.0042, Total iter time: 7.0895 [2020-11-05 18:24:37,923][root][INFO] - ===> Epoch[112](2887/26): Loss 0.1678, Sem 0.3776, dir -0.6676, norm 0.4577, swav 0.0000 LR: 7.360e-02 Score 87.747 Data time: 0.1712, Forward time: 2.2664, Backward time: 3.0873, DDP time: 0.0042, Total iter time: 6.5295 [2020-11-05 18:24:42,677][root][INFO] - ===> Epoch[112](2888/26): Loss 0.0688, Sem 0.3368, dir -0.7008, norm 0.4329, swav 0.0000 LR: 7.359e-02 Score 89.449 Data time: 0.1663, Forward time: 2.2662, Backward time: 3.0871, DDP time: 0.0042, Total iter time: 4.6628 [2020-11-05 18:24:48,550][root][INFO] - ===> Epoch[112](2889/26): Loss 0.1613, Sem 0.3927, dir -0.6615, norm 0.4301, swav 0.0000 LR: 7.358e-02 Score 87.468 Data time: 0.2100, Forward time: 2.2662, Backward time: 3.0872, DDP time: 0.0042, Total iter time: 5.7570 [2020-11-05 18:24:54,326][root][INFO] - ===> Epoch[112](2890/26): Loss 0.1565, Sem 0.3689, dir -0.6603, norm 0.4479, swav 0.0000 LR: 7.357e-02 Score 88.033 Data time: 0.2683, Forward time: 2.2664, Backward time: 3.0869, DDP time: 0.0042, Total iter time: 5.6465 [2020-11-05 18:25:00,359][root][INFO] - ===> Epoch[112](2891/26): Loss 0.1090, Sem 0.3607, dir -0.6779, norm 0.4262, swav 0.0000 LR: 7.356e-02 Score 88.709 Data time: 0.2115, Forward time: 2.2665, Backward time: 3.0870, DDP time: 0.0042, Total iter time: 5.8922 [2020-11-05 18:25:05,443][root][INFO] - ===> Epoch[112](2892/26): Loss 0.1239, Sem 0.3454, dir -0.6466, norm 0.4251, swav 0.0000 LR: 7.355e-02 Score 89.094 Data time: 0.1748, Forward time: 2.2664, Backward time: 3.0868, DDP time: 0.0042, Total iter time: 4.9560 [2020-11-05 18:25:11,522][root][INFO] - ===> Epoch[112](2893/26): Loss 0.0710, Sem 0.3305, dir -0.6658, norm 0.4063, swav 0.0000 LR: 7.354e-02 Score 89.374 Data time: 0.1494, Forward time: 2.2662, Backward time: 3.0871, DDP time: 0.0042, Total iter time: 5.9901 [2020-11-05 18:25:16,358][root][INFO] - ===> Epoch[112](2894/26): Loss 0.0952, Sem 0.3425, dir -0.6641, norm 0.4169, swav 0.0000 LR: 7.353e-02 Score 89.389 Data time: 0.1703, Forward time: 2.2660, Backward time: 3.0870, DDP time: 0.0042, Total iter time: 4.7385 [2020-11-05 18:25:21,383][root][INFO] - ===> Epoch[112](2895/26): Loss 0.1235, Sem 0.3390, dir -0.6641, norm 0.4486, swav 0.0000 LR: 7.352e-02 Score 88.889 Data time: 0.1799, Forward time: 2.2659, Backward time: 3.0869, DDP time: 0.0042, Total iter time: 4.9398 [2020-11-05 18:25:27,103][root][INFO] - ===> Epoch[112](2896/26): Loss 0.1649, Sem 0.3314, dir -0.5814, norm 0.4149, swav 0.0000 LR: 7.351e-02 Score 89.410 Data time: 0.2001, Forward time: 2.2658, Backward time: 3.0869, DDP time: 0.0042, Total iter time: 5.5928 [2020-11-05 18:25:33,191][root][INFO] - ===> Epoch[112](2897/26): Loss 0.0611, Sem 0.3100, dir -0.6538, norm 0.4049, swav 0.0000 LR: 7.350e-02 Score 90.947 Data time: 0.2855, Forward time: 2.2661, Backward time: 3.0868, DDP time: 0.0042, Total iter time: 5.9719 [2020-11-05 18:25:38,768][root][INFO] - ===> Epoch[112](2898/26): Loss 0.0295, Sem 0.3081, dir -0.6708, norm 0.3921, swav 0.0000 LR: 7.350e-02 Score 90.353 Data time: 0.2105, Forward time: 2.2662, Backward time: 3.0867, DDP time: 0.0042, Total iter time: 5.4408 [2020-11-05 18:25:44,227][root][INFO] - ===> Epoch[112](2899/26): Loss 0.1704, Sem 0.3629, dir -0.6489, norm 0.4564, swav 0.0000 LR: 7.349e-02 Score 89.317 Data time: 0.2128, Forward time: 2.2661, Backward time: 3.0866, DDP time: 0.0042, Total iter time: 5.3560 [2020-11-05 18:25:50,736][root][INFO] - ===> Epoch[112](2900/26): Loss 0.0917, Sem 0.3604, dir -0.6701, norm 0.4015, swav 0.0000 LR: 7.348e-02 Score 88.013 Data time: 0.3172, Forward time: 2.2665, Backward time: 3.0865, DDP time: 0.0042, Total iter time: 6.4002 [2020-11-05 18:25:56,824][root][INFO] - ===> Epoch[112](2901/26): Loss 0.1378, Sem 0.4004, dir -0.6799, norm 0.4173, swav 0.0000 LR: 7.347e-02 Score 87.526 Data time: 0.1479, Forward time: 2.2663, Backward time: 3.0868, DDP time: 0.0042, Total iter time: 5.9402 [2020-11-05 18:26:03,276][root][INFO] - ===> Epoch[112](2902/26): Loss 0.1279, Sem 0.3575, dir -0.6640, norm 0.4344, swav 0.0000 LR: 7.346e-02 Score 88.738 Data time: 0.1641, Forward time: 2.2661, Backward time: 3.0872, DDP time: 0.0042, Total iter time: 6.3435 [2020-11-05 18:26:09,209][root][INFO] - ===> Epoch[112](2903/26): Loss 0.1010, Sem 0.3311, dir -0.6589, norm 0.4289, swav 0.0000 LR: 7.345e-02 Score 90.348 Data time: 0.1626, Forward time: 2.2659, Backward time: 3.0875, DDP time: 0.0042, Total iter time: 5.8578 [2020-11-05 18:26:15,072][root][INFO] - ===> Epoch[112](2904/26): Loss 0.1308, Sem 0.3667, dir -0.6696, norm 0.4336, swav 0.0000 LR: 7.344e-02 Score 88.590 Data time: 0.1931, Forward time: 2.2659, Backward time: 3.0876, DDP time: 0.0042, Total iter time: 5.8166 [2020-11-05 18:26:21,903][root][INFO] - ===> Epoch[112](2905/26): Loss 0.0725, Sem 0.3700, dir -0.6920, norm 0.3945, swav 0.0000 LR: 7.343e-02 Score 88.319 Data time: 0.1855, Forward time: 2.2658, Backward time: 3.0880, DDP time: 0.0042, Total iter time: 6.7194 [2020-11-05 18:26:29,494][root][INFO] - ===> Epoch[112](2906/26): Loss 0.1575, Sem 0.3733, dir -0.6529, norm 0.4372, swav 0.0000 LR: 7.342e-02 Score 88.833 Data time: 0.2045, Forward time: 2.2658, Backward time: 3.0887, DDP time: 0.0042, Total iter time: 7.5058 [2020-11-05 18:26:35,021][root][INFO] - ===> Epoch[112](2907/26): Loss 0.2277, Sem 0.4006, dir -0.6372, norm 0.4642, swav 0.0000 LR: 7.341e-02 Score 86.720 Data time: 0.2335, Forward time: 2.2658, Backward time: 3.0885, DDP time: 0.0042, Total iter time: 5.4171 [2020-11-05 18:26:39,736][root][INFO] - ===> Epoch[112](2908/26): Loss 0.0514, Sem 0.3275, dir -0.6971, norm 0.4211, swav 0.0000 LR: 7.340e-02 Score 89.769 Data time: 0.1895, Forward time: 2.2657, Backward time: 3.0883, DDP time: 0.0042, Total iter time: 4.5983 [2020-11-05 18:26:45,170][root][INFO] - ===> Epoch[112](2909/26): Loss 0.0858, Sem 0.3417, dir -0.6667, norm 0.4108, swav 0.0000 LR: 7.339e-02 Score 89.384 Data time: 0.2617, Forward time: 2.2659, Backward time: 3.0881, DDP time: 0.0042, Total iter time: 5.3393 [2020-11-05 18:26:51,047][root][INFO] - ===> Epoch[112](2910/26): Loss 0.1424, Sem 0.3527, dir -0.6535, norm 0.4432, swav 0.0000 LR: 7.338e-02 Score 89.755 Data time: 0.2696, Forward time: 2.2661, Backward time: 3.0879, DDP time: 0.0042, Total iter time: 5.7605 [2020-11-05 18:26:56,064][root][INFO] - ===> Epoch[112](2911/26): Loss 0.1316, Sem 0.3531, dir -0.7129, norm 0.4915, swav 0.0000 LR: 7.337e-02 Score 89.136 Data time: 0.2191, Forward time: 2.2662, Backward time: 3.0876, DDP time: 0.0042, Total iter time: 4.8907 [2020-11-05 18:27:01,598][root][INFO] - ===> Epoch[112](2912/26): Loss 0.2289, Sem 0.3945, dir -0.6503, norm 0.4847, swav 0.0000 LR: 7.336e-02 Score 87.547 Data time: 0.1906, Forward time: 2.2661, Backward time: 3.0876, DDP time: 0.0042, Total iter time: 5.4194 [2020-11-05 18:27:07,011][root][INFO] - ===> Epoch[113](2913/26): Loss 0.1530, Sem 0.3663, dir -0.6914, norm 0.4781, swav 0.0000 LR: 7.336e-02 Score 89.002 Data time: 0.1384, Forward time: 2.2658, Backward time: 3.0877, DDP time: 0.0042, Total iter time: 5.3155 [2020-11-05 18:27:13,181][root][INFO] - ===> Epoch[113](2914/26): Loss 0.1175, Sem 0.3910, dir -0.6945, norm 0.4210, swav 0.0000 LR: 7.335e-02 Score 87.471 Data time: 0.2390, Forward time: 2.2657, Backward time: 3.0880, DDP time: 0.0042, Total iter time: 6.1106 [2020-11-05 18:27:18,543][root][INFO] - ===> Epoch[113](2915/26): Loss 0.1574, Sem 0.3508, dir -0.6574, norm 0.4640, swav 0.0000 LR: 7.334e-02 Score 89.131 Data time: 0.2469, Forward time: 2.2659, Backward time: 3.0877, DDP time: 0.0042, Total iter time: 5.2631 [2020-11-05 18:27:24,048][root][INFO] - ===> Epoch[113](2916/26): Loss 0.0750, Sem 0.3001, dir -0.6624, norm 0.4372, swav 0.0000 LR: 7.333e-02 Score 90.128 Data time: 0.2050, Forward time: 2.2658, Backward time: 3.0876, DDP time: 0.0042, Total iter time: 5.3824 [2020-11-05 18:27:29,728][root][INFO] - ===> Epoch[113](2917/26): Loss 0.2066, Sem 0.3782, dir -0.6331, norm 0.4615, swav 0.0000 LR: 7.332e-02 Score 88.666 Data time: 0.2664, Forward time: 2.2661, Backward time: 3.0874, DDP time: 0.0042, Total iter time: 5.5615 [2020-11-05 18:27:34,411][root][INFO] - ===> Epoch[113](2918/26): Loss 0.2169, Sem 0.3992, dir -0.6466, norm 0.4643, swav 0.0000 LR: 7.331e-02 Score 88.062 Data time: 0.2077, Forward time: 2.2661, Backward time: 3.0870, DDP time: 0.0042, Total iter time: 4.5245 [2020-11-05 18:27:39,330][root][INFO] - ===> Epoch[113](2919/26): Loss 0.1173, Sem 0.3422, dir -0.6681, norm 0.4433, swav 0.0000 LR: 7.330e-02 Score 89.317 Data time: 0.1781, Forward time: 2.2660, Backward time: 3.0868, DDP time: 0.0042, Total iter time: 4.7839 [2020-11-05 18:27:44,752][root][INFO] - ===> Epoch[113](2920/26): Loss 0.2035, Sem 0.4117, dir -0.6516, norm 0.4434, swav 0.0000 LR: 7.329e-02 Score 88.969 Data time: 0.1777, Forward time: 2.2659, Backward time: 3.0868, DDP time: 0.0042, Total iter time: 5.3137 [2020-11-05 18:27:50,768][root][INFO] - ===> Epoch[113](2921/26): Loss 0.2012, Sem 0.3465, dir -0.6341, norm 0.4889, swav 0.0000 LR: 7.328e-02 Score 88.706 Data time: 0.2348, Forward time: 2.2659, Backward time: 3.0869, DDP time: 0.0042, Total iter time: 5.8997 [2020-11-05 18:27:56,079][root][INFO] - ===> Epoch[113](2922/26): Loss 0.0730, Sem 0.3274, dir -0.6616, norm 0.4072, swav 0.0000 LR: 7.327e-02 Score 89.744 Data time: 0.2391, Forward time: 2.2661, Backward time: 3.0866, DDP time: 0.0042, Total iter time: 5.1689 [2020-11-05 18:28:02,904][root][INFO] - ===> Epoch[113](2923/26): Loss 0.0766, Sem 0.3063, dir -0.6555, norm 0.4258, swav 0.0000 LR: 7.326e-02 Score 90.309 Data time: 0.1719, Forward time: 2.2659, Backward time: 3.0871, DDP time: 0.0042, Total iter time: 6.7053 [2020-11-05 18:28:08,024][root][INFO] - ===> Epoch[113](2924/26): Loss 0.1003, Sem 0.3174, dir -0.6521, norm 0.4351, swav 0.0000 LR: 7.325e-02 Score 89.898 Data time: 0.1895, Forward time: 2.2659, Backward time: 3.0869, DDP time: 0.0042, Total iter time: 5.0166 [2020-11-05 18:28:13,098][root][INFO] - ===> Epoch[113](2925/26): Loss 0.1133, Sem 0.3670, dir -0.6669, norm 0.4132, swav 0.0000 LR: 7.324e-02 Score 88.056 Data time: 0.2113, Forward time: 2.2658, Backward time: 3.0867, DDP time: 0.0042, Total iter time: 4.9375 [2020-11-05 18:28:18,988][root][INFO] - ===> Epoch[113](2926/26): Loss 0.0262, Sem 0.3183, dir -0.6869, norm 0.3948, swav 0.0000 LR: 7.323e-02 Score 90.179 Data time: 0.1761, Forward time: 2.2657, Backward time: 3.0869, DDP time: 0.0042, Total iter time: 5.7628 [2020-11-05 18:28:25,398][root][INFO] - ===> Epoch[113](2927/26): Loss 0.2022, Sem 0.4252, dir -0.6804, norm 0.4574, swav 0.0000 LR: 7.323e-02 Score 87.303 Data time: 0.2275, Forward time: 2.2657, Backward time: 3.0871, DDP time: 0.0042, Total iter time: 6.3163 [2020-11-05 18:28:31,614][root][INFO] - ===> Epoch[113](2928/26): Loss 0.1133, Sem 0.3600, dir -0.6691, norm 0.4224, swav 0.0000 LR: 7.322e-02 Score 88.588 Data time: 0.3049, Forward time: 2.2660, Backward time: 3.0869, DDP time: 0.0042, Total iter time: 6.0860 [2020-11-05 18:28:36,773][root][INFO] - ===> Epoch[113](2929/26): Loss 0.0476, Sem 0.3227, dir -0.6950, norm 0.4199, swav 0.0000 LR: 7.321e-02 Score 89.327 Data time: 0.2174, Forward time: 2.2661, Backward time: 3.0867, DDP time: 0.0042, Total iter time: 5.0287 [2020-11-05 18:28:42,516][root][INFO] - ===> Epoch[113](2930/26): Loss 0.0846, Sem 0.3126, dir -0.6626, norm 0.4345, swav 0.0000 LR: 7.320e-02 Score 90.303 Data time: 0.2324, Forward time: 2.2662, Backward time: 3.0866, DDP time: 0.0042, Total iter time: 5.6404 [2020-11-05 18:28:48,031][root][INFO] - ===> Epoch[113](2931/26): Loss 0.1069, Sem 0.3563, dir -0.6820, norm 0.4326, swav 0.0000 LR: 7.319e-02 Score 88.781 Data time: 0.2276, Forward time: 2.2662, Backward time: 3.0864, DDP time: 0.0042, Total iter time: 5.3892 [2020-11-05 18:28:54,172][root][INFO] - ===> Epoch[113](2932/26): Loss 0.0896, Sem 0.3395, dir -0.6914, norm 0.4415, swav 0.0000 LR: 7.318e-02 Score 88.095 Data time: 0.2159, Forward time: 2.2662, Backward time: 3.0866, DDP time: 0.0042, Total iter time: 6.0272 [2020-11-05 18:29:00,218][root][INFO] - ===> Epoch[113](2933/26): Loss 0.1849, Sem 0.3734, dir -0.6156, norm 0.4272, swav 0.0000 LR: 7.317e-02 Score 88.595 Data time: 0.2084, Forward time: 2.2662, Backward time: 3.0867, DDP time: 0.0042, Total iter time: 5.9307 [2020-11-05 18:29:06,113][root][INFO] - ===> Epoch[113](2934/26): Loss 0.0809, Sem 0.3078, dir -0.6446, norm 0.4178, swav 0.0000 LR: 7.316e-02 Score 90.135 Data time: 0.1933, Forward time: 2.2662, Backward time: 3.0867, DDP time: 0.0042, Total iter time: 5.7654 [2020-11-05 18:29:12,068][root][INFO] - ===> Epoch[113](2935/26): Loss 0.0766, Sem 0.3415, dir -0.6588, norm 0.3938, swav 0.0000 LR: 7.315e-02 Score 89.056 Data time: 0.2275, Forward time: 2.2662, Backward time: 3.0868, DDP time: 0.0042, Total iter time: 5.8547 [2020-11-05 18:29:17,293][root][INFO] - ===> Epoch[113](2936/26): Loss 0.1045, Sem 0.3395, dir -0.6796, norm 0.4446, swav 0.0000 LR: 7.314e-02 Score 88.760 Data time: 0.2538, Forward time: 2.2663, Backward time: 3.0865, DDP time: 0.0042, Total iter time: 5.1027 [2020-11-05 18:29:23,936][root][INFO] - ===> Epoch[113](2937/26): Loss 0.1022, Sem 0.3547, dir -0.6477, norm 0.3952, swav 0.0000 LR: 7.313e-02 Score 89.289 Data time: 0.2258, Forward time: 2.2664, Backward time: 3.0867, DDP time: 0.0042, Total iter time: 6.5213 [2020-11-05 18:29:30,506][root][INFO] - ===> Epoch[113](2938/26): Loss 0.0712, Sem 0.3502, dir -0.7052, norm 0.4262, swav 0.0000 LR: 7.312e-02 Score 88.341 Data time: 0.1851, Forward time: 2.2662, Backward time: 3.0872, DDP time: 0.0042, Total iter time: 6.4507 [2020-11-05 18:29:36,364][root][INFO] - ===> Epoch[114](2939/26): Loss 0.1299, Sem 0.3575, dir -0.6608, norm 0.4332, swav 0.0000 LR: 7.311e-02 Score 88.822 Data time: 0.2118, Forward time: 2.2662, Backward time: 3.0872, DDP time: 0.0042, Total iter time: 5.7984 [2020-11-05 18:29:42,556][root][INFO] - ===> Epoch[114](2940/26): Loss 0.1720, Sem 0.3745, dir -0.6617, norm 0.4593, swav 0.0000 LR: 7.310e-02 Score 88.681 Data time: 0.2160, Forward time: 2.2661, Backward time: 3.0874, DDP time: 0.0042, Total iter time: 6.0912 [2020-11-05 18:29:47,777][root][INFO] - ===> Epoch[114](2941/26): Loss 0.1770, Sem 0.3814, dir -0.6789, norm 0.4745, swav 0.0000 LR: 7.309e-02 Score 89.449 Data time: 0.1941, Forward time: 2.2661, Backward time: 3.0873, DDP time: 0.0042, Total iter time: 5.1258 [2020-11-05 18:29:54,725][root][INFO] - ===> Epoch[114](2942/26): Loss 0.1062, Sem 0.3298, dir -0.6749, norm 0.4513, swav 0.0000 LR: 7.309e-02 Score 89.546 Data time: 0.1570, Forward time: 2.2659, Backward time: 3.0879, DDP time: 0.0042, Total iter time: 6.8404 [2020-11-05 18:29:59,846][root][INFO] - ===> Epoch[114](2943/26): Loss 0.1533, Sem 0.3799, dir -0.6792, norm 0.4527, swav 0.0000 LR: 7.308e-02 Score 87.825 Data time: 0.1732, Forward time: 2.2658, Backward time: 3.0878, DDP time: 0.0042, Total iter time: 5.0169 [2020-11-05 18:30:06,305][root][INFO] - ===> Epoch[114](2944/26): Loss 0.2918, Sem 0.4308, dir -0.6141, norm 0.4751, swav 0.0000 LR: 7.307e-02 Score 86.340 Data time: 0.1756, Forward time: 2.2656, Backward time: 3.0882, DDP time: 0.0042, Total iter time: 6.3483 [2020-11-05 18:30:12,553][root][INFO] - ===> Epoch[114](2945/26): Loss 0.0966, Sem 0.3479, dir -0.6640, norm 0.4127, swav 0.0000 LR: 7.306e-02 Score 89.070 Data time: 0.1711, Forward time: 2.2655, Backward time: 3.0885, DDP time: 0.0042, Total iter time: 6.1444 [2020-11-05 18:30:18,444][root][INFO] - ===> Epoch[114](2946/26): Loss 0.0487, Sem 0.2990, dir -0.6559, norm 0.4056, swav 0.0000 LR: 7.305e-02 Score 90.747 Data time: 0.1843, Forward time: 2.2654, Backward time: 3.0886, DDP time: 0.0042, Total iter time: 5.7997 [2020-11-05 18:30:24,085][root][INFO] - ===> Epoch[114](2947/26): Loss 0.1340, Sem 0.3225, dir -0.6118, norm 0.4233, swav 0.0000 LR: 7.304e-02 Score 89.260 Data time: 0.2071, Forward time: 2.2654, Backward time: 3.0886, DDP time: 0.0042, Total iter time: 5.5238 [2020-11-05 18:30:31,788][root][INFO] - ===> Epoch[114](2948/26): Loss 0.1038, Sem 0.3765, dir -0.6760, norm 0.4032, swav 0.0000 LR: 7.303e-02 Score 88.051 Data time: 0.1883, Forward time: 2.2653, Backward time: 3.0893, DDP time: 0.0042, Total iter time: 7.5630 [2020-11-05 18:30:37,811][root][INFO] - ===> Epoch[114](2949/26): Loss 0.1832, Sem 0.3747, dir -0.6194, norm 0.4278, swav 0.0000 LR: 7.302e-02 Score 88.811 Data time: 0.2240, Forward time: 2.2654, Backward time: 3.0893, DDP time: 0.0042, Total iter time: 5.8992 [2020-11-05 18:30:43,467][root][INFO] - ===> Epoch[114](2950/26): Loss 0.2252, Sem 0.4153, dir -0.6368, norm 0.4467, swav 0.0000 LR: 7.301e-02 Score 86.932 Data time: 0.2482, Forward time: 2.2656, Backward time: 3.0891, DDP time: 0.0042, Total iter time: 5.5139 [2020-11-05 18:30:48,615][root][INFO] - ===> Epoch[114](2951/26): Loss 0.0256, Sem 0.3266, dir -0.6932, norm 0.3922, swav 0.0000 LR: 7.300e-02 Score 89.194 Data time: 0.2289, Forward time: 2.2656, Backward time: 3.0889, DDP time: 0.0042, Total iter time: 4.9897 [2020-11-05 18:30:54,749][root][INFO] - ===> Epoch[114](2952/26): Loss 0.0927, Sem 0.3083, dir -0.6434, norm 0.4277, swav 0.0000 LR: 7.299e-02 Score 90.161 Data time: 0.2922, Forward time: 2.2659, Backward time: 3.0887, DDP time: 0.0042, Total iter time: 6.0207 [2020-11-05 18:31:00,619][root][INFO] - ===> Epoch[114](2953/26): Loss 0.1495, Sem 0.3288, dir -0.6395, norm 0.4601, swav 0.0000 LR: 7.298e-02 Score 88.979 Data time: 0.2528, Forward time: 2.2659, Backward time: 3.0887, DDP time: 0.0042, Total iter time: 5.7528 [2020-11-05 18:31:07,137][root][INFO] - ===> Epoch[114](2954/26): Loss 0.1612, Sem 0.3545, dir -0.6638, norm 0.4705, swav 0.0000 LR: 7.297e-02 Score 88.344 Data time: 0.3715, Forward time: 2.2662, Backward time: 3.0886, DDP time: 0.0042, Total iter time: 6.3783 [2020-11-05 18:31:14,777][root][INFO] - ===> Epoch[114](2955/26): Loss 0.1356, Sem 0.3556, dir -0.6653, norm 0.4453, swav 0.0000 LR: 7.296e-02 Score 88.923 Data time: 0.4051, Forward time: 2.2668, Backward time: 3.0886, DDP time: 0.0042, Total iter time: 7.4946 [2020-11-05 18:31:19,925][root][INFO] - ===> Epoch[114](2956/26): Loss 0.1815, Sem 0.3638, dir -0.6647, norm 0.4824, swav 0.0000 LR: 7.295e-02 Score 88.685 Data time: 0.2017, Forward time: 2.2667, Backward time: 3.0885, DDP time: 0.0042, Total iter time: 5.0116 [2020-11-05 18:31:25,727][root][INFO] - ===> Epoch[114](2957/26): Loss 0.0556, Sem 0.3108, dir -0.6570, norm 0.4018, swav 0.0000 LR: 7.295e-02 Score 89.676 Data time: 0.2062, Forward time: 2.2667, Backward time: 3.0885, DDP time: 0.0042, Total iter time: 5.6904 [2020-11-05 18:31:31,939][root][INFO] - ===> Epoch[114](2958/26): Loss 0.0707, Sem 0.3092, dir -0.6748, norm 0.4362, swav 0.0000 LR: 7.294e-02 Score 90.649 Data time: 0.1629, Forward time: 2.2665, Backward time: 3.0888, DDP time: 0.0042, Total iter time: 6.0919 [2020-11-05 18:31:36,646][root][INFO] - ===> Epoch[114](2959/26): Loss 0.1813, Sem 0.4064, dir -0.6735, norm 0.4483, swav 0.0000 LR: 7.293e-02 Score 86.388 Data time: 0.2008, Forward time: 2.2664, Backward time: 3.0886, DDP time: 0.0042, Total iter time: 4.6107 [2020-11-05 18:31:42,437][root][INFO] - ===> Epoch[114](2960/26): Loss 0.1938, Sem 0.4000, dir -0.6743, norm 0.4682, swav 0.0000 LR: 7.292e-02 Score 88.075 Data time: 0.2088, Forward time: 2.2665, Backward time: 3.0886, DDP time: 0.0042, Total iter time: 5.6929 [2020-11-05 18:31:48,740][root][INFO] - ===> Epoch[114](2961/26): Loss 0.0783, Sem 0.3322, dir -0.6582, norm 0.4043, swav 0.0000 LR: 7.291e-02 Score 88.999 Data time: 0.1977, Forward time: 2.2664, Backward time: 3.0888, DDP time: 0.0042, Total iter time: 6.1932 [2020-11-05 18:31:53,805][root][INFO] - ===> Epoch[114](2962/26): Loss 0.0013, Sem 0.3050, dir -0.6789, norm 0.3752, swav 0.0000 LR: 7.290e-02 Score 89.957 Data time: 0.2330, Forward time: 2.2664, Backward time: 3.0885, DDP time: 0.0042, Total iter time: 4.9681 [2020-11-05 18:31:58,559][root][INFO] - ===> Epoch[114](2963/26): Loss 0.0988, Sem 0.3574, dir -0.6778, norm 0.4193, swav 0.0000 LR: 7.289e-02 Score 89.349 Data time: 0.2097, Forward time: 2.2664, Backward time: 3.0882, DDP time: 0.0042, Total iter time: 4.6415 [2020-11-05 18:32:04,308][root][INFO] - ===> Epoch[114](2964/26): Loss 0.0412, Sem 0.3298, dir -0.7031, norm 0.4146, swav 0.0000 LR: 7.288e-02 Score 89.325 Data time: 0.2183, Forward time: 2.2665, Backward time: 3.0881, DDP time: 0.0042, Total iter time: 5.6447 [2020-11-05 18:32:09,542][root][INFO] - ===> Epoch[115](2965/26): Loss 0.1796, Sem 0.4045, dir -0.6662, norm 0.4413, swav 0.0000 LR: 7.287e-02 Score 88.211 Data time: 0.2348, Forward time: 2.2665, Backward time: 3.0879, DDP time: 0.0042, Total iter time: 5.1254 [2020-11-05 18:32:15,373][root][INFO] - ===> Epoch[115](2966/26): Loss 0.1230, Sem 0.3674, dir -0.6524, norm 0.4080, swav 0.0000 LR: 7.286e-02 Score 88.028 Data time: 0.2163, Forward time: 2.2666, Backward time: 3.0878, DDP time: 0.0042, Total iter time: 5.7142 [2020-11-05 18:32:22,008][root][INFO] - ===> Epoch[115](2967/26): Loss 0.1281, Sem 0.3536, dir -0.6686, norm 0.4431, swav 0.0000 LR: 7.285e-02 Score 88.615 Data time: 0.1338, Forward time: 2.2663, Backward time: 3.0885, DDP time: 0.0042, Total iter time: 6.5117 [2020-11-05 18:32:27,367][root][INFO] - ===> Epoch[115](2968/26): Loss 0.1866, Sem 0.3647, dir -0.6616, norm 0.4836, swav 0.0000 LR: 7.284e-02 Score 88.717 Data time: 0.2052, Forward time: 2.2663, Backward time: 3.0884, DDP time: 0.0042, Total iter time: 5.2787 [2020-11-05 18:32:32,726][root][INFO] - ===> Epoch[115](2969/26): Loss 0.1591, Sem 0.3290, dir -0.6837, norm 0.5138, swav 0.0000 LR: 7.283e-02 Score 89.237 Data time: 0.2562, Forward time: 2.2665, Backward time: 3.0881, DDP time: 0.0042, Total iter time: 5.2429 [2020-11-05 18:32:38,168][root][INFO] - ===> Epoch[115](2970/26): Loss 0.2620, Sem 0.4334, dir -0.6429, norm 0.4714, swav 0.0000 LR: 7.282e-02 Score 85.409 Data time: 0.2010, Forward time: 2.2664, Backward time: 3.0880, DDP time: 0.0042, Total iter time: 5.3089 [2020-11-05 18:32:43,536][root][INFO] - ===> Epoch[115](2971/26): Loss 0.0786, Sem 0.3673, dir -0.7061, norm 0.4174, swav 0.0000 LR: 7.281e-02 Score 87.713 Data time: 0.2498, Forward time: 2.2665, Backward time: 3.0878, DDP time: 0.0042, Total iter time: 5.2612 [2020-11-05 18:32:50,067][root][INFO] - ===> Epoch[115](2972/26): Loss 0.0983, Sem 0.3192, dir -0.6457, norm 0.4248, swav 0.0000 LR: 7.281e-02 Score 89.963 Data time: 0.2399, Forward time: 2.2667, Backward time: 3.0879, DDP time: 0.0042, Total iter time: 6.4093 [2020-11-05 18:32:56,570][root][INFO] - ===> Epoch[115](2973/26): Loss 0.0870, Sem 0.3425, dir -0.6830, norm 0.4275, swav 0.0000 LR: 7.280e-02 Score 88.930 Data time: 0.1263, Forward time: 2.2664, Backward time: 3.0885, DDP time: 0.0042, Total iter time: 6.3926 [2020-11-05 18:33:02,587][root][INFO] - ===> Epoch[115](2974/26): Loss 0.1833, Sem 0.3777, dir -0.6680, norm 0.4735, swav 0.0000 LR: 7.279e-02 Score 88.138 Data time: 0.2640, Forward time: 2.2666, Backward time: 3.0884, DDP time: 0.0042, Total iter time: 5.9597 [2020-11-05 18:33:08,160][root][INFO] - ===> Epoch[115](2975/26): Loss 0.1049, Sem 0.3357, dir -0.6651, norm 0.4343, swav 0.0000 LR: 7.278e-02 Score 90.641 Data time: 0.1991, Forward time: 2.2666, Backward time: 3.0883, DDP time: 0.0042, Total iter time: 5.4464 [2020-11-05 18:33:14,246][root][INFO] - ===> Epoch[115](2976/26): Loss 0.0897, Sem 0.3189, dir -0.6763, norm 0.4472, swav 0.0000 LR: 7.277e-02 Score 90.118 Data time: 0.1511, Forward time: 2.2664, Backward time: 3.0886, DDP time: 0.0042, Total iter time: 5.9721 [2020-11-05 18:33:19,192][root][INFO] - ===> Epoch[115](2977/26): Loss 0.0560, Sem 0.3252, dir -0.6983, norm 0.4292, swav 0.0000 LR: 7.276e-02 Score 89.468 Data time: 0.2048, Forward time: 2.2663, Backward time: 3.0884, DDP time: 0.0042, Total iter time: 4.8546 [2020-11-05 18:33:25,712][root][INFO] - ===> Epoch[115](2978/26): Loss 0.0680, Sem 0.3088, dir -0.6711, norm 0.4303, swav 0.0000 LR: 7.275e-02 Score 89.973 Data time: 0.2384, Forward time: 2.2664, Backward time: 3.0886, DDP time: 0.0042, Total iter time: 6.4104 [2020-11-05 18:33:32,741][root][INFO] - ===> Epoch[115](2979/26): Loss 0.1398, Sem 0.3612, dir -0.6735, norm 0.4521, swav 0.0000 LR: 7.274e-02 Score 89.307 Data time: 0.1901, Forward time: 2.2663, Backward time: 3.0891, DDP time: 0.0042, Total iter time: 6.9106 [2020-11-05 18:33:37,590][root][INFO] - ===> Epoch[115](2980/26): Loss 0.0224, Sem 0.2798, dir -0.6792, norm 0.4217, swav 0.0000 LR: 7.273e-02 Score 90.629 Data time: 0.2059, Forward time: 2.2663, Backward time: 3.0888, DDP time: 0.0042, Total iter time: 4.7316 [2020-11-05 18:33:42,792][root][INFO] - ===> Epoch[115](2981/26): Loss 0.0967, Sem 0.3552, dir -0.6745, norm 0.4160, swav 0.0000 LR: 7.272e-02 Score 88.824 Data time: 0.2559, Forward time: 2.2664, Backward time: 3.0885, DDP time: 0.0042, Total iter time: 5.0813 [2020-11-05 18:33:48,791][root][INFO] - ===> Epoch[115](2982/26): Loss 0.1415, Sem 0.3671, dir -0.6628, norm 0.4372, swav 0.0000 LR: 7.271e-02 Score 88.384 Data time: 0.2279, Forward time: 2.2665, Backward time: 3.0885, DDP time: 0.0042, Total iter time: 5.8874 [2020-11-05 18:33:56,819][root][INFO] - ===> Epoch[115](2983/26): Loss 0.1873, Sem 0.3749, dir -0.6245, norm 0.4369, swav 0.0000 LR: 7.270e-02 Score 88.835 Data time: 0.1659, Forward time: 2.2664, Backward time: 3.0893, DDP time: 0.0042, Total iter time: 7.9140 [2020-11-05 18:34:02,207][root][INFO] - ===> Epoch[115](2984/26): Loss 0.0766, Sem 0.3427, dir -0.7042, norm 0.4380, swav 0.0000 LR: 7.269e-02 Score 88.682 Data time: 0.1801, Forward time: 2.2662, Backward time: 3.0894, DDP time: 0.0042, Total iter time: 5.2958 [2020-11-05 18:34:07,094][root][INFO] - ===> Epoch[115](2985/26): Loss 0.0744, Sem 0.3418, dir -0.6605, norm 0.3931, swav 0.0000 LR: 7.268e-02 Score 88.019 Data time: 0.2155, Forward time: 2.2661, Backward time: 3.0892, DDP time: 0.0042, Total iter time: 4.8034 [2020-11-05 18:34:14,381][root][INFO] - ===> Epoch[115](2986/26): Loss 0.2345, Sem 0.3893, dir -0.6684, norm 0.5136, swav 0.0000 LR: 7.268e-02 Score 88.189 Data time: 0.3620, Forward time: 2.2666, Backward time: 3.0892, DDP time: 0.0042, Total iter time: 7.1744 [2020-11-05 18:34:19,439][root][INFO] - ===> Epoch[115](2987/26): Loss 0.0816, Sem 0.3456, dir -0.6799, norm 0.4159, swav 0.0000 LR: 7.267e-02 Score 89.154 Data time: 0.2256, Forward time: 2.2667, Backward time: 3.0888, DDP time: 0.0042, Total iter time: 4.9226 [2020-11-05 18:34:24,535][root][INFO] - ===> Epoch[115](2988/26): Loss 0.1140, Sem 0.3656, dir -0.6851, norm 0.4335, swav 0.0000 LR: 7.266e-02 Score 88.291 Data time: 0.2079, Forward time: 2.2667, Backward time: 3.0886, DDP time: 0.0042, Total iter time: 4.9841 [2020-11-05 18:34:30,728][root][INFO] - ===> Epoch[115](2989/26): Loss 0.0988, Sem 0.3516, dir -0.6648, norm 0.4120, swav 0.0000 LR: 7.265e-02 Score 89.921 Data time: 0.2928, Forward time: 2.2670, Backward time: 3.0885, DDP time: 0.0042, Total iter time: 6.0692 [2020-11-05 18:34:36,778][root][INFO] - ===> Epoch[115](2990/26): Loss 0.2734, Sem 0.4359, dir -0.6278, norm 0.4653, swav 0.0000 LR: 7.264e-02 Score 87.569 Data time: 0.1835, Forward time: 2.2669, Backward time: 3.0886, DDP time: 0.0042, Total iter time: 5.9271 [2020-11-05 18:34:41,732][root][INFO] - ===> Epoch[116](2991/26): Loss 0.0345, Sem 0.3238, dir -0.6581, norm 0.3689, swav 0.0000 LR: 7.263e-02 Score 89.459 Data time: 0.1918, Forward time: 2.2668, Backward time: 3.0885, DDP time: 0.0042, Total iter time: 4.8418 [2020-11-05 18:34:47,026][root][INFO] - ===> Epoch[116](2992/26): Loss 0.1529, Sem 0.3432, dir -0.6408, norm 0.4505, swav 0.0000 LR: 7.262e-02 Score 89.187 Data time: 0.1688, Forward time: 2.2667, Backward time: 3.0885, DDP time: 0.0042, Total iter time: 5.1886 [2020-11-05 18:34:52,233][root][INFO] - ===> Epoch[116](2993/26): Loss 0.1813, Sem 0.3906, dir -0.6596, norm 0.4502, swav 0.0000 LR: 7.261e-02 Score 87.898 Data time: 0.2363, Forward time: 2.2668, Backward time: 3.0882, DDP time: 0.0042, Total iter time: 5.1113 [2020-11-05 18:34:58,179][root][INFO] - ===> Epoch[116](2994/26): Loss 0.0559, Sem 0.3151, dir -0.6808, norm 0.4216, swav 0.0000 LR: 7.260e-02 Score 89.490 Data time: 0.2491, Forward time: 2.2668, Backward time: 3.0883, DDP time: 0.0042, Total iter time: 5.8192 [2020-11-05 18:35:03,181][root][INFO] - ===> Epoch[116](2995/26): Loss 0.0945, Sem 0.3452, dir -0.6612, norm 0.4105, swav 0.0000 LR: 7.259e-02 Score 89.487 Data time: 0.2119, Forward time: 2.2668, Backward time: 3.0880, DDP time: 0.0042, Total iter time: 4.9037 [2020-11-05 18:35:08,915][root][INFO] - ===> Epoch[116](2996/26): Loss 0.0294, Sem 0.3083, dir -0.6960, norm 0.4171, swav 0.0000 LR: 7.258e-02 Score 90.362 Data time: 0.1934, Forward time: 2.2667, Backward time: 3.0881, DDP time: 0.0042, Total iter time: 5.6262 [2020-11-05 18:35:14,597][root][INFO] - ===> Epoch[116](2997/26): Loss 0.1038, Sem 0.4062, dir -0.6938, norm 0.3913, swav 0.0000 LR: 7.257e-02 Score 87.518 Data time: 0.1960, Forward time: 2.2667, Backward time: 3.0881, DDP time: 0.0042, Total iter time: 5.5780 [2020-11-05 18:35:19,771][root][INFO] - ===> Epoch[116](2998/26): Loss 0.0340, Sem 0.3021, dir -0.6785, norm 0.4103, swav 0.0000 LR: 7.256e-02 Score 90.352 Data time: 0.1946, Forward time: 2.2667, Backward time: 3.0879, DDP time: 0.0042, Total iter time: 5.0598 [2020-11-05 18:35:25,590][root][INFO] - ===> Epoch[116](2999/26): Loss 0.0791, Sem 0.3454, dir -0.6717, norm 0.4054, swav 0.0000 LR: 7.255e-02 Score 88.553 Data time: 0.1734, Forward time: 2.2666, Backward time: 3.0881, DDP time: 0.0042, Total iter time: 5.7225 [2020-11-05 18:35:30,309][root][INFO] - ===> Epoch[116](3000/26): Loss 0.1024, Sem 0.3414, dir -0.6741, norm 0.4351, swav 0.0000 LR: 7.254e-02 Score 89.164 Data time: 0.2076, Forward time: 2.2666, Backward time: 3.0877, DDP time: 0.0042, Total iter time: 4.6261 [2020-11-05 18:35:30,952][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-11-05 18:35:31,224][root][INFO] - ===> Start testing [2020-11-05 18:36:56,224][root][INFO] - 101/312: Data time: 0.0097, Iter time: 0.5907 Loss 0.691 (AVG: 0.547) Score 80.933 (AVG: 84.645) mIOU 59.692 mAP 69.463 mAcc 67.072 IOU: 77.323 96.128 48.568 79.334 84.504 80.211 65.887 50.903 44.908 70.889 8.140 38.939 55.726 45.521 17.765 51.221 87.752 66.590 84.860 38.674 mAP: 80.008 94.683 53.311 74.432 86.767 77.467 64.084 66.565 55.912 75.381 42.182 52.003 66.007 66.884 32.548 88.806 90.067 82.163 83.613 56.374 mAcc: 95.936 98.357 65.367 88.247 89.319 91.235 73.624 58.664 50.382 84.584 8.991 43.600 75.871 49.826 18.154 55.051 89.243 72.456 88.068 44.466 [2020-11-05 18:38:19,554][root][INFO] - 201/312: Data time: 0.0048, Iter time: 0.2282 Loss 0.143 (AVG: 0.543) Score 94.535 (AVG: 85.091) mIOU 59.866 mAP 69.791 mAcc 67.792 IOU: 78.401 95.993 49.652 78.571 86.346 80.026 66.023 47.084 45.179 69.061 6.066 41.572 54.409 53.746 27.918 50.634 88.396 62.343 79.217 36.690 mAP: 80.729 95.180 53.603 75.786 88.603 79.336 71.634 64.360 56.486 71.686 36.682 53.993 64.845 69.396 41.396 88.394 92.304 79.630 74.595 57.181 mAcc: 96.119 98.309 67.344 85.809 90.879 92.798 74.823 54.962 53.330 85.781 6.612 45.221 76.513 56.562 28.837 54.339 90.619 69.034 86.273 41.667 [2020-11-05 18:39:38,492][root][INFO] - 301/312: Data time: 0.0071, Iter time: 0.2963 Loss 0.320 (AVG: 0.531) Score 91.045 (AVG: 85.287) mIOU 60.212 mAP 70.616 mAcc 68.602 IOU: 78.738 96.096 52.652 76.849 86.337 78.089 66.165 47.122 43.914 69.726 6.272 42.713 52.027 53.175 35.630 54.782 86.691 56.901 81.686 38.674 mAP: 80.136 94.718 57.615 72.042 88.164 80.068 70.950 64.606 58.243 72.156 39.707 55.392 64.845 69.735 47.306 87.796 93.240 78.738 81.266 55.606 mAcc: 95.993 98.267 72.052 84.622 90.484 93.932 74.142 55.489 52.050 87.085 6.826 46.359 75.275 55.703 37.095 61.853 90.322 63.295 86.956 44.234 [2020-11-05 18:39:49,087][root][INFO] - 312/312: Data time: 0.0058, Iter time: 0.7155 Loss 0.459 (AVG: 0.531) Score 87.166 (AVG: 85.235) mIOU 60.316 mAP 70.716 mAcc 68.810 IOU: 78.836 96.082 52.948 76.334 86.232 78.083 65.691 47.314 43.909 69.698 6.448 44.987 51.946 54.688 35.481 54.742 85.595 57.188 82.269 37.845 mAP: 80.305 94.681 58.035 72.617 88.131 80.210 69.899 64.771 57.654 72.746 39.060 55.741 64.416 71.094 47.716 87.799 92.532 79.056 82.376 55.477 mAcc: 95.973 98.242 72.291 84.528 90.401 93.935 73.611 55.886 52.173 87.278 7.040 48.916 75.657 57.080 37.005 62.629 89.293 63.544 87.257 43.463 [2020-11-05 18:39:49,088][root][INFO] - Finished test. Elapsed time: 257.8622 [2020-11-05 18:40:00,859][root][INFO] - [2020-11-05 18:40:00,859][root][INFO] - ################################################################ [2020-11-05 18:40:00,859][root][INFO] - what : AP AP_50% AP_25% [2020-11-05 18:40:00,859][root][INFO] - ################################################################ [2020-11-05 18:40:00,859][root][INFO] - cabinet : 0.092 0.233 0.508 [2020-11-05 18:40:00,859][root][INFO] - bed : 0.345 0.698 0.836 [2020-11-05 18:40:00,859][root][INFO] - chair : 0.408 0.579 0.685 [2020-11-05 18:40:00,859][root][INFO] - sofa : 0.371 0.654 0.821 [2020-11-05 18:40:00,859][root][INFO] - table : 0.256 0.480 0.579 [2020-11-05 18:40:00,859][root][INFO] - door : 0.172 0.330 0.452 [2020-11-05 18:40:00,859][root][INFO] - window : 0.043 0.106 0.290 [2020-11-05 18:40:00,860][root][INFO] - bookshelf : 0.193 0.459 0.702 [2020-11-05 18:40:00,860][root][INFO] - picture : 0.001 0.005 0.067 [2020-11-05 18:40:00,860][root][INFO] - counter : 0.005 0.015 0.247 [2020-11-05 18:40:00,860][root][INFO] - desk : 0.019 0.077 0.369 [2020-11-05 18:40:00,860][root][INFO] - curtain : 0.112 0.245 0.369 [2020-11-05 18:40:00,860][root][INFO] - refrigerator : 0.185 0.276 0.345 [2020-11-05 18:40:00,860][root][INFO] - shower curtain : 0.386 0.649 0.649 [2020-11-05 18:40:00,860][root][INFO] - toilet : 0.694 0.883 0.898 [2020-11-05 18:40:00,860][root][INFO] - sink : 0.175 0.491 0.739 [2020-11-05 18:40:00,860][root][INFO] - bathtub : 0.593 0.769 0.866 [2020-11-05 18:40:00,860][root][INFO] - otherfurniture : 0.203 0.363 0.543 [2020-11-05 18:40:00,860][root][INFO] - ---------------------------------------------------------------- [2020-11-05 18:40:00,860][root][INFO] - average : 0.236 0.406 0.553 [2020-11-05 18:40:00,860][root][INFO] - [2020-11-05 18:40:01,139][root][INFO] - Summary name validation/mAP@0.5 is illegal; using validation/mAP_0.5 instead. [2020-11-05 18:40:01,786][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34Cbest_val.pth [2020-11-05 18:40:02,019][root][INFO] - Current best mIoU: 60.316 at iter 3000 [2020-11-05 18:40:05,512][root][INFO] - ===> Epoch[116](3001/26): Loss 0.1277, Sem 0.3527, dir -0.6592, norm 0.4341, swav 0.0000 LR: 7.254e-02 Score 89.101 Data time: 0.1710, Forward time: 2.2664, Backward time: 3.0872, DDP time: 0.0042, Total iter time: 3.4865 [2020-11-05 18:40:12,091][root][INFO] - ===> Epoch[116](3002/26): Loss 0.1805, Sem 0.3644, dir -0.6271, norm 0.4431, swav 0.0000 LR: 7.253e-02 Score 88.342 Data time: 0.5359, Forward time: 2.2666, Backward time: 3.0872, DDP time: 0.0042, Total iter time: 6.4713 [2020-11-05 18:40:19,784][root][INFO] - ===> Epoch[116](3003/26): Loss 0.1275, Sem 0.3578, dir -0.6522, norm 0.4218, swav 0.0000 LR: 7.252e-02 Score 88.714 Data time: 0.3566, Forward time: 2.2671, Backward time: 3.0873, DDP time: 0.0042, Total iter time: 7.5559 [2020-11-05 18:40:24,921][root][INFO] - ===> Epoch[116](3004/26): Loss 0.1439, Sem 0.3687, dir -0.6750, norm 0.4502, swav 0.0000 LR: 7.251e-02 Score 88.502 Data time: 0.2206, Forward time: 2.2672, Backward time: 3.0870, DDP time: 0.0042, Total iter time: 5.0080 [2020-11-05 18:40:30,523][root][INFO] - ===> Epoch[116](3005/26): Loss 0.1145, Sem 0.3266, dir -0.6592, norm 0.4471, swav 0.0000 LR: 7.250e-02 Score 89.215 Data time: 0.2519, Forward time: 2.2674, Backward time: 3.0868, DDP time: 0.0042, Total iter time: 5.4789 [2020-11-05 18:40:36,181][root][INFO] - ===> Epoch[116](3006/26): Loss 0.2596, Sem 0.4381, dir -0.6343, norm 0.4558, swav 0.0000 LR: 7.249e-02 Score 87.419 Data time: 0.1783, Forward time: 2.2673, Backward time: 3.0868, DDP time: 0.0042, Total iter time: 5.5447 [2020-11-05 18:40:41,549][root][INFO] - ===> Epoch[116](3007/26): Loss 0.1650, Sem 0.3738, dir -0.6464, norm 0.4376, swav 0.0000 LR: 7.248e-02 Score 87.875 Data time: 0.2015, Forward time: 2.2673, Backward time: 3.0868, DDP time: 0.0042, Total iter time: 5.3144 [2020-11-05 18:40:47,282][root][INFO] - ===> Epoch[116](3008/26): Loss 0.1477, Sem 0.3629, dir -0.6398, norm 0.4247, swav 0.0000 LR: 7.247e-02 Score 87.849 Data time: 0.1629, Forward time: 2.2671, Backward time: 3.0869, DDP time: 0.0042, Total iter time: 5.6292 [2020-11-05 18:40:53,516][root][INFO] - ===> Epoch[116](3009/26): Loss 0.0754, Sem 0.3344, dir -0.6505, norm 0.3914, swav 0.0000 LR: 7.246e-02 Score 89.415 Data time: 0.2301, Forward time: 2.2672, Backward time: 3.0870, DDP time: 0.0042, Total iter time: 6.1672 [2020-11-05 18:41:00,743][root][INFO] - ===> Epoch[116](3010/26): Loss 0.0438, Sem 0.2959, dir -0.6624, norm 0.4103, swav 0.0000 LR: 7.245e-02 Score 90.259 Data time: 0.2312, Forward time: 2.2671, Backward time: 3.0875, DDP time: 0.0042, Total iter time: 7.1162 [2020-11-05 18:41:07,183][root][INFO] - ===> Epoch[116](3011/26): Loss 0.0986, Sem 0.3181, dir -0.6708, norm 0.4514, swav 0.0000 LR: 7.244e-02 Score 90.228 Data time: 0.1664, Forward time: 2.2669, Backward time: 3.0880, DDP time: 0.0042, Total iter time: 6.3400 [2020-11-05 18:41:11,738][root][INFO] - ===> Epoch[116](3012/26): Loss 0.1421, Sem 0.4106, dir -0.6863, norm 0.4178, swav 0.0000 LR: 7.243e-02 Score 87.157 Data time: 0.1836, Forward time: 2.2668, Backward time: 3.0877, DDP time: 0.0042, Total iter time: 4.4691 [2020-11-05 18:41:17,293][root][INFO] - ===> Epoch[116](3013/26): Loss 0.1234, Sem 0.3651, dir -0.6639, norm 0.4222, swav 0.0000 LR: 7.242e-02 Score 88.535 Data time: 0.2323, Forward time: 2.2668, Backward time: 3.0876, DDP time: 0.0042, Total iter time: 5.4489 [2020-11-05 18:41:22,516][root][INFO] - ===> Epoch[116](3014/26): Loss 0.0203, Sem 0.3082, dir -0.7116, norm 0.4236, swav 0.0000 LR: 7.241e-02 Score 90.244 Data time: 0.1961, Forward time: 2.2666, Backward time: 3.0876, DDP time: 0.0042, Total iter time: 5.1088 [2020-11-05 18:41:28,072][root][INFO] - ===> Epoch[116](3015/26): Loss 0.1443, Sem 0.3598, dir -0.6694, norm 0.4539, swav 0.0000 LR: 7.240e-02 Score 87.982 Data time: 0.1938, Forward time: 2.2666, Backward time: 3.0876, DDP time: 0.0042, Total iter time: 5.4828 [2020-11-05 18:41:34,551][root][INFO] - ===> Epoch[116](3016/26): Loss 0.1936, Sem 0.4026, dir -0.6820, norm 0.4730, swav 0.0000 LR: 7.240e-02 Score 87.827 Data time: 0.2816, Forward time: 2.2668, Backward time: 3.0876, DDP time: 0.0042, Total iter time: 6.3622 [2020-11-05 18:41:40,939][root][INFO] - ===> Epoch[117](3017/26): Loss 0.1572, Sem 0.3680, dir -0.6281, norm 0.4173, swav 0.0000 LR: 7.239e-02 Score 88.654 Data time: 0.2703, Forward time: 2.2669, Backward time: 3.0877, DDP time: 0.0042, Total iter time: 6.2528 [2020-11-05 18:41:47,811][root][INFO] - ===> Epoch[117](3018/26): Loss 0.1297, Sem 0.3694, dir -0.6754, norm 0.4357, swav 0.0000 LR: 7.238e-02 Score 88.071 Data time: 0.2139, Forward time: 2.2669, Backward time: 3.0880, DDP time: 0.0042, Total iter time: 6.7351 [2020-11-05 18:41:53,916][root][INFO] - ===> Epoch[117](3019/26): Loss 0.1221, Sem 0.3065, dir -0.6724, norm 0.4880, swav 0.0000 LR: 7.237e-02 Score 89.710 Data time: 0.1995, Forward time: 2.2668, Backward time: 3.0882, DDP time: 0.0042, Total iter time: 5.9805 [2020-11-05 18:42:02,481][root][INFO] - ===> Epoch[117](3020/26): Loss 0.2008, Sem 0.4005, dir -0.6568, norm 0.4572, swav 0.0000 LR: 7.236e-02 Score 87.847 Data time: 0.2258, Forward time: 2.2668, Backward time: 3.0891, DDP time: 0.0042, Total iter time: 8.4506 [2020-11-05 18:42:07,871][root][INFO] - ===> Epoch[117](3021/26): Loss 0.0665, Sem 0.3059, dir -0.6727, norm 0.4332, swav 0.0000 LR: 7.235e-02 Score 90.130 Data time: 0.2615, Forward time: 2.2669, Backward time: 3.0888, DDP time: 0.0042, Total iter time: 5.2994 [2020-11-05 18:42:12,947][root][INFO] - ===> Epoch[117](3022/26): Loss 0.1630, Sem 0.3709, dir -0.6898, norm 0.4820, swav 0.0000 LR: 7.234e-02 Score 89.049 Data time: 0.2406, Forward time: 2.2670, Backward time: 3.0885, DDP time: 0.0042, Total iter time: 4.9565 [2020-11-05 18:42:18,337][root][INFO] - ===> Epoch[117](3023/26): Loss 0.2010, Sem 0.3575, dir -0.6400, norm 0.4834, swav 0.0000 LR: 7.233e-02 Score 89.069 Data time: 0.2518, Forward time: 2.2671, Backward time: 3.0883, DDP time: 0.0042, Total iter time: 5.2790 [2020-11-05 18:42:24,423][root][INFO] - ===> Epoch[117](3024/26): Loss 0.1869, Sem 0.3906, dir -0.6158, norm 0.4121, swav 0.0000 LR: 7.232e-02 Score 87.920 Data time: 0.2302, Forward time: 2.2671, Backward time: 3.0884, DDP time: 0.0042, Total iter time: 5.9638 [2020-11-05 18:42:29,833][root][INFO] - ===> Epoch[117](3025/26): Loss 0.0597, Sem 0.3016, dir -0.6717, norm 0.4298, swav 0.0000 LR: 7.231e-02 Score 90.129 Data time: 0.2136, Forward time: 2.2672, Backward time: 3.0882, DDP time: 0.0042, Total iter time: 5.3045 [2020-11-05 18:42:33,812][root][INFO] - ===> Epoch[117](3026/26): Loss 0.1563, Sem 0.3812, dir -0.6818, norm 0.4569, swav 0.0000 LR: 7.230e-02 Score 88.268 Data time: 0.2169, Forward time: 2.2671, Backward time: 3.0877, DDP time: 0.0042, Total iter time: 3.8749 [2020-11-05 18:42:40,432][root][INFO] - ===> Epoch[117](3027/26): Loss 0.0920, Sem 0.3351, dir -0.6822, norm 0.4391, swav 0.0000 LR: 7.229e-02 Score 90.098 Data time: 0.2078, Forward time: 2.2670, Backward time: 3.0881, DDP time: 0.0042, Total iter time: 6.5285 [2020-11-05 18:42:46,398][root][INFO] - ===> Epoch[117](3028/26): Loss -0.0001, Sem 0.3090, dir -0.7252, norm 0.4160, swav 0.0000 LR: 7.228e-02 Score 90.096 Data time: 0.3085, Forward time: 2.2673, Backward time: 3.0879, DDP time: 0.0042, Total iter time: 5.8371 [2020-11-05 18:42:51,757][root][INFO] - ===> Epoch[117](3029/26): Loss 0.1094, Sem 0.3176, dir -0.6303, norm 0.4222, swav 0.0000 LR: 7.227e-02 Score 90.007 Data time: 0.1742, Forward time: 2.2671, Backward time: 3.0879, DDP time: 0.0042, Total iter time: 5.2425 [2020-11-05 18:42:58,008][root][INFO] - ===> Epoch[117](3030/26): Loss 0.0372, Sem 0.2761, dir -0.6524, norm 0.4134, swav 0.0000 LR: 7.226e-02 Score 91.012 Data time: 0.3128, Forward time: 2.2674, Backward time: 3.0877, DDP time: 0.0042, Total iter time: 6.1342 [2020-11-05 18:43:04,577][root][INFO] - ===> Epoch[117](3031/26): Loss 0.0647, Sem 0.3306, dir -0.6882, norm 0.4223, swav 0.0000 LR: 7.226e-02 Score 89.444 Data time: 0.1971, Forward time: 2.2674, Backward time: 3.0880, DDP time: 0.0042, Total iter time: 6.4357 [2020-11-05 18:43:10,762][root][INFO] - ===> Epoch[117](3032/26): Loss 0.0160, Sem 0.3017, dir -0.6967, norm 0.4110, swav 0.0000 LR: 7.225e-02 Score 90.429 Data time: 0.2432, Forward time: 2.2674, Backward time: 3.0881, DDP time: 0.0042, Total iter time: 6.0648 [2020-11-05 18:43:16,188][root][INFO] - ===> Epoch[117](3033/26): Loss 0.1392, Sem 0.3673, dir -0.6618, norm 0.4336, swav 0.0000 LR: 7.224e-02 Score 89.381 Data time: 0.2046, Forward time: 2.2674, Backward time: 3.0880, DDP time: 0.0042, Total iter time: 5.3319 [2020-11-05 18:43:22,800][root][INFO] - ===> Epoch[117](3034/26): Loss 0.0968, Sem 0.3194, dir -0.6616, norm 0.4390, swav 0.0000 LR: 7.223e-02 Score 90.603 Data time: 0.1529, Forward time: 2.2672, Backward time: 3.0885, DDP time: 0.0042, Total iter time: 6.4953 [2020-11-05 18:43:29,161][root][INFO] - ===> Epoch[117](3035/26): Loss 0.1299, Sem 0.3727, dir -0.6664, norm 0.4236, swav 0.0000 LR: 7.222e-02 Score 88.781 Data time: 0.2372, Forward time: 2.2672, Backward time: 3.0887, DDP time: 0.0042, Total iter time: 6.3006 [2020-11-05 18:43:34,949][root][INFO] - ===> Epoch[117](3036/26): Loss 0.0860, Sem 0.3412, dir -0.6864, norm 0.4312, swav 0.0000 LR: 7.221e-02 Score 88.669 Data time: 0.2469, Forward time: 2.2673, Backward time: 3.0886, DDP time: 0.0042, Total iter time: 5.6722 [2020-11-05 18:43:41,195][root][INFO] - ===> Epoch[117](3037/26): Loss 0.0627, Sem 0.3287, dir -0.6774, norm 0.4114, swav 0.0000 LR: 7.220e-02 Score 89.126 Data time: 0.3037, Forward time: 2.2675, Backward time: 3.0885, DDP time: 0.0042, Total iter time: 6.1511 [2020-11-05 18:43:47,382][root][INFO] - ===> Epoch[117](3038/26): Loss 0.1657, Sem 0.3559, dir -0.6401, norm 0.4499, swav 0.0000 LR: 7.219e-02 Score 89.499 Data time: 0.3192, Forward time: 2.2678, Backward time: 3.0883, DDP time: 0.0042, Total iter time: 6.0579 [2020-11-05 18:43:53,103][root][INFO] - ===> Epoch[117](3039/26): Loss 0.0678, Sem 0.3213, dir -0.6633, norm 0.4098, swav 0.0000 LR: 7.218e-02 Score 89.712 Data time: 0.2243, Forward time: 2.2679, Backward time: 3.0883, DDP time: 0.0042, Total iter time: 5.5945 [2020-11-05 18:43:58,413][root][INFO] - ===> Epoch[117](3040/26): Loss 0.0268, Sem 0.3469, dir -0.7125, norm 0.3925, swav 0.0000 LR: 7.217e-02 Score 89.078 Data time: 0.2751, Forward time: 2.2680, Backward time: 3.0880, DDP time: 0.0042, Total iter time: 5.1953 [2020-11-05 18:44:03,765][root][INFO] - ===> Epoch[117](3041/26): Loss 0.1885, Sem 0.4112, dir -0.6529, norm 0.4303, swav 0.0000 LR: 7.216e-02 Score 87.168 Data time: 0.1734, Forward time: 2.2678, Backward time: 3.0880, DDP time: 0.0042, Total iter time: 5.2479 [2020-11-05 18:44:09,753][root][INFO] - ===> Epoch[117](3042/26): Loss 0.0591, Sem 0.3284, dir -0.6829, norm 0.4135, swav 0.0000 LR: 7.215e-02 Score 88.940 Data time: 0.3075, Forward time: 2.2681, Backward time: 3.0878, DDP time: 0.0042, Total iter time: 5.9056 [2020-11-05 18:44:15,601][root][INFO] - ===> Epoch[118](3043/26): Loss 0.0204, Sem 0.3078, dir -0.6766, norm 0.3892, swav 0.0000 LR: 7.214e-02 Score 90.253 Data time: 0.1720, Forward time: 2.2680, Backward time: 3.0880, DDP time: 0.0042, Total iter time: 5.7077 [2020-11-05 18:44:20,736][root][INFO] - ===> Epoch[118](3044/26): Loss 0.1538, Sem 0.4068, dir -0.6998, norm 0.4467, swav 0.0000 LR: 7.213e-02 Score 87.527 Data time: 0.1569, Forward time: 2.2678, Backward time: 3.0880, DDP time: 0.0042, Total iter time: 5.0422 [2020-11-05 18:44:26,934][root][INFO] - ===> Epoch[118](3045/26): Loss 0.0134, Sem 0.2559, dir -0.6587, norm 0.4162, swav 0.0000 LR: 7.212e-02 Score 92.296 Data time: 0.2991, Forward time: 2.2681, Backward time: 3.0879, DDP time: 0.0042, Total iter time: 6.1069 [2020-11-05 18:44:34,478][root][INFO] - ===> Epoch[118](3046/26): Loss 0.0414, Sem 0.2863, dir -0.6536, norm 0.4086, swav 0.0000 LR: 7.212e-02 Score 90.269 Data time: 0.2292, Forward time: 2.2681, Backward time: 3.0884, DDP time: 0.0042, Total iter time: 7.4176 [2020-11-05 18:44:41,414][root][INFO] - ===> Epoch[118](3047/26): Loss 0.1004, Sem 0.3411, dir -0.6875, norm 0.4467, swav 0.0000 LR: 7.211e-02 Score 89.474 Data time: 0.1913, Forward time: 2.2680, Backward time: 3.0888, DDP time: 0.0042, Total iter time: 6.8104 [2020-11-05 18:44:46,310][root][INFO] - ===> Epoch[118](3048/26): Loss 0.0409, Sem 0.3175, dir -0.7042, norm 0.4276, swav 0.0000 LR: 7.210e-02 Score 89.734 Data time: 0.1455, Forward time: 2.2678, Backward time: 3.0887, DDP time: 0.0042, Total iter time: 4.7747 [2020-11-05 18:44:54,397][root][INFO] - ===> Epoch[118](3049/26): Loss 0.0878, Sem 0.3246, dir -0.6576, norm 0.4208, swav 0.0000 LR: 7.209e-02 Score 89.198 Data time: 0.1846, Forward time: 2.2677, Backward time: 3.0896, DDP time: 0.0042, Total iter time: 8.0107 [2020-11-05 18:45:00,161][root][INFO] - ===> Epoch[118](3050/26): Loss 0.1349, Sem 0.2942, dir -0.6278, norm 0.4685, swav 0.0000 LR: 7.208e-02 Score 90.413 Data time: 0.2939, Forward time: 2.2678, Backward time: 3.0895, DDP time: 0.0042, Total iter time: 5.6503 [2020-11-05 18:45:05,799][root][INFO] - ===> Epoch[118](3051/26): Loss 0.0810, Sem 0.3555, dir -0.6921, norm 0.4176, swav 0.0000 LR: 7.207e-02 Score 88.441 Data time: 0.2661, Forward time: 2.2680, Backward time: 3.0892, DDP time: 0.0042, Total iter time: 5.5123 [2020-11-05 18:45:10,924][root][INFO] - ===> Epoch[118](3052/26): Loss 0.1971, Sem 0.4141, dir -0.6614, norm 0.4444, swav 0.0000 LR: 7.206e-02 Score 87.753 Data time: 0.1465, Forward time: 2.2678, Backward time: 3.0892, DDP time: 0.0042, Total iter time: 4.9864 [2020-11-05 18:45:15,821][root][INFO] - ===> Epoch[118](3053/26): Loss 0.0222, Sem 0.3363, dir -0.7098, norm 0.3956, swav 0.0000 LR: 7.205e-02 Score 88.843 Data time: 0.2017, Forward time: 2.2678, Backward time: 3.0890, DDP time: 0.0042, Total iter time: 4.8023 [2020-11-05 18:45:21,312][root][INFO] - ===> Epoch[118](3054/26): Loss 0.0919, Sem 0.3369, dir -0.6862, norm 0.4411, swav 0.0000 LR: 7.204e-02 Score 88.948 Data time: 0.1994, Forward time: 2.2677, Backward time: 3.0890, DDP time: 0.0042, Total iter time: 5.3910 [2020-11-05 18:45:28,037][root][INFO] - ===> Epoch[118](3055/26): Loss 0.1261, Sem 0.3435, dir -0.6628, norm 0.4454, swav 0.0000 LR: 7.203e-02 Score 89.572 Data time: 0.2225, Forward time: 2.2677, Backward time: 3.0893, DDP time: 0.0042, Total iter time: 6.6340 [2020-11-05 18:45:33,343][root][INFO] - ===> Epoch[118](3056/26): Loss 0.0391, Sem 0.3279, dir -0.6963, norm 0.4075, swav 0.0000 LR: 7.202e-02 Score 89.321 Data time: 0.2506, Forward time: 2.2678, Backward time: 3.0890, DDP time: 0.0042, Total iter time: 5.1854 [2020-11-05 18:45:39,790][root][INFO] - ===> Epoch[118](3057/26): Loss 0.1192, Sem 0.3440, dir -0.6520, norm 0.4273, swav 0.0000 LR: 7.201e-02 Score 89.259 Data time: 0.2363, Forward time: 2.2679, Backward time: 3.0892, DDP time: 0.0042, Total iter time: 6.3223 [2020-11-05 18:45:45,087][root][INFO] - ===> Epoch[118](3058/26): Loss 0.0567, Sem 0.3151, dir -0.6831, norm 0.4247, swav 0.0000 LR: 7.200e-02 Score 90.207 Data time: 0.2537, Forward time: 2.2680, Backward time: 3.0889, DDP time: 0.0042, Total iter time: 5.1878 [2020-11-05 18:45:50,460][root][INFO] - ===> Epoch[118](3059/26): Loss 0.1145, Sem 0.2976, dir -0.6527, norm 0.4696, swav 0.0000 LR: 7.199e-02 Score 90.298 Data time: 0.2331, Forward time: 2.2681, Backward time: 3.0887, DDP time: 0.0042, Total iter time: 5.2300 [2020-11-05 18:45:55,859][root][INFO] - ===> Epoch[118](3060/26): Loss 0.1394, Sem 0.3423, dir -0.6526, norm 0.4497, swav 0.0000 LR: 7.198e-02 Score 88.561 Data time: 0.2693, Forward time: 2.2682, Backward time: 3.0884, DDP time: 0.0042, Total iter time: 5.2984 [2020-11-05 18:46:02,364][root][INFO] - ===> Epoch[118](3061/26): Loss 0.1481, Sem 0.3376, dir -0.6013, norm 0.4118, swav 0.0000 LR: 7.198e-02 Score 88.170 Data time: 0.2378, Forward time: 2.2683, Backward time: 3.0885, DDP time: 0.0042, Total iter time: 6.3890 [2020-11-05 18:46:08,176][root][INFO] - ===> Epoch[118](3062/26): Loss 0.0360, Sem 0.3275, dir -0.6899, norm 0.3984, swav 0.0000 LR: 7.197e-02 Score 89.662 Data time: 0.2266, Forward time: 2.2683, Backward time: 3.0886, DDP time: 0.0042, Total iter time: 5.6948 [2020-11-05 18:46:14,805][root][INFO] - ===> Epoch[118](3063/26): Loss 0.2077, Sem 0.4303, dir -0.6718, norm 0.4491, swav 0.0000 LR: 7.196e-02 Score 87.013 Data time: 0.3099, Forward time: 2.2686, Backward time: 3.0885, DDP time: 0.0042, Total iter time: 6.5214 [2020-11-05 18:46:20,908][root][INFO] - ===> Epoch[118](3064/26): Loss 0.1575, Sem 0.3605, dir -0.6562, norm 0.4533, swav 0.0000 LR: 7.195e-02 Score 89.094 Data time: 0.2414, Forward time: 2.2687, Backward time: 3.0886, DDP time: 0.0042, Total iter time: 5.9750 [2020-11-05 18:46:26,452][root][INFO] - ===> Epoch[118](3065/26): Loss 0.1661, Sem 0.3508, dir -0.6181, norm 0.4334, swav 0.0000 LR: 7.194e-02 Score 89.088 Data time: 0.2426, Forward time: 2.2688, Backward time: 3.0884, DDP time: 0.0042, Total iter time: 5.4154 [2020-11-05 18:46:31,615][root][INFO] - ===> Epoch[118](3066/26): Loss 0.0707, Sem 0.3201, dir -0.6841, norm 0.4346, swav 0.0000 LR: 7.193e-02 Score 89.692 Data time: 0.2135, Forward time: 2.2688, Backward time: 3.0881, DDP time: 0.0042, Total iter time: 5.0436 [2020-11-05 18:46:36,558][root][INFO] - ===> Epoch[118](3067/26): Loss -0.0052, Sem 0.2978, dir -0.6991, norm 0.3962, swav 0.0000 LR: 7.192e-02 Score 90.468 Data time: 0.1685, Forward time: 2.2686, Backward time: 3.0880, DDP time: 0.0042, Total iter time: 4.8311 [2020-11-05 18:46:41,592][root][INFO] - ===> Epoch[118](3068/26): Loss 0.1404, Sem 0.3575, dir -0.6712, norm 0.4541, swav 0.0000 LR: 7.191e-02 Score 88.625 Data time: 0.1914, Forward time: 2.2686, Backward time: 3.0879, DDP time: 0.0042, Total iter time: 4.9591 [2020-11-05 18:46:48,181][root][INFO] - ===> Epoch[119](3069/26): Loss 0.0237, Sem 0.3153, dir -0.6827, norm 0.3911, swav 0.0000 LR: 7.190e-02 Score 89.590 Data time: 0.2391, Forward time: 2.2685, Backward time: 3.0882, DDP time: 0.0042, Total iter time: 6.4829 [2020-11-05 18:46:54,081][root][INFO] - ===> Epoch[119](3070/26): Loss 0.1161, Sem 0.3700, dir -0.6651, norm 0.4111, swav 0.0000 LR: 7.189e-02 Score 88.244 Data time: 0.1923, Forward time: 2.2685, Backward time: 3.0883, DDP time: 0.0042, Total iter time: 5.7933 [2020-11-05 18:47:00,105][root][INFO] - ===> Epoch[119](3071/26): Loss 0.0886, Sem 0.3493, dir -0.6853, norm 0.4246, swav 0.0000 LR: 7.188e-02 Score 89.230 Data time: 0.1715, Forward time: 2.2684, Backward time: 3.0885, DDP time: 0.0042, Total iter time: 5.9262 [2020-11-05 18:47:05,303][root][INFO] - ===> Epoch[119](3072/26): Loss 0.0248, Sem 0.3048, dir -0.6880, norm 0.4080, swav 0.0000 LR: 7.187e-02 Score 90.795 Data time: 0.2437, Forward time: 2.2685, Backward time: 3.0882, DDP time: 0.0042, Total iter time: 5.1063 [2020-11-05 18:47:11,976][root][INFO] - ===> Epoch[119](3073/26): Loss 0.0980, Sem 0.3380, dir -0.6458, norm 0.4057, swav 0.0000 LR: 7.186e-02 Score 88.593 Data time: 0.2182, Forward time: 2.2684, Backward time: 3.0886, DDP time: 0.0042, Total iter time: 6.5667 [2020-11-05 18:47:16,678][root][INFO] - ===> Epoch[119](3074/26): Loss 0.1557, Sem 0.3769, dir -0.6515, norm 0.4304, swav 0.0000 LR: 7.185e-02 Score 88.447 Data time: 0.2357, Forward time: 2.2684, Backward time: 3.0882, DDP time: 0.0042, Total iter time: 4.5804 [2020-11-05 18:47:22,232][root][INFO] - ===> Epoch[119](3075/26): Loss 0.1028, Sem 0.3199, dir -0.6758, norm 0.4586, swav 0.0000 LR: 7.184e-02 Score 89.841 Data time: 0.2681, Forward time: 2.2686, Backward time: 3.0880, DDP time: 0.0042, Total iter time: 5.4350 [2020-11-05 18:47:29,556][root][INFO] - ===> Epoch[119](3076/26): Loss 0.0961, Sem 0.3508, dir -0.6885, norm 0.4337, swav 0.0000 LR: 7.184e-02 Score 88.868 Data time: 0.2446, Forward time: 2.2687, Backward time: 3.0884, DDP time: 0.0042, Total iter time: 7.1821 [2020-11-05 18:47:34,621][root][INFO] - ===> Epoch[119](3077/26): Loss 0.0859, Sem 0.3367, dir -0.6762, norm 0.4255, swav 0.0000 LR: 7.183e-02 Score 89.356 Data time: 0.2256, Forward time: 2.2687, Backward time: 3.0881, DDP time: 0.0042, Total iter time: 4.9215 [2020-11-05 18:47:40,690][root][INFO] - ===> Epoch[119](3078/26): Loss 0.2128, Sem 0.3647, dir -0.6244, norm 0.4725, swav 0.0000 LR: 7.182e-02 Score 88.056 Data time: 0.2408, Forward time: 2.2689, Backward time: 3.0880, DDP time: 0.0042, Total iter time: 5.9530 [2020-11-05 18:47:47,813][root][INFO] - ===> Epoch[119](3079/26): Loss 0.0450, Sem 0.3135, dir -0.6965, norm 0.4281, swav 0.0000 LR: 7.181e-02 Score 90.294 Data time: 0.1913, Forward time: 2.2688, Backward time: 3.0885, DDP time: 0.0042, Total iter time: 6.9921 [2020-11-05 18:47:54,211][root][INFO] - ===> Epoch[119](3080/26): Loss 0.1513, Sem 0.3632, dir -0.6378, norm 0.4259, swav 0.0000 LR: 7.180e-02 Score 87.442 Data time: 0.3182, Forward time: 2.2691, Backward time: 3.0884, DDP time: 0.0042, Total iter time: 6.3084 [2020-11-05 18:47:58,778][root][INFO] - ===> Epoch[119](3081/26): Loss 0.1318, Sem 0.3405, dir -0.6356, norm 0.4270, swav 0.0000 LR: 7.179e-02 Score 89.083 Data time: 0.1342, Forward time: 2.2689, Backward time: 3.0882, DDP time: 0.0042, Total iter time: 4.4424 [2020-11-05 18:48:03,231][root][INFO] - ===> Epoch[119](3082/26): Loss 0.1506, Sem 0.4199, dir -0.6690, norm 0.3997, swav 0.0000 LR: 7.178e-02 Score 86.999 Data time: 0.1827, Forward time: 2.2688, Backward time: 3.0879, DDP time: 0.0042, Total iter time: 4.3636 [2020-11-05 18:48:08,795][root][INFO] - ===> Epoch[119](3083/26): Loss 0.0933, Sem 0.3149, dir -0.6471, norm 0.4255, swav 0.0000 LR: 7.177e-02 Score 90.131 Data time: 0.1781, Forward time: 2.2687, Backward time: 3.0879, DDP time: 0.0042, Total iter time: 5.4724 [2020-11-05 18:48:15,566][root][INFO] - ===> Epoch[119](3084/26): Loss 0.1250, Sem 0.3777, dir -0.6925, norm 0.4398, swav 0.0000 LR: 7.176e-02 Score 89.597 Data time: 0.2069, Forward time: 2.2687, Backward time: 3.0883, DDP time: 0.0042, Total iter time: 6.6797 [2020-11-05 18:48:21,434][root][INFO] - ===> Epoch[119](3085/26): Loss 0.1849, Sem 0.3663, dir -0.6354, norm 0.4540, swav 0.0000 LR: 7.175e-02 Score 88.424 Data time: 0.2821, Forward time: 2.2689, Backward time: 3.0881, DDP time: 0.0042, Total iter time: 5.7525 [2020-11-05 18:48:26,301][root][INFO] - ===> Epoch[119](3086/26): Loss 0.1004, Sem 0.3336, dir -0.6609, norm 0.4277, swav 0.0000 LR: 7.174e-02 Score 89.330 Data time: 0.2239, Forward time: 2.2689, Backward time: 3.0878, DDP time: 0.0042, Total iter time: 4.7408 [2020-11-05 18:48:32,031][root][INFO] - ===> Epoch[119](3087/26): Loss 0.1253, Sem 0.3367, dir -0.6385, norm 0.4271, swav 0.0000 LR: 7.173e-02 Score 89.732 Data time: 0.2843, Forward time: 2.2691, Backward time: 3.0876, DDP time: 0.0042, Total iter time: 5.6069 [2020-11-05 18:48:38,412][root][INFO] - ===> Epoch[119](3088/26): Loss 0.1562, Sem 0.3658, dir -0.6685, norm 0.4589, swav 0.0000 LR: 7.172e-02 Score 88.411 Data time: 0.2094, Forward time: 2.2691, Backward time: 3.0878, DDP time: 0.0042, Total iter time: 6.2422 [2020-11-05 18:48:45,292][root][INFO] - ===> Epoch[119](3089/26): Loss 0.0761, Sem 0.3444, dir -0.7010, norm 0.4328, swav 0.0000 LR: 7.171e-02 Score 89.602 Data time: 0.1550, Forward time: 2.2689, Backward time: 3.0884, DDP time: 0.0042, Total iter time: 6.7743 [2020-11-05 18:48:51,734][root][INFO] - ===> Epoch[119](3090/26): Loss 0.1894, Sem 0.3874, dir -0.6674, norm 0.4694, swav 0.0000 LR: 7.170e-02 Score 88.340 Data time: 0.2176, Forward time: 2.2689, Backward time: 3.0885, DDP time: 0.0042, Total iter time: 6.3496 [2020-11-05 18:48:57,632][root][INFO] - ===> Epoch[119](3091/26): Loss 0.0430, Sem 0.3016, dir -0.6803, norm 0.4216, swav 0.0000 LR: 7.170e-02 Score 90.061 Data time: 0.3318, Forward time: 2.2692, Backward time: 3.0883, DDP time: 0.0042, Total iter time: 5.7655 [2020-11-05 18:49:03,524][root][INFO] - ===> Epoch[119](3092/26): Loss 0.0681, Sem 0.3169, dir -0.6625, norm 0.4137, swav 0.0000 LR: 7.169e-02 Score 90.242 Data time: 0.1810, Forward time: 2.2691, Backward time: 3.0884, DDP time: 0.0042, Total iter time: 5.7701 [2020-11-05 18:49:09,804][root][INFO] - ===> Epoch[119](3093/26): Loss 0.1379, Sem 0.3368, dir -0.6234, norm 0.4244, swav 0.0000 LR: 7.168e-02 Score 89.901 Data time: 0.3480, Forward time: 2.2694, Backward time: 3.0883, DDP time: 0.0042, Total iter time: 6.2019 [2020-11-05 18:49:17,409][root][INFO] - ===> Epoch[119](3094/26): Loss 0.0355, Sem 0.3323, dir -0.7117, norm 0.4148, swav 0.0000 LR: 7.167e-02 Score 90.187 Data time: 0.3766, Forward time: 2.2699, Backward time: 3.0883, DDP time: 0.0042, Total iter time: 7.4766 [2020-11-05 18:49:22,654][root][INFO] - ===> Epoch[120](3095/26): Loss 0.0830, Sem 0.3206, dir -0.6871, norm 0.4495, swav 0.0000 LR: 7.166e-02 Score 90.466 Data time: 0.2434, Forward time: 2.2701, Backward time: 3.0880, DDP time: 0.0042, Total iter time: 5.1191 [2020-11-05 18:49:29,369][root][INFO] - ===> Epoch[120](3096/26): Loss 0.1607, Sem 0.3836, dir -0.6368, norm 0.4140, swav 0.0000 LR: 7.165e-02 Score 88.207 Data time: 0.1951, Forward time: 2.2701, Backward time: 3.0883, DDP time: 0.0042, Total iter time: 6.5819 [2020-11-05 18:49:34,325][root][INFO] - ===> Epoch[120](3097/26): Loss 0.0095, Sem 0.3400, dir -0.6997, norm 0.3692, swav 0.0000 LR: 7.164e-02 Score 89.761 Data time: 0.2413, Forward time: 2.2701, Backward time: 3.0880, DDP time: 0.0042, Total iter time: 4.8424 [2020-11-05 18:49:40,244][root][INFO] - ===> Epoch[120](3098/26): Loss 0.1033, Sem 0.3362, dir -0.6650, norm 0.4321, swav 0.0000 LR: 7.163e-02 Score 87.919 Data time: 0.1655, Forward time: 2.2699, Backward time: 3.0883, DDP time: 0.0042, Total iter time: 5.8216 [2020-11-05 18:49:46,276][root][INFO] - ===> Epoch[120](3099/26): Loss 0.0946, Sem 0.2909, dir -0.6337, norm 0.4373, swav 0.0000 LR: 7.162e-02 Score 90.687 Data time: 0.2156, Forward time: 2.2699, Backward time: 3.0884, DDP time: 0.0042, Total iter time: 5.9329 [2020-11-05 18:49:51,784][root][INFO] - ===> Epoch[120](3100/26): Loss 0.1120, Sem 0.3505, dir -0.6628, norm 0.4242, swav 0.0000 LR: 7.161e-02 Score 89.051 Data time: 0.2416, Forward time: 2.2698, Backward time: 3.0883, DDP time: 0.0042, Total iter time: 5.3788 [2020-11-05 18:49:57,425][root][INFO] - ===> Epoch[120](3101/26): Loss 0.1717, Sem 0.3757, dir -0.6692, norm 0.4653, swav 0.0000 LR: 7.160e-02 Score 87.435 Data time: 0.2568, Forward time: 2.2700, Backward time: 3.0881, DDP time: 0.0042, Total iter time: 5.5241 [2020-11-05 18:50:03,287][root][INFO] - ===> Epoch[120](3102/26): Loss 0.2196, Sem 0.4034, dir -0.6681, norm 0.4843, swav 0.0000 LR: 7.159e-02 Score 87.557 Data time: 0.2380, Forward time: 2.2701, Backward time: 3.0881, DDP time: 0.0042, Total iter time: 5.7393 [2020-11-05 18:50:10,051][root][INFO] - ===> Epoch[120](3103/26): Loss 0.1191, Sem 0.3198, dir -0.6553, norm 0.4547, swav 0.0000 LR: 7.158e-02 Score 90.428 Data time: 0.1915, Forward time: 2.2700, Backward time: 3.0884, DDP time: 0.0042, Total iter time: 6.6499 [2020-11-05 18:50:15,285][root][INFO] - ===> Epoch[120](3104/26): Loss 0.2347, Sem 0.4009, dir -0.6247, norm 0.4585, swav 0.0000 LR: 7.157e-02 Score 87.338 Data time: 0.2199, Forward time: 2.2700, Backward time: 3.0883, DDP time: 0.0042, Total iter time: 5.1289 [2020-11-05 18:50:21,753][root][INFO] - ===> Epoch[120](3105/26): Loss 0.1002, Sem 0.3689, dir -0.7162, norm 0.4475, swav 0.0000 LR: 7.156e-02 Score 88.173 Data time: 0.3178, Forward time: 2.2703, Backward time: 3.0882, DDP time: 0.0042, Total iter time: 6.3450 [2020-11-05 18:50:28,091][root][INFO] - ===> Epoch[120](3106/26): Loss 0.1445, Sem 0.3853, dir -0.6763, norm 0.4356, swav 0.0000 LR: 7.156e-02 Score 87.500 Data time: 0.1943, Forward time: 2.2703, Backward time: 3.0883, DDP time: 0.0042, Total iter time: 6.1894 [2020-11-05 18:50:34,602][root][INFO] - ===> Epoch[120](3107/26): Loss 0.1246, Sem 0.3622, dir -0.6667, norm 0.4291, swav 0.0000 LR: 7.155e-02 Score 87.886 Data time: 0.2742, Forward time: 2.2705, Backward time: 3.0884, DDP time: 0.0042, Total iter time: 6.3826 [2020-11-05 18:50:40,688][root][INFO] - ===> Epoch[120](3108/26): Loss 0.1280, Sem 0.3272, dir -0.6718, norm 0.4726, swav 0.0000 LR: 7.154e-02 Score 89.287 Data time: 0.2820, Forward time: 2.2706, Backward time: 3.0883, DDP time: 0.0042, Total iter time: 5.9743 [2020-11-05 18:50:45,851][root][INFO] - ===> Epoch[120](3109/26): Loss 0.2606, Sem 0.3961, dir -0.5958, norm 0.4603, swav 0.0000 LR: 7.153e-02 Score 88.678 Data time: 0.2819, Forward time: 2.2707, Backward time: 3.0881, DDP time: 0.0042, Total iter time: 5.0313 [2020-11-05 18:50:52,138][root][INFO] - ===> Epoch[120](3110/26): Loss 0.0586, Sem 0.3199, dir -0.6709, norm 0.4096, swav 0.0000 LR: 7.152e-02 Score 89.397 Data time: 0.2532, Forward time: 2.2708, Backward time: 3.0881, DDP time: 0.0042, Total iter time: 6.1665 [2020-11-05 18:50:57,332][root][INFO] - ===> Epoch[120](3111/26): Loss 0.0618, Sem 0.2970, dir -0.6720, norm 0.4368, swav 0.0000 LR: 7.151e-02 Score 90.180 Data time: 0.2296, Forward time: 2.2709, Backward time: 3.0879, DDP time: 0.0042, Total iter time: 5.0661 [2020-11-05 18:51:03,523][root][INFO] - ===> Epoch[120](3112/26): Loss 0.1232, Sem 0.2869, dir -0.6333, norm 0.4696, swav 0.0000 LR: 7.150e-02 Score 90.648 Data time: 0.1606, Forward time: 2.2707, Backward time: 3.0882, DDP time: 0.0042, Total iter time: 6.0679 [2020-11-05 18:51:09,385][root][INFO] - ===> Epoch[120](3113/26): Loss 0.1265, Sem 0.3675, dir -0.6383, norm 0.3973, swav 0.0000 LR: 7.149e-02 Score 88.238 Data time: 0.2402, Forward time: 2.2708, Backward time: 3.0882, DDP time: 0.0042, Total iter time: 5.8146 [2020-11-05 18:51:14,711][root][INFO] - ===> Epoch[120](3114/26): Loss 0.0765, Sem 0.3086, dir -0.6511, norm 0.4190, swav 0.0000 LR: 7.148e-02 Score 90.669 Data time: 0.2656, Forward time: 2.2710, Backward time: 3.0879, DDP time: 0.0042, Total iter time: 5.2205 [2020-11-05 18:51:20,702][root][INFO] - ===> Epoch[120](3115/26): Loss 0.1167, Sem 0.3556, dir -0.6622, norm 0.4233, swav 0.0000 LR: 7.147e-02 Score 88.984 Data time: 0.1398, Forward time: 2.2707, Backward time: 3.0882, DDP time: 0.0042, Total iter time: 5.8650 [2020-11-05 18:51:25,645][root][INFO] - ===> Epoch[120](3116/26): Loss 0.1115, Sem 0.3508, dir -0.6632, norm 0.4238, swav 0.0000 LR: 7.146e-02 Score 88.830 Data time: 0.2188, Forward time: 2.2707, Backward time: 3.0880, DDP time: 0.0042, Total iter time: 4.8752 [2020-11-05 18:51:32,135][root][INFO] - ===> Epoch[120](3117/26): Loss 0.1139, Sem 0.3248, dir -0.6460, norm 0.4351, swav 0.0000 LR: 7.145e-02 Score 90.014 Data time: 0.2117, Forward time: 2.2708, Backward time: 3.0881, DDP time: 0.0042, Total iter time: 6.3835 [2020-11-05 18:51:37,922][root][INFO] - ===> Epoch[120](3118/26): Loss 0.0453, Sem 0.3265, dir -0.6830, norm 0.4017, swav 0.0000 LR: 7.144e-02 Score 88.606 Data time: 0.1593, Forward time: 2.2706, Backward time: 3.0883, DDP time: 0.0042, Total iter time: 5.6671 [2020-11-05 18:51:43,405][root][INFO] - ===> Epoch[120](3119/26): Loss 0.0347, Sem 0.2678, dir -0.6743, norm 0.4412, swav 0.0000 LR: 7.143e-02 Score 91.720 Data time: 0.2327, Forward time: 2.2706, Backward time: 3.0882, DDP time: 0.0042, Total iter time: 5.4001 [2020-11-05 18:51:49,678][root][INFO] - ===> Epoch[120](3120/26): Loss 0.1048, Sem 0.3401, dir -0.6477, norm 0.4124, swav 0.0000 LR: 7.142e-02 Score 89.471 Data time: 0.3460, Forward time: 2.2709, Backward time: 3.0880, DDP time: 0.0042, Total iter time: 6.1591 [2020-11-05 18:51:56,086][root][INFO] - ===> Epoch[121](3121/26): Loss 0.1041, Sem 0.3854, dir -0.6858, norm 0.4046, swav 0.0000 LR: 7.142e-02 Score 88.113 Data time: 0.2483, Forward time: 2.2710, Backward time: 3.0881, DDP time: 0.0042, Total iter time: 6.2856 [2020-11-05 18:52:03,309][root][INFO] - ===> Epoch[121](3122/26): Loss 0.0840, Sem 0.3029, dir -0.6605, norm 0.4416, swav 0.0000 LR: 7.141e-02 Score 90.756 Data time: 0.2204, Forward time: 2.2711, Backward time: 3.0885, DDP time: 0.0042, Total iter time: 7.1065 [2020-11-05 18:52:08,913][root][INFO] - ===> Epoch[121](3123/26): Loss 0.0048, Sem 0.2738, dir -0.6573, norm 0.3882, swav 0.0000 LR: 7.140e-02 Score 91.611 Data time: 0.1659, Forward time: 2.2709, Backward time: 3.0886, DDP time: 0.0042, Total iter time: 5.4912 [2020-11-05 18:52:13,869][root][INFO] - ===> Epoch[121](3124/26): Loss 0.0927, Sem 0.3590, dir -0.6689, norm 0.4026, swav 0.0000 LR: 7.139e-02 Score 89.012 Data time: 0.2300, Forward time: 2.2709, Backward time: 3.0884, DDP time: 0.0042, Total iter time: 4.8751 [2020-11-05 18:52:19,534][root][INFO] - ===> Epoch[121](3125/26): Loss 0.1298, Sem 0.3406, dir -0.6989, norm 0.4881, swav 0.0000 LR: 7.138e-02 Score 88.225 Data time: 0.2733, Forward time: 2.2711, Backward time: 3.0882, DDP time: 0.0042, Total iter time: 5.5511 [2020-11-05 18:52:24,832][root][INFO] - ===> Epoch[121](3126/26): Loss -0.0171, Sem 0.2930, dir -0.6928, norm 0.3826, swav 0.0000 LR: 7.137e-02 Score 91.063 Data time: 0.2569, Forward time: 2.2712, Backward time: 3.0879, DDP time: 0.0042, Total iter time: 5.1765 [2020-11-05 18:52:30,102][root][INFO] - ===> Epoch[121](3127/26): Loss 0.0972, Sem 0.3182, dir -0.6648, norm 0.4438, swav 0.0000 LR: 7.136e-02 Score 89.495 Data time: 0.2413, Forward time: 2.2712, Backward time: 3.0877, DDP time: 0.0042, Total iter time: 5.1472 [2020-11-05 18:52:35,944][root][INFO] - ===> Epoch[121](3128/26): Loss 0.0688, Sem 0.3393, dir -0.6771, norm 0.4067, swav 0.0000 LR: 7.135e-02 Score 89.802 Data time: 0.2470, Forward time: 2.2713, Backward time: 3.0876, DDP time: 0.0042, Total iter time: 5.7303 [2020-11-05 18:52:41,060][root][INFO] - ===> Epoch[121](3129/26): Loss 0.0816, Sem 0.3064, dir -0.6641, norm 0.4393, swav 0.0000 LR: 7.134e-02 Score 89.965 Data time: 0.2080, Forward time: 2.2714, Backward time: 3.0874, DDP time: 0.0042, Total iter time: 4.9922 [2020-11-05 18:52:47,500][root][INFO] - ===> Epoch[121](3130/26): Loss 0.0535, Sem 0.2856, dir -0.6429, norm 0.4108, swav 0.0000 LR: 7.133e-02 Score 90.113 Data time: 0.2646, Forward time: 2.2715, Backward time: 3.0875, DDP time: 0.0042, Total iter time: 6.3159 [2020-11-05 18:52:52,916][root][INFO] - ===> Epoch[121](3131/26): Loss 0.0801, Sem 0.3217, dir -0.6556, norm 0.4139, swav 0.0000 LR: 7.132e-02 Score 89.592 Data time: 0.2406, Forward time: 2.2716, Backward time: 3.0873, DDP time: 0.0042, Total iter time: 5.2911 [2020-11-05 18:52:57,655][root][INFO] - ===> Epoch[121](3132/26): Loss -0.0014, Sem 0.2785, dir -0.6645, norm 0.3846, swav 0.0000 LR: 7.131e-02 Score 91.378 Data time: 0.2456, Forward time: 2.2716, Backward time: 3.0869, DDP time: 0.0042, Total iter time: 4.6202 [2020-11-05 18:53:04,014][root][INFO] - ===> Epoch[121](3133/26): Loss 0.1343, Sem 0.3467, dir -0.6618, norm 0.4494, swav 0.0000 LR: 7.130e-02 Score 88.874 Data time: 0.1613, Forward time: 2.2715, Backward time: 3.0873, DDP time: 0.0042, Total iter time: 6.2666 [2020-11-05 18:53:10,249][root][INFO] - ===> Epoch[121](3134/26): Loss 0.1036, Sem 0.3291, dir -0.6743, norm 0.4488, swav 0.0000 LR: 7.129e-02 Score 89.705 Data time: 0.1736, Forward time: 2.2713, Backward time: 3.0876, DDP time: 0.0042, Total iter time: 6.1548 [2020-11-05 18:53:15,396][root][INFO] - ===> Epoch[121](3135/26): Loss 0.0925, Sem 0.3498, dir -0.6558, norm 0.3985, swav 0.0000 LR: 7.128e-02 Score 88.354 Data time: 0.2247, Forward time: 2.2713, Backward time: 3.0874, DDP time: 0.0042, Total iter time: 5.0511 [2020-11-05 18:53:20,656][root][INFO] - ===> Epoch[121](3136/26): Loss 0.1689, Sem 0.4025, dir -0.7069, norm 0.4734, swav 0.0000 LR: 7.128e-02 Score 87.894 Data time: 0.1744, Forward time: 2.2712, Backward time: 3.0874, DDP time: 0.0042, Total iter time: 5.1305 [2020-11-05 18:53:25,773][root][INFO] - ===> Epoch[121](3137/26): Loss 0.1980, Sem 0.3803, dir -0.6467, norm 0.4645, swav 0.0000 LR: 7.127e-02 Score 88.837 Data time: 0.2525, Forward time: 2.2712, Backward time: 3.0871, DDP time: 0.0042, Total iter time: 5.0212 [2020-11-05 18:53:32,578][root][INFO] - ===> Epoch[121](3138/26): Loss 0.1247, Sem 0.3775, dir -0.6753, norm 0.4225, swav 0.0000 LR: 7.126e-02 Score 88.718 Data time: 0.3057, Forward time: 2.2716, Backward time: 3.0871, DDP time: 0.0042, Total iter time: 6.6759 [2020-11-05 18:53:38,049][root][INFO] - ===> Epoch[121](3139/26): Loss 0.0744, Sem 0.2807, dir -0.6373, norm 0.4311, swav 0.0000 LR: 7.125e-02 Score 90.695 Data time: 0.2175, Forward time: 2.2715, Backward time: 3.0871, DDP time: 0.0042, Total iter time: 5.3211 [2020-11-05 18:53:43,570][root][INFO] - ===> Epoch[121](3140/26): Loss 0.1078, Sem 0.3328, dir -0.6619, norm 0.4369, swav 0.0000 LR: 7.124e-02 Score 88.755 Data time: 0.1839, Forward time: 2.2713, Backward time: 3.0871, DDP time: 0.0042, Total iter time: 5.3941 [2020-11-05 18:53:49,488][root][INFO] - ===> Epoch[121](3141/26): Loss 0.0619, Sem 0.3205, dir -0.6583, norm 0.3997, swav 0.0000 LR: 7.123e-02 Score 90.235 Data time: 0.1532, Forward time: 2.2711, Backward time: 3.0874, DDP time: 0.0042, Total iter time: 5.8203 [2020-11-05 18:53:54,771][root][INFO] - ===> Epoch[121](3142/26): Loss 0.2007, Sem 0.4432, dir -0.6648, norm 0.4222, swav 0.0000 LR: 7.122e-02 Score 85.906 Data time: 0.2302, Forward time: 2.2712, Backward time: 3.0872, DDP time: 0.0042, Total iter time: 5.2052 [2020-11-05 18:53:59,935][root][INFO] - ===> Epoch[121](3143/26): Loss 0.0491, Sem 0.3356, dir -0.7135, norm 0.4271, swav 0.0000 LR: 7.121e-02 Score 89.491 Data time: 0.2433, Forward time: 2.2713, Backward time: 3.0869, DDP time: 0.0042, Total iter time: 5.0049 [2020-11-05 18:54:06,389][root][INFO] - ===> Epoch[121](3144/26): Loss 0.1094, Sem 0.3398, dir -0.6475, norm 0.4170, swav 0.0000 LR: 7.120e-02 Score 88.203 Data time: 0.2437, Forward time: 2.2714, Backward time: 3.0870, DDP time: 0.0042, Total iter time: 6.3221 [2020-11-05 18:54:12,092][root][INFO] - ===> Epoch[121](3145/26): Loss 0.0438, Sem 0.2911, dir -0.6636, norm 0.4163, swav 0.0000 LR: 7.119e-02 Score 90.894 Data time: 0.2721, Forward time: 2.2716, Backward time: 3.0868, DDP time: 0.0042, Total iter time: 5.5545 [2020-11-05 18:54:16,758][root][INFO] - ===> Epoch[121](3146/26): Loss -0.0076, Sem 0.3326, dir -0.7250, norm 0.3847, swav 0.0000 LR: 7.118e-02 Score 90.322 Data time: 0.1675, Forward time: 2.2714, Backward time: 3.0866, DDP time: 0.0042, Total iter time: 4.5239 [2020-11-05 18:54:23,219][root][INFO] - ===> Epoch[122](3147/26): Loss 0.1188, Sem 0.3547, dir -0.6821, norm 0.4462, swav 0.0000 LR: 7.117e-02 Score 88.491 Data time: 0.2004, Forward time: 2.2714, Backward time: 3.0869, DDP time: 0.0042, Total iter time: 6.3629 [2020-11-05 18:54:28,620][root][INFO] - ===> Epoch[122](3148/26): Loss 0.0043, Sem 0.2847, dir -0.6832, norm 0.4028, swav 0.0000 LR: 7.116e-02 Score 91.532 Data time: 0.2508, Forward time: 2.2715, Backward time: 3.0866, DDP time: 0.0042, Total iter time: 5.2830 [2020-11-05 18:54:33,900][root][INFO] - ===> Epoch[122](3149/26): Loss 0.1075, Sem 0.3778, dir -0.6990, norm 0.4287, swav 0.0000 LR: 7.115e-02 Score 87.946 Data time: 0.2077, Forward time: 2.2715, Backward time: 3.0865, DDP time: 0.0042, Total iter time: 5.1744 [2020-11-05 18:54:38,854][root][INFO] - ===> Epoch[122](3150/26): Loss 0.0421, Sem 0.3049, dir -0.6853, norm 0.4225, swav 0.0000 LR: 7.114e-02 Score 90.642 Data time: 0.2293, Forward time: 2.2715, Backward time: 3.0862, DDP time: 0.0042, Total iter time: 4.8369 [2020-11-05 18:54:44,688][root][INFO] - ===> Epoch[122](3151/26): Loss 0.0567, Sem 0.2895, dir -0.6578, norm 0.4250, swav 0.0000 LR: 7.113e-02 Score 90.891 Data time: 0.2488, Forward time: 2.2716, Backward time: 3.0861, DDP time: 0.0042, Total iter time: 5.7231 [2020-11-05 18:54:49,510][root][INFO] - ===> Epoch[122](3152/26): Loss 0.0637, Sem 0.3367, dir -0.6934, norm 0.4204, swav 0.0000 LR: 7.113e-02 Score 89.319 Data time: 0.2160, Forward time: 2.2716, Backward time: 3.0858, DDP time: 0.0042, Total iter time: 4.6955 [2020-11-05 18:54:57,128][root][INFO] - ===> Epoch[122](3153/26): Loss 0.0451, Sem 0.3040, dir -0.6620, norm 0.4031, swav 0.0000 LR: 7.112e-02 Score 90.735 Data time: 0.1692, Forward time: 2.2714, Backward time: 3.0866, DDP time: 0.0042, Total iter time: 7.5190 [2020-11-05 18:55:01,621][root][INFO] - ===> Epoch[122](3154/26): Loss 0.0254, Sem 0.3012, dir -0.6678, norm 0.3920, swav 0.0000 LR: 7.111e-02 Score 91.113 Data time: 0.1982, Forward time: 2.2712, Backward time: 3.0864, DDP time: 0.0042, Total iter time: 4.4086 [2020-11-05 18:55:07,420][root][INFO] - ===> Epoch[122](3155/26): Loss 0.0488, Sem 0.3180, dir -0.6633, norm 0.3941, swav 0.0000 LR: 7.110e-02 Score 90.577 Data time: 0.2086, Forward time: 2.2711, Backward time: 3.0865, DDP time: 0.0042, Total iter time: 5.7001 [2020-11-05 18:55:14,229][root][INFO] - ===> Epoch[122](3156/26): Loss 0.1197, Sem 0.3135, dir -0.6488, norm 0.4550, swav 0.0000 LR: 7.109e-02 Score 89.879 Data time: 0.2003, Forward time: 2.2711, Backward time: 3.0869, DDP time: 0.0042, Total iter time: 6.6930 [2020-11-05 18:55:22,311][root][INFO] - ===> Epoch[122](3157/26): Loss 0.1114, Sem 0.3141, dir -0.6280, norm 0.4253, swav 0.0000 LR: 7.108e-02 Score 89.997 Data time: 0.2711, Forward time: 2.2711, Backward time: 3.0875, DDP time: 0.0042, Total iter time: 7.9762 [2020-11-05 18:55:28,732][root][INFO] - ===> Epoch[122](3158/26): Loss 0.1420, Sem 0.3520, dir -0.6616, norm 0.4517, swav 0.0000 LR: 7.107e-02 Score 88.693 Data time: 0.2382, Forward time: 2.2712, Backward time: 3.0876, DDP time: 0.0042, Total iter time: 6.2908 [2020-11-05 18:55:34,495][root][INFO] - ===> Epoch[122](3159/26): Loss 0.1156, Sem 0.3585, dir -0.7169, norm 0.4739, swav 0.0000 LR: 7.106e-02 Score 89.688 Data time: 0.2334, Forward time: 2.2712, Backward time: 3.0876, DDP time: 0.0042, Total iter time: 5.6219 [2020-11-05 18:55:40,728][root][INFO] - ===> Epoch[122](3160/26): Loss 0.0647, Sem 0.3056, dir -0.6544, norm 0.4135, swav 0.0000 LR: 7.105e-02 Score 89.848 Data time: 0.1771, Forward time: 2.2711, Backward time: 3.0879, DDP time: 0.0042, Total iter time: 6.1097 [2020-11-05 18:55:46,381][root][INFO] - ===> Epoch[122](3161/26): Loss 0.1339, Sem 0.3438, dir -0.6505, norm 0.4406, swav 0.0000 LR: 7.104e-02 Score 89.409 Data time: 0.2347, Forward time: 2.2711, Backward time: 3.0878, DDP time: 0.0042, Total iter time: 5.5723 [2020-11-05 18:55:52,534][root][INFO] - ===> Epoch[122](3162/26): Loss 0.1112, Sem 0.3330, dir -0.6646, norm 0.4429, swav 0.0000 LR: 7.103e-02 Score 89.896 Data time: 0.2103, Forward time: 2.2711, Backward time: 3.0879, DDP time: 0.0042, Total iter time: 6.0352 [2020-11-05 18:55:58,009][root][INFO] - ===> Epoch[122](3163/26): Loss 0.0800, Sem 0.3078, dir -0.6660, norm 0.4382, swav 0.0000 LR: 7.102e-02 Score 90.113 Data time: 0.2094, Forward time: 2.2711, Backward time: 3.0879, DDP time: 0.0042, Total iter time: 5.3646 [2020-11-05 18:56:03,390][root][INFO] - ===> Epoch[122](3164/26): Loss 0.0755, Sem 0.3327, dir -0.6718, norm 0.4146, swav 0.0000 LR: 7.101e-02 Score 89.959 Data time: 0.1577, Forward time: 2.2709, Backward time: 3.0879, DDP time: 0.0042, Total iter time: 5.2735 [2020-11-05 18:56:08,839][root][INFO] - ===> Epoch[122](3165/26): Loss 0.1117, Sem 0.3525, dir -0.6695, norm 0.4287, swav 0.0000 LR: 7.100e-02 Score 88.616 Data time: 0.1782, Forward time: 2.2707, Backward time: 3.0880, DDP time: 0.0042, Total iter time: 5.3473 [2020-11-05 18:56:15,481][root][INFO] - ===> Epoch[122](3166/26): Loss 0.1656, Sem 0.3594, dir -0.6400, norm 0.4462, swav 0.0000 LR: 7.099e-02 Score 89.110 Data time: 0.2046, Forward time: 2.2706, Backward time: 3.0884, DDP time: 0.0042, Total iter time: 6.5375 [2020-11-05 18:56:21,468][root][INFO] - ===> Epoch[122](3167/26): Loss 0.0708, Sem 0.3091, dir -0.6684, norm 0.4301, swav 0.0000 LR: 7.099e-02 Score 90.649 Data time: 0.3109, Forward time: 2.2708, Backward time: 3.0883, DDP time: 0.0042, Total iter time: 5.8899 [2020-11-05 18:56:28,649][root][INFO] - ===> Epoch[122](3168/26): Loss 0.1165, Sem 0.4035, dir -0.6960, norm 0.4089, swav 0.0000 LR: 7.098e-02 Score 87.177 Data time: 0.3148, Forward time: 2.2711, Backward time: 3.0884, DDP time: 0.0042, Total iter time: 7.0615 [2020-11-05 18:56:33,582][root][INFO] - ===> Epoch[122](3169/26): Loss 0.1810, Sem 0.3913, dir -0.6749, norm 0.4646, swav 0.0000 LR: 7.097e-02 Score 87.483 Data time: 0.1986, Forward time: 2.2712, Backward time: 3.0881, DDP time: 0.0042, Total iter time: 4.7882 [2020-11-05 18:56:38,607][root][INFO] - ===> Epoch[122](3170/26): Loss 0.0991, Sem 0.3272, dir -0.6401, norm 0.4120, swav 0.0000 LR: 7.096e-02 Score 89.691 Data time: 0.1742, Forward time: 2.2710, Backward time: 3.0880, DDP time: 0.0042, Total iter time: 4.9228 [2020-11-05 18:56:44,769][root][INFO] - ===> Epoch[122](3171/26): Loss 0.0628, Sem 0.3450, dir -0.6958, norm 0.4136, swav 0.0000 LR: 7.095e-02 Score 89.766 Data time: 0.2885, Forward time: 2.2712, Backward time: 3.0879, DDP time: 0.0042, Total iter time: 6.0830 [2020-11-05 18:56:49,579][root][INFO] - ===> Epoch[122](3172/26): Loss 0.1144, Sem 0.3157, dir -0.6284, norm 0.4270, swav 0.0000 LR: 7.094e-02 Score 90.869 Data time: 0.1988, Forward time: 2.2712, Backward time: 3.0877, DDP time: 0.0042, Total iter time: 4.6916 [2020-11-05 18:56:55,436][root][INFO] - ===> Epoch[123](3173/26): Loss 0.1149, Sem 0.2912, dir -0.6245, norm 0.4482, swav 0.0000 LR: 7.093e-02 Score 90.571 Data time: 0.2641, Forward time: 2.2713, Backward time: 3.0875, DDP time: 0.0042, Total iter time: 5.7466 [2020-11-05 18:57:00,923][root][INFO] - ===> Epoch[123](3174/26): Loss 0.0767, Sem 0.3363, dir -0.6805, norm 0.4209, swav 0.0000 LR: 7.092e-02 Score 89.083 Data time: 0.2120, Forward time: 2.2713, Backward time: 3.0875, DDP time: 0.0042, Total iter time: 5.3567 [2020-11-05 18:57:07,288][root][INFO] - ===> Epoch[123](3175/26): Loss 0.1069, Sem 0.3324, dir -0.6643, norm 0.4388, swav 0.0000 LR: 7.091e-02 Score 88.774 Data time: 0.3484, Forward time: 2.2715, Backward time: 3.0874, DDP time: 0.0042, Total iter time: 6.2602 [2020-11-05 18:57:12,020][root][INFO] - ===> Epoch[123](3176/26): Loss 0.0687, Sem 0.3141, dir -0.6408, norm 0.3954, swav 0.0000 LR: 7.090e-02 Score 88.995 Data time: 0.1918, Forward time: 2.2715, Backward time: 3.0871, DDP time: 0.0042, Total iter time: 4.5879 [2020-11-05 18:57:16,447][root][INFO] - ===> Epoch[123](3177/26): Loss 0.0503, Sem 0.3287, dir -0.6849, norm 0.4065, swav 0.0000 LR: 7.089e-02 Score 89.689 Data time: 0.2301, Forward time: 2.2715, Backward time: 3.0867, DDP time: 0.0042, Total iter time: 4.3220 [2020-11-05 18:57:23,251][root][INFO] - ===> Epoch[123](3178/26): Loss 0.0901, Sem 0.3076, dir -0.6752, norm 0.4577, swav 0.0000 LR: 7.088e-02 Score 90.106 Data time: 0.2731, Forward time: 2.2718, Backward time: 3.0867, DDP time: 0.0042, Total iter time: 6.6993 [2020-11-05 18:57:29,817][root][INFO] - ===> Epoch[123](3179/26): Loss 0.0757, Sem 0.3328, dir -0.6817, norm 0.4246, swav 0.0000 LR: 7.087e-02 Score 88.719 Data time: 0.2639, Forward time: 2.2720, Backward time: 3.0868, DDP time: 0.0042, Total iter time: 6.4349 [2020-11-05 18:57:36,967][root][INFO] - ===> Epoch[123](3180/26): Loss 0.1087, Sem 0.3265, dir -0.6473, norm 0.4295, swav 0.0000 LR: 7.086e-02 Score 89.315 Data time: 0.2422, Forward time: 2.2721, Backward time: 3.0871, DDP time: 0.0042, Total iter time: 7.0364 [2020-11-05 18:57:42,415][root][INFO] - ===> Epoch[123](3181/26): Loss 0.0995, Sem 0.3314, dir -0.6643, norm 0.4324, swav 0.0000 LR: 7.085e-02 Score 89.629 Data time: 0.2875, Forward time: 2.2723, Backward time: 3.0868, DDP time: 0.0042, Total iter time: 5.3318 [2020-11-05 18:57:47,695][root][INFO] - ===> Epoch[123](3182/26): Loss 0.0206, Sem 0.3178, dir -0.6721, norm 0.3748, swav 0.0000 LR: 7.085e-02 Score 89.726 Data time: 0.2259, Forward time: 2.2723, Backward time: 3.0866, DDP time: 0.0042, Total iter time: 5.1653 [2020-11-05 18:57:52,989][root][INFO] - ===> Epoch[123](3183/26): Loss 0.1787, Sem 0.3671, dir -0.6574, norm 0.4689, swav 0.0000 LR: 7.084e-02 Score 88.938 Data time: 0.2006, Forward time: 2.2723, Backward time: 3.0865, DDP time: 0.0042, Total iter time: 5.1824 [2020-11-05 18:57:58,216][root][INFO] - ===> Epoch[123](3184/26): Loss 0.0482, Sem 0.3339, dir -0.7018, norm 0.4161, swav 0.0000 LR: 7.083e-02 Score 90.472 Data time: 0.1930, Forward time: 2.2722, Backward time: 3.0864, DDP time: 0.0042, Total iter time: 5.1314 [2020-11-05 18:58:03,902][root][INFO] - ===> Epoch[123](3185/26): Loss 0.1137, Sem 0.3490, dir -0.6609, norm 0.4256, swav 0.0000 LR: 7.082e-02 Score 88.714 Data time: 0.1991, Forward time: 2.2721, Backward time: 3.0865, DDP time: 0.0042, Total iter time: 5.5717 [2020-11-05 18:58:09,890][root][INFO] - ===> Epoch[123](3186/26): Loss 0.0161, Sem 0.3252, dir -0.7092, norm 0.4001, swav 0.0000 LR: 7.081e-02 Score 90.475 Data time: 0.1576, Forward time: 2.2719, Backward time: 3.0867, DDP time: 0.0042, Total iter time: 5.9014 [2020-11-05 18:58:15,626][root][INFO] - ===> Epoch[123](3187/26): Loss 0.0076, Sem 0.3226, dir -0.7119, norm 0.3970, swav 0.0000 LR: 7.080e-02 Score 90.381 Data time: 0.2071, Forward time: 2.2718, Backward time: 3.0868, DDP time: 0.0042, Total iter time: 5.6341 [2020-11-05 18:58:20,723][root][INFO] - ===> Epoch[123](3188/26): Loss 0.0077, Sem 0.3063, dir -0.6874, norm 0.3888, swav 0.0000 LR: 7.079e-02 Score 90.302 Data time: 0.1885, Forward time: 2.2717, Backward time: 3.0868, DDP time: 0.0042, Total iter time: 4.9731 [2020-11-05 18:58:25,778][root][INFO] - ===> Epoch[123](3189/26): Loss 0.0571, Sem 0.3286, dir -0.6797, norm 0.4082, swav 0.0000 LR: 7.078e-02 Score 90.183 Data time: 0.2508, Forward time: 2.2718, Backward time: 3.0865, DDP time: 0.0042, Total iter time: 4.9642 [2020-11-05 18:58:31,668][root][INFO] - ===> Epoch[123](3190/26): Loss 0.1279, Sem 0.3688, dir -0.6853, norm 0.4444, swav 0.0000 LR: 7.077e-02 Score 88.964 Data time: 0.2856, Forward time: 2.2720, Backward time: 3.0863, DDP time: 0.0042, Total iter time: 5.7558 [2020-11-05 18:58:37,432][root][INFO] - ===> Epoch[123](3191/26): Loss 0.1289, Sem 0.3514, dir -0.6835, norm 0.4609, swav 0.0000 LR: 7.076e-02 Score 88.689 Data time: 0.1485, Forward time: 2.2718, Backward time: 3.0864, DDP time: 0.0042, Total iter time: 5.6272 [2020-11-05 18:58:43,269][root][INFO] - ===> Epoch[123](3192/26): Loss 0.1330, Sem 0.3786, dir -0.7050, norm 0.4594, swav 0.0000 LR: 7.075e-02 Score 88.611 Data time: 0.2364, Forward time: 2.2718, Backward time: 3.0865, DDP time: 0.0042, Total iter time: 5.7495 [2020-11-05 18:58:48,294][root][INFO] - ===> Epoch[123](3193/26): Loss 0.0884, Sem 0.3411, dir -0.6676, norm 0.4149, swav 0.0000 LR: 7.074e-02 Score 89.182 Data time: 0.2124, Forward time: 2.2718, Backward time: 3.0863, DDP time: 0.0042, Total iter time: 4.9165 [2020-11-05 18:58:54,664][root][INFO] - ===> Epoch[123](3194/26): Loss 0.1527, Sem 0.3675, dir -0.6668, norm 0.4520, swav 0.0000 LR: 7.073e-02 Score 88.951 Data time: 0.1982, Forward time: 2.2717, Backward time: 3.0866, DDP time: 0.0042, Total iter time: 6.2294 [2020-11-05 18:59:00,594][root][INFO] - ===> Epoch[123](3195/26): Loss 0.0840, Sem 0.3472, dir -0.6803, norm 0.4171, swav 0.0000 LR: 7.072e-02 Score 89.332 Data time: 0.2991, Forward time: 2.2719, Backward time: 3.0864, DDP time: 0.0042, Total iter time: 5.8460 [2020-11-05 18:59:06,728][root][INFO] - ===> Epoch[123](3196/26): Loss 0.0668, Sem 0.3293, dir -0.6747, norm 0.4122, swav 0.0000 LR: 7.071e-02 Score 89.409 Data time: 0.1750, Forward time: 2.2718, Backward time: 3.0866, DDP time: 0.0042, Total iter time: 6.0168 [2020-11-05 18:59:12,748][root][INFO] - ===> Epoch[123](3197/26): Loss 0.0612, Sem 0.3232, dir -0.6810, norm 0.4189, swav 0.0000 LR: 7.070e-02 Score 89.228 Data time: 0.2357, Forward time: 2.2719, Backward time: 3.0866, DDP time: 0.0042, Total iter time: 5.9021 [2020-11-05 18:59:18,336][root][INFO] - ===> Epoch[123](3198/26): Loss 0.1237, Sem 0.3398, dir -0.6798, norm 0.4637, swav 0.0000 LR: 7.070e-02 Score 88.817 Data time: 0.2165, Forward time: 2.2719, Backward time: 3.0865, DDP time: 0.0042, Total iter time: 5.4686 [2020-11-05 18:59:23,735][root][INFO] - ===> Epoch[124](3199/26): Loss 0.0414, Sem 0.3107, dir -0.6888, norm 0.4195, swav 0.0000 LR: 7.069e-02 Score 90.058 Data time: 0.2499, Forward time: 2.2720, Backward time: 3.0863, DDP time: 0.0042, Total iter time: 5.2762 [2020-11-05 18:59:29,612][root][INFO] - ===> Epoch[124](3200/26): Loss 0.0608, Sem 0.3298, dir -0.6742, norm 0.4052, swav 0.0000 LR: 7.068e-02 Score 89.639 Data time: 0.2737, Forward time: 2.2722, Backward time: 3.0861, DDP time: 0.0042, Total iter time: 5.7382 [2020-11-05 18:59:35,912][root][INFO] - ===> Epoch[124](3201/26): Loss 0.1392, Sem 0.3414, dir -0.6719, norm 0.4696, swav 0.0000 LR: 7.067e-02 Score 89.520 Data time: 0.2114, Forward time: 2.2723, Backward time: 3.0862, DDP time: 0.0042, Total iter time: 6.1738 [2020-11-05 18:59:41,462][root][INFO] - ===> Epoch[124](3202/26): Loss 0.1404, Sem 0.3623, dir -0.6628, norm 0.4408, swav 0.0000 LR: 7.066e-02 Score 88.215 Data time: 0.1767, Forward time: 2.2721, Backward time: 3.0863, DDP time: 0.0042, Total iter time: 5.4326 [2020-11-05 18:59:47,002][root][INFO] - ===> Epoch[124](3203/26): Loss 0.0738, Sem 0.3116, dir -0.6836, norm 0.4457, swav 0.0000 LR: 7.065e-02 Score 89.736 Data time: 0.2349, Forward time: 2.2721, Backward time: 3.0863, DDP time: 0.0042, Total iter time: 5.4549 [2020-11-05 18:59:53,081][root][INFO] - ===> Epoch[124](3204/26): Loss 0.0237, Sem 0.3329, dir -0.7045, norm 0.3953, swav 0.0000 LR: 7.064e-02 Score 89.543 Data time: 0.2201, Forward time: 2.2721, Backward time: 3.0864, DDP time: 0.0042, Total iter time: 5.9586 [2020-11-05 18:59:59,905][root][INFO] - ===> Epoch[124](3205/26): Loss 0.0450, Sem 0.2843, dir -0.6695, norm 0.4302, swav 0.0000 LR: 7.063e-02 Score 91.474 Data time: 0.1661, Forward time: 2.2719, Backward time: 3.0868, DDP time: 0.0042, Total iter time: 6.6869 [2020-11-05 19:00:05,395][root][INFO] - ===> Epoch[124](3206/26): Loss 0.1534, Sem 0.3281, dir -0.6293, norm 0.4546, swav 0.0000 LR: 7.062e-02 Score 89.611 Data time: 0.1992, Forward time: 2.2718, Backward time: 3.0868, DDP time: 0.0042, Total iter time: 5.3766 [2020-11-05 19:00:10,444][root][INFO] - ===> Epoch[124](3207/26): Loss 0.1151, Sem 0.3380, dir -0.6409, norm 0.4180, swav 0.0000 LR: 7.061e-02 Score 89.426 Data time: 0.2283, Forward time: 2.2719, Backward time: 3.0866, DDP time: 0.0042, Total iter time: 4.9506 [2020-11-05 19:00:15,769][root][INFO] - ===> Epoch[124](3208/26): Loss 0.0354, Sem 0.3110, dir -0.6628, norm 0.3872, swav 0.0000 LR: 7.060e-02 Score 90.665 Data time: 0.1594, Forward time: 2.2718, Backward time: 3.0866, DDP time: 0.0042, Total iter time: 5.1740 [2020-11-05 19:00:21,168][root][INFO] - ===> Epoch[124](3209/26): Loss 0.0388, Sem 0.3472, dir -0.7053, norm 0.3969, swav 0.0000 LR: 7.059e-02 Score 88.752 Data time: 0.1471, Forward time: 2.2715, Backward time: 3.0868, DDP time: 0.0042, Total iter time: 5.3200 [2020-11-05 19:00:27,569][root][INFO] - ===> Epoch[124](3210/26): Loss 0.0735, Sem 0.2958, dir -0.6417, norm 0.4194, swav 0.0000 LR: 7.058e-02 Score 91.118 Data time: 0.3077, Forward time: 2.2717, Backward time: 3.0867, DDP time: 0.0042, Total iter time: 6.3449 [2020-11-05 19:00:34,087][root][INFO] - ===> Epoch[124](3211/26): Loss 0.1083, Sem 0.3386, dir -0.6974, norm 0.4671, swav 0.0000 LR: 7.057e-02 Score 89.935 Data time: 0.2061, Forward time: 2.2718, Backward time: 3.0869, DDP time: 0.0042, Total iter time: 6.4133 [2020-11-05 19:00:41,533][root][INFO] - ===> Epoch[124](3212/26): Loss 0.1203, Sem 0.3601, dir -0.6648, norm 0.4251, swav 0.0000 LR: 7.056e-02 Score 88.749 Data time: 0.1958, Forward time: 2.2716, Backward time: 3.0876, DDP time: 0.0042, Total iter time: 7.3057 [2020-11-05 19:00:47,382][root][INFO] - ===> Epoch[124](3213/26): Loss 0.0107, Sem 0.2920, dir -0.6917, norm 0.4103, swav 0.0000 LR: 7.056e-02 Score 90.608 Data time: 0.2491, Forward time: 2.2718, Backward time: 3.0875, DDP time: 0.0042, Total iter time: 5.7513 [2020-11-05 19:00:51,799][root][INFO] - ===> Epoch[124](3214/26): Loss -0.0278, Sem 0.2534, dir -0.6842, norm 0.4030, swav 0.0000 LR: 7.055e-02 Score 92.016 Data time: 0.2048, Forward time: 2.2717, Backward time: 3.0871, DDP time: 0.0042, Total iter time: 4.2861 [2020-11-05 19:00:57,702][root][INFO] - ===> Epoch[124](3215/26): Loss 0.0471, Sem 0.3577, dir -0.7061, norm 0.3954, swav 0.0000 LR: 7.054e-02 Score 89.480 Data time: 0.1790, Forward time: 2.2716, Backward time: 3.0873, DDP time: 0.0042, Total iter time: 5.8095 [2020-11-05 19:01:02,971][root][INFO] - ===> Epoch[124](3216/26): Loss 0.0311, Sem 0.3221, dir -0.7074, norm 0.4164, swav 0.0000 LR: 7.053e-02 Score 89.020 Data time: 0.2439, Forward time: 2.2716, Backward time: 3.0871, DDP time: 0.0042, Total iter time: 5.1716 [2020-11-05 19:01:09,833][root][INFO] - ===> Epoch[124](3217/26): Loss 0.0785, Sem 0.3205, dir -0.6660, norm 0.4241, swav 0.0000 LR: 7.052e-02 Score 90.035 Data time: 0.2121, Forward time: 2.2716, Backward time: 3.0874, DDP time: 0.0042, Total iter time: 6.7353 [2020-11-05 19:01:15,270][root][INFO] - ===> Epoch[124](3218/26): Loss -0.0116, Sem 0.2980, dir -0.7040, norm 0.3944, swav 0.0000 LR: 7.051e-02 Score 91.078 Data time: 0.2035, Forward time: 2.2716, Backward time: 3.0874, DDP time: 0.0042, Total iter time: 5.3271 [2020-11-05 19:01:20,313][root][INFO] - ===> Epoch[124](3219/26): Loss -0.0180, Sem 0.3043, dir -0.7213, norm 0.3990, swav 0.0000 LR: 7.050e-02 Score 90.611 Data time: 0.2157, Forward time: 2.2716, Backward time: 3.0871, DDP time: 0.0042, Total iter time: 4.9364 [2020-11-05 19:01:27,083][root][INFO] - ===> Epoch[124](3220/26): Loss 0.1283, Sem 0.3462, dir -0.6511, norm 0.4332, swav 0.0000 LR: 7.049e-02 Score 89.231 Data time: 0.2156, Forward time: 2.2716, Backward time: 3.0874, DDP time: 0.0042, Total iter time: 6.6766 [2020-11-05 19:01:32,431][root][INFO] - ===> Epoch[124](3221/26): Loss 0.0209, Sem 0.2931, dir -0.6723, norm 0.4001, swav 0.0000 LR: 7.048e-02 Score 91.449 Data time: 0.1875, Forward time: 2.2715, Backward time: 3.0874, DDP time: 0.0042, Total iter time: 5.2308 [2020-11-05 19:01:37,560][root][INFO] - ===> Epoch[124](3222/26): Loss 0.0750, Sem 0.3175, dir -0.6788, norm 0.4362, swav 0.0000 LR: 7.047e-02 Score 90.100 Data time: 0.1938, Forward time: 2.2713, Backward time: 3.0874, DDP time: 0.0042, Total iter time: 5.0347 [2020-11-05 19:01:43,638][root][INFO] - ===> Epoch[124](3223/26): Loss 0.0266, Sem 0.2898, dir -0.6776, norm 0.4145, swav 0.0000 LR: 7.046e-02 Score 91.325 Data time: 0.2397, Forward time: 2.2714, Backward time: 3.0874, DDP time: 0.0042, Total iter time: 5.9994 [2020-11-05 19:01:49,080][root][INFO] - ===> Epoch[124](3224/26): Loss 0.0593, Sem 0.3318, dir -0.6782, norm 0.4056, swav 0.0000 LR: 7.045e-02 Score 89.861 Data time: 0.2011, Forward time: 2.2714, Backward time: 3.0873, DDP time: 0.0042, Total iter time: 5.3155 [2020-11-05 19:01:54,168][root][INFO] - ===> Epoch[125](3225/26): Loss -0.0173, Sem 0.3053, dir -0.7109, norm 0.3882, swav 0.0000 LR: 7.044e-02 Score 90.409 Data time: 0.2356, Forward time: 2.2715, Backward time: 3.0870, DDP time: 0.0042, Total iter time: 4.9649 [2020-11-05 19:01:59,376][root][INFO] - ===> Epoch[125](3226/26): Loss 0.0787, Sem 0.3069, dir -0.6844, norm 0.4562, swav 0.0000 LR: 7.043e-02 Score 89.955 Data time: 0.2350, Forward time: 2.2715, Backward time: 3.0868, DDP time: 0.0042, Total iter time: 5.0823 [2020-11-05 19:02:04,281][root][INFO] - ===> Epoch[125](3227/26): Loss -0.0008, Sem 0.2894, dir -0.6645, norm 0.3743, swav 0.0000 LR: 7.042e-02 Score 90.442 Data time: 0.1938, Forward time: 2.2715, Backward time: 3.0866, DDP time: 0.0042, Total iter time: 4.7644 [2020-11-05 19:02:09,369][root][INFO] - ===> Epoch[125](3228/26): Loss -0.0275, Sem 0.2818, dir -0.7026, norm 0.3933, swav 0.0000 LR: 7.041e-02 Score 91.511 Data time: 0.1515, Forward time: 2.2713, Backward time: 3.0866, DDP time: 0.0042, Total iter time: 4.9662 [2020-11-05 19:02:14,858][root][INFO] - ===> Epoch[125](3229/26): Loss 0.0947, Sem 0.3203, dir -0.6491, norm 0.4236, swav 0.0000 LR: 7.041e-02 Score 89.297 Data time: 0.1819, Forward time: 2.2712, Backward time: 3.0866, DDP time: 0.0042, Total iter time: 5.4075 [2020-11-05 19:02:19,340][root][INFO] - ===> Epoch[125](3230/26): Loss 0.0794, Sem 0.3097, dir -0.6604, norm 0.4301, swav 0.0000 LR: 7.040e-02 Score 90.031 Data time: 0.2314, Forward time: 2.2711, Backward time: 3.0863, DDP time: 0.0042, Total iter time: 4.3738 [2020-11-05 19:02:27,183][root][INFO] - ===> Epoch[125](3231/26): Loss 0.1191, Sem 0.3790, dir -0.6718, norm 0.4120, swav 0.0000 LR: 7.039e-02 Score 88.977 Data time: 0.2352, Forward time: 2.2711, Backward time: 3.0869, DDP time: 0.0042, Total iter time: 7.7639 [2020-11-05 19:02:33,529][root][INFO] - ===> Epoch[125](3232/26): Loss 0.0462, Sem 0.3181, dir -0.6588, norm 0.3870, swav 0.0000 LR: 7.038e-02 Score 89.246 Data time: 0.2080, Forward time: 2.2711, Backward time: 3.0871, DDP time: 0.0042, Total iter time: 6.1978 [2020-11-05 19:02:38,597][root][INFO] - ===> Epoch[125](3233/26): Loss 0.1509, Sem 0.3527, dir -0.6671, norm 0.4652, swav 0.0000 LR: 7.037e-02 Score 88.979 Data time: 0.2087, Forward time: 2.2711, Backward time: 3.0869, DDP time: 0.0042, Total iter time: 4.9789 [2020-11-05 19:02:44,183][root][INFO] - ===> Epoch[125](3234/26): Loss 0.1143, Sem 0.3414, dir -0.6893, norm 0.4621, swav 0.0000 LR: 7.036e-02 Score 89.542 Data time: 0.2275, Forward time: 2.2711, Backward time: 3.0869, DDP time: 0.0042, Total iter time: 5.4680 [2020-11-05 19:02:49,992][root][INFO] - ===> Epoch[125](3235/26): Loss 0.1214, Sem 0.3186, dir -0.6587, norm 0.4615, swav 0.0000 LR: 7.035e-02 Score 89.672 Data time: 0.2033, Forward time: 2.2711, Backward time: 3.0869, DDP time: 0.0042, Total iter time: 5.6939 [2020-11-05 19:02:54,722][root][INFO] - ===> Epoch[125](3236/26): Loss 0.0317, Sem 0.3161, dir -0.6861, norm 0.4017, swav 0.0000 LR: 7.034e-02 Score 89.623 Data time: 0.1942, Forward time: 2.2710, Backward time: 3.0867, DDP time: 0.0042, Total iter time: 4.6221 [2020-11-05 19:02:59,955][root][INFO] - ===> Epoch[125](3237/26): Loss 0.0100, Sem 0.2466, dir -0.6678, norm 0.4312, swav 0.0000 LR: 7.033e-02 Score 92.311 Data time: 0.2631, Forward time: 2.2710, Backward time: 3.0865, DDP time: 0.0042, Total iter time: 5.1378 [2020-11-05 19:03:05,875][root][INFO] - ===> Epoch[125](3238/26): Loss 0.1360, Sem 0.3290, dir -0.6412, norm 0.4482, swav 0.0000 LR: 7.032e-02 Score 89.762 Data time: 0.1944, Forward time: 2.2710, Backward time: 3.0866, DDP time: 0.0042, Total iter time: 5.8042 [2020-11-05 19:03:11,481][root][INFO] - ===> Epoch[125](3239/26): Loss -0.0033, Sem 0.2811, dir -0.6778, norm 0.3934, swav 0.0000 LR: 7.031e-02 Score 91.090 Data time: 0.1814, Forward time: 2.2708, Backward time: 3.0866, DDP time: 0.0042, Total iter time: 5.4977 [2020-11-05 19:03:17,019][root][INFO] - ===> Epoch[125](3240/26): Loss 0.0528, Sem 0.3187, dir -0.6830, norm 0.4170, swav 0.0000 LR: 7.030e-02 Score 90.198 Data time: 0.2243, Forward time: 2.2708, Backward time: 3.0866, DDP time: 0.0042, Total iter time: 5.4401 [2020-11-05 19:03:23,549][root][INFO] - ===> Epoch[125](3241/26): Loss 0.0245, Sem 0.3004, dir -0.6986, norm 0.4227, swav 0.0000 LR: 7.029e-02 Score 91.294 Data time: 0.1940, Forward time: 2.2707, Backward time: 3.0869, DDP time: 0.0042, Total iter time: 6.3931 [2020-11-05 19:03:30,207][root][INFO] - ===> Epoch[125](3242/26): Loss 0.1394, Sem 0.3685, dir -0.6868, norm 0.4577, swav 0.0000 LR: 7.028e-02 Score 88.679 Data time: 0.2475, Forward time: 2.2708, Backward time: 3.0871, DDP time: 0.0042, Total iter time: 6.5559 [2020-11-05 19:03:35,429][root][INFO] - ===> Epoch[125](3243/26): Loss 0.0733, Sem 0.3259, dir -0.6647, norm 0.4121, swav 0.0000 LR: 7.027e-02 Score 89.756 Data time: 0.2059, Forward time: 2.2708, Backward time: 3.0869, DDP time: 0.0042, Total iter time: 5.0668 [2020-11-05 19:03:41,524][root][INFO] - ===> Epoch[125](3244/26): Loss 0.1027, Sem 0.3442, dir -0.6615, norm 0.4199, swav 0.0000 LR: 7.027e-02 Score 89.218 Data time: 0.3184, Forward time: 2.2711, Backward time: 3.0868, DDP time: 0.0042, Total iter time: 5.9717 [2020-11-05 19:03:47,315][root][INFO] - ===> Epoch[125](3245/26): Loss 0.0472, Sem 0.2920, dir -0.6835, norm 0.4387, swav 0.0000 LR: 7.026e-02 Score 91.217 Data time: 0.2536, Forward time: 2.2712, Backward time: 3.0866, DDP time: 0.0042, Total iter time: 5.6578 [2020-11-05 19:03:53,161][root][INFO] - ===> Epoch[125](3246/26): Loss 0.0961, Sem 0.3522, dir -0.6569, norm 0.4008, swav 0.0000 LR: 7.025e-02 Score 88.412 Data time: 0.3047, Forward time: 2.2715, Backward time: 3.0864, DDP time: 0.0042, Total iter time: 5.7126 [2020-11-05 19:03:59,795][root][INFO] - ===> Epoch[125](3247/26): Loss 0.0643, Sem 0.3122, dir -0.6806, norm 0.4326, swav 0.0000 LR: 7.024e-02 Score 89.935 Data time: 0.2091, Forward time: 2.2715, Backward time: 3.0866, DDP time: 0.0042, Total iter time: 6.5059 [2020-11-05 19:04:05,043][root][INFO] - ===> Epoch[125](3248/26): Loss 0.1128, Sem 0.3498, dir -0.6577, norm 0.4207, swav 0.0000 LR: 7.023e-02 Score 89.507 Data time: 0.2074, Forward time: 2.2714, Backward time: 3.0865, DDP time: 0.0042, Total iter time: 5.1296 [2020-11-05 19:04:10,458][root][INFO] - ===> Epoch[125](3249/26): Loss 0.0711, Sem 0.3281, dir -0.6860, norm 0.4290, swav 0.0000 LR: 7.022e-02 Score 90.200 Data time: 0.1455, Forward time: 2.2712, Backward time: 3.0866, DDP time: 0.0042, Total iter time: 5.3213 [2020-11-05 19:04:16,212][root][INFO] - ===> Epoch[125](3250/26): Loss 0.0100, Sem 0.2672, dir -0.6897, norm 0.4325, swav 0.0000 LR: 7.021e-02 Score 91.535 Data time: 0.2030, Forward time: 2.2712, Backward time: 3.0866, DDP time: 0.0042, Total iter time: 5.7068 [2020-11-05 19:04:21,343][root][INFO] - ===> Epoch[126](3251/26): Loss 0.0623, Sem 0.3074, dir -0.7049, norm 0.4598, swav 0.0000 LR: 7.020e-02 Score 90.451 Data time: 0.2146, Forward time: 2.2712, Backward time: 3.0865, DDP time: 0.0042, Total iter time: 5.0290 [2020-11-05 19:04:28,373][root][INFO] - ===> Epoch[126](3252/26): Loss 0.0498, Sem 0.3270, dir -0.6837, norm 0.4065, swav 0.0000 LR: 7.019e-02 Score 90.183 Data time: 0.2015, Forward time: 2.2711, Backward time: 3.0869, DDP time: 0.0042, Total iter time: 6.9327 [2020-11-05 19:04:33,658][root][INFO] - ===> Epoch[126](3253/26): Loss 0.1439, Sem 0.4015, dir -0.6873, norm 0.4298, swav 0.0000 LR: 7.018e-02 Score 87.382 Data time: 0.2403, Forward time: 2.2712, Backward time: 3.0867, DDP time: 0.0042, Total iter time: 5.1885 [2020-11-05 19:04:39,140][root][INFO] - ===> Epoch[126](3254/26): Loss 0.0067, Sem 0.3082, dir -0.6965, norm 0.3949, swav 0.0000 LR: 7.017e-02 Score 90.352 Data time: 0.2078, Forward time: 2.2713, Backward time: 3.0865, DDP time: 0.0042, Total iter time: 5.3842 [2020-11-05 19:04:45,690][root][INFO] - ===> Epoch[126](3255/26): Loss 0.1023, Sem 0.3491, dir -0.6487, norm 0.4020, swav 0.0000 LR: 7.016e-02 Score 89.417 Data time: 0.1804, Forward time: 2.2712, Backward time: 3.0868, DDP time: 0.0042, Total iter time: 6.4297 [2020-11-05 19:04:51,749][root][INFO] - ===> Epoch[126](3256/26): Loss 0.0387, Sem 0.2774, dir -0.6592, norm 0.4205, swav 0.0000 LR: 7.015e-02 Score 91.043 Data time: 0.1820, Forward time: 2.2712, Backward time: 3.0870, DDP time: 0.0042, Total iter time: 5.9654 [2020-11-05 19:04:57,896][root][INFO] - ===> Epoch[126](3257/26): Loss 0.0878, Sem 0.3268, dir -0.6895, norm 0.4505, swav 0.0000 LR: 7.014e-02 Score 90.506 Data time: 0.1344, Forward time: 2.2709, Backward time: 3.0874, DDP time: 0.0042, Total iter time: 6.0154 [2020-11-05 19:05:04,444][root][INFO] - ===> Epoch[126](3258/26): Loss 0.1199, Sem 0.3126, dir -0.6250, norm 0.4322, swav 0.0000 LR: 7.013e-02 Score 89.754 Data time: 0.2292, Forward time: 2.2710, Backward time: 3.0876, DDP time: 0.0042, Total iter time: 6.4664 [2020-11-05 19:05:09,379][root][INFO] - ===> Epoch[126](3259/26): Loss 0.0236, Sem 0.2622, dir -0.6590, norm 0.4204, swav 0.0000 LR: 7.012e-02 Score 91.373 Data time: 0.2223, Forward time: 2.2710, Backward time: 3.0873, DDP time: 0.0042, Total iter time: 4.8029 [2020-11-05 19:05:14,267][root][INFO] - ===> Epoch[126](3260/26): Loss 0.0465, Sem 0.2980, dir -0.6627, norm 0.4112, swav 0.0000 LR: 7.012e-02 Score 90.702 Data time: 0.2160, Forward time: 2.2710, Backward time: 3.0870, DDP time: 0.0042, Total iter time: 4.7753 [2020-11-05 19:05:20,700][root][INFO] - ===> Epoch[126](3261/26): Loss 0.2140, Sem 0.3967, dir -0.6322, norm 0.4495, swav 0.0000 LR: 7.011e-02 Score 87.737 Data time: 0.1982, Forward time: 2.2710, Backward time: 3.0872, DDP time: 0.0042, Total iter time: 6.3108 [2020-11-05 19:05:27,172][root][INFO] - ===> Epoch[126](3262/26): Loss 0.0173, Sem 0.2959, dir -0.6794, norm 0.4007, swav 0.0000 LR: 7.010e-02 Score 90.214 Data time: 0.1024, Forward time: 2.2706, Backward time: 3.0879, DDP time: 0.0042, Total iter time: 6.3591 [2020-11-05 19:05:31,814][root][INFO] - ===> Epoch[126](3263/26): Loss 0.1141, Sem 0.3617, dir -0.6982, norm 0.4505, swav 0.0000 LR: 7.009e-02 Score 88.316 Data time: 0.2037, Forward time: 2.2706, Backward time: 3.0876, DDP time: 0.0042, Total iter time: 4.6088 [2020-11-05 19:05:37,372][root][INFO] - ===> Epoch[126](3264/26): Loss 0.0526, Sem 0.3271, dir -0.7058, norm 0.4313, swav 0.0000 LR: 7.008e-02 Score 90.167 Data time: 0.1596, Forward time: 2.2704, Backward time: 3.0877, DDP time: 0.0042, Total iter time: 5.4602 [2020-11-05 19:05:43,330][root][INFO] - ===> Epoch[126](3265/26): Loss 0.0519, Sem 0.3199, dir -0.6820, norm 0.4140, swav 0.0000 LR: 7.007e-02 Score 90.521 Data time: 0.2079, Forward time: 2.2704, Backward time: 3.0878, DDP time: 0.0042, Total iter time: 5.8521 [2020-11-05 19:05:48,523][root][INFO] - ===> Epoch[126](3266/26): Loss 0.0189, Sem 0.2871, dir -0.6838, norm 0.4155, swav 0.0000 LR: 7.006e-02 Score 90.975 Data time: 0.2467, Forward time: 2.2704, Backward time: 3.0875, DDP time: 0.0042, Total iter time: 5.0794 [2020-11-05 19:05:56,325][root][INFO] - ===> Epoch[126](3267/26): Loss 0.0827, Sem 0.2960, dir -0.6683, norm 0.4550, swav 0.0000 LR: 7.005e-02 Score 90.612 Data time: 0.3627, Forward time: 2.2709, Backward time: 3.0876, DDP time: 0.0042, Total iter time: 7.6499 [2020-11-05 19:06:02,442][root][INFO] - ===> Epoch[126](3268/26): Loss 0.0716, Sem 0.2943, dir -0.6274, norm 0.4046, swav 0.0000 LR: 7.004e-02 Score 90.935 Data time: 0.1575, Forward time: 2.2708, Backward time: 3.0878, DDP time: 0.0042, Total iter time: 5.9702 [2020-11-05 19:06:07,629][root][INFO] - ===> Epoch[126](3269/26): Loss 0.0921, Sem 0.3425, dir -0.6659, norm 0.4154, swav 0.0000 LR: 7.003e-02 Score 88.907 Data time: 0.1888, Forward time: 2.2708, Backward time: 3.0877, DDP time: 0.0042, Total iter time: 5.0494 [2020-11-05 19:06:12,284][root][INFO] - ===> Epoch[126](3270/26): Loss 0.0985, Sem 0.3496, dir -0.7000, norm 0.4490, swav 0.0000 LR: 7.002e-02 Score 89.565 Data time: 0.2021, Forward time: 2.2708, Backward time: 3.0874, DDP time: 0.0042, Total iter time: 4.5399 [2020-11-05 19:06:19,157][root][INFO] - ===> Epoch[126](3271/26): Loss 0.1385, Sem 0.3646, dir -0.6844, norm 0.4583, swav 0.0000 LR: 7.001e-02 Score 88.629 Data time: 0.1976, Forward time: 2.2707, Backward time: 3.0878, DDP time: 0.0042, Total iter time: 6.7626 [2020-11-05 19:06:24,660][root][INFO] - ===> Epoch[126](3272/26): Loss 0.0474, Sem 0.3230, dir -0.7106, norm 0.4350, swav 0.0000 LR: 7.000e-02 Score 89.881 Data time: 0.1780, Forward time: 2.2706, Backward time: 3.0878, DDP time: 0.0042, Total iter time: 5.3981 [2020-11-05 19:06:30,638][root][INFO] - ===> Epoch[126](3273/26): Loss 0.0574, Sem 0.3307, dir -0.6786, norm 0.4052, swav 0.0000 LR: 6.999e-02 Score 90.018 Data time: 0.2171, Forward time: 2.2706, Backward time: 3.0879, DDP time: 0.0042, Total iter time: 5.8755 [2020-11-05 19:06:36,305][root][INFO] - ===> Epoch[126](3274/26): Loss 0.1591, Sem 0.3615, dir -0.6463, norm 0.4438, swav 0.0000 LR: 6.998e-02 Score 88.008 Data time: 0.1986, Forward time: 2.2706, Backward time: 3.0879, DDP time: 0.0042, Total iter time: 5.5447 [2020-11-05 19:06:41,099][root][INFO] - ===> Epoch[126](3275/26): Loss 0.0665, Sem 0.3332, dir -0.6732, norm 0.4065, swav 0.0000 LR: 6.997e-02 Score 89.159 Data time: 0.2195, Forward time: 2.2706, Backward time: 3.0876, DDP time: 0.0042, Total iter time: 4.6810 [2020-11-05 19:06:46,124][root][INFO] - ===> Epoch[126](3276/26): Loss 0.1152, Sem 0.3134, dir -0.6490, norm 0.4508, swav 0.0000 LR: 6.997e-02 Score 90.699 Data time: 0.2198, Forward time: 2.2707, Backward time: 3.0873, DDP time: 0.0042, Total iter time: 4.9020 [2020-11-05 19:06:52,356][root][INFO] - ===> Epoch[127](3277/26): Loss 0.0806, Sem 0.3329, dir -0.6690, norm 0.4167, swav 0.0000 LR: 6.996e-02 Score 89.113 Data time: 0.1664, Forward time: 2.2705, Backward time: 3.0876, DDP time: 0.0042, Total iter time: 6.1025 [2020-11-05 19:06:57,623][root][INFO] - ===> Epoch[127](3278/26): Loss 0.0634, Sem 0.3421, dir -0.6838, norm 0.4052, swav 0.0000 LR: 6.995e-02 Score 89.194 Data time: 0.1695, Forward time: 2.2704, Backward time: 3.0875, DDP time: 0.0042, Total iter time: 5.1722 [2020-11-05 19:07:04,133][root][INFO] - ===> Epoch[127](3279/26): Loss 0.0128, Sem 0.2835, dir -0.6954, norm 0.4247, swav 0.0000 LR: 6.994e-02 Score 90.745 Data time: 0.1067, Forward time: 2.2701, Backward time: 3.0882, DDP time: 0.0042, Total iter time: 6.3964 [2020-11-05 19:07:10,178][root][INFO] - ===> Epoch[127](3280/26): Loss 0.0523, Sem 0.3209, dir -0.6654, norm 0.3968, swav 0.0000 LR: 6.993e-02 Score 89.682 Data time: 0.1926, Forward time: 2.2700, Backward time: 3.0883, DDP time: 0.0042, Total iter time: 6.0067 [2020-11-05 19:07:15,403][root][INFO] - ===> Epoch[127](3281/26): Loss 0.0400, Sem 0.3126, dir -0.6859, norm 0.4133, swav 0.0000 LR: 6.992e-02 Score 90.788 Data time: 0.2497, Forward time: 2.2702, Backward time: 3.0880, DDP time: 0.0042, Total iter time: 5.1088 [2020-11-05 19:07:20,995][root][INFO] - ===> Epoch[127](3282/26): Loss 0.0432, Sem 0.3089, dir -0.6703, norm 0.4046, swav 0.0000 LR: 6.991e-02 Score 90.305 Data time: 0.2430, Forward time: 2.2703, Backward time: 3.0878, DDP time: 0.0042, Total iter time: 5.4598 [2020-11-05 19:07:26,156][root][INFO] - ===> Epoch[127](3283/26): Loss 0.0485, Sem 0.3303, dir -0.6930, norm 0.4112, swav 0.0000 LR: 6.990e-02 Score 90.052 Data time: 0.1962, Forward time: 2.2702, Backward time: 3.0877, DDP time: 0.0042, Total iter time: 5.0341 [2020-11-05 19:07:33,026][root][INFO] - ===> Epoch[127](3284/26): Loss 0.1233, Sem 0.3323, dir -0.6319, norm 0.4228, swav 0.0000 LR: 6.989e-02 Score 89.990 Data time: 0.1778, Forward time: 2.2701, Backward time: 3.0882, DDP time: 0.0042, Total iter time: 6.7491 [2020-11-05 19:07:38,230][root][INFO] - ===> Epoch[127](3285/26): Loss 0.0778, Sem 0.3060, dir -0.6522, norm 0.4240, swav 0.0000 LR: 6.988e-02 Score 90.579 Data time: 0.2385, Forward time: 2.2702, Backward time: 3.0879, DDP time: 0.0042, Total iter time: 5.1042 [2020-11-05 19:07:44,173][root][INFO] - ===> Epoch[127](3286/26): Loss 0.1184, Sem 0.3446, dir -0.6492, norm 0.4230, swav 0.0000 LR: 6.987e-02 Score 89.585 Data time: 0.2817, Forward time: 2.2704, Backward time: 3.0877, DDP time: 0.0042, Total iter time: 5.8110 [2020-11-05 19:07:51,002][root][INFO] - ===> Epoch[127](3287/26): Loss 0.0943, Sem 0.3117, dir -0.6779, norm 0.4605, swav 0.0000 LR: 6.986e-02 Score 90.642 Data time: 0.2094, Forward time: 2.2705, Backward time: 3.0880, DDP time: 0.0042, Total iter time: 6.7083 [2020-11-05 19:07:56,660][root][INFO] - ===> Epoch[127](3288/26): Loss 0.0176, Sem 0.2744, dir -0.6624, norm 0.4056, swav 0.0000 LR: 6.985e-02 Score 91.481 Data time: 0.1985, Forward time: 2.2705, Backward time: 3.0880, DDP time: 0.0042, Total iter time: 5.5317 [2020-11-05 19:08:02,769][root][INFO] - ===> Epoch[127](3289/26): Loss 0.0878, Sem 0.3339, dir -0.6817, norm 0.4356, swav 0.0000 LR: 6.984e-02 Score 89.243 Data time: 0.2895, Forward time: 2.2706, Backward time: 3.0879, DDP time: 0.0042, Total iter time: 5.9946 [2020-11-05 19:08:10,180][root][INFO] - ===> Epoch[127](3290/26): Loss 0.0876, Sem 0.3291, dir -0.6687, norm 0.4272, swav 0.0000 LR: 6.983e-02 Score 90.043 Data time: 0.2256, Forward time: 2.2707, Backward time: 3.0883, DDP time: 0.0042, Total iter time: 7.2856 [2020-11-05 19:08:15,899][root][INFO] - ===> Epoch[127](3291/26): Loss 0.1522, Sem 0.3822, dir -0.6486, norm 0.4186, swav 0.0000 LR: 6.983e-02 Score 88.682 Data time: 0.2146, Forward time: 2.2708, Backward time: 3.0882, DDP time: 0.0042, Total iter time: 5.5669 [2020-11-05 19:08:21,227][root][INFO] - ===> Epoch[127](3292/26): Loss 0.0652, Sem 0.2952, dir -0.6507, norm 0.4207, swav 0.0000 LR: 6.982e-02 Score 90.913 Data time: 0.2520, Forward time: 2.2709, Backward time: 3.0880, DDP time: 0.0042, Total iter time: 5.2151 [2020-11-05 19:08:27,360][root][INFO] - ===> Epoch[127](3293/26): Loss 0.0686, Sem 0.3618, dir -0.6892, norm 0.3960, swav 0.0000 LR: 6.981e-02 Score 88.857 Data time: 0.2827, Forward time: 2.2711, Backward time: 3.0878, DDP time: 0.0042, Total iter time: 5.9981 [2020-11-05 19:08:32,777][root][INFO] - ===> Epoch[127](3294/26): Loss 0.1088, Sem 0.3161, dir -0.6760, norm 0.4687, swav 0.0000 LR: 6.980e-02 Score 91.016 Data time: 0.2647, Forward time: 2.2712, Backward time: 3.0876, DDP time: 0.0042, Total iter time: 5.2936 [2020-11-05 19:08:38,933][root][INFO] - ===> Epoch[127](3295/26): Loss 0.0525, Sem 0.2770, dir -0.6579, norm 0.4334, swav 0.0000 LR: 6.979e-02 Score 91.545 Data time: 0.1164, Forward time: 2.2709, Backward time: 3.0880, DDP time: 0.0042, Total iter time: 6.0339 [2020-11-05 19:08:44,321][root][INFO] - ===> Epoch[127](3296/26): Loss 0.1362, Sem 0.3933, dir -0.6990, norm 0.4419, swav 0.0000 LR: 6.978e-02 Score 87.575 Data time: 0.1815, Forward time: 2.2708, Backward time: 3.0880, DDP time: 0.0042, Total iter time: 5.3003 [2020-11-05 19:08:50,399][root][INFO] - ===> Epoch[127](3297/26): Loss 0.1670, Sem 0.3768, dir -0.6736, norm 0.4638, swav 0.0000 LR: 6.977e-02 Score 88.306 Data time: 0.1506, Forward time: 2.2707, Backward time: 3.0883, DDP time: 0.0042, Total iter time: 5.9902 [2020-11-05 19:08:55,607][root][INFO] - ===> Epoch[127](3298/26): Loss 0.0366, Sem 0.3357, dir -0.6876, norm 0.3885, swav 0.0000 LR: 6.976e-02 Score 89.872 Data time: 0.1850, Forward time: 2.2706, Backward time: 3.0882, DDP time: 0.0042, Total iter time: 5.0882 [2020-11-05 19:09:00,718][root][INFO] - ===> Epoch[127](3299/26): Loss 0.1365, Sem 0.3663, dir -0.6574, norm 0.4276, swav 0.0000 LR: 6.975e-02 Score 88.477 Data time: 0.2166, Forward time: 2.2706, Backward time: 3.0880, DDP time: 0.0042, Total iter time: 4.9887 [2020-11-05 19:09:06,626][root][INFO] - ===> Epoch[127](3300/26): Loss 0.0694, Sem 0.3353, dir -0.7310, norm 0.4651, swav 0.0000 LR: 6.974e-02 Score 90.253 Data time: 0.2069, Forward time: 2.2707, Backward time: 3.0880, DDP time: 0.0042, Total iter time: 5.7823 [2020-11-05 19:09:12,552][root][INFO] - ===> Epoch[127](3301/26): Loss 0.0113, Sem 0.2786, dir -0.6612, norm 0.3939, swav 0.0000 LR: 6.973e-02 Score 91.335 Data time: 0.2358, Forward time: 2.2707, Backward time: 3.0880, DDP time: 0.0042, Total iter time: 5.8070 [2020-11-05 19:09:18,080][root][INFO] - ===> Epoch[127](3302/26): Loss 0.0466, Sem 0.2777, dir -0.6746, norm 0.4435, swav 0.0000 LR: 6.972e-02 Score 91.134 Data time: 0.2250, Forward time: 2.2708, Backward time: 3.0879, DDP time: 0.0042, Total iter time: 5.3890 [2020-11-05 19:09:24,028][root][INFO] - ===> Epoch[128](3303/26): Loss 0.0010, Sem 0.2616, dir -0.6848, norm 0.4243, swav 0.0000 LR: 6.971e-02 Score 91.946 Data time: 0.3005, Forward time: 2.2710, Backward time: 3.0877, DDP time: 0.0042, Total iter time: 5.8364 [2020-11-05 19:09:30,516][root][INFO] - ===> Epoch[128](3304/26): Loss 0.0595, Sem 0.3323, dir -0.6911, norm 0.4184, swav 0.0000 LR: 6.970e-02 Score 89.815 Data time: 0.2369, Forward time: 2.2711, Backward time: 3.0877, DDP time: 0.0042, Total iter time: 6.3792 [2020-11-05 19:09:35,783][root][INFO] - ===> Epoch[128](3305/26): Loss 0.1073, Sem 0.3236, dir -0.6337, norm 0.4173, swav 0.0000 LR: 6.969e-02 Score 89.320 Data time: 0.2195, Forward time: 2.2712, Backward time: 3.0876, DDP time: 0.0042, Total iter time: 5.1496 [2020-11-05 19:09:42,847][root][INFO] - ===> Epoch[128](3306/26): Loss 0.1013, Sem 0.3363, dir -0.6390, norm 0.4041, swav 0.0000 LR: 6.968e-02 Score 90.137 Data time: 0.1352, Forward time: 2.2710, Backward time: 3.0882, DDP time: 0.0042, Total iter time: 6.9439 [2020-11-05 19:09:49,377][root][INFO] - ===> Epoch[128](3307/26): Loss -0.0183, Sem 0.3023, dir -0.7138, norm 0.3933, swav 0.0000 LR: 6.968e-02 Score 90.485 Data time: 0.1611, Forward time: 2.2708, Backward time: 3.0886, DDP time: 0.0042, Total iter time: 6.4489 [2020-11-05 19:09:56,347][root][INFO] - ===> Epoch[128](3308/26): Loss 0.1377, Sem 0.3308, dir -0.6569, norm 0.4638, swav 0.0000 LR: 6.967e-02 Score 90.050 Data time: 0.2260, Forward time: 2.2708, Backward time: 3.0889, DDP time: 0.0042, Total iter time: 6.9101 [2020-11-05 19:10:02,065][root][INFO] - ===> Epoch[128](3309/26): Loss 0.0798, Sem 0.3151, dir -0.6441, norm 0.4087, swav 0.0000 LR: 6.966e-02 Score 89.967 Data time: 0.2156, Forward time: 2.2708, Backward time: 3.0889, DDP time: 0.0042, Total iter time: 5.5898 [2020-11-05 19:10:07,676][root][INFO] - ===> Epoch[128](3310/26): Loss 0.1031, Sem 0.3092, dir -0.6587, norm 0.4525, swav 0.0000 LR: 6.965e-02 Score 89.981 Data time: 0.1796, Forward time: 2.2708, Backward time: 3.0889, DDP time: 0.0042, Total iter time: 5.5057 [2020-11-05 19:10:15,335][root][INFO] - ===> Epoch[128](3311/26): Loss 0.0494, Sem 0.3259, dir -0.6862, norm 0.4096, swav 0.0000 LR: 6.964e-02 Score 90.241 Data time: 0.1729, Forward time: 2.2706, Backward time: 3.0896, DDP time: 0.0042, Total iter time: 7.5659 [2020-11-05 19:10:20,878][root][INFO] - ===> Epoch[128](3312/26): Loss 0.0047, Sem 0.2832, dir -0.6817, norm 0.4032, swav 0.0000 LR: 6.963e-02 Score 91.015 Data time: 0.2134, Forward time: 2.2707, Backward time: 3.0895, DDP time: 0.0042, Total iter time: 5.4583 [2020-11-05 19:10:27,742][root][INFO] - ===> Epoch[128](3313/26): Loss 0.1127, Sem 0.3285, dir -0.6506, norm 0.4348, swav 0.0000 LR: 6.962e-02 Score 89.969 Data time: 0.1608, Forward time: 2.2705, Backward time: 3.0900, DDP time: 0.0042, Total iter time: 6.7505 [2020-11-05 19:10:33,706][root][INFO] - ===> Epoch[128](3314/26): Loss 0.0415, Sem 0.2887, dir -0.6797, norm 0.4324, swav 0.0000 LR: 6.961e-02 Score 91.125 Data time: 0.2247, Forward time: 2.2705, Backward time: 3.0900, DDP time: 0.0042, Total iter time: 5.8837 [2020-11-05 19:10:40,654][root][INFO] - ===> Epoch[128](3315/26): Loss 0.2004, Sem 0.3560, dir -0.6341, norm 0.4785, swav 0.0000 LR: 6.960e-02 Score 89.223 Data time: 0.3038, Forward time: 2.2708, Backward time: 3.0901, DDP time: 0.0042, Total iter time: 6.8371 [2020-11-05 19:10:46,687][root][INFO] - ===> Epoch[128](3316/26): Loss 0.0659, Sem 0.3176, dir -0.6629, norm 0.4112, swav 0.0000 LR: 6.959e-02 Score 90.502 Data time: 0.1322, Forward time: 2.2706, Backward time: 3.0904, DDP time: 0.0042, Total iter time: 5.8857 [2020-11-05 19:10:51,606][root][INFO] - ===> Epoch[128](3317/26): Loss 0.0332, Sem 0.3121, dir -0.6777, norm 0.3988, swav 0.0000 LR: 6.958e-02 Score 89.730 Data time: 0.1401, Forward time: 2.2704, Backward time: 3.0904, DDP time: 0.0042, Total iter time: 4.8558 [2020-11-05 19:10:56,814][root][INFO] - ===> Epoch[128](3318/26): Loss 0.0729, Sem 0.3392, dir -0.7014, norm 0.4351, swav 0.0000 LR: 6.957e-02 Score 89.351 Data time: 0.2558, Forward time: 2.2705, Backward time: 3.0901, DDP time: 0.0042, Total iter time: 5.1618 [2020-11-05 19:11:01,846][root][INFO] - ===> Epoch[128](3319/26): Loss 0.0206, Sem 0.2734, dir -0.6702, norm 0.4173, swav 0.0000 LR: 6.956e-02 Score 91.095 Data time: 0.2375, Forward time: 2.2706, Backward time: 3.0898, DDP time: 0.0042, Total iter time: 4.9232 [2020-11-05 19:11:07,533][root][INFO] - ===> Epoch[128](3320/26): Loss 0.0513, Sem 0.3310, dir -0.6970, norm 0.4172, swav 0.0000 LR: 6.955e-02 Score 89.287 Data time: 0.2068, Forward time: 2.2705, Backward time: 3.0898, DDP time: 0.0042, Total iter time: 5.5784 [2020-11-05 19:11:12,955][root][INFO] - ===> Epoch[128](3321/26): Loss 0.0965, Sem 0.3292, dir -0.6777, norm 0.4450, swav 0.0000 LR: 6.954e-02 Score 89.891 Data time: 0.2905, Forward time: 2.2707, Backward time: 3.0896, DDP time: 0.0042, Total iter time: 5.3060 [2020-11-05 19:11:18,909][root][INFO] - ===> Epoch[128](3322/26): Loss 0.0570, Sem 0.3078, dir -0.6628, norm 0.4119, swav 0.0000 LR: 6.953e-02 Score 89.607 Data time: 0.2184, Forward time: 2.2708, Backward time: 3.0895, DDP time: 0.0042, Total iter time: 5.8328 [2020-11-05 19:11:24,283][root][INFO] - ===> Epoch[128](3323/26): Loss 0.0477, Sem 0.2838, dir -0.6594, norm 0.4233, swav 0.0000 LR: 6.953e-02 Score 90.296 Data time: 0.1574, Forward time: 2.2706, Backward time: 3.0896, DDP time: 0.0042, Total iter time: 5.2545 [2020-11-05 19:11:29,295][root][INFO] - ===> Epoch[128](3324/26): Loss 0.0077, Sem 0.3089, dir -0.6910, norm 0.3897, swav 0.0000 LR: 6.952e-02 Score 90.238 Data time: 0.1861, Forward time: 2.2706, Backward time: 3.0894, DDP time: 0.0042, Total iter time: 4.9463 [2020-11-05 19:11:34,898][root][INFO] - ===> Epoch[128](3325/26): Loss 0.0177, Sem 0.2670, dir -0.6661, norm 0.4169, swav 0.0000 LR: 6.951e-02 Score 91.578 Data time: 0.1840, Forward time: 2.2705, Backward time: 3.0895, DDP time: 0.0042, Total iter time: 5.4831 [2020-11-05 19:11:40,209][root][INFO] - ===> Epoch[128](3326/26): Loss -0.0031, Sem 0.3209, dir -0.7123, norm 0.3882, swav 0.0000 LR: 6.950e-02 Score 90.438 Data time: 0.2307, Forward time: 2.2705, Backward time: 3.0893, DDP time: 0.0042, Total iter time: 5.2002 [2020-11-05 19:11:46,368][root][INFO] - ===> Epoch[128](3327/26): Loss 0.1010, Sem 0.3079, dir -0.6656, norm 0.4587, swav 0.0000 LR: 6.949e-02 Score 90.136 Data time: 0.2970, Forward time: 2.2708, Backward time: 3.0892, DDP time: 0.0042, Total iter time: 6.0346 [2020-11-05 19:11:52,593][root][INFO] - ===> Epoch[128](3328/26): Loss 0.1331, Sem 0.3400, dir -0.6429, norm 0.4360, swav 0.0000 LR: 6.948e-02 Score 89.570 Data time: 0.2135, Forward time: 2.2708, Backward time: 3.0892, DDP time: 0.0042, Total iter time: 6.0900 [2020-11-05 19:11:59,267][root][INFO] - ===> Epoch[129](3329/26): Loss 0.0198, Sem 0.3004, dir -0.7006, norm 0.4200, swav 0.0000 LR: 6.947e-02 Score 90.530 Data time: 0.2569, Forward time: 2.2709, Backward time: 3.0895, DDP time: 0.0042, Total iter time: 6.5565 [2020-11-05 19:12:05,088][root][INFO] - ===> Epoch[129](3330/26): Loss 0.1050, Sem 0.3521, dir -0.6665, norm 0.4194, swav 0.0000 LR: 6.946e-02 Score 89.616 Data time: 0.2232, Forward time: 2.2709, Backward time: 3.0895, DDP time: 0.0042, Total iter time: 5.6929 [2020-11-05 19:12:10,881][root][INFO] - ===> Epoch[129](3331/26): Loss 0.0806, Sem 0.3288, dir -0.6618, norm 0.4137, swav 0.0000 LR: 6.945e-02 Score 89.529 Data time: 0.2643, Forward time: 2.2710, Backward time: 3.0893, DDP time: 0.0042, Total iter time: 5.6714 [2020-11-05 19:12:16,951][root][INFO] - ===> Epoch[129](3332/26): Loss 0.0342, Sem 0.2760, dir -0.7015, norm 0.4597, swav 0.0000 LR: 6.944e-02 Score 91.853 Data time: 0.2650, Forward time: 2.2712, Backward time: 3.0892, DDP time: 0.0042, Total iter time: 5.9256 [2020-11-05 19:12:22,760][root][INFO] - ===> Epoch[129](3333/26): Loss 0.0768, Sem 0.3634, dir -0.6843, norm 0.3978, swav 0.0000 LR: 6.943e-02 Score 89.554 Data time: 0.2108, Forward time: 2.2713, Backward time: 3.0891, DDP time: 0.0042, Total iter time: 5.6890 [2020-11-05 19:12:30,576][root][INFO] - ===> Epoch[129](3334/26): Loss 0.0415, Sem 0.2996, dir -0.6851, norm 0.4269, swav 0.0000 LR: 6.942e-02 Score 91.271 Data time: 0.2250, Forward time: 2.2713, Backward time: 3.0897, DDP time: 0.0042, Total iter time: 7.7082 [2020-11-05 19:12:35,627][root][INFO] - ===> Epoch[129](3335/26): Loss 0.1148, Sem 0.3042, dir -0.6228, norm 0.4334, swav 0.0000 LR: 6.941e-02 Score 90.196 Data time: 0.2259, Forward time: 2.2713, Backward time: 3.0895, DDP time: 0.0042, Total iter time: 4.9346 [2020-11-05 19:12:40,920][root][INFO] - ===> Epoch[129](3336/26): Loss -0.0250, Sem 0.2510, dir -0.6889, norm 0.4128, swav 0.0000 LR: 6.940e-02 Score 92.053 Data time: 0.2480, Forward time: 2.2715, Backward time: 3.0892, DDP time: 0.0042, Total iter time: 5.1599 [2020-11-05 19:12:46,658][root][INFO] - ===> Epoch[129](3337/26): Loss 0.0099, Sem 0.2895, dir -0.6629, norm 0.3832, swav 0.0000 LR: 6.939e-02 Score 90.158 Data time: 0.2342, Forward time: 2.2715, Backward time: 3.0891, DDP time: 0.0042, Total iter time: 5.6191 [2020-11-05 19:12:51,805][root][INFO] - ===> Epoch[129](3338/26): Loss 0.0660, Sem 0.3079, dir -0.6736, norm 0.4317, swav 0.0000 LR: 6.938e-02 Score 90.079 Data time: 0.2358, Forward time: 2.2716, Backward time: 3.0889, DDP time: 0.0042, Total iter time: 5.0270 [2020-11-05 19:12:58,378][root][INFO] - ===> Epoch[129](3339/26): Loss 0.0890, Sem 0.3652, dir -0.7053, norm 0.4291, swav 0.0000 LR: 6.938e-02 Score 88.361 Data time: 0.1914, Forward time: 2.2716, Backward time: 3.0891, DDP time: 0.0042, Total iter time: 6.4651 [2020-11-05 19:13:04,547][root][INFO] - ===> Epoch[129](3340/26): Loss 0.0778, Sem 0.3475, dir -0.6815, norm 0.4117, swav 0.0000 LR: 6.937e-02 Score 89.456 Data time: 0.1956, Forward time: 2.2715, Backward time: 3.0893, DDP time: 0.0042, Total iter time: 6.0513 [2020-11-05 19:13:10,046][root][INFO] - ===> Epoch[129](3341/26): Loss -0.0077, Sem 0.3126, dir -0.6981, norm 0.3777, swav 0.0000 LR: 6.936e-02 Score 89.758 Data time: 0.2599, Forward time: 2.2717, Backward time: 3.0891, DDP time: 0.0042, Total iter time: 5.3713 [2020-11-05 19:13:16,186][root][INFO] - ===> Epoch[129](3342/26): Loss 0.0373, Sem 0.3061, dir -0.6907, norm 0.4219, swav 0.0000 LR: 6.935e-02 Score 90.175 Data time: 0.1887, Forward time: 2.2716, Backward time: 3.0892, DDP time: 0.0042, Total iter time: 6.0185 [2020-11-05 19:13:22,202][root][INFO] - ===> Epoch[129](3343/26): Loss 0.1141, Sem 0.3117, dir -0.6491, norm 0.4515, swav 0.0000 LR: 6.934e-02 Score 90.674 Data time: 0.2292, Forward time: 2.2717, Backward time: 3.0893, DDP time: 0.0042, Total iter time: 5.9017 [2020-11-05 19:13:28,105][root][INFO] - ===> Epoch[129](3344/26): Loss 0.0673, Sem 0.2667, dir -0.6362, norm 0.4369, swav 0.0000 LR: 6.933e-02 Score 91.815 Data time: 0.1754, Forward time: 2.2716, Backward time: 3.0894, DDP time: 0.0042, Total iter time: 5.7851 [2020-11-05 19:13:33,453][root][INFO] - ===> Epoch[129](3345/26): Loss 0.1065, Sem 0.3274, dir -0.6454, norm 0.4246, swav 0.0000 LR: 6.932e-02 Score 89.794 Data time: 0.1660, Forward time: 2.2714, Backward time: 3.0894, DDP time: 0.0042, Total iter time: 5.2141 [2020-11-05 19:13:38,932][root][INFO] - ===> Epoch[129](3346/26): Loss 0.0109, Sem 0.2868, dir -0.6867, norm 0.4108, swav 0.0000 LR: 6.931e-02 Score 91.233 Data time: 0.2460, Forward time: 2.2715, Backward time: 3.0893, DDP time: 0.0042, Total iter time: 5.3665 [2020-11-05 19:13:44,046][root][INFO] - ===> Epoch[129](3347/26): Loss 0.0964, Sem 0.3534, dir -0.6874, norm 0.4304, swav 0.0000 LR: 6.930e-02 Score 88.576 Data time: 0.2081, Forward time: 2.2715, Backward time: 3.0891, DDP time: 0.0042, Total iter time: 4.9836 [2020-11-05 19:13:50,763][root][INFO] - ===> Epoch[129](3348/26): Loss 0.0959, Sem 0.3482, dir -0.6682, norm 0.4159, swav 0.0000 LR: 6.929e-02 Score 88.129 Data time: 0.2297, Forward time: 2.2716, Backward time: 3.0893, DDP time: 0.0042, Total iter time: 6.5846 [2020-11-05 19:13:56,386][root][INFO] - ===> Epoch[129](3349/26): Loss 0.0140, Sem 0.2830, dir -0.6685, norm 0.3995, swav 0.0000 LR: 6.928e-02 Score 91.883 Data time: 0.2041, Forward time: 2.2716, Backward time: 3.0893, DDP time: 0.0042, Total iter time: 5.5116 [2020-11-05 19:14:02,117][root][INFO] - ===> Epoch[129](3350/26): Loss 0.0795, Sem 0.3079, dir -0.6636, norm 0.4351, swav 0.0000 LR: 6.927e-02 Score 90.905 Data time: 0.2685, Forward time: 2.2717, Backward time: 3.0891, DDP time: 0.0042, Total iter time: 5.6147 [2020-11-05 19:14:07,936][root][INFO] - ===> Epoch[129](3351/26): Loss 0.0942, Sem 0.3195, dir -0.6727, norm 0.4474, swav 0.0000 LR: 6.926e-02 Score 90.055 Data time: 0.2048, Forward time: 2.2717, Backward time: 3.0891, DDP time: 0.0042, Total iter time: 5.6844 [2020-11-05 19:14:14,079][root][INFO] - ===> Epoch[129](3352/26): Loss 0.0099, Sem 0.2841, dir -0.6955, norm 0.4212, swav 0.0000 LR: 6.925e-02 Score 91.851 Data time: 0.1923, Forward time: 2.2717, Backward time: 3.0893, DDP time: 0.0042, Total iter time: 6.0255 [2020-11-05 19:14:19,340][root][INFO] - ===> Epoch[129](3353/26): Loss 0.0456, Sem 0.2973, dir -0.6847, norm 0.4330, swav 0.0000 LR: 6.924e-02 Score 90.027 Data time: 0.2427, Forward time: 2.2716, Backward time: 3.0891, DDP time: 0.0042, Total iter time: 5.1557 [2020-11-05 19:14:25,856][root][INFO] - ===> Epoch[129](3354/26): Loss 0.0465, Sem 0.3039, dir -0.6648, norm 0.4074, swav 0.0000 LR: 6.923e-02 Score 90.262 Data time: 0.2207, Forward time: 2.2717, Backward time: 3.0893, DDP time: 0.0042, Total iter time: 6.3927 [2020-11-05 19:14:31,442][root][INFO] - ===> Epoch[130](3355/26): Loss 0.0948, Sem 0.3314, dir -0.6701, norm 0.4334, swav 0.0000 LR: 6.923e-02 Score 90.008 Data time: 0.1861, Forward time: 2.2716, Backward time: 3.0893, DDP time: 0.0042, Total iter time: 5.4730 [2020-11-05 19:14:36,786][root][INFO] - ===> Epoch[130](3356/26): Loss 0.0689, Sem 0.2750, dir -0.6616, norm 0.4556, swav 0.0000 LR: 6.922e-02 Score 90.927 Data time: 0.2492, Forward time: 2.2717, Backward time: 3.0891, DDP time: 0.0042, Total iter time: 5.2057 [2020-11-05 19:14:42,540][root][INFO] - ===> Epoch[130](3357/26): Loss 0.0339, Sem 0.3076, dir -0.6577, norm 0.3841, swav 0.0000 LR: 6.921e-02 Score 90.744 Data time: 0.2405, Forward time: 2.2717, Backward time: 3.0891, DDP time: 0.0042, Total iter time: 5.6243 [2020-11-05 19:14:47,082][root][INFO] - ===> Epoch[130](3358/26): Loss 0.0861, Sem 0.3565, dir -0.6711, norm 0.4007, swav 0.0000 LR: 6.920e-02 Score 90.139 Data time: 0.1469, Forward time: 2.2715, Backward time: 3.0889, DDP time: 0.0042, Total iter time: 4.4127 [2020-11-05 19:14:52,659][root][INFO] - ===> Epoch[130](3359/26): Loss 0.1268, Sem 0.3727, dir -0.6673, norm 0.4214, swav 0.0000 LR: 6.919e-02 Score 88.615 Data time: 0.2266, Forward time: 2.2715, Backward time: 3.0889, DDP time: 0.0042, Total iter time: 5.4629 [2020-11-05 19:14:58,071][root][INFO] - ===> Epoch[130](3360/26): Loss 0.0544, Sem 0.3058, dir -0.6767, norm 0.4253, swav 0.0000 LR: 6.918e-02 Score 90.989 Data time: 0.1985, Forward time: 2.2714, Backward time: 3.0889, DDP time: 0.0042, Total iter time: 5.2816 [2020-11-05 19:15:03,794][root][INFO] - ===> Epoch[130](3361/26): Loss 0.0424, Sem 0.3065, dir -0.6852, norm 0.4211, swav 0.0000 LR: 6.917e-02 Score 90.056 Data time: 0.2308, Forward time: 2.2714, Backward time: 3.0889, DDP time: 0.0042, Total iter time: 5.5855 [2020-11-05 19:15:10,457][root][INFO] - ===> Epoch[130](3362/26): Loss 0.0922, Sem 0.3500, dir -0.6869, norm 0.4291, swav 0.0000 LR: 6.916e-02 Score 89.600 Data time: 0.3467, Forward time: 2.2717, Backward time: 3.0888, DDP time: 0.0042, Total iter time: 6.5298 [2020-11-05 19:15:16,500][root][INFO] - ===> Epoch[130](3363/26): Loss 0.0901, Sem 0.2961, dir -0.6379, norm 0.4320, swav 0.0000 LR: 6.915e-02 Score 91.237 Data time: 0.3120, Forward time: 2.2719, Backward time: 3.0886, DDP time: 0.0042, Total iter time: 5.8945 [2020-11-05 19:15:23,387][root][INFO] - ===> Epoch[130](3364/26): Loss 0.0890, Sem 0.3169, dir -0.6779, norm 0.4500, swav 0.0000 LR: 6.914e-02 Score 89.968 Data time: 0.1941, Forward time: 2.2719, Backward time: 3.0890, DDP time: 0.0042, Total iter time: 6.7417 [2020-11-05 19:15:28,646][root][INFO] - ===> Epoch[130](3365/26): Loss 0.0830, Sem 0.3287, dir -0.6730, norm 0.4272, swav 0.0000 LR: 6.913e-02 Score 89.599 Data time: 0.1990, Forward time: 2.2718, Backward time: 3.0889, DDP time: 0.0042, Total iter time: 5.1454 [2020-11-05 19:15:34,645][root][INFO] - ===> Epoch[130](3366/26): Loss 0.1043, Sem 0.3304, dir -0.6525, norm 0.4264, swav 0.0000 LR: 6.912e-02 Score 90.577 Data time: 0.3109, Forward time: 2.2720, Backward time: 3.0888, DDP time: 0.0042, Total iter time: 5.9099 [2020-11-05 19:15:39,484][root][INFO] - ===> Epoch[130](3367/26): Loss 0.0432, Sem 0.3394, dir -0.6990, norm 0.4028, swav 0.0000 LR: 6.911e-02 Score 90.127 Data time: 0.1848, Forward time: 2.2720, Backward time: 3.0886, DDP time: 0.0042, Total iter time: 4.7095 [2020-11-05 19:15:44,735][root][INFO] - ===> Epoch[130](3368/26): Loss 0.1130, Sem 0.3569, dir -0.6953, norm 0.4515, swav 0.0000 LR: 6.910e-02 Score 88.413 Data time: 0.1438, Forward time: 2.2718, Backward time: 3.0886, DDP time: 0.0042, Total iter time: 5.1747 [2020-11-05 19:15:49,594][root][INFO] - ===> Epoch[130](3369/26): Loss -0.0040, Sem 0.2935, dir -0.6787, norm 0.3812, swav 0.0000 LR: 6.909e-02 Score 91.402 Data time: 0.1532, Forward time: 2.2715, Backward time: 3.0886, DDP time: 0.0042, Total iter time: 4.7818 [2020-11-05 19:15:55,074][root][INFO] - ===> Epoch[130](3370/26): Loss 0.1912, Sem 0.3723, dir -0.6603, norm 0.4792, swav 0.0000 LR: 6.908e-02 Score 88.353 Data time: 0.2174, Forward time: 2.2716, Backward time: 3.0885, DDP time: 0.0042, Total iter time: 5.4211 [2020-11-05 19:16:00,526][root][INFO] - ===> Epoch[130](3371/26): Loss 0.0997, Sem 0.3551, dir -0.6825, norm 0.4271, swav 0.0000 LR: 6.908e-02 Score 88.831 Data time: 0.2562, Forward time: 2.2717, Backward time: 3.0883, DDP time: 0.0042, Total iter time: 5.3289 [2020-11-05 19:16:08,480][root][INFO] - ===> Epoch[130](3372/26): Loss 0.0885, Sem 0.3020, dir -0.6341, norm 0.4206, swav 0.0000 LR: 6.907e-02 Score 90.229 Data time: 0.3131, Forward time: 2.2720, Backward time: 3.0886, DDP time: 0.0042, Total iter time: 7.8296 [2020-11-05 19:16:14,238][root][INFO] - ===> Epoch[130](3373/26): Loss 0.1329, Sem 0.3614, dir -0.6529, norm 0.4244, swav 0.0000 LR: 6.906e-02 Score 89.522 Data time: 0.1720, Forward time: 2.2719, Backward time: 3.0887, DDP time: 0.0042, Total iter time: 5.5980 [2020-11-05 19:16:19,905][root][INFO] - ===> Epoch[130](3374/26): Loss 0.0549, Sem 0.3005, dir -0.6768, norm 0.4312, swav 0.0000 LR: 6.905e-02 Score 90.518 Data time: 0.1927, Forward time: 2.2718, Backward time: 3.0888, DDP time: 0.0042, Total iter time: 5.5609 [2020-11-05 19:16:26,337][root][INFO] - ===> Epoch[130](3375/26): Loss 0.1088, Sem 0.3620, dir -0.6909, norm 0.4376, swav 0.0000 LR: 6.904e-02 Score 88.481 Data time: 0.2335, Forward time: 2.2718, Backward time: 3.0889, DDP time: 0.0042, Total iter time: 6.3038 [2020-11-05 19:16:32,808][root][INFO] - ===> Epoch[130](3376/26): Loss 0.0012, Sem 0.2638, dir -0.6469, norm 0.3843, swav 0.0000 LR: 6.903e-02 Score 91.678 Data time: 0.3099, Forward time: 2.2721, Backward time: 3.0888, DDP time: 0.0042, Total iter time: 6.3467 [2020-11-05 19:16:37,953][root][INFO] - ===> Epoch[130](3377/26): Loss 0.0154, Sem 0.2978, dir -0.6772, norm 0.3948, swav 0.0000 LR: 6.902e-02 Score 90.494 Data time: 0.2187, Forward time: 2.2722, Backward time: 3.0886, DDP time: 0.0042, Total iter time: 4.9901 [2020-11-05 19:16:45,293][root][INFO] - ===> Epoch[130](3378/26): Loss 0.1509, Sem 0.3567, dir -0.6729, norm 0.4671, swav 0.0000 LR: 6.901e-02 Score 88.127 Data time: 0.2334, Forward time: 2.2722, Backward time: 3.0890, DDP time: 0.0042, Total iter time: 7.2247 [2020-11-05 19:16:52,985][root][INFO] - ===> Epoch[130](3379/26): Loss 0.1432, Sem 0.3528, dir -0.6422, norm 0.4326, swav 0.0000 LR: 6.900e-02 Score 88.615 Data time: 0.2657, Forward time: 2.2725, Backward time: 3.0893, DDP time: 0.0042, Total iter time: 7.5454 [2020-11-05 19:16:57,861][root][INFO] - ===> Epoch[130](3380/26): Loss 0.0329, Sem 0.3347, dir -0.7066, norm 0.4048, swav 0.0000 LR: 6.899e-02 Score 89.667 Data time: 0.2540, Forward time: 2.2725, Backward time: 3.0890, DDP time: 0.0042, Total iter time: 4.7487 [2020-11-05 19:17:03,161][root][INFO] - ===> Epoch[131](3381/26): Loss 0.0317, Sem 0.2981, dir -0.6963, norm 0.4299, swav 0.0000 LR: 6.898e-02 Score 90.222 Data time: 0.2145, Forward time: 2.2726, Backward time: 3.0888, DDP time: 0.0042, Total iter time: 5.1877 [2020-11-05 19:17:08,590][root][INFO] - ===> Epoch[131](3382/26): Loss 0.0273, Sem 0.2776, dir -0.6705, norm 0.4202, swav 0.0000 LR: 6.897e-02 Score 91.594 Data time: 0.2206, Forward time: 2.2726, Backward time: 3.0887, DDP time: 0.0042, Total iter time: 5.3242 [2020-11-05 19:17:13,697][root][INFO] - ===> Epoch[131](3383/26): Loss 0.0342, Sem 0.2991, dir -0.6790, norm 0.4141, swav 0.0000 LR: 6.896e-02 Score 90.941 Data time: 0.2482, Forward time: 2.2727, Backward time: 3.0884, DDP time: 0.0042, Total iter time: 5.0011 [2020-11-05 19:17:19,267][root][INFO] - ===> Epoch[131](3384/26): Loss 0.0986, Sem 0.3387, dir -0.6602, norm 0.4202, swav 0.0000 LR: 6.895e-02 Score 89.181 Data time: 0.2272, Forward time: 2.2727, Backward time: 3.0883, DDP time: 0.0042, Total iter time: 5.4557 [2020-11-05 19:17:26,536][root][INFO] - ===> Epoch[131](3385/26): Loss 0.1016, Sem 0.2959, dir -0.6629, norm 0.4685, swav 0.0000 LR: 6.894e-02 Score 90.536 Data time: 0.3451, Forward time: 2.2731, Backward time: 3.0883, DDP time: 0.0042, Total iter time: 7.1387 [2020-11-05 19:17:31,496][root][INFO] - ===> Epoch[131](3386/26): Loss 0.0619, Sem 0.3442, dir -0.6923, norm 0.4100, swav 0.0000 LR: 6.893e-02 Score 89.017 Data time: 0.1682, Forward time: 2.2730, Backward time: 3.0882, DDP time: 0.0042, Total iter time: 4.8250 [2020-11-05 19:17:36,861][root][INFO] - ===> Epoch[131](3387/26): Loss 0.0445, Sem 0.3184, dir -0.6955, norm 0.4216, swav 0.0000 LR: 6.893e-02 Score 90.769 Data time: 0.2322, Forward time: 2.2731, Backward time: 3.0880, DDP time: 0.0042, Total iter time: 5.2589 [2020-11-05 19:17:42,329][root][INFO] - ===> Epoch[131](3388/26): Loss 0.0845, Sem 0.3910, dir -0.7139, norm 0.4074, swav 0.0000 LR: 6.892e-02 Score 86.742 Data time: 0.2957, Forward time: 2.2732, Backward time: 3.0878, DDP time: 0.0042, Total iter time: 5.3609 [2020-11-05 19:17:47,504][root][INFO] - ===> Epoch[131](3389/26): Loss 0.0547, Sem 0.3363, dir -0.7099, norm 0.4282, swav 0.0000 LR: 6.891e-02 Score 89.952 Data time: 0.2714, Forward time: 2.2733, Backward time: 3.0875, DDP time: 0.0042, Total iter time: 5.0504 [2020-11-05 19:17:51,501][root][INFO] - ===> Epoch[131](3390/26): Loss -0.0002, Sem 0.2936, dir -0.6788, norm 0.3850, swav 0.0000 LR: 6.890e-02 Score 90.034 Data time: 0.1846, Forward time: 2.2733, Backward time: 3.0871, DDP time: 0.0042, Total iter time: 3.8956 [2020-11-05 19:17:56,362][root][INFO] - ===> Epoch[131](3391/26): Loss 0.0641, Sem 0.3191, dir -0.6897, norm 0.4347, swav 0.0000 LR: 6.889e-02 Score 89.956 Data time: 0.2046, Forward time: 2.2732, Backward time: 3.0869, DDP time: 0.0042, Total iter time: 4.7943 [2020-11-05 19:18:01,694][root][INFO] - ===> Epoch[131](3392/26): Loss 0.0529, Sem 0.3067, dir -0.6936, norm 0.4399, swav 0.0000 LR: 6.888e-02 Score 90.686 Data time: 0.2477, Forward time: 2.2733, Backward time: 3.0866, DDP time: 0.0042, Total iter time: 5.2466 [2020-11-05 19:18:06,541][root][INFO] - ===> Epoch[131](3393/26): Loss 0.0329, Sem 0.3130, dir -0.6683, norm 0.3881, swav 0.0000 LR: 6.887e-02 Score 89.829 Data time: 0.2519, Forward time: 2.2734, Backward time: 3.0863, DDP time: 0.0042, Total iter time: 4.7058 [2020-11-05 19:18:12,622][root][INFO] - ===> Epoch[131](3394/26): Loss -0.0228, Sem 0.2926, dir -0.6862, norm 0.3708, swav 0.0000 LR: 6.886e-02 Score 91.217 Data time: 0.2963, Forward time: 2.2736, Backward time: 3.0862, DDP time: 0.0042, Total iter time: 5.9691 [2020-11-05 19:18:19,594][root][INFO] - ===> Epoch[131](3395/26): Loss 0.0834, Sem 0.3492, dir -0.6862, norm 0.4205, swav 0.0000 LR: 6.885e-02 Score 89.641 Data time: 0.1892, Forward time: 2.2736, Backward time: 3.0866, DDP time: 0.0042, Total iter time: 6.8529 [2020-11-05 19:18:25,649][root][INFO] - ===> Epoch[131](3396/26): Loss 0.0582, Sem 0.3378, dir -0.6740, norm 0.3944, swav 0.0000 LR: 6.884e-02 Score 90.053 Data time: 0.2346, Forward time: 2.2737, Backward time: 3.0865, DDP time: 0.0042, Total iter time: 5.9524 [2020-11-05 19:18:31,331][root][INFO] - ===> Epoch[131](3397/26): Loss 0.1200, Sem 0.3776, dir -0.6984, norm 0.4408, swav 0.0000 LR: 6.883e-02 Score 88.692 Data time: 0.1574, Forward time: 2.2735, Backward time: 3.0867, DDP time: 0.0042, Total iter time: 5.5803 [2020-11-05 19:18:36,482][root][INFO] - ===> Epoch[131](3398/26): Loss 0.1055, Sem 0.3329, dir -0.6728, norm 0.4454, swav 0.0000 LR: 6.882e-02 Score 89.226 Data time: 0.2320, Forward time: 2.2736, Backward time: 3.0864, DDP time: 0.0042, Total iter time: 5.0759 [2020-11-05 19:18:42,505][root][INFO] - ===> Epoch[131](3399/26): Loss 0.0421, Sem 0.3039, dir -0.6675, norm 0.4057, swav 0.0000 LR: 6.881e-02 Score 90.630 Data time: 0.2028, Forward time: 2.2736, Backward time: 3.0865, DDP time: 0.0042, Total iter time: 5.9069 [2020-11-05 19:18:48,250][root][INFO] - ===> Epoch[131](3400/26): Loss 0.0120, Sem 0.2901, dir -0.6972, norm 0.4191, swav 0.0000 LR: 6.880e-02 Score 90.478 Data time: 0.1966, Forward time: 2.2736, Backward time: 3.0865, DDP time: 0.0042, Total iter time: 5.6438 [2020-11-05 19:18:53,272][root][INFO] - ===> Epoch[131](3401/26): Loss 0.0202, Sem 0.2880, dir -0.6776, norm 0.4098, swav 0.0000 LR: 6.879e-02 Score 90.388 Data time: 0.1915, Forward time: 2.2735, Backward time: 3.0864, DDP time: 0.0042, Total iter time: 4.9369 [2020-11-05 19:18:59,780][root][INFO] - ===> Epoch[131](3402/26): Loss 0.0400, Sem 0.3013, dir -0.6781, norm 0.4169, swav 0.0000 LR: 6.878e-02 Score 89.905 Data time: 0.2615, Forward time: 2.2737, Backward time: 3.0864, DDP time: 0.0042, Total iter time: 6.4071 [2020-11-05 19:19:06,680][root][INFO] - ===> Epoch[131](3403/26): Loss 0.0169, Sem 0.2954, dir -0.7234, norm 0.4449, swav 0.0000 LR: 6.878e-02 Score 90.723 Data time: 0.1778, Forward time: 2.2736, Backward time: 3.0869, DDP time: 0.0042, Total iter time: 6.7717 [2020-11-05 19:19:12,126][root][INFO] - ===> Epoch[131](3404/26): Loss 0.0941, Sem 0.3372, dir -0.6698, norm 0.4267, swav 0.0000 LR: 6.877e-02 Score 90.302 Data time: 0.1988, Forward time: 2.2735, Backward time: 3.0868, DDP time: 0.0042, Total iter time: 5.3446 [2020-11-05 19:19:16,659][root][INFO] - ===> Epoch[131](3405/26): Loss -0.0405, Sem 0.2432, dir -0.6771, norm 0.3934, swav 0.0000 LR: 6.876e-02 Score 92.807 Data time: 0.2066, Forward time: 2.2735, Backward time: 3.0865, DDP time: 0.0042, Total iter time: 4.4109 [2020-11-05 19:19:22,263][root][INFO] - ===> Epoch[131](3406/26): Loss 0.0550, Sem 0.3163, dir -0.6714, norm 0.4100, swav 0.0000 LR: 6.875e-02 Score 90.934 Data time: 0.2749, Forward time: 2.2736, Backward time: 3.0863, DDP time: 0.0042, Total iter time: 5.5029 [2020-11-05 19:19:28,396][root][INFO] - ===> Epoch[132](3407/26): Loss 0.1256, Sem 0.3769, dir -0.6807, norm 0.4295, swav 0.0000 LR: 6.874e-02 Score 87.516 Data time: 0.2123, Forward time: 2.2737, Backward time: 3.0864, DDP time: 0.0042, Total iter time: 6.0170 [2020-11-05 19:19:34,043][root][INFO] - ===> Epoch[132](3408/26): Loss 0.0265, Sem 0.3043, dir -0.6915, norm 0.4137, swav 0.0000 LR: 6.873e-02 Score 90.414 Data time: 0.1745, Forward time: 2.2735, Backward time: 3.0865, DDP time: 0.0042, Total iter time: 5.5269 [2020-11-05 19:19:40,678][root][INFO] - ===> Epoch[132](3409/26): Loss -0.0079, Sem 0.2710, dir -0.7097, norm 0.4308, swav 0.0000 LR: 6.872e-02 Score 91.430 Data time: 0.3526, Forward time: 2.2738, Backward time: 3.0865, DDP time: 0.0042, Total iter time: 6.5552 [2020-11-05 19:19:47,254][root][INFO] - ===> Epoch[132](3410/26): Loss 0.0414, Sem 0.3504, dir -0.7089, norm 0.3998, swav 0.0000 LR: 6.871e-02 Score 89.083 Data time: 0.1936, Forward time: 2.2738, Backward time: 3.0867, DDP time: 0.0042, Total iter time: 6.4591 [2020-11-05 19:19:52,797][root][INFO] - ===> Epoch[132](3411/26): Loss 0.0958, Sem 0.3144, dir -0.6654, norm 0.4468, swav 0.0000 LR: 6.870e-02 Score 90.108 Data time: 0.2237, Forward time: 2.2739, Backward time: 3.0866, DDP time: 0.0042, Total iter time: 5.4134 [2020-11-05 19:19:59,004][root][INFO] - ===> Epoch[132](3412/26): Loss 0.0108, Sem 0.3077, dir -0.6950, norm 0.3981, swav 0.0000 LR: 6.869e-02 Score 90.434 Data time: 0.1691, Forward time: 2.2738, Backward time: 3.0868, DDP time: 0.0042, Total iter time: 6.0929 [2020-11-05 19:20:05,945][root][INFO] - ===> Epoch[132](3413/26): Loss -0.0170, Sem 0.3012, dir -0.7132, norm 0.3950, swav 0.0000 LR: 6.868e-02 Score 90.760 Data time: 0.2743, Forward time: 2.2738, Backward time: 3.0871, DDP time: 0.0042, Total iter time: 6.8659 [2020-11-05 19:20:10,782][root][INFO] - ===> Epoch[132](3414/26): Loss 0.0291, Sem 0.3116, dir -0.6853, norm 0.4027, swav 0.0000 LR: 6.867e-02 Score 90.094 Data time: 0.2202, Forward time: 2.2739, Backward time: 3.0867, DDP time: 0.0042, Total iter time: 4.7182 [2020-11-05 19:20:16,535][root][INFO] - ===> Epoch[132](3415/26): Loss 0.1269, Sem 0.3582, dir -0.6529, norm 0.4216, swav 0.0000 LR: 6.866e-02 Score 89.463 Data time: 0.2712, Forward time: 2.2741, Backward time: 3.0865, DDP time: 0.0042, Total iter time: 5.6514 [2020-11-05 19:20:22,517][root][INFO] - ===> Epoch[132](3416/26): Loss 0.1021, Sem 0.3626, dir -0.6809, norm 0.4203, swav 0.0000 LR: 6.865e-02 Score 88.610 Data time: 0.2226, Forward time: 2.2742, Backward time: 3.0865, DDP time: 0.0042, Total iter time: 5.8425 [2020-11-05 19:20:28,269][root][INFO] - ===> Epoch[132](3417/26): Loss 0.1024, Sem 0.3611, dir -0.6813, norm 0.4226, swav 0.0000 LR: 6.864e-02 Score 88.165 Data time: 0.1911, Forward time: 2.2741, Backward time: 3.0866, DDP time: 0.0042, Total iter time: 5.6275 [2020-11-05 19:20:33,883][root][INFO] - ===> Epoch[132](3418/26): Loss -0.0197, Sem 0.2650, dir -0.6576, norm 0.3729, swav 0.0000 LR: 6.863e-02 Score 91.296 Data time: 0.1560, Forward time: 2.2740, Backward time: 3.0867, DDP time: 0.0042, Total iter time: 5.5068 [2020-11-05 19:20:40,314][root][INFO] - ===> Epoch[132](3419/26): Loss 0.0733, Sem 0.3248, dir -0.6664, norm 0.4150, swav 0.0000 LR: 6.863e-02 Score 90.243 Data time: 0.2249, Forward time: 2.2740, Backward time: 3.0869, DDP time: 0.0042, Total iter time: 6.3550 [2020-11-05 19:20:47,012][root][INFO] - ===> Epoch[132](3420/26): Loss 0.0622, Sem 0.3016, dir -0.6552, norm 0.4158, swav 0.0000 LR: 6.862e-02 Score 90.609 Data time: 0.2527, Forward time: 2.2741, Backward time: 3.0871, DDP time: 0.0042, Total iter time: 6.5952 [2020-11-05 19:20:52,407][root][INFO] - ===> Epoch[132](3421/26): Loss 0.1347, Sem 0.3409, dir -0.6420, norm 0.4359, swav 0.0000 LR: 6.861e-02 Score 89.224 Data time: 0.2795, Forward time: 2.2742, Backward time: 3.0868, DDP time: 0.0042, Total iter time: 5.2656 [2020-11-05 19:20:58,229][root][INFO] - ===> Epoch[132](3422/26): Loss 0.1185, Sem 0.3643, dir -0.6782, norm 0.4324, swav 0.0000 LR: 6.860e-02 Score 88.846 Data time: 0.2169, Forward time: 2.2742, Backward time: 3.0868, DDP time: 0.0042, Total iter time: 5.6868 [2020-11-05 19:21:04,481][root][INFO] - ===> Epoch[132](3423/26): Loss -0.0168, Sem 0.2818, dir -0.6873, norm 0.3888, swav 0.0000 LR: 6.859e-02 Score 90.392 Data time: 0.2157, Forward time: 2.2742, Backward time: 3.0870, DDP time: 0.0042, Total iter time: 6.1414 [2020-11-05 19:21:09,388][root][INFO] - ===> Epoch[132](3424/26): Loss -0.0399, Sem 0.2931, dir -0.7062, norm 0.3732, swav 0.0000 LR: 6.858e-02 Score 89.824 Data time: 0.1678, Forward time: 2.2740, Backward time: 3.0869, DDP time: 0.0042, Total iter time: 4.7978 [2020-11-05 19:21:15,371][root][INFO] - ===> Epoch[132](3425/26): Loss 0.1066, Sem 0.2876, dir -0.6486, norm 0.4676, swav 0.0000 LR: 6.857e-02 Score 90.222 Data time: 0.1910, Forward time: 2.2740, Backward time: 3.0871, DDP time: 0.0042, Total iter time: 5.8834 [2020-11-05 19:21:21,045][root][INFO] - ===> Epoch[132](3426/26): Loss -0.0029, Sem 0.2778, dir -0.6873, norm 0.4066, swav 0.0000 LR: 6.856e-02 Score 91.590 Data time: 0.1835, Forward time: 2.2738, Backward time: 3.0871, DDP time: 0.0042, Total iter time: 5.5524 [2020-11-05 19:21:26,406][root][INFO] - ===> Epoch[132](3427/26): Loss -0.0294, Sem 0.2363, dir -0.6785, norm 0.4128, swav 0.0000 LR: 6.855e-02 Score 93.155 Data time: 0.2340, Forward time: 2.2739, Backward time: 3.0870, DDP time: 0.0042, Total iter time: 5.2795 [2020-11-05 19:21:32,533][root][INFO] - ===> Epoch[132](3428/26): Loss 0.0623, Sem 0.2961, dir -0.6483, norm 0.4145, swav 0.0000 LR: 6.854e-02 Score 90.499 Data time: 0.2884, Forward time: 2.2741, Backward time: 3.0869, DDP time: 0.0042, Total iter time: 6.0054 [2020-11-05 19:21:39,426][root][INFO] - ===> Epoch[132](3429/26): Loss 0.0674, Sem 0.3229, dir -0.6740, norm 0.4185, swav 0.0000 LR: 6.853e-02 Score 89.200 Data time: 0.2162, Forward time: 2.2741, Backward time: 3.0872, DDP time: 0.0042, Total iter time: 6.7753 [2020-11-05 19:21:45,346][root][INFO] - ===> Epoch[132](3430/26): Loss 0.0281, Sem 0.2981, dir -0.6831, norm 0.4131, swav 0.0000 LR: 6.852e-02 Score 90.933 Data time: 0.1949, Forward time: 2.2741, Backward time: 3.0872, DDP time: 0.0042, Total iter time: 5.7917 [2020-11-05 19:21:50,643][root][INFO] - ===> Epoch[132](3431/26): Loss -0.0001, Sem 0.3107, dir -0.7098, norm 0.3991, swav 0.0000 LR: 6.851e-02 Score 89.711 Data time: 0.1831, Forward time: 2.2740, Backward time: 3.0872, DDP time: 0.0042, Total iter time: 5.1727 [2020-11-05 19:21:56,118][root][INFO] - ===> Epoch[132](3432/26): Loss 0.0649, Sem 0.3251, dir -0.6718, norm 0.4115, swav 0.0000 LR: 6.850e-02 Score 90.096 Data time: 0.1883, Forward time: 2.2739, Backward time: 3.0872, DDP time: 0.0042, Total iter time: 5.3754 [2020-11-05 19:22:02,122][root][INFO] - ===> Epoch[133](3433/26): Loss 0.1036, Sem 0.3390, dir -0.6569, norm 0.4215, swav 0.0000 LR: 6.849e-02 Score 88.863 Data time: 0.1644, Forward time: 2.2737, Backward time: 3.0875, DDP time: 0.0042, Total iter time: 5.8995 [2020-11-05 19:22:08,195][root][INFO] - ===> Epoch[133](3434/26): Loss 0.0911, Sem 0.3558, dir -0.6882, norm 0.4235, swav 0.0000 LR: 6.848e-02 Score 89.358 Data time: 0.2608, Forward time: 2.2739, Backward time: 3.0874, DDP time: 0.0042, Total iter time: 5.9730 [2020-11-05 19:22:13,136][root][INFO] - ===> Epoch[133](3435/26): Loss 0.0502, Sem 0.2938, dir -0.6535, norm 0.4099, swav 0.0000 LR: 6.847e-02 Score 90.317 Data time: 0.1621, Forward time: 2.2738, Backward time: 3.0873, DDP time: 0.0042, Total iter time: 4.8198 [2020-11-05 19:22:20,345][root][INFO] - ===> Epoch[133](3436/26): Loss 0.0654, Sem 0.3420, dir -0.6801, norm 0.4036, swav 0.0000 LR: 6.847e-02 Score 89.869 Data time: 0.2936, Forward time: 2.2740, Backward time: 3.0875, DDP time: 0.0042, Total iter time: 7.1081 [2020-11-05 19:22:26,047][root][INFO] - ===> Epoch[133](3437/26): Loss 0.0934, Sem 0.3302, dir -0.6728, norm 0.4359, swav 0.0000 LR: 6.846e-02 Score 90.877 Data time: 0.1858, Forward time: 2.2740, Backward time: 3.0875, DDP time: 0.0042, Total iter time: 5.5763 [2020-11-05 19:22:31,268][root][INFO] - ===> Epoch[133](3438/26): Loss 0.0630, Sem 0.3068, dir -0.6885, norm 0.4446, swav 0.0000 LR: 6.845e-02 Score 90.296 Data time: 0.1636, Forward time: 2.2738, Backward time: 3.0875, DDP time: 0.0042, Total iter time: 5.1077 [2020-11-05 19:22:36,773][root][INFO] - ===> Epoch[133](3439/26): Loss 0.0517, Sem 0.3082, dir -0.6515, norm 0.3950, swav 0.0000 LR: 6.844e-02 Score 90.336 Data time: 0.2443, Forward time: 2.2739, Backward time: 3.0873, DDP time: 0.0042, Total iter time: 5.4160 [2020-11-05 19:22:42,900][root][INFO] - ===> Epoch[133](3440/26): Loss 0.1444, Sem 0.3694, dir -0.6830, norm 0.4580, swav 0.0000 LR: 6.843e-02 Score 88.969 Data time: 0.2280, Forward time: 2.2740, Backward time: 3.0873, DDP time: 0.0042, Total iter time: 5.9959 [2020-11-05 19:22:49,508][root][INFO] - ===> Epoch[133](3441/26): Loss 0.0234, Sem 0.3059, dir -0.6867, norm 0.4041, swav 0.0000 LR: 6.842e-02 Score 90.386 Data time: 0.2164, Forward time: 2.2740, Backward time: 3.0875, DDP time: 0.0042, Total iter time: 6.4920 [2020-11-05 19:22:54,812][root][INFO] - ===> Epoch[133](3442/26): Loss -0.0144, Sem 0.2477, dir -0.6858, norm 0.4236, swav 0.0000 LR: 6.841e-02 Score 91.816 Data time: 0.1965, Forward time: 2.2740, Backward time: 3.0875, DDP time: 0.0042, Total iter time: 5.1710 [2020-11-05 19:22:59,805][root][INFO] - ===> Epoch[133](3443/26): Loss 0.0278, Sem 0.2977, dir -0.6914, norm 0.4215, swav 0.0000 LR: 6.840e-02 Score 90.408 Data time: 0.2120, Forward time: 2.2740, Backward time: 3.0872, DDP time: 0.0042, Total iter time: 4.8652 [2020-11-05 19:23:05,720][root][INFO] - ===> Epoch[133](3444/26): Loss -0.0331, Sem 0.2532, dir -0.7064, norm 0.4201, swav 0.0000 LR: 6.839e-02 Score 92.482 Data time: 0.2401, Forward time: 2.2740, Backward time: 3.0872, DDP time: 0.0042, Total iter time: 5.7990 [2020-11-05 19:23:10,918][root][INFO] - ===> Epoch[133](3445/26): Loss 0.0373, Sem 0.3143, dir -0.6836, norm 0.4066, swav 0.0000 LR: 6.838e-02 Score 89.990 Data time: 0.1935, Forward time: 2.2739, Backward time: 3.0872, DDP time: 0.0042, Total iter time: 5.0663 [2020-11-05 19:23:15,689][root][INFO] - ===> Epoch[133](3446/26): Loss -0.0074, Sem 0.3078, dir -0.7112, norm 0.3960, swav 0.0000 LR: 6.837e-02 Score 89.809 Data time: 0.2551, Forward time: 2.2739, Backward time: 3.0868, DDP time: 0.0042, Total iter time: 4.6523 [2020-11-05 19:23:22,105][root][INFO] - ===> Epoch[133](3447/26): Loss -0.0074, Sem 0.2959, dir -0.6986, norm 0.3953, swav 0.0000 LR: 6.836e-02 Score 90.904 Data time: 0.3112, Forward time: 2.2742, Backward time: 3.0867, DDP time: 0.0042, Total iter time: 6.2764 [2020-11-05 19:23:27,666][root][INFO] - ===> Epoch[133](3448/26): Loss 0.0745, Sem 0.3115, dir -0.6750, norm 0.4379, swav 0.0000 LR: 6.835e-02 Score 90.100 Data time: 0.1866, Forward time: 2.2742, Backward time: 3.0867, DDP time: 0.0042, Total iter time: 5.4291 [2020-11-05 19:23:33,237][root][INFO] - ===> Epoch[133](3449/26): Loss 0.0687, Sem 0.3044, dir -0.6570, norm 0.4213, swav 0.0000 LR: 6.834e-02 Score 89.956 Data time: 0.2338, Forward time: 2.2742, Backward time: 3.0866, DDP time: 0.0042, Total iter time: 5.4535 [2020-11-05 19:23:39,580][root][INFO] - ===> Epoch[133](3450/26): Loss 0.0422, Sem 0.3114, dir -0.6827, norm 0.4135, swav 0.0000 LR: 6.833e-02 Score 90.483 Data time: 0.1741, Forward time: 2.2741, Backward time: 3.0869, DDP time: 0.0042, Total iter time: 6.2310 [2020-11-05 19:23:45,862][root][INFO] - ===> Epoch[133](3451/26): Loss 0.0871, Sem 0.3333, dir -0.6611, norm 0.4149, swav 0.0000 LR: 6.832e-02 Score 89.529 Data time: 0.3073, Forward time: 2.2743, Backward time: 3.0868, DDP time: 0.0042, Total iter time: 6.1870 [2020-11-05 19:23:54,925][root][INFO] - ===> Epoch[133](3452/26): Loss 0.0440, Sem 0.3074, dir -0.6736, norm 0.4102, swav 0.0000 LR: 6.832e-02 Score 90.733 Data time: 0.2260, Forward time: 2.2744, Backward time: 3.0876, DDP time: 0.0042, Total iter time: 8.8960 [2020-11-05 19:24:00,875][root][INFO] - ===> Epoch[133](3453/26): Loss 0.0116, Sem 0.2786, dir -0.6750, norm 0.4081, swav 0.0000 LR: 6.831e-02 Score 90.574 Data time: 0.1883, Forward time: 2.2743, Backward time: 3.0877, DDP time: 0.0042, Total iter time: 5.8241 [2020-11-05 19:24:07,066][root][INFO] - ===> Epoch[133](3454/26): Loss 0.0591, Sem 0.3022, dir -0.6974, norm 0.4542, swav 0.0000 LR: 6.830e-02 Score 90.371 Data time: 0.3036, Forward time: 2.2746, Backward time: 3.0876, DDP time: 0.0042, Total iter time: 6.0573 [2020-11-05 19:24:12,349][root][INFO] - ===> Epoch[133](3455/26): Loss 0.0840, Sem 0.3111, dir -0.6820, norm 0.4549, swav 0.0000 LR: 6.829e-02 Score 91.463 Data time: 0.1997, Forward time: 2.2746, Backward time: 3.0875, DDP time: 0.0042, Total iter time: 5.1658 [2020-11-05 19:24:18,323][root][INFO] - ===> Epoch[133](3456/26): Loss 0.0124, Sem 0.3204, dir -0.6965, norm 0.3885, swav 0.0000 LR: 6.828e-02 Score 89.927 Data time: 0.1804, Forward time: 2.2745, Backward time: 3.0876, DDP time: 0.0042, Total iter time: 5.8523 [2020-11-05 19:24:23,936][root][INFO] - ===> Epoch[133](3457/26): Loss 0.0646, Sem 0.2845, dir -0.6761, norm 0.4562, swav 0.0000 LR: 6.827e-02 Score 91.270 Data time: 0.1723, Forward time: 2.2744, Backward time: 3.0877, DDP time: 0.0042, Total iter time: 5.5206 [2020-11-05 19:24:28,672][root][INFO] - ===> Epoch[133](3458/26): Loss 0.0173, Sem 0.2993, dir -0.7080, norm 0.4260, swav 0.0000 LR: 6.826e-02 Score 90.065 Data time: 0.2140, Forward time: 2.2744, Backward time: 3.0874, DDP time: 0.0042, Total iter time: 4.6263 [2020-11-05 19:24:34,496][root][INFO] - ===> Epoch[134](3459/26): Loss -0.0147, Sem 0.2850, dir -0.7013, norm 0.4017, swav 0.0000 LR: 6.825e-02 Score 90.198 Data time: 0.2371, Forward time: 2.2744, Backward time: 3.0874, DDP time: 0.0042, Total iter time: 5.6926 [2020-11-05 19:24:39,505][root][INFO] - ===> Epoch[134](3460/26): Loss 0.0850, Sem 0.3050, dir -0.6530, norm 0.4330, swav 0.0000 LR: 6.824e-02 Score 90.604 Data time: 0.2326, Forward time: 2.2745, Backward time: 3.0871, DDP time: 0.0042, Total iter time: 4.8557 [2020-11-05 19:24:46,392][root][INFO] - ===> Epoch[134](3461/26): Loss 0.0498, Sem 0.3186, dir -0.6550, norm 0.3862, swav 0.0000 LR: 6.823e-02 Score 91.145 Data time: 0.2436, Forward time: 2.2746, Backward time: 3.0873, DDP time: 0.0042, Total iter time: 6.7738 [2020-11-05 19:24:52,985][root][INFO] - ===> Epoch[134](3462/26): Loss 0.1450, Sem 0.3874, dir -0.6846, norm 0.4423, swav 0.0000 LR: 6.822e-02 Score 88.021 Data time: 0.2009, Forward time: 2.2746, Backward time: 3.0875, DDP time: 0.0042, Total iter time: 6.4813 [2020-11-05 19:24:58,954][root][INFO] - ===> Epoch[134](3463/26): Loss 0.0353, Sem 0.2800, dir -0.6742, norm 0.4295, swav 0.0000 LR: 6.821e-02 Score 90.667 Data time: 0.2144, Forward time: 2.2746, Backward time: 3.0875, DDP time: 0.0042, Total iter time: 5.8476 [2020-11-05 19:25:04,445][root][INFO] - ===> Epoch[134](3464/26): Loss 0.0056, Sem 0.3046, dir -0.6891, norm 0.3902, swav 0.0000 LR: 6.820e-02 Score 90.246 Data time: 0.1835, Forward time: 2.2745, Backward time: 3.0876, DDP time: 0.0042, Total iter time: 5.3690 [2020-11-05 19:25:09,776][root][INFO] - ===> Epoch[134](3465/26): Loss 0.0366, Sem 0.2874, dir -0.6616, norm 0.4109, swav 0.0000 LR: 6.819e-02 Score 90.844 Data time: 0.1986, Forward time: 2.2745, Backward time: 3.0875, DDP time: 0.0042, Total iter time: 5.2349 [2020-11-05 19:25:14,656][root][INFO] - ===> Epoch[134](3466/26): Loss 0.0053, Sem 0.3317, dir -0.7139, norm 0.3874, swav 0.0000 LR: 6.818e-02 Score 89.971 Data time: 0.2239, Forward time: 2.2746, Backward time: 3.0872, DDP time: 0.0042, Total iter time: 4.7651 [2020-11-05 19:25:19,755][root][INFO] - ===> Epoch[134](3467/26): Loss 0.0549, Sem 0.3177, dir -0.6821, norm 0.4194, swav 0.0000 LR: 6.817e-02 Score 90.017 Data time: 0.2447, Forward time: 2.2747, Backward time: 3.0869, DDP time: 0.0042, Total iter time: 4.9884 [2020-11-05 19:25:26,575][root][INFO] - ===> Epoch[134](3468/26): Loss 0.0871, Sem 0.3228, dir -0.6446, norm 0.4088, swav 0.0000 LR: 6.817e-02 Score 89.554 Data time: 0.2837, Forward time: 2.2749, Backward time: 3.0870, DDP time: 0.0042, Total iter time: 6.7021 [2020-11-05 19:25:32,123][root][INFO] - ===> Epoch[134](3469/26): Loss -0.0382, Sem 0.2484, dir -0.6916, norm 0.4050, swav 0.0000 LR: 6.816e-02 Score 91.978 Data time: 0.2410, Forward time: 2.2751, Backward time: 3.0867, DDP time: 0.0042, Total iter time: 5.4171 [2020-11-05 19:25:38,743][root][INFO] - ===> Epoch[134](3470/26): Loss 0.0774, Sem 0.3455, dir -0.6993, norm 0.4312, swav 0.0000 LR: 6.815e-02 Score 88.801 Data time: 0.1695, Forward time: 2.2749, Backward time: 3.0871, DDP time: 0.0042, Total iter time: 6.5159 [2020-11-05 19:25:44,612][root][INFO] - ===> Epoch[134](3471/26): Loss 0.0447, Sem 0.3135, dir -0.6788, norm 0.4100, swav 0.0000 LR: 6.814e-02 Score 89.637 Data time: 0.2355, Forward time: 2.2750, Backward time: 3.0871, DDP time: 0.0042, Total iter time: 5.7692 [2020-11-05 19:25:49,226][root][INFO] - ===> Epoch[134](3472/26): Loss 0.0637, Sem 0.2969, dir -0.6712, norm 0.4380, swav 0.0000 LR: 6.813e-02 Score 90.309 Data time: 0.2377, Forward time: 2.2750, Backward time: 3.0867, DDP time: 0.0042, Total iter time: 4.5011 [2020-11-05 19:25:55,851][root][INFO] - ===> Epoch[134](3473/26): Loss -0.0281, Sem 0.2679, dir -0.7039, norm 0.4079, swav 0.0000 LR: 6.812e-02 Score 91.833 Data time: 0.1665, Forward time: 2.2749, Backward time: 3.0871, DDP time: 0.0042, Total iter time: 6.5159 [2020-11-05 19:26:01,645][root][INFO] - ===> Epoch[134](3474/26): Loss 0.0925, Sem 0.3151, dir -0.6604, norm 0.4378, swav 0.0000 LR: 6.811e-02 Score 90.663 Data time: 0.1951, Forward time: 2.2749, Backward time: 3.0871, DDP time: 0.0042, Total iter time: 5.7002 [2020-11-05 19:26:06,889][root][INFO] - ===> Epoch[134](3475/26): Loss 0.0776, Sem 0.2979, dir -0.6413, norm 0.4209, swav 0.0000 LR: 6.810e-02 Score 90.385 Data time: 0.1947, Forward time: 2.2749, Backward time: 3.0870, DDP time: 0.0042, Total iter time: 5.1083 [2020-11-05 19:26:12,788][root][INFO] - ===> Epoch[134](3476/26): Loss 0.0022, Sem 0.2488, dir -0.6730, norm 0.4263, swav 0.0000 LR: 6.809e-02 Score 92.274 Data time: 0.2157, Forward time: 2.2748, Backward time: 3.0871, DDP time: 0.0042, Total iter time: 5.7972 [2020-11-05 19:26:19,386][root][INFO] - ===> Epoch[134](3477/26): Loss 0.0700, Sem 0.3494, dir -0.6843, norm 0.4050, swav 0.0000 LR: 6.808e-02 Score 89.748 Data time: 0.3297, Forward time: 2.2751, Backward time: 3.0870, DDP time: 0.0042, Total iter time: 6.4841 [2020-11-05 19:26:23,918][root][INFO] - ===> Epoch[134](3478/26): Loss 0.0731, Sem 0.2965, dir -0.6426, norm 0.4192, swav 0.0000 LR: 6.807e-02 Score 90.252 Data time: 0.1485, Forward time: 2.2750, Backward time: 3.0868, DDP time: 0.0042, Total iter time: 4.4199 [2020-11-05 19:26:28,330][root][INFO] - ===> Epoch[134](3479/26): Loss 0.0307, Sem 0.2882, dir -0.6605, norm 0.4030, swav 0.0000 LR: 6.806e-02 Score 90.146 Data time: 0.2112, Forward time: 2.2749, Backward time: 3.0865, DDP time: 0.0042, Total iter time: 4.3309 [2020-11-05 19:26:34,364][root][INFO] - ===> Epoch[134](3480/26): Loss -0.0022, Sem 0.2805, dir -0.7035, norm 0.4208, swav 0.0000 LR: 6.805e-02 Score 91.682 Data time: 0.1807, Forward time: 2.2749, Backward time: 3.0867, DDP time: 0.0042, Total iter time: 5.9429 [2020-11-05 19:26:39,079][root][INFO] - ===> Epoch[134](3481/26): Loss 0.0275, Sem 0.3291, dir -0.6871, norm 0.3855, swav 0.0000 LR: 6.804e-02 Score 89.707 Data time: 0.1921, Forward time: 2.2747, Backward time: 3.0865, DDP time: 0.0042, Total iter time: 4.6364 [2020-11-05 19:26:45,081][root][INFO] - ===> Epoch[134](3482/26): Loss 0.0678, Sem 0.3105, dir -0.7023, norm 0.4596, swav 0.0000 LR: 6.803e-02 Score 90.161 Data time: 0.1591, Forward time: 2.2745, Backward time: 3.0867, DDP time: 0.0042, Total iter time: 5.9195 [2020-11-05 19:26:50,547][root][INFO] - ===> Epoch[134](3483/26): Loss 0.0990, Sem 0.3284, dir -0.6692, norm 0.4399, swav 0.0000 LR: 6.802e-02 Score 89.211 Data time: 0.1701, Forward time: 2.2745, Backward time: 3.0868, DDP time: 0.0042, Total iter time: 5.4246 [2020-11-05 19:26:55,484][root][INFO] - ===> Epoch[134](3484/26): Loss -0.0125, Sem 0.2784, dir -0.6802, norm 0.3893, swav 0.0000 LR: 6.801e-02 Score 91.011 Data time: 0.1652, Forward time: 2.2743, Backward time: 3.0867, DDP time: 0.0042, Total iter time: 4.8428 [2020-11-05 19:27:00,574][root][INFO] - ===> Epoch[135](3485/26): Loss 0.0690, Sem 0.2801, dir -0.6493, norm 0.4382, swav 0.0000 LR: 6.801e-02 Score 90.817 Data time: 0.2331, Forward time: 2.2742, Backward time: 3.0866, DDP time: 0.0042, Total iter time: 5.0009 [2020-11-05 19:27:07,321][root][INFO] - ===> Epoch[135](3486/26): Loss 0.0803, Sem 0.3170, dir -0.6685, norm 0.4317, swav 0.0000 LR: 6.800e-02 Score 90.394 Data time: 0.3491, Forward time: 2.2745, Backward time: 3.0865, DDP time: 0.0042, Total iter time: 6.6375 [2020-11-05 19:27:12,785][root][INFO] - ===> Epoch[135](3487/26): Loss 0.0115, Sem 0.2920, dir -0.6874, norm 0.4070, swav 0.0000 LR: 6.799e-02 Score 90.761 Data time: 0.2203, Forward time: 2.2746, Backward time: 3.0864, DDP time: 0.0042, Total iter time: 5.3297 [2020-11-05 19:27:17,580][root][INFO] - ===> Epoch[135](3488/26): Loss -0.0029, Sem 0.2542, dir -0.6759, norm 0.4187, swav 0.0000 LR: 6.798e-02 Score 91.444 Data time: 0.2277, Forward time: 2.2746, Backward time: 3.0860, DDP time: 0.0042, Total iter time: 4.6825 [2020-11-05 19:27:22,372][root][INFO] - ===> Epoch[135](3489/26): Loss 0.0534, Sem 0.3043, dir -0.6751, norm 0.4242, swav 0.0000 LR: 6.797e-02 Score 89.984 Data time: 0.1752, Forward time: 2.2745, Backward time: 3.0859, DDP time: 0.0042, Total iter time: 4.6853 [2020-11-05 19:27:28,545][root][INFO] - ===> Epoch[135](3490/26): Loss 0.0199, Sem 0.2873, dir -0.6911, norm 0.4237, swav 0.0000 LR: 6.796e-02 Score 91.360 Data time: 0.2672, Forward time: 2.2746, Backward time: 3.0859, DDP time: 0.0042, Total iter time: 6.1026 [2020-11-05 19:27:34,861][root][INFO] - ===> Epoch[135](3491/26): Loss 0.1217, Sem 0.3560, dir -0.6776, norm 0.4432, swav 0.0000 LR: 6.795e-02 Score 89.328 Data time: 0.2974, Forward time: 2.2749, Backward time: 3.0858, DDP time: 0.0042, Total iter time: 6.1987 [2020-11-05 19:27:42,007][root][INFO] - ===> Epoch[135](3492/26): Loss 0.1033, Sem 0.3657, dir -0.6644, norm 0.4020, swav 0.0000 LR: 6.794e-02 Score 87.844 Data time: 0.1625, Forward time: 2.2748, Backward time: 3.0863, DDP time: 0.0042, Total iter time: 7.0247 [2020-11-05 19:27:47,881][root][INFO] - ===> Epoch[135](3493/26): Loss 0.1006, Sem 0.3141, dir -0.6640, norm 0.4506, swav 0.0000 LR: 6.793e-02 Score 89.647 Data time: 0.2037, Forward time: 2.2747, Backward time: 3.0864, DDP time: 0.0042, Total iter time: 5.7858 [2020-11-05 19:27:54,686][root][INFO] - ===> Epoch[135](3494/26): Loss 0.0993, Sem 0.3102, dir -0.6313, norm 0.4204, swav 0.0000 LR: 6.792e-02 Score 89.439 Data time: 0.2479, Forward time: 2.2748, Backward time: 3.0866, DDP time: 0.0042, Total iter time: 6.6973 [2020-11-05 19:28:01,407][root][INFO] - ===> Epoch[135](3495/26): Loss 0.0326, Sem 0.3155, dir -0.6928, norm 0.4099, swav 0.0000 LR: 6.791e-02 Score 90.394 Data time: 0.3259, Forward time: 2.2751, Backward time: 3.0865, DDP time: 0.0042, Total iter time: 6.6100 [2020-11-05 19:28:07,809][root][INFO] - ===> Epoch[135](3496/26): Loss 0.1539, Sem 0.3386, dir -0.6462, norm 0.4616, swav 0.0000 LR: 6.790e-02 Score 89.112 Data time: 0.2175, Forward time: 2.2752, Backward time: 3.0866, DDP time: 0.0042, Total iter time: 6.2765 [2020-11-05 19:28:14,212][root][INFO] - ===> Epoch[135](3497/26): Loss 0.0344, Sem 0.2717, dir -0.6445, norm 0.4072, swav 0.0000 LR: 6.789e-02 Score 91.052 Data time: 0.3403, Forward time: 2.2755, Backward time: 3.0865, DDP time: 0.0042, Total iter time: 6.2853 [2020-11-05 19:28:19,934][root][INFO] - ===> Epoch[135](3498/26): Loss 0.0098, Sem 0.3016, dir -0.7060, norm 0.4142, swav 0.0000 LR: 6.788e-02 Score 90.651 Data time: 0.2197, Forward time: 2.2755, Backward time: 3.0865, DDP time: 0.0042, Total iter time: 5.5840 [2020-11-05 19:28:25,814][root][INFO] - ===> Epoch[135](3499/26): Loss 0.0242, Sem 0.2846, dir -0.6790, norm 0.4186, swav 0.0000 LR: 6.787e-02 Score 90.668 Data time: 0.2046, Forward time: 2.2755, Backward time: 3.0865, DDP time: 0.0042, Total iter time: 5.7656 [2020-11-05 19:28:31,589][root][INFO] - ===> Epoch[135](3500/26): Loss 0.0565, Sem 0.3205, dir -0.6824, norm 0.4185, swav 0.0000 LR: 6.786e-02 Score 89.970 Data time: 0.2086, Forward time: 2.2755, Backward time: 3.0865, DDP time: 0.0042, Total iter time: 5.6621 [2020-11-05 19:28:32,260][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-11-05 19:28:32,527][root][INFO] - ===> Start testing [2020-11-05 19:29:58,593][root][INFO] - 101/312: Data time: 0.0108, Iter time: 0.2959 Loss 0.214 (AVG: 0.527) Score 92.620 (AVG: 85.292) mIOU 60.984 mAP 70.022 mAcc 70.745 IOU: 78.475 96.241 47.310 84.133 86.267 80.061 63.554 51.030 29.727 75.513 14.686 58.392 51.756 54.565 27.275 61.576 83.947 53.308 85.974 35.885 mAP: 78.967 90.877 56.637 79.651 87.334 74.637 68.854 68.709 57.238 76.505 31.324 52.449 61.992 68.528 40.989 92.356 95.629 80.163 82.073 55.517 mAcc: 93.339 98.759 67.800 88.656 91.470 87.131 78.834 61.317 35.052 90.235 20.381 69.823 68.667 62.345 28.555 76.540 95.337 63.754 93.706 43.194 [2020-11-05 19:31:24,432][root][INFO] - 201/312: Data time: 0.0090, Iter time: 0.2010 Loss 0.184 (AVG: 0.534) Score 93.629 (AVG: 85.366) mIOU 60.690 mAP 70.489 mAcc 70.811 IOU: 79.432 95.682 47.504 78.858 87.223 80.933 67.182 52.676 35.157 68.235 18.183 54.419 53.537 59.993 30.147 58.313 81.476 50.266 80.845 33.749 mAP: 80.576 90.930 59.671 76.016 88.778 77.935 70.234 66.725 56.358 74.303 42.244 51.329 63.170 75.617 40.755 92.395 91.187 79.043 76.907 55.598 mAcc: 93.377 98.639 69.964 83.514 93.071 89.369 81.667 63.834 39.152 90.168 25.233 65.717 72.156 66.158 32.804 72.754 90.962 58.242 90.628 38.819 [2020-11-05 19:32:45,900][root][INFO] - 301/312: Data time: 0.0052, Iter time: 0.2349 Loss 0.322 (AVG: 0.541) Score 92.559 (AVG: 85.328) mIOU 61.678 mAP 70.840 mAcc 71.810 IOU: 78.737 95.785 50.264 76.198 88.195 82.154 68.028 50.281 38.353 69.319 17.457 60.930 51.866 63.439 38.289 55.042 81.068 51.228 79.883 37.044 mAP: 80.530 91.926 61.059 73.437 89.072 79.329 69.979 64.239 57.776 72.319 39.461 56.356 64.827 74.690 47.580 90.855 89.935 76.593 80.504 56.342 mAcc: 93.166 98.640 72.354 81.251 93.638 89.908 81.971 62.333 42.796 89.738 22.118 69.655 73.078 68.936 41.227 73.065 91.219 57.988 91.137 41.975 [2020-11-05 19:32:51,960][root][INFO] - 312/312: Data time: 0.0022, Iter time: 0.1190 Loss 0.262 (AVG: 0.539) Score 91.397 (AVG: 85.402) mIOU 61.753 mAP 71.028 mAcc 71.836 IOU: 78.894 95.776 50.584 76.325 88.170 82.114 68.003 50.380 38.938 69.688 16.957 60.859 51.884 63.433 38.222 55.049 80.910 51.725 80.421 36.732 mAP: 80.729 91.968 61.829 73.392 88.837 79.601 70.528 63.672 58.344 71.882 39.391 56.997 64.860 74.690 48.079 90.601 90.719 77.081 81.381 55.980 mAcc: 93.261 98.628 72.635 81.332 93.569 89.871 82.170 62.441 43.402 89.764 21.256 69.588 73.326 68.936 41.100 72.538 91.465 59.002 90.844 41.597 [2020-11-05 19:32:51,960][root][INFO] - Finished test. Elapsed time: 259.4327 [2020-11-05 19:33:05,871][root][INFO] - [2020-11-05 19:33:05,872][root][INFO] - ################################################################ [2020-11-05 19:33:05,872][root][INFO] - what : AP AP_50% AP_25% [2020-11-05 19:33:05,872][root][INFO] - ################################################################ [2020-11-05 19:33:05,872][root][INFO] - cabinet : 0.112 0.281 0.555 [2020-11-05 19:33:05,872][root][INFO] - bed : 0.342 0.701 0.833 [2020-11-05 19:33:05,872][root][INFO] - chair : 0.566 0.742 0.825 [2020-11-05 19:33:05,872][root][INFO] - sofa : 0.314 0.601 0.826 [2020-11-05 19:33:05,872][root][INFO] - table : 0.280 0.527 0.676 [2020-11-05 19:33:05,872][root][INFO] - door : 0.189 0.372 0.486 [2020-11-05 19:33:05,872][root][INFO] - window : 0.020 0.050 0.230 [2020-11-05 19:33:05,872][root][INFO] - bookshelf : 0.199 0.486 0.792 [2020-11-05 19:33:05,872][root][INFO] - picture : 0.020 0.045 0.179 [2020-11-05 19:33:05,872][root][INFO] - counter : 0.018 0.064 0.496 [2020-11-05 19:33:05,872][root][INFO] - desk : 0.027 0.101 0.446 [2020-11-05 19:33:05,872][root][INFO] - curtain : 0.169 0.338 0.539 [2020-11-05 19:33:05,872][root][INFO] - refrigerator : 0.144 0.258 0.353 [2020-11-05 19:33:05,872][root][INFO] - shower curtain : 0.371 0.620 0.666 [2020-11-05 19:33:05,873][root][INFO] - toilet : 0.761 0.932 0.961 [2020-11-05 19:33:05,873][root][INFO] - sink : 0.153 0.436 0.702 [2020-11-05 19:33:05,873][root][INFO] - bathtub : 0.564 0.753 0.853 [2020-11-05 19:33:05,873][root][INFO] - otherfurniture : 0.214 0.360 0.553 [2020-11-05 19:33:05,873][root][INFO] - ---------------------------------------------------------------- [2020-11-05 19:33:05,873][root][INFO] - average : 0.248 0.426 0.609 [2020-11-05 19:33:05,873][root][INFO] - [2020-11-05 19:33:06,107][root][INFO] - Summary name validation/mAP@0.5 is illegal; using validation/mAP_0.5 instead. [2020-11-05 19:33:06,726][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34Cbest_val.pth [2020-11-05 19:33:06,971][root][INFO] - Current best mIoU: 61.753 at iter 3500 [2020-11-05 19:33:10,198][root][INFO] - ===> Epoch[135](3501/26): Loss -0.0066, Sem 0.2727, dir -0.6784, norm 0.3991, swav 0.0000 LR: 6.786e-02 Score 91.165 Data time: 0.1232, Forward time: 2.2752, Backward time: 3.0861, DDP time: 0.0042, Total iter time: 3.2213 [2020-11-05 19:33:15,050][root][INFO] - ===> Epoch[135](3502/26): Loss 0.1201, Sem 0.3492, dir -0.6587, norm 0.4297, swav 0.0000 LR: 6.785e-02 Score 89.609 Data time: 0.1739, Forward time: 2.2751, Backward time: 3.0859, DDP time: 0.0042, Total iter time: 4.8103 [2020-11-05 19:33:22,094][root][INFO] - ===> Epoch[135](3503/26): Loss 0.1427, Sem 0.3300, dir -0.6674, norm 0.4802, swav 0.0000 LR: 6.784e-02 Score 90.116 Data time: 0.3605, Forward time: 2.2755, Backward time: 3.0859, DDP time: 0.0042, Total iter time: 6.9465 [2020-11-05 19:33:27,821][root][INFO] - ===> Epoch[135](3504/26): Loss 0.0288, Sem 0.2981, dir -0.6846, norm 0.4154, swav 0.0000 LR: 6.783e-02 Score 90.495 Data time: 0.2504, Forward time: 2.2757, Backward time: 3.0857, DDP time: 0.0042, Total iter time: 5.5901 [2020-11-05 19:33:33,379][root][INFO] - ===> Epoch[135](3505/26): Loss 0.1677, Sem 0.3319, dir -0.6533, norm 0.4892, swav 0.0000 LR: 6.782e-02 Score 89.397 Data time: 0.2585, Forward time: 2.2757, Backward time: 3.0856, DDP time: 0.0042, Total iter time: 5.4420 [2020-11-05 19:33:39,132][root][INFO] - ===> Epoch[135](3506/26): Loss 0.0147, Sem 0.2999, dir -0.6859, norm 0.4006, swav 0.0000 LR: 6.781e-02 Score 90.502 Data time: 0.2678, Forward time: 2.2758, Backward time: 3.0855, DDP time: 0.0042, Total iter time: 5.6508 [2020-11-05 19:33:45,124][root][INFO] - ===> Epoch[135](3507/26): Loss 0.0787, Sem 0.3193, dir -0.6841, norm 0.4435, swav 0.0000 LR: 6.780e-02 Score 89.627 Data time: 0.1775, Forward time: 2.2758, Backward time: 3.0856, DDP time: 0.0042, Total iter time: 5.8760 [2020-11-05 19:33:51,616][root][INFO] - ===> Epoch[135](3508/26): Loss 0.1185, Sem 0.3394, dir -0.6626, norm 0.4417, swav 0.0000 LR: 6.779e-02 Score 88.462 Data time: 0.2107, Forward time: 2.2758, Backward time: 3.0858, DDP time: 0.0042, Total iter time: 6.4029 [2020-11-05 19:33:57,303][root][INFO] - ===> Epoch[135](3509/26): Loss 0.0363, Sem 0.3194, dir -0.6708, norm 0.3877, swav 0.0000 LR: 6.778e-02 Score 89.715 Data time: 0.2619, Forward time: 2.2760, Backward time: 3.0856, DDP time: 0.0042, Total iter time: 5.5534 [2020-11-05 19:34:03,135][root][INFO] - ===> Epoch[135](3510/26): Loss 0.0010, Sem 0.2511, dir -0.6572, norm 0.4071, swav 0.0000 LR: 6.777e-02 Score 92.367 Data time: 0.1744, Forward time: 2.2758, Backward time: 3.0857, DDP time: 0.0042, Total iter time: 5.7027 [2020-11-05 19:34:09,066][root][INFO] - ===> Epoch[136](3511/26): Loss 0.0645, Sem 0.3235, dir -0.6766, norm 0.4175, swav 0.0000 LR: 6.776e-02 Score 89.429 Data time: 0.2456, Forward time: 2.2759, Backward time: 3.0857, DDP time: 0.0042, Total iter time: 5.8346 [2020-11-05 19:34:14,413][root][INFO] - ===> Epoch[136](3512/26): Loss 0.1076, Sem 0.3183, dir -0.6632, norm 0.4524, swav 0.0000 LR: 6.775e-02 Score 90.377 Data time: 0.1677, Forward time: 2.2758, Backward time: 3.0857, DDP time: 0.0042, Total iter time: 5.2161 [2020-11-05 19:34:19,416][root][INFO] - ===> Epoch[136](3513/26): Loss 0.1131, Sem 0.3361, dir -0.6332, norm 0.4101, swav 0.0000 LR: 6.774e-02 Score 89.721 Data time: 0.2394, Forward time: 2.2759, Backward time: 3.0854, DDP time: 0.0042, Total iter time: 4.9045 [2020-11-05 19:34:26,500][root][INFO] - ===> Epoch[136](3514/26): Loss 0.1579, Sem 0.3632, dir -0.6580, norm 0.4527, swav 0.0000 LR: 6.773e-02 Score 88.397 Data time: 0.2077, Forward time: 2.2758, Backward time: 3.0858, DDP time: 0.0042, Total iter time: 6.9619 [2020-11-05 19:34:32,644][root][INFO] - ===> Epoch[136](3515/26): Loss -0.0487, Sem 0.2738, dir -0.7101, norm 0.3876, swav 0.0000 LR: 6.772e-02 Score 92.205 Data time: 0.2209, Forward time: 2.2759, Backward time: 3.0859, DDP time: 0.0042, Total iter time: 6.0109 [2020-11-05 19:34:39,073][root][INFO] - ===> Epoch[136](3516/26): Loss 0.1452, Sem 0.3622, dir -0.6447, norm 0.4277, swav 0.0000 LR: 6.771e-02 Score 88.477 Data time: 0.2243, Forward time: 2.2759, Backward time: 3.0860, DDP time: 0.0042, Total iter time: 6.3021 [2020-11-05 19:34:45,124][root][INFO] - ===> Epoch[136](3517/26): Loss 0.1507, Sem 0.3434, dir -0.6574, norm 0.4647, swav 0.0000 LR: 6.770e-02 Score 88.610 Data time: 0.2963, Forward time: 2.2761, Backward time: 3.0859, DDP time: 0.0042, Total iter time: 5.9151 [2020-11-05 19:34:49,740][root][INFO] - ===> Epoch[136](3518/26): Loss 0.1295, Sem 0.3752, dir -0.6660, norm 0.4203, swav 0.0000 LR: 6.770e-02 Score 88.720 Data time: 0.1971, Forward time: 2.2760, Backward time: 3.0856, DDP time: 0.0042, Total iter time: 4.4960 [2020-11-05 19:34:55,107][root][INFO] - ===> Epoch[136](3519/26): Loss 0.0457, Sem 0.2931, dir -0.6547, norm 0.4073, swav 0.0000 LR: 6.769e-02 Score 90.734 Data time: 0.2033, Forward time: 2.2760, Backward time: 3.0856, DDP time: 0.0042, Total iter time: 5.2691 [2020-11-05 19:35:00,969][root][INFO] - ===> Epoch[136](3520/26): Loss 0.0337, Sem 0.3056, dir -0.6773, norm 0.4053, swav 0.0000 LR: 6.768e-02 Score 89.980 Data time: 0.2077, Forward time: 2.2759, Backward time: 3.0856, DDP time: 0.0042, Total iter time: 5.7421 [2020-11-05 19:35:07,039][root][INFO] - ===> Epoch[136](3521/26): Loss 0.1480, Sem 0.3636, dir -0.6702, norm 0.4545, swav 0.0000 LR: 6.767e-02 Score 89.122 Data time: 0.1934, Forward time: 2.2759, Backward time: 3.0858, DDP time: 0.0042, Total iter time: 5.9257 [2020-11-05 19:35:12,026][root][INFO] - ===> Epoch[136](3522/26): Loss 0.0380, Sem 0.2963, dir -0.6764, norm 0.4181, swav 0.0000 LR: 6.766e-02 Score 90.732 Data time: 0.1460, Forward time: 2.2757, Backward time: 3.0858, DDP time: 0.0042, Total iter time: 4.8895 [2020-11-05 19:35:17,494][root][INFO] - ===> Epoch[136](3523/26): Loss 0.0588, Sem 0.3318, dir -0.6774, norm 0.4043, swav 0.0000 LR: 6.765e-02 Score 89.306 Data time: 0.1765, Forward time: 2.2755, Backward time: 3.0859, DDP time: 0.0042, Total iter time: 5.3742 [2020-11-05 19:35:23,323][root][INFO] - ===> Epoch[136](3524/26): Loss 0.0763, Sem 0.3206, dir -0.6790, norm 0.4348, swav 0.0000 LR: 6.764e-02 Score 89.673 Data time: 0.2275, Forward time: 2.2755, Backward time: 3.0859, DDP time: 0.0042, Total iter time: 5.7420 [2020-11-05 19:35:29,401][root][INFO] - ===> Epoch[136](3525/26): Loss 0.1230, Sem 0.3304, dir -0.6492, norm 0.4418, swav 0.0000 LR: 6.763e-02 Score 89.682 Data time: 0.2678, Forward time: 2.2756, Backward time: 3.0858, DDP time: 0.0042, Total iter time: 5.9753 [2020-11-05 19:35:35,138][root][INFO] - ===> Epoch[136](3526/26): Loss 0.1513, Sem 0.3747, dir -0.6692, norm 0.4458, swav 0.0000 LR: 6.762e-02 Score 88.249 Data time: 0.2135, Forward time: 2.2757, Backward time: 3.0858, DDP time: 0.0042, Total iter time: 5.6162 [2020-11-05 19:35:41,425][root][INFO] - ===> Epoch[136](3527/26): Loss 0.0817, Sem 0.2991, dir -0.6706, norm 0.4532, swav 0.0000 LR: 6.761e-02 Score 90.468 Data time: 0.1804, Forward time: 2.2756, Backward time: 3.0860, DDP time: 0.0042, Total iter time: 6.1535 [2020-11-05 19:35:46,128][root][INFO] - ===> Epoch[136](3528/26): Loss 0.0428, Sem 0.2846, dir -0.6586, norm 0.4168, swav 0.0000 LR: 6.760e-02 Score 91.544 Data time: 0.2164, Forward time: 2.2755, Backward time: 3.0858, DDP time: 0.0042, Total iter time: 4.6064 [2020-11-05 19:35:51,848][root][INFO] - ===> Epoch[136](3529/26): Loss 0.1150, Sem 0.3632, dir -0.6820, norm 0.4338, swav 0.0000 LR: 6.759e-02 Score 88.615 Data time: 0.2691, Forward time: 2.2757, Backward time: 3.0856, DDP time: 0.0042, Total iter time: 5.6051 [2020-11-05 19:35:59,111][root][INFO] - ===> Epoch[136](3530/26): Loss 0.0568, Sem 0.3126, dir -0.6949, norm 0.4391, swav 0.0000 LR: 6.758e-02 Score 90.518 Data time: 0.2306, Forward time: 2.2757, Backward time: 3.0860, DDP time: 0.0042, Total iter time: 7.1205 [2020-11-05 19:36:05,344][root][INFO] - ===> Epoch[136](3531/26): Loss 0.0556, Sem 0.3088, dir -0.6579, norm 0.4046, swav 0.0000 LR: 6.757e-02 Score 90.429 Data time: 0.2778, Forward time: 2.2759, Backward time: 3.0859, DDP time: 0.0042, Total iter time: 6.1001 [2020-11-05 19:36:10,520][root][INFO] - ===> Epoch[136](3532/26): Loss 0.0233, Sem 0.3242, dir -0.6937, norm 0.3928, swav 0.0000 LR: 6.756e-02 Score 88.716 Data time: 0.2519, Forward time: 2.2759, Backward time: 3.0856, DDP time: 0.0042, Total iter time: 5.0297 [2020-11-05 19:36:17,336][root][INFO] - ===> Epoch[136](3533/26): Loss 0.0709, Sem 0.3305, dir -0.6727, norm 0.4130, swav 0.0000 LR: 6.755e-02 Score 89.945 Data time: 0.2860, Forward time: 2.2761, Backward time: 3.0857, DDP time: 0.0042, Total iter time: 6.7049 [2020-11-05 19:36:22,386][root][INFO] - ===> Epoch[136](3534/26): Loss -0.0274, Sem 0.2670, dir -0.7132, norm 0.4188, swav 0.0000 LR: 6.755e-02 Score 91.197 Data time: 0.1671, Forward time: 2.2761, Backward time: 3.0856, DDP time: 0.0042, Total iter time: 4.9150 [2020-11-05 19:36:28,865][root][INFO] - ===> Epoch[136](3535/26): Loss -0.0201, Sem 0.2578, dir -0.6768, norm 0.3990, swav 0.0000 LR: 6.754e-02 Score 91.381 Data time: 0.1486, Forward time: 2.2759, Backward time: 3.0860, DDP time: 0.0042, Total iter time: 6.3930 [2020-11-05 19:36:35,742][root][INFO] - ===> Epoch[136](3536/26): Loss 0.0758, Sem 0.3302, dir -0.6653, norm 0.4109, swav 0.0000 LR: 6.753e-02 Score 89.482 Data time: 0.1796, Forward time: 2.2758, Backward time: 3.0864, DDP time: 0.0042, Total iter time: 6.7834 [2020-11-05 19:36:41,339][root][INFO] - ===> Epoch[137](3537/26): Loss 0.0325, Sem 0.3086, dir -0.6954, norm 0.4194, swav 0.0000 LR: 6.752e-02 Score 89.880 Data time: 0.1775, Forward time: 2.2756, Backward time: 3.0865, DDP time: 0.0042, Total iter time: 5.4916 [2020-11-05 19:36:46,550][root][INFO] - ===> Epoch[137](3538/26): Loss 0.0737, Sem 0.3195, dir -0.6579, norm 0.4120, swav 0.0000 LR: 6.751e-02 Score 89.735 Data time: 0.1817, Forward time: 2.2756, Backward time: 3.0864, DDP time: 0.0042, Total iter time: 5.1122 [2020-11-05 19:36:51,969][root][INFO] - ===> Epoch[137](3539/26): Loss 0.0389, Sem 0.3376, dir -0.7164, norm 0.4178, swav 0.0000 LR: 6.750e-02 Score 90.206 Data time: 0.1676, Forward time: 2.2754, Backward time: 3.0865, DDP time: 0.0042, Total iter time: 5.2992 [2020-11-05 19:36:58,946][root][INFO] - ===> Epoch[137](3540/26): Loss 0.0545, Sem 0.3394, dir -0.6739, norm 0.3890, swav 0.0000 LR: 6.749e-02 Score 89.372 Data time: 0.3712, Forward time: 2.2757, Backward time: 3.0865, DDP time: 0.0042, Total iter time: 6.8980 [2020-11-05 19:37:04,134][root][INFO] - ===> Epoch[137](3541/26): Loss 0.0179, Sem 0.2421, dir -0.6308, norm 0.4065, swav 0.0000 LR: 6.748e-02 Score 92.574 Data time: 0.2546, Forward time: 2.2759, Backward time: 3.0862, DDP time: 0.0042, Total iter time: 5.0265 [2020-11-05 19:37:10,542][root][INFO] - ===> Epoch[137](3542/26): Loss 0.0626, Sem 0.2877, dir -0.6601, norm 0.4350, swav 0.0000 LR: 6.747e-02 Score 90.435 Data time: 0.3269, Forward time: 2.2761, Backward time: 3.0861, DDP time: 0.0042, Total iter time: 6.2860 [2020-11-05 19:37:16,756][root][INFO] - ===> Epoch[137](3543/26): Loss 0.0693, Sem 0.2872, dir -0.6706, norm 0.4527, swav 0.0000 LR: 6.746e-02 Score 91.472 Data time: 0.2881, Forward time: 2.2764, Backward time: 3.0859, DDP time: 0.0042, Total iter time: 6.0750 [2020-11-05 19:37:21,781][root][INFO] - ===> Epoch[137](3544/26): Loss 0.0281, Sem 0.3199, dir -0.7007, norm 0.4089, swav 0.0000 LR: 6.745e-02 Score 89.865 Data time: 0.2195, Forward time: 2.2764, Backward time: 3.0857, DDP time: 0.0042, Total iter time: 4.8919 [2020-11-05 19:37:26,825][root][INFO] - ===> Epoch[137](3545/26): Loss 0.0648, Sem 0.2968, dir -0.6698, norm 0.4378, swav 0.0000 LR: 6.744e-02 Score 91.099 Data time: 0.2637, Forward time: 2.2765, Backward time: 3.0854, DDP time: 0.0042, Total iter time: 4.9276 [2020-11-05 19:37:32,672][root][INFO] - ===> Epoch[137](3546/26): Loss 0.0254, Sem 0.2692, dir -0.6419, norm 0.3981, swav 0.0000 LR: 6.743e-02 Score 91.643 Data time: 0.1457, Forward time: 2.2763, Backward time: 3.0857, DDP time: 0.0042, Total iter time: 5.7329 [2020-11-05 19:37:38,601][root][INFO] - ===> Epoch[137](3547/26): Loss 0.0707, Sem 0.3193, dir -0.6865, norm 0.4379, swav 0.0000 LR: 6.742e-02 Score 89.616 Data time: 0.2455, Forward time: 2.2764, Backward time: 3.0856, DDP time: 0.0042, Total iter time: 5.8571 [2020-11-05 19:37:44,095][root][INFO] - ===> Epoch[137](3548/26): Loss 0.0283, Sem 0.2832, dir -0.6657, norm 0.4109, swav 0.0000 LR: 6.741e-02 Score 91.095 Data time: 0.1827, Forward time: 2.2763, Backward time: 3.0856, DDP time: 0.0042, Total iter time: 5.3692 [2020-11-05 19:37:50,127][root][INFO] - ===> Epoch[137](3549/26): Loss -0.0286, Sem 0.2383, dir -0.6740, norm 0.4071, swav 0.0000 LR: 6.740e-02 Score 92.295 Data time: 0.2215, Forward time: 2.2763, Backward time: 3.0857, DDP time: 0.0042, Total iter time: 5.9634 [2020-11-05 19:37:54,697][root][INFO] - ===> Epoch[137](3550/26): Loss -0.0556, Sem 0.2431, dir -0.6850, norm 0.3863, swav 0.0000 LR: 6.739e-02 Score 92.003 Data time: 0.1947, Forward time: 2.2763, Backward time: 3.0854, DDP time: 0.0042, Total iter time: 4.4274 [2020-11-05 19:38:00,188][root][INFO] - ===> Epoch[137](3551/26): Loss -0.0244, Sem 0.3183, dir -0.7092, norm 0.3665, swav 0.0000 LR: 6.739e-02 Score 89.668 Data time: 0.1673, Forward time: 2.2761, Backward time: 3.0854, DDP time: 0.0042, Total iter time: 5.4143 [2020-11-05 19:38:07,277][root][INFO] - ===> Epoch[137](3552/26): Loss 0.1180, Sem 0.3230, dir -0.6839, norm 0.4789, swav 0.0000 LR: 6.738e-02 Score 90.318 Data time: 0.1783, Forward time: 2.2760, Backward time: 3.0859, DDP time: 0.0042, Total iter time: 7.0071 [2020-11-05 19:38:13,535][root][INFO] - ===> Epoch[137](3553/26): Loss 0.1017, Sem 0.2919, dir -0.6166, norm 0.4265, swav 0.0000 LR: 6.737e-02 Score 90.606 Data time: 0.1787, Forward time: 2.2759, Backward time: 3.0862, DDP time: 0.0042, Total iter time: 6.1454 [2020-11-05 19:38:19,317][root][INFO] - ===> Epoch[137](3554/26): Loss 0.0433, Sem 0.2818, dir -0.6820, norm 0.4435, swav 0.0000 LR: 6.736e-02 Score 90.561 Data time: 0.2175, Forward time: 2.2759, Backward time: 3.0862, DDP time: 0.0042, Total iter time: 5.6909 [2020-11-05 19:38:25,218][root][INFO] - ===> Epoch[137](3555/26): Loss 0.0041, Sem 0.2746, dir -0.6655, norm 0.3949, swav 0.0000 LR: 6.735e-02 Score 91.758 Data time: 0.1907, Forward time: 2.2759, Backward time: 3.0862, DDP time: 0.0042, Total iter time: 5.7591 [2020-11-05 19:38:30,991][root][INFO] - ===> Epoch[137](3556/26): Loss 0.0782, Sem 0.3099, dir -0.6797, norm 0.4480, swav 0.0000 LR: 6.734e-02 Score 90.567 Data time: 0.1804, Forward time: 2.2758, Backward time: 3.0864, DDP time: 0.0042, Total iter time: 5.6428 [2020-11-05 19:38:36,123][root][INFO] - ===> Epoch[137](3557/26): Loss 0.0104, Sem 0.2964, dir -0.6718, norm 0.3858, swav 0.0000 LR: 6.733e-02 Score 90.285 Data time: 0.1771, Forward time: 2.2756, Backward time: 3.0863, DDP time: 0.0042, Total iter time: 5.0219 [2020-11-05 19:38:41,944][root][INFO] - ===> Epoch[137](3558/26): Loss 0.1070, Sem 0.3331, dir -0.6735, norm 0.4474, swav 0.0000 LR: 6.732e-02 Score 89.637 Data time: 0.1787, Forward time: 2.2755, Backward time: 3.0865, DDP time: 0.0042, Total iter time: 5.7207 [2020-11-05 19:38:47,950][root][INFO] - ===> Epoch[137](3559/26): Loss 0.0309, Sem 0.2857, dir -0.6729, norm 0.4182, swav 0.0000 LR: 6.731e-02 Score 91.222 Data time: 0.2028, Forward time: 2.2754, Backward time: 3.0866, DDP time: 0.0042, Total iter time: 5.9223 [2020-11-05 19:38:54,332][root][INFO] - ===> Epoch[137](3560/26): Loss -0.0117, Sem 0.2799, dir -0.6842, norm 0.3926, swav 0.0000 LR: 6.730e-02 Score 90.525 Data time: 0.3424, Forward time: 2.2757, Backward time: 3.0865, DDP time: 0.0042, Total iter time: 6.2812 [2020-11-05 19:38:59,824][root][INFO] - ===> Epoch[137](3561/26): Loss -0.0134, Sem 0.2617, dir -0.6931, norm 0.4181, swav 0.0000 LR: 6.729e-02 Score 91.915 Data time: 0.1931, Forward time: 2.2757, Backward time: 3.0864, DDP time: 0.0042, Total iter time: 5.3669 [2020-11-05 19:39:05,552][root][INFO] - ===> Epoch[137](3562/26): Loss 0.0820, Sem 0.3270, dir -0.6811, norm 0.4361, swav 0.0000 LR: 6.728e-02 Score 89.873 Data time: 0.2223, Forward time: 2.2757, Backward time: 3.0864, DDP time: 0.0042, Total iter time: 5.6186 [2020-11-05 19:39:11,662][root][INFO] - ===> Epoch[138](3563/26): Loss 0.0695, Sem 0.3023, dir -0.6691, norm 0.4363, swav 0.0000 LR: 6.727e-02 Score 90.501 Data time: 0.1981, Forward time: 2.2756, Backward time: 3.0866, DDP time: 0.0042, Total iter time: 5.9845 [2020-11-05 19:39:16,781][root][INFO] - ===> Epoch[138](3564/26): Loss 0.0751, Sem 0.3295, dir -0.6696, norm 0.4152, swav 0.0000 LR: 6.726e-02 Score 89.859 Data time: 0.2453, Forward time: 2.2757, Backward time: 3.0863, DDP time: 0.0042, Total iter time: 4.9914 [2020-11-05 19:39:21,593][root][INFO] - ===> Epoch[138](3565/26): Loss -0.0122, Sem 0.2361, dir -0.6702, norm 0.4218, swav 0.0000 LR: 6.725e-02 Score 92.084 Data time: 0.2653, Forward time: 2.2757, Backward time: 3.0860, DDP time: 0.0042, Total iter time: 4.6789 [2020-11-05 19:39:27,201][root][INFO] - ===> Epoch[138](3566/26): Loss -0.0830, Sem 0.2506, dir -0.7029, norm 0.3694, swav 0.0000 LR: 6.724e-02 Score 92.028 Data time: 0.2884, Forward time: 2.2759, Backward time: 3.0858, DDP time: 0.0042, Total iter time: 5.4897 [2020-11-05 19:39:32,502][root][INFO] - ===> Epoch[138](3567/26): Loss 0.0421, Sem 0.2817, dir -0.6926, norm 0.4530, swav 0.0000 LR: 6.723e-02 Score 90.422 Data time: 0.2387, Forward time: 2.2760, Backward time: 3.0856, DDP time: 0.0042, Total iter time: 5.1891 [2020-11-05 19:39:38,441][root][INFO] - ===> Epoch[138](3568/26): Loss 0.0753, Sem 0.3619, dir -0.6825, norm 0.3960, swav 0.0000 LR: 6.723e-02 Score 88.788 Data time: 0.2468, Forward time: 2.2760, Backward time: 3.0856, DDP time: 0.0042, Total iter time: 5.8072 [2020-11-05 19:39:45,178][root][INFO] - ===> Epoch[138](3569/26): Loss 0.0963, Sem 0.3323, dir -0.6565, norm 0.4205, swav 0.0000 LR: 6.722e-02 Score 89.836 Data time: 0.1782, Forward time: 2.2760, Backward time: 3.0859, DDP time: 0.0042, Total iter time: 6.6179 [2020-11-05 19:39:51,592][root][INFO] - ===> Epoch[138](3570/26): Loss 0.0070, Sem 0.2792, dir -0.6666, norm 0.3943, swav 0.0000 LR: 6.721e-02 Score 91.483 Data time: 0.3495, Forward time: 2.2762, Backward time: 3.0858, DDP time: 0.0042, Total iter time: 6.3087 [2020-11-05 19:39:57,697][root][INFO] - ===> Epoch[138](3571/26): Loss -0.0163, Sem 0.2644, dir -0.6951, norm 0.4144, swav 0.0000 LR: 6.720e-02 Score 91.339 Data time: 0.2705, Forward time: 2.2764, Backward time: 3.0857, DDP time: 0.0042, Total iter time: 5.9697 [2020-11-05 19:40:04,398][root][INFO] - ===> Epoch[138](3572/26): Loss -0.0286, Sem 0.2667, dir -0.7061, norm 0.4108, swav 0.0000 LR: 6.719e-02 Score 91.870 Data time: 0.2146, Forward time: 2.2764, Backward time: 3.0860, DDP time: 0.0042, Total iter time: 6.5602 [2020-11-05 19:40:09,319][root][INFO] - ===> Epoch[138](3573/26): Loss 0.0088, Sem 0.2845, dir -0.6947, norm 0.4190, swav 0.0000 LR: 6.718e-02 Score 90.968 Data time: 0.2261, Forward time: 2.2764, Backward time: 3.0857, DDP time: 0.0042, Total iter time: 4.8064 [2020-11-05 19:40:14,626][root][INFO] - ===> Epoch[138](3574/26): Loss 0.0969, Sem 0.3157, dir -0.6534, norm 0.4346, swav 0.0000 LR: 6.717e-02 Score 90.776 Data time: 0.2667, Forward time: 2.2765, Backward time: 3.0855, DDP time: 0.0042, Total iter time: 5.1771 [2020-11-05 19:40:20,395][root][INFO] - ===> Epoch[138](3575/26): Loss 0.0249, Sem 0.2964, dir -0.6741, norm 0.4026, swav 0.0000 LR: 6.716e-02 Score 90.544 Data time: 0.2702, Forward time: 2.2767, Backward time: 3.0853, DDP time: 0.0042, Total iter time: 5.6427 [2020-11-05 19:40:25,943][root][INFO] - ===> Epoch[138](3576/26): Loss 0.0313, Sem 0.2991, dir -0.6738, norm 0.4059, swav 0.0000 LR: 6.715e-02 Score 90.169 Data time: 0.2695, Forward time: 2.2768, Backward time: 3.0851, DDP time: 0.0042, Total iter time: 5.4253 [2020-11-05 19:40:31,667][root][INFO] - ===> Epoch[138](3577/26): Loss 0.0187, Sem 0.3019, dir -0.7047, norm 0.4215, swav 0.0000 LR: 6.714e-02 Score 91.013 Data time: 0.1371, Forward time: 2.2766, Backward time: 3.0853, DDP time: 0.0042, Total iter time: 5.6157 [2020-11-05 19:40:36,607][root][INFO] - ===> Epoch[138](3578/26): Loss -0.0324, Sem 0.2872, dir -0.7152, norm 0.3957, swav 0.0000 LR: 6.713e-02 Score 91.495 Data time: 0.1836, Forward time: 2.2765, Backward time: 3.0852, DDP time: 0.0042, Total iter time: 4.8526 [2020-11-05 19:40:41,215][root][INFO] - ===> Epoch[138](3579/26): Loss 0.0166, Sem 0.3195, dir -0.6998, norm 0.3970, swav 0.0000 LR: 6.712e-02 Score 89.966 Data time: 0.2237, Forward time: 2.2765, Backward time: 3.0850, DDP time: 0.0042, Total iter time: 4.5117 [2020-11-05 19:40:46,753][root][INFO] - ===> Epoch[138](3580/26): Loss 0.0297, Sem 0.2742, dir -0.6731, norm 0.4286, swav 0.0000 LR: 6.711e-02 Score 90.992 Data time: 0.2494, Forward time: 2.2765, Backward time: 3.0848, DDP time: 0.0042, Total iter time: 5.4249 [2020-11-05 19:40:52,277][root][INFO] - ===> Epoch[138](3581/26): Loss 0.0921, Sem 0.3324, dir -0.6653, norm 0.4251, swav 0.0000 LR: 6.710e-02 Score 89.581 Data time: 0.2450, Forward time: 2.2766, Backward time: 3.0847, DDP time: 0.0042, Total iter time: 5.3971 [2020-11-05 19:40:57,822][root][INFO] - ===> Epoch[138](3582/26): Loss 0.1119, Sem 0.3394, dir -0.6881, norm 0.4606, swav 0.0000 LR: 6.709e-02 Score 89.394 Data time: 0.1767, Forward time: 2.2765, Backward time: 3.0847, DDP time: 0.0042, Total iter time: 5.4146 [2020-11-05 19:41:02,880][root][INFO] - ===> Epoch[138](3583/26): Loss -0.0103, Sem 0.2906, dir -0.7123, norm 0.4114, swav 0.0000 LR: 6.708e-02 Score 90.586 Data time: 0.1575, Forward time: 2.2763, Backward time: 3.0847, DDP time: 0.0042, Total iter time: 4.9637 [2020-11-05 19:41:09,536][root][INFO] - ===> Epoch[138](3584/26): Loss 0.0092, Sem 0.3031, dir -0.7023, norm 0.4084, swav 0.0000 LR: 6.707e-02 Score 90.316 Data time: 0.2012, Forward time: 2.2763, Backward time: 3.0850, DDP time: 0.0042, Total iter time: 6.5649 [2020-11-05 19:41:15,107][root][INFO] - ===> Epoch[138](3585/26): Loss 0.0192, Sem 0.2704, dir -0.6765, norm 0.4253, swav 0.0000 LR: 6.707e-02 Score 92.075 Data time: 0.2149, Forward time: 2.2762, Backward time: 3.0850, DDP time: 0.0042, Total iter time: 5.4393 [2020-11-05 19:41:20,403][root][INFO] - ===> Epoch[138](3586/26): Loss 0.0217, Sem 0.3119, dir -0.7088, norm 0.4186, swav 0.0000 LR: 6.706e-02 Score 90.418 Data time: 0.1985, Forward time: 2.2762, Backward time: 3.0849, DDP time: 0.0042, Total iter time: 5.1703 [2020-11-05 19:41:26,249][root][INFO] - ===> Epoch[138](3587/26): Loss 0.0563, Sem 0.3130, dir -0.6848, norm 0.4282, swav 0.0000 LR: 6.705e-02 Score 90.192 Data time: 0.2728, Forward time: 2.2763, Backward time: 3.0848, DDP time: 0.0042, Total iter time: 5.7475 [2020-11-05 19:41:31,862][root][INFO] - ===> Epoch[138](3588/26): Loss 0.0800, Sem 0.3501, dir -0.6713, norm 0.4011, swav 0.0000 LR: 6.704e-02 Score 89.681 Data time: 0.1933, Forward time: 2.2763, Backward time: 3.0848, DDP time: 0.0042, Total iter time: 5.4875 [2020-11-05 19:41:37,108][root][INFO] - ===> Epoch[139](3589/26): Loss 0.0689, Sem 0.3250, dir -0.6736, norm 0.4174, swav 0.0000 LR: 6.703e-02 Score 90.375 Data time: 0.2193, Forward time: 2.2762, Backward time: 3.0847, DDP time: 0.0042, Total iter time: 5.1192 [2020-11-05 19:41:43,052][root][INFO] - ===> Epoch[139](3590/26): Loss 0.0223, Sem 0.2680, dir -0.6795, norm 0.4338, swav 0.0000 LR: 6.702e-02 Score 91.414 Data time: 0.2459, Forward time: 2.2764, Backward time: 3.0846, DDP time: 0.0042, Total iter time: 5.8356 [2020-11-05 19:41:49,352][root][INFO] - ===> Epoch[139](3591/26): Loss 0.0777, Sem 0.3045, dir -0.6532, norm 0.4263, swav 0.0000 LR: 6.701e-02 Score 90.760 Data time: 0.1489, Forward time: 2.2762, Backward time: 3.0849, DDP time: 0.0042, Total iter time: 6.1486 [2020-11-05 19:41:54,949][root][INFO] - ===> Epoch[139](3592/26): Loss -0.0097, Sem 0.3002, dir -0.7043, norm 0.3943, swav 0.0000 LR: 6.700e-02 Score 90.433 Data time: 0.2417, Forward time: 2.2763, Backward time: 3.0848, DDP time: 0.0042, Total iter time: 5.5036 [2020-11-05 19:42:00,619][root][INFO] - ===> Epoch[139](3593/26): Loss 0.0217, Sem 0.2665, dir -0.6576, norm 0.4128, swav 0.0000 LR: 6.699e-02 Score 91.640 Data time: 0.1821, Forward time: 2.2761, Backward time: 3.0849, DDP time: 0.0042, Total iter time: 5.5493 [2020-11-05 19:42:07,454][root][INFO] - ===> Epoch[139](3594/26): Loss 0.0661, Sem 0.3009, dir -0.6837, norm 0.4489, swav 0.0000 LR: 6.698e-02 Score 90.990 Data time: 0.2089, Forward time: 2.2761, Backward time: 3.0852, DDP time: 0.0042, Total iter time: 6.7429 [2020-11-05 19:42:13,788][root][INFO] - ===> Epoch[139](3595/26): Loss 0.1031, Sem 0.3308, dir -0.6678, norm 0.4401, swav 0.0000 LR: 6.697e-02 Score 89.663 Data time: 0.3197, Forward time: 2.2763, Backward time: 3.0851, DDP time: 0.0042, Total iter time: 6.2171 [2020-11-05 19:42:20,729][root][INFO] - ===> Epoch[139](3596/26): Loss 0.0968, Sem 0.3226, dir -0.6376, norm 0.4117, swav 0.0000 LR: 6.696e-02 Score 89.398 Data time: 0.3091, Forward time: 2.2765, Backward time: 3.0852, DDP time: 0.0042, Total iter time: 6.7960 [2020-11-05 19:42:26,863][root][INFO] - ===> Epoch[139](3597/26): Loss 0.0340, Sem 0.2812, dir -0.6538, norm 0.4066, swav 0.0000 LR: 6.695e-02 Score 91.466 Data time: 0.3314, Forward time: 2.2767, Backward time: 3.0851, DDP time: 0.0042, Total iter time: 6.0038 [2020-11-05 19:42:33,003][root][INFO] - ===> Epoch[139](3598/26): Loss 0.0682, Sem 0.3197, dir -0.6533, norm 0.4017, swav 0.0000 LR: 6.694e-02 Score 89.846 Data time: 0.3038, Forward time: 2.2769, Backward time: 3.0850, DDP time: 0.0042, Total iter time: 6.0249 [2020-11-05 19:42:38,486][root][INFO] - ===> Epoch[139](3599/26): Loss 0.0087, Sem 0.2896, dir -0.6913, norm 0.4103, swav 0.0000 LR: 6.693e-02 Score 90.670 Data time: 0.2111, Forward time: 2.2769, Backward time: 3.0849, DDP time: 0.0042, Total iter time: 5.3769 [2020-11-05 19:42:44,204][root][INFO] - ===> Epoch[139](3600/26): Loss -0.0636, Sem 0.2425, dir -0.6769, norm 0.3708, swav 0.0000 LR: 6.692e-02 Score 91.750 Data time: 0.1566, Forward time: 2.2768, Backward time: 3.0850, DDP time: 0.0042, Total iter time: 5.5917 [2020-11-05 19:42:50,129][root][INFO] - ===> Epoch[139](3601/26): Loss 0.0123, Sem 0.2967, dir -0.6856, norm 0.4012, swav 0.0000 LR: 6.691e-02 Score 90.462 Data time: 0.1823, Forward time: 2.2767, Backward time: 3.0852, DDP time: 0.0042, Total iter time: 5.8505 [2020-11-05 19:42:55,190][root][INFO] - ===> Epoch[139](3602/26): Loss -0.0062, Sem 0.2909, dir -0.6774, norm 0.3803, swav 0.0000 LR: 6.691e-02 Score 90.996 Data time: 0.2152, Forward time: 2.2766, Backward time: 3.0850, DDP time: 0.0042, Total iter time: 4.9578 [2020-11-05 19:43:00,491][root][INFO] - ===> Epoch[139](3603/26): Loss 0.0391, Sem 0.3098, dir -0.6848, norm 0.4142, swav 0.0000 LR: 6.690e-02 Score 90.054 Data time: 0.2541, Forward time: 2.2767, Backward time: 3.0849, DDP time: 0.0042, Total iter time: 5.1910 [2020-11-05 19:43:07,340][root][INFO] - ===> Epoch[139](3604/26): Loss 0.1016, Sem 0.3303, dir -0.6792, norm 0.4505, swav 0.0000 LR: 6.689e-02 Score 90.363 Data time: 0.1449, Forward time: 2.2765, Backward time: 3.0854, DDP time: 0.0042, Total iter time: 6.7123 [2020-11-05 19:43:12,301][root][INFO] - ===> Epoch[139](3605/26): Loss -0.0137, Sem 0.2715, dir -0.6892, norm 0.4039, swav 0.0000 LR: 6.688e-02 Score 91.257 Data time: 0.2148, Forward time: 2.2764, Backward time: 3.0852, DDP time: 0.0042, Total iter time: 4.8532 [2020-11-05 19:43:18,879][root][INFO] - ===> Epoch[139](3606/26): Loss 0.0140, Sem 0.2535, dir -0.6581, norm 0.4186, swav 0.0000 LR: 6.687e-02 Score 92.086 Data time: 0.3185, Forward time: 2.2767, Backward time: 3.0852, DDP time: 0.0042, Total iter time: 6.4749 [2020-11-05 19:43:25,430][root][INFO] - ===> Epoch[139](3607/26): Loss 0.0170, Sem 0.2940, dir -0.6765, norm 0.3995, swav 0.0000 LR: 6.686e-02 Score 89.958 Data time: 0.2252, Forward time: 2.2768, Backward time: 3.0853, DDP time: 0.0042, Total iter time: 6.4070 [2020-11-05 19:43:31,477][root][INFO] - ===> Epoch[139](3608/26): Loss 0.0577, Sem 0.3079, dir -0.6757, norm 0.4255, swav 0.0000 LR: 6.685e-02 Score 89.344 Data time: 0.1884, Forward time: 2.2767, Backward time: 3.0854, DDP time: 0.0042, Total iter time: 5.9190 [2020-11-05 19:43:37,336][root][INFO] - ===> Epoch[139](3609/26): Loss -0.0192, Sem 0.2832, dir -0.6955, norm 0.3931, swav 0.0000 LR: 6.684e-02 Score 91.278 Data time: 0.2390, Forward time: 2.2768, Backward time: 3.0853, DDP time: 0.0042, Total iter time: 5.7496 [2020-11-05 19:43:43,378][root][INFO] - ===> Epoch[139](3610/26): Loss -0.0505, Sem 0.2539, dir -0.7138, norm 0.4094, swav 0.0000 LR: 6.683e-02 Score 92.467 Data time: 0.1527, Forward time: 2.2767, Backward time: 3.0856, DDP time: 0.0042, Total iter time: 5.9278 [2020-11-05 19:43:49,877][root][INFO] - ===> Epoch[139](3611/26): Loss 0.0282, Sem 0.2652, dir -0.6756, norm 0.4386, swav 0.0000 LR: 6.682e-02 Score 91.637 Data time: 0.1465, Forward time: 2.2765, Backward time: 3.0860, DDP time: 0.0042, Total iter time: 6.4025 [2020-11-05 19:43:54,475][root][INFO] - ===> Epoch[139](3612/26): Loss 0.0569, Sem 0.3262, dir -0.6856, norm 0.4163, swav 0.0000 LR: 6.681e-02 Score 90.039 Data time: 0.1486, Forward time: 2.2763, Backward time: 3.0859, DDP time: 0.0042, Total iter time: 4.5011 [2020-11-05 19:44:00,153][root][INFO] - ===> Epoch[139](3613/26): Loss 0.0476, Sem 0.2989, dir -0.6640, norm 0.4127, swav 0.0000 LR: 6.680e-02 Score 90.480 Data time: 0.1879, Forward time: 2.2762, Backward time: 3.0859, DDP time: 0.0042, Total iter time: 5.5833 [2020-11-05 19:44:05,628][root][INFO] - ===> Epoch[139](3614/26): Loss 0.0724, Sem 0.3223, dir -0.6796, norm 0.4297, swav 0.0000 LR: 6.679e-02 Score 90.203 Data time: 0.2458, Forward time: 2.2762, Backward time: 3.0858, DDP time: 0.0042, Total iter time: 5.3544 [2020-11-05 19:44:11,090][root][INFO] - ===> Epoch[140](3615/26): Loss 0.0870, Sem 0.3318, dir -0.6784, norm 0.4335, swav 0.0000 LR: 6.678e-02 Score 89.471 Data time: 0.1749, Forward time: 2.2761, Backward time: 3.0858, DDP time: 0.0042, Total iter time: 5.3335 [2020-11-05 19:44:15,878][root][INFO] - ===> Epoch[140](3616/26): Loss -0.0092, Sem 0.2532, dir -0.6791, norm 0.4167, swav 0.0000 LR: 6.677e-02 Score 92.265 Data time: 0.1522, Forward time: 2.2759, Backward time: 3.0858, DDP time: 0.0042, Total iter time: 4.6820 [2020-11-05 19:44:21,935][root][INFO] - ===> Epoch[140](3617/26): Loss -0.0124, Sem 0.2609, dir -0.6956, norm 0.4224, swav 0.0000 LR: 6.676e-02 Score 91.595 Data time: 0.2598, Forward time: 2.2760, Backward time: 3.0857, DDP time: 0.0042, Total iter time: 5.9753 [2020-11-05 19:44:28,064][root][INFO] - ===> Epoch[140](3618/26): Loss 0.0045, Sem 0.2634, dir -0.6653, norm 0.4064, swav 0.0000 LR: 6.675e-02 Score 91.034 Data time: 0.2977, Forward time: 2.2762, Backward time: 3.0856, DDP time: 0.0042, Total iter time: 6.0108 [2020-11-05 19:44:33,625][root][INFO] - ===> Epoch[140](3619/26): Loss 0.1319, Sem 0.3562, dir -0.6697, norm 0.4455, swav 0.0000 LR: 6.675e-02 Score 89.769 Data time: 0.2540, Forward time: 2.2764, Backward time: 3.0854, DDP time: 0.0042, Total iter time: 5.4188 [2020-11-05 19:44:38,909][root][INFO] - ===> Epoch[140](3620/26): Loss 0.0350, Sem 0.2863, dir -0.6777, norm 0.4264, swav 0.0000 LR: 6.674e-02 Score 91.045 Data time: 0.2007, Forward time: 2.2763, Backward time: 3.0853, DDP time: 0.0042, Total iter time: 5.1647 [2020-11-05 19:44:45,677][root][INFO] - ===> Epoch[140](3621/26): Loss 0.0569, Sem 0.3164, dir -0.6941, norm 0.4347, swav 0.0000 LR: 6.673e-02 Score 90.539 Data time: 0.1944, Forward time: 2.2762, Backward time: 3.0857, DDP time: 0.0042, Total iter time: 6.6490 [2020-11-05 19:44:51,767][root][INFO] - ===> Epoch[140](3622/26): Loss 0.0291, Sem 0.3091, dir -0.6643, norm 0.3843, swav 0.0000 LR: 6.672e-02 Score 89.872 Data time: 0.2682, Forward time: 2.2763, Backward time: 3.0857, DDP time: 0.0042, Total iter time: 5.9985 [2020-11-05 19:44:58,337][root][INFO] - ===> Epoch[140](3623/26): Loss -0.0016, Sem 0.2530, dir -0.6750, norm 0.4204, swav 0.0000 LR: 6.671e-02 Score 92.367 Data time: 0.2412, Forward time: 2.2765, Backward time: 3.0858, DDP time: 0.0042, Total iter time: 6.4361 [2020-11-05 19:45:05,230][root][INFO] - ===> Epoch[140](3624/26): Loss 0.0559, Sem 0.3179, dir -0.6906, norm 0.4287, swav 0.0000 LR: 6.670e-02 Score 90.449 Data time: 0.1673, Forward time: 2.2763, Backward time: 3.0862, DDP time: 0.0042, Total iter time: 6.7436 [2020-11-05 19:45:10,762][root][INFO] - ===> Epoch[140](3625/26): Loss -0.0323, Sem 0.2664, dir -0.6955, norm 0.3967, swav 0.0000 LR: 6.669e-02 Score 92.021 Data time: 0.1623, Forward time: 2.2762, Backward time: 3.0862, DDP time: 0.0042, Total iter time: 5.4221 [2020-11-05 19:45:16,160][root][INFO] - ===> Epoch[140](3626/26): Loss -0.0257, Sem 0.2816, dir -0.7059, norm 0.3987, swav 0.0000 LR: 6.668e-02 Score 91.552 Data time: 0.1407, Forward time: 2.2760, Backward time: 3.0863, DDP time: 0.0042, Total iter time: 5.2931 [2020-11-05 19:45:21,115][root][INFO] - ===> Epoch[140](3627/26): Loss -0.0861, Sem 0.2554, dir -0.7052, norm 0.3637, swav 0.0000 LR: 6.667e-02 Score 92.204 Data time: 0.1597, Forward time: 2.2758, Backward time: 3.0863, DDP time: 0.0042, Total iter time: 4.8751 [2020-11-05 19:45:25,970][root][INFO] - ===> Epoch[140](3628/26): Loss -0.0190, Sem 0.2567, dir -0.6629, norm 0.3872, swav 0.0000 LR: 6.666e-02 Score 91.278 Data time: 0.2025, Forward time: 2.2757, Backward time: 3.0862, DDP time: 0.0042, Total iter time: 4.7655 [2020-11-05 19:45:32,424][root][INFO] - ===> Epoch[140](3629/26): Loss 0.1066, Sem 0.2993, dir -0.6923, norm 0.4996, swav 0.0000 LR: 6.665e-02 Score 91.331 Data time: 0.2341, Forward time: 2.2758, Backward time: 3.0863, DDP time: 0.0042, Total iter time: 6.3331 [2020-11-05 19:45:37,984][root][INFO] - ===> Epoch[140](3630/26): Loss -0.0103, Sem 0.2927, dir -0.6931, norm 0.3901, swav 0.0000 LR: 6.664e-02 Score 90.859 Data time: 0.2599, Forward time: 2.2759, Backward time: 3.0861, DDP time: 0.0042, Total iter time: 5.4086 [2020-11-05 19:45:43,341][root][INFO] - ===> Epoch[140](3631/26): Loss 0.0437, Sem 0.3426, dir -0.7072, norm 0.4084, swav 0.0000 LR: 6.663e-02 Score 88.981 Data time: 0.1901, Forward time: 2.2759, Backward time: 3.0860, DDP time: 0.0042, Total iter time: 5.2127 [2020-11-05 19:45:47,897][root][INFO] - ===> Epoch[140](3632/26): Loss -0.0871, Sem 0.2375, dir -0.7102, norm 0.3857, swav 0.0000 LR: 6.662e-02 Score 91.881 Data time: 0.1567, Forward time: 2.2757, Backward time: 3.0859, DDP time: 0.0042, Total iter time: 4.4312 [2020-11-05 19:45:52,519][root][INFO] - ===> Epoch[140](3633/26): Loss 0.0635, Sem 0.3015, dir -0.6771, norm 0.4392, swav 0.0000 LR: 6.661e-02 Score 90.606 Data time: 0.1759, Forward time: 2.2755, Backward time: 3.0857, DDP time: 0.0042, Total iter time: 4.5171 [2020-11-05 19:45:58,688][root][INFO] - ===> Epoch[140](3634/26): Loss 0.0896, Sem 0.2987, dir -0.6616, norm 0.4525, swav 0.0000 LR: 6.660e-02 Score 90.583 Data time: 0.2707, Forward time: 2.2757, Backward time: 3.0857, DDP time: 0.0042, Total iter time: 6.0708 [2020-11-05 19:46:03,830][root][INFO] - ===> Epoch[140](3635/26): Loss 0.0943, Sem 0.3046, dir -0.6587, norm 0.4484, swav 0.0000 LR: 6.659e-02 Score 90.988 Data time: 0.2532, Forward time: 2.2757, Backward time: 3.0855, DDP time: 0.0042, Total iter time: 5.0143 [2020-11-05 19:46:09,093][root][INFO] - ===> Epoch[140](3636/26): Loss 0.0901, Sem 0.3174, dir -0.6459, norm 0.4186, swav 0.0000 LR: 6.659e-02 Score 90.325 Data time: 0.1809, Forward time: 2.2756, Backward time: 3.0854, DDP time: 0.0042, Total iter time: 5.1494 [2020-11-05 19:46:14,636][root][INFO] - ===> Epoch[140](3637/26): Loss 0.0127, Sem 0.2753, dir -0.6838, norm 0.4212, swav 0.0000 LR: 6.658e-02 Score 91.259 Data time: 0.2098, Forward time: 2.2756, Backward time: 3.0854, DDP time: 0.0042, Total iter time: 5.4273 [2020-11-05 19:46:18,867][root][INFO] - ===> Epoch[140](3638/26): Loss -0.0377, Sem 0.2532, dir -0.6663, norm 0.3754, swav 0.0000 LR: 6.657e-02 Score 91.630 Data time: 0.1556, Forward time: 2.2754, Backward time: 3.0852, DDP time: 0.0042, Total iter time: 4.0788 [2020-11-05 19:46:24,346][root][INFO] - ===> Epoch[140](3639/26): Loss 0.0408, Sem 0.3048, dir -0.6926, norm 0.4286, swav 0.0000 LR: 6.656e-02 Score 89.950 Data time: 0.1950, Forward time: 2.2754, Backward time: 3.0851, DDP time: 0.0042, Total iter time: 5.3947 [2020-11-05 19:46:30,104][root][INFO] - ===> Epoch[140](3640/26): Loss 0.0356, Sem 0.3354, dir -0.7178, norm 0.4180, swav 0.0000 LR: 6.655e-02 Score 90.460 Data time: 0.2932, Forward time: 2.2756, Backward time: 3.0849, DDP time: 0.0042, Total iter time: 5.6180 [2020-11-05 19:46:36,952][root][INFO] - ===> Epoch[141](3641/26): Loss 0.0112, Sem 0.2916, dir -0.6900, norm 0.4096, swav 0.0000 LR: 6.654e-02 Score 91.017 Data time: 0.1650, Forward time: 2.2754, Backward time: 3.0854, DDP time: 0.0042, Total iter time: 6.7300 [2020-11-05 19:46:42,493][root][INFO] - ===> Epoch[141](3642/26): Loss -0.0005, Sem 0.2969, dir -0.7176, norm 0.4202, swav 0.0000 LR: 6.653e-02 Score 90.736 Data time: 0.3040, Forward time: 2.2756, Backward time: 3.0852, DDP time: 0.0042, Total iter time: 5.4445 [2020-11-05 19:46:48,748][root][INFO] - ===> Epoch[141](3643/26): Loss 0.1077, Sem 0.3603, dir -0.6906, norm 0.4380, swav 0.0000 LR: 6.652e-02 Score 88.654 Data time: 0.2407, Forward time: 2.2756, Backward time: 3.0852, DDP time: 0.0042, Total iter time: 6.1313 [2020-11-05 19:46:55,357][root][INFO] - ===> Epoch[141](3644/26): Loss 0.0868, Sem 0.3128, dir -0.6448, norm 0.4187, swav 0.0000 LR: 6.651e-02 Score 90.738 Data time: 0.2299, Forward time: 2.2757, Backward time: 3.0854, DDP time: 0.0042, Total iter time: 6.4879 [2020-11-05 19:47:02,357][root][INFO] - ===> Epoch[141](3645/26): Loss 0.0424, Sem 0.3043, dir -0.6878, norm 0.4260, swav 0.0000 LR: 6.650e-02 Score 90.235 Data time: 0.2194, Forward time: 2.2757, Backward time: 3.0857, DDP time: 0.0042, Total iter time: 6.8610 [2020-11-05 19:47:09,636][root][INFO] - ===> Epoch[141](3646/26): Loss 0.1050, Sem 0.3498, dir -0.6378, norm 0.3930, swav 0.0000 LR: 6.649e-02 Score 88.933 Data time: 0.2258, Forward time: 2.2757, Backward time: 3.0860, DDP time: 0.0042, Total iter time: 7.1659 [2020-11-05 19:47:16,046][root][INFO] - ===> Epoch[141](3647/26): Loss 0.0470, Sem 0.2891, dir -0.6546, norm 0.4125, swav 0.0000 LR: 6.648e-02 Score 90.510 Data time: 0.2091, Forward time: 2.2757, Backward time: 3.0863, DDP time: 0.0042, Total iter time: 6.2679 [2020-11-05 19:47:22,204][root][INFO] - ===> Epoch[141](3648/26): Loss 0.0136, Sem 0.2973, dir -0.6766, norm 0.3929, swav 0.0000 LR: 6.647e-02 Score 91.059 Data time: 0.1793, Forward time: 2.2756, Backward time: 3.0865, DDP time: 0.0042, Total iter time: 6.0534 [2020-11-05 19:47:30,461][root][INFO] - ===> Epoch[141](3649/26): Loss 0.0682, Sem 0.3134, dir -0.6639, norm 0.4187, swav 0.0000 LR: 6.646e-02 Score 89.517 Data time: 0.2338, Forward time: 2.2756, Backward time: 3.0871, DDP time: 0.0042, Total iter time: 8.1569 [2020-11-05 19:47:35,636][root][INFO] - ===> Epoch[141](3650/26): Loss 0.0725, Sem 0.2907, dir -0.6662, norm 0.4481, swav 0.0000 LR: 6.645e-02 Score 90.162 Data time: 0.2344, Forward time: 2.2757, Backward time: 3.0869, DDP time: 0.0042, Total iter time: 5.0394 [2020-11-05 19:47:40,605][root][INFO] - ===> Epoch[141](3651/26): Loss 0.0182, Sem 0.2807, dir -0.6802, norm 0.4176, swav 0.0000 LR: 6.644e-02 Score 90.949 Data time: 0.1867, Forward time: 2.2755, Backward time: 3.0868, DDP time: 0.0042, Total iter time: 4.8540 [2020-11-05 19:47:45,624][root][INFO] - ===> Epoch[141](3652/26): Loss 0.1299, Sem 0.3345, dir -0.7005, norm 0.4959, swav 0.0000 LR: 6.643e-02 Score 89.421 Data time: 0.2028, Forward time: 2.2755, Backward time: 3.0866, DDP time: 0.0042, Total iter time: 4.9203 [2020-11-05 19:47:51,670][root][INFO] - ===> Epoch[141](3653/26): Loss 0.1407, Sem 0.3624, dir -0.6906, norm 0.4690, swav 0.0000 LR: 6.643e-02 Score 89.088 Data time: 0.2085, Forward time: 2.2754, Backward time: 3.0868, DDP time: 0.0042, Total iter time: 5.9124 [2020-11-05 19:47:57,006][root][INFO] - ===> Epoch[141](3654/26): Loss -0.0197, Sem 0.2875, dir -0.7022, norm 0.3950, swav 0.0000 LR: 6.642e-02 Score 90.436 Data time: 0.2463, Forward time: 2.2755, Backward time: 3.0865, DDP time: 0.0042, Total iter time: 5.2386 [2020-11-05 19:48:03,879][root][INFO] - ===> Epoch[141](3655/26): Loss 0.0440, Sem 0.3081, dir -0.6787, norm 0.4147, swav 0.0000 LR: 6.641e-02 Score 90.324 Data time: 0.2353, Forward time: 2.2756, Backward time: 3.0868, DDP time: 0.0042, Total iter time: 6.7525 [2020-11-05 19:48:09,348][root][INFO] - ===> Epoch[141](3656/26): Loss 0.0447, Sem 0.3262, dir -0.6643, norm 0.3828, swav 0.0000 LR: 6.640e-02 Score 89.158 Data time: 0.2180, Forward time: 2.2756, Backward time: 3.0866, DDP time: 0.0042, Total iter time: 5.3448 [2020-11-05 19:48:14,627][root][INFO] - ===> Epoch[141](3657/26): Loss 0.0039, Sem 0.2831, dir -0.6956, norm 0.4165, swav 0.0000 LR: 6.639e-02 Score 90.857 Data time: 0.2075, Forward time: 2.2756, Backward time: 3.0866, DDP time: 0.0042, Total iter time: 5.1639 [2020-11-05 19:48:20,744][root][INFO] - ===> Epoch[141](3658/26): Loss 0.1063, Sem 0.3567, dir -0.6650, norm 0.4146, swav 0.0000 LR: 6.638e-02 Score 88.959 Data time: 0.2350, Forward time: 2.2757, Backward time: 3.0866, DDP time: 0.0042, Total iter time: 5.9918 [2020-11-05 19:48:27,127][root][INFO] - ===> Epoch[141](3659/26): Loss -0.0377, Sem 0.2510, dir -0.6899, norm 0.4011, swav 0.0000 LR: 6.637e-02 Score 92.278 Data time: 0.2488, Forward time: 2.2758, Backward time: 3.0866, DDP time: 0.0042, Total iter time: 6.2510 [2020-11-05 19:48:32,225][root][INFO] - ===> Epoch[141](3660/26): Loss 0.0778, Sem 0.3043, dir -0.6814, norm 0.4549, swav 0.0000 LR: 6.636e-02 Score 90.523 Data time: 0.1848, Forward time: 2.2757, Backward time: 3.0865, DDP time: 0.0042, Total iter time: 4.9871 [2020-11-05 19:48:38,184][root][INFO] - ===> Epoch[141](3661/26): Loss 0.0818, Sem 0.3171, dir -0.6448, norm 0.4095, swav 0.0000 LR: 6.635e-02 Score 90.116 Data time: 0.2832, Forward time: 2.2759, Backward time: 3.0864, DDP time: 0.0042, Total iter time: 5.8633 [2020-11-05 19:48:43,921][root][INFO] - ===> Epoch[141](3662/26): Loss 0.0314, Sem 0.3134, dir -0.6898, norm 0.4078, swav 0.0000 LR: 6.634e-02 Score 90.288 Data time: 0.2398, Forward time: 2.2759, Backward time: 3.0863, DDP time: 0.0042, Total iter time: 5.5984 [2020-11-05 19:48:50,478][root][INFO] - ===> Epoch[141](3663/26): Loss -0.0172, Sem 0.2697, dir -0.6873, norm 0.4004, swav 0.0000 LR: 6.633e-02 Score 91.656 Data time: 0.2219, Forward time: 2.2759, Backward time: 3.0865, DDP time: 0.0042, Total iter time: 6.4204 [2020-11-05 19:48:55,447][root][INFO] - ===> Epoch[141](3664/26): Loss -0.0288, Sem 0.2689, dir -0.7020, norm 0.4043, swav 0.0000 LR: 6.632e-02 Score 91.839 Data time: 0.2230, Forward time: 2.2759, Backward time: 3.0863, DDP time: 0.0042, Total iter time: 4.8454 [2020-11-05 19:49:01,538][root][INFO] - ===> Epoch[141](3665/26): Loss 0.0708, Sem 0.3261, dir -0.6888, norm 0.4334, swav 0.0000 LR: 6.631e-02 Score 90.260 Data time: 0.2471, Forward time: 2.2760, Backward time: 3.0863, DDP time: 0.0042, Total iter time: 5.9808 [2020-11-05 19:49:06,951][root][INFO] - ===> Epoch[141](3666/26): Loss 0.0298, Sem 0.2919, dir -0.6514, norm 0.3892, swav 0.0000 LR: 6.630e-02 Score 90.446 Data time: 0.2455, Forward time: 2.2761, Backward time: 3.0861, DDP time: 0.0042, Total iter time: 5.2780 [2020-11-05 19:49:12,367][root][INFO] - ===> Epoch[142](3667/26): Loss -0.0031, Sem 0.2702, dir -0.6775, norm 0.4042, swav 0.0000 LR: 6.629e-02 Score 91.551 Data time: 0.2300, Forward time: 2.2761, Backward time: 3.0860, DDP time: 0.0042, Total iter time: 5.3026 [2020-11-05 19:49:17,770][root][INFO] - ===> Epoch[142](3668/26): Loss 0.0650, Sem 0.2695, dir -0.6489, norm 0.4444, swav 0.0000 LR: 6.628e-02 Score 91.025 Data time: 0.2289, Forward time: 2.2762, Backward time: 3.0859, DDP time: 0.0042, Total iter time: 5.2859 [2020-11-05 19:49:22,832][root][INFO] - ===> Epoch[142](3669/26): Loss 0.0166, Sem 0.2634, dir -0.6664, norm 0.4196, swav 0.0000 LR: 6.627e-02 Score 91.982 Data time: 0.2354, Forward time: 2.2762, Backward time: 3.0857, DDP time: 0.0042, Total iter time: 4.9403 [2020-11-05 19:49:29,307][root][INFO] - ===> Epoch[142](3670/26): Loss 0.1315, Sem 0.3518, dir -0.6421, norm 0.4218, swav 0.0000 LR: 6.627e-02 Score 89.530 Data time: 0.1901, Forward time: 2.2761, Backward time: 3.0859, DDP time: 0.0042, Total iter time: 6.3733 [2020-11-05 19:49:34,461][root][INFO] - ===> Epoch[142](3671/26): Loss 0.0481, Sem 0.2963, dir -0.6430, norm 0.3949, swav 0.0000 LR: 6.626e-02 Score 90.706 Data time: 0.2138, Forward time: 2.2761, Backward time: 3.0857, DDP time: 0.0042, Total iter time: 5.0418 [2020-11-05 19:49:39,535][root][INFO] - ===> Epoch[142](3672/26): Loss 0.0497, Sem 0.3106, dir -0.6667, norm 0.4058, swav 0.0000 LR: 6.625e-02 Score 90.127 Data time: 0.2265, Forward time: 2.2761, Backward time: 3.0855, DDP time: 0.0042, Total iter time: 4.9504 [2020-11-05 19:49:45,216][root][INFO] - ===> Epoch[142](3673/26): Loss 0.1118, Sem 0.3583, dir -0.6811, norm 0.4346, swav 0.0000 LR: 6.624e-02 Score 89.483 Data time: 0.2223, Forward time: 2.2762, Backward time: 3.0855, DDP time: 0.0042, Total iter time: 5.5798 [2020-11-05 19:49:51,205][root][INFO] - ===> Epoch[142](3674/26): Loss 0.0426, Sem 0.2782, dir -0.6422, norm 0.4065, swav 0.0000 LR: 6.623e-02 Score 91.166 Data time: 0.1763, Forward time: 2.2761, Backward time: 3.0856, DDP time: 0.0042, Total iter time: 5.8802 [2020-11-05 19:49:56,388][root][INFO] - ===> Epoch[142](3675/26): Loss -0.0121, Sem 0.2882, dir -0.7049, norm 0.4047, swav 0.0000 LR: 6.622e-02 Score 90.855 Data time: 0.2510, Forward time: 2.2761, Backward time: 3.0854, DDP time: 0.0042, Total iter time: 5.0898 [2020-11-05 19:50:02,584][root][INFO] - ===> Epoch[142](3676/26): Loss -0.0222, Sem 0.2828, dir -0.6837, norm 0.3788, swav 0.0000 LR: 6.621e-02 Score 91.653 Data time: 0.2004, Forward time: 2.2761, Backward time: 3.0856, DDP time: 0.0042, Total iter time: 6.0822 [2020-11-05 19:50:07,468][root][INFO] - ===> Epoch[142](3677/26): Loss 0.0290, Sem 0.2686, dir -0.6603, norm 0.4208, swav 0.0000 LR: 6.620e-02 Score 91.832 Data time: 0.1716, Forward time: 2.2760, Backward time: 3.0854, DDP time: 0.0042, Total iter time: 4.7870 [2020-11-05 19:50:14,825][root][INFO] - ===> Epoch[142](3678/26): Loss 0.0691, Sem 0.2880, dir -0.6444, norm 0.4255, swav 0.0000 LR: 6.619e-02 Score 90.519 Data time: 0.1652, Forward time: 2.2759, Backward time: 3.0860, DDP time: 0.0042, Total iter time: 7.2567 [2020-11-05 19:50:19,755][root][INFO] - ===> Epoch[142](3679/26): Loss 0.1037, Sem 0.3515, dir -0.6723, norm 0.4246, swav 0.0000 LR: 6.618e-02 Score 89.084 Data time: 0.1483, Forward time: 2.2757, Backward time: 3.0860, DDP time: 0.0042, Total iter time: 4.8472 [2020-11-05 19:50:25,978][root][INFO] - ===> Epoch[142](3680/26): Loss 0.0003, Sem 0.2864, dir -0.6839, norm 0.3978, swav 0.0000 LR: 6.617e-02 Score 91.142 Data time: 0.2044, Forward time: 2.2756, Backward time: 3.0861, DDP time: 0.0042, Total iter time: 6.1337 [2020-11-05 19:50:33,172][root][INFO] - ===> Epoch[142](3681/26): Loss 0.1129, Sem 0.3094, dir -0.6501, norm 0.4536, swav 0.0000 LR: 6.616e-02 Score 90.502 Data time: 0.1979, Forward time: 2.2756, Backward time: 3.0866, DDP time: 0.0042, Total iter time: 7.0757 [2020-11-05 19:50:39,493][root][INFO] - ===> Epoch[142](3682/26): Loss -0.0047, Sem 0.2536, dir -0.6933, norm 0.4350, swav 0.0000 LR: 6.615e-02 Score 92.320 Data time: 0.1686, Forward time: 2.2754, Backward time: 3.0869, DDP time: 0.0042, Total iter time: 6.2127 [2020-11-05 19:50:44,525][root][INFO] - ===> Epoch[142](3683/26): Loss -0.0004, Sem 0.2791, dir -0.7027, norm 0.4231, swav 0.0000 LR: 6.614e-02 Score 90.879 Data time: 0.1835, Forward time: 2.2753, Backward time: 3.0868, DDP time: 0.0042, Total iter time: 4.9396 [2020-11-05 19:50:49,835][root][INFO] - ===> Epoch[142](3684/26): Loss -0.0232, Sem 0.2609, dir -0.7113, norm 0.4272, swav 0.0000 LR: 6.613e-02 Score 91.497 Data time: 0.2011, Forward time: 2.2753, Backward time: 3.0867, DDP time: 0.0042, Total iter time: 5.2203 [2020-11-05 19:50:54,994][root][INFO] - ===> Epoch[142](3685/26): Loss -0.0135, Sem 0.2970, dir -0.7093, norm 0.3989, swav 0.0000 LR: 6.612e-02 Score 89.981 Data time: 0.1852, Forward time: 2.2752, Backward time: 3.0867, DDP time: 0.0042, Total iter time: 5.0416 [2020-11-05 19:51:01,195][root][INFO] - ===> Epoch[142](3686/26): Loss 0.0686, Sem 0.3090, dir -0.6927, norm 0.4523, swav 0.0000 LR: 6.611e-02 Score 90.840 Data time: 0.1715, Forward time: 2.2751, Backward time: 3.0868, DDP time: 0.0042, Total iter time: 6.0793 [2020-11-05 19:51:06,417][root][INFO] - ===> Epoch[142](3687/26): Loss 0.0908, Sem 0.3515, dir -0.6608, norm 0.4001, swav 0.0000 LR: 6.611e-02 Score 88.727 Data time: 0.1316, Forward time: 2.2749, Backward time: 3.0870, DDP time: 0.0042, Total iter time: 5.1224 [2020-11-05 19:51:11,932][root][INFO] - ===> Epoch[142](3688/26): Loss 0.0420, Sem 0.2965, dir -0.6548, norm 0.4002, swav 0.0000 LR: 6.610e-02 Score 89.741 Data time: 0.1822, Forward time: 2.2747, Backward time: 3.0871, DDP time: 0.0042, Total iter time: 5.4437 [2020-11-05 19:51:17,681][root][INFO] - ===> Epoch[142](3689/26): Loss 0.1236, Sem 0.3431, dir -0.6703, norm 0.4508, swav 0.0000 LR: 6.609e-02 Score 88.890 Data time: 0.2642, Forward time: 2.2748, Backward time: 3.0869, DDP time: 0.0042, Total iter time: 5.6193 [2020-11-05 19:51:23,001][root][INFO] - ===> Epoch[142](3690/26): Loss 0.0526, Sem 0.3244, dir -0.6852, norm 0.4134, swav 0.0000 LR: 6.608e-02 Score 89.860 Data time: 0.2466, Forward time: 2.2749, Backward time: 3.0867, DDP time: 0.0042, Total iter time: 5.1937 [2020-11-05 19:51:28,822][root][INFO] - ===> Epoch[142](3691/26): Loss 0.0151, Sem 0.3031, dir -0.6909, norm 0.4029, swav 0.0000 LR: 6.607e-02 Score 90.698 Data time: 0.1707, Forward time: 2.2748, Backward time: 3.0868, DDP time: 0.0042, Total iter time: 5.7027 [2020-11-05 19:51:34,906][root][INFO] - ===> Epoch[142](3692/26): Loss 0.0196, Sem 0.2918, dir -0.6620, norm 0.3898, swav 0.0000 LR: 6.606e-02 Score 90.260 Data time: 0.2995, Forward time: 2.2750, Backward time: 3.0867, DDP time: 0.0042, Total iter time: 5.9691 [2020-11-05 19:51:41,476][root][INFO] - ===> Epoch[143](3693/26): Loss -0.0078, Sem 0.2862, dir -0.7063, norm 0.4123, swav 0.0000 LR: 6.605e-02 Score 90.955 Data time: 0.2468, Forward time: 2.2751, Backward time: 3.0869, DDP time: 0.0042, Total iter time: 6.4512 [2020-11-05 19:51:47,733][root][INFO] - ===> Epoch[143](3694/26): Loss 0.1129, Sem 0.3034, dir -0.6419, norm 0.4514, swav 0.0000 LR: 6.604e-02 Score 90.160 Data time: 0.1938, Forward time: 2.2750, Backward time: 3.0870, DDP time: 0.0042, Total iter time: 6.1374 [2020-11-05 19:51:53,849][root][INFO] - ===> Epoch[143](3695/26): Loss 0.0829, Sem 0.3081, dir -0.6501, norm 0.4249, swav 0.0000 LR: 6.603e-02 Score 90.362 Data time: 0.2079, Forward time: 2.2750, Backward time: 3.0872, DDP time: 0.0042, Total iter time: 5.9893 [2020-11-05 19:51:58,542][root][INFO] - ===> Epoch[143](3696/26): Loss 0.0398, Sem 0.2911, dir -0.6752, norm 0.4240, swav 0.0000 LR: 6.602e-02 Score 91.368 Data time: 0.2152, Forward time: 2.2750, Backward time: 3.0869, DDP time: 0.0042, Total iter time: 4.5508 [2020-11-05 19:52:05,157][root][INFO] - ===> Epoch[143](3697/26): Loss 0.1750, Sem 0.3728, dir -0.6509, norm 0.4530, swav 0.0000 LR: 6.601e-02 Score 89.018 Data time: 0.2571, Forward time: 2.2751, Backward time: 3.0870, DDP time: 0.0042, Total iter time: 6.4920 [2020-11-05 19:52:11,539][root][INFO] - ===> Epoch[143](3698/26): Loss 0.1272, Sem 0.3221, dir -0.6381, norm 0.4432, swav 0.0000 LR: 6.600e-02 Score 90.021 Data time: 0.3003, Forward time: 2.2753, Backward time: 3.0869, DDP time: 0.0042, Total iter time: 6.2593 [2020-11-05 19:52:17,849][root][INFO] - ===> Epoch[143](3699/26): Loss 0.0455, Sem 0.3128, dir -0.6726, norm 0.4053, swav 0.0000 LR: 6.599e-02 Score 89.902 Data time: 0.2273, Forward time: 2.2754, Backward time: 3.0870, DDP time: 0.0042, Total iter time: 6.1571 [2020-11-05 19:52:23,616][root][INFO] - ===> Epoch[143](3700/26): Loss 0.1203, Sem 0.2883, dir -0.6548, norm 0.4868, swav 0.0000 LR: 6.598e-02 Score 91.057 Data time: 0.2186, Forward time: 2.2754, Backward time: 3.0869, DDP time: 0.0042, Total iter time: 5.6421 [2020-11-05 19:52:29,379][root][INFO] - ===> Epoch[143](3701/26): Loss 0.0355, Sem 0.3116, dir -0.7104, norm 0.4342, swav 0.0000 LR: 6.597e-02 Score 90.797 Data time: 0.2256, Forward time: 2.2754, Backward time: 3.0869, DDP time: 0.0042, Total iter time: 5.6330 [2020-11-05 19:52:34,335][root][INFO] - ===> Epoch[143](3702/26): Loss -0.0557, Sem 0.2505, dir -0.6856, norm 0.3794, swav 0.0000 LR: 6.596e-02 Score 92.342 Data time: 0.2438, Forward time: 2.2755, Backward time: 3.0867, DDP time: 0.0042, Total iter time: 4.8386 [2020-11-05 19:52:39,452][root][INFO] - ===> Epoch[143](3703/26): Loss -0.0016, Sem 0.2904, dir -0.6972, norm 0.4052, swav 0.0000 LR: 6.595e-02 Score 91.495 Data time: 0.2292, Forward time: 2.2754, Backward time: 3.0865, DDP time: 0.0042, Total iter time: 5.0018 [2020-11-05 19:52:45,321][root][INFO] - ===> Epoch[143](3704/26): Loss 0.0317, Sem 0.2396, dir -0.6546, norm 0.4466, swav 0.0000 LR: 6.594e-02 Score 92.285 Data time: 0.2897, Forward time: 2.2756, Backward time: 3.0863, DDP time: 0.0042, Total iter time: 5.7281 [2020-11-05 19:52:50,591][root][INFO] - ===> Epoch[143](3705/26): Loss 0.0056, Sem 0.2750, dir -0.6827, norm 0.4133, swav 0.0000 LR: 6.594e-02 Score 91.599 Data time: 0.2386, Forward time: 2.2758, Backward time: 3.0861, DDP time: 0.0042, Total iter time: 5.1251 [2020-11-05 19:52:56,761][root][INFO] - ===> Epoch[143](3706/26): Loss 0.0576, Sem 0.2880, dir -0.6819, norm 0.4515, swav 0.0000 LR: 6.593e-02 Score 90.916 Data time: 0.1677, Forward time: 2.2756, Backward time: 3.0863, DDP time: 0.0042, Total iter time: 6.0614 [2020-11-05 19:53:03,266][root][INFO] - ===> Epoch[143](3707/26): Loss 0.1157, Sem 0.3657, dir -0.6791, norm 0.4292, swav 0.0000 LR: 6.592e-02 Score 89.019 Data time: 0.2823, Forward time: 2.2757, Backward time: 3.0864, DDP time: 0.0042, Total iter time: 6.4128 [2020-11-05 19:53:10,607][root][INFO] - ===> Epoch[143](3708/26): Loss 0.0755, Sem 0.2935, dir -0.6473, norm 0.4293, swav 0.0000 LR: 6.591e-02 Score 91.210 Data time: 0.3803, Forward time: 2.2761, Backward time: 3.0865, DDP time: 0.0042, Total iter time: 7.2317 [2020-11-05 19:53:16,838][root][INFO] - ===> Epoch[143](3709/26): Loss -0.0080, Sem 0.2899, dir -0.6950, norm 0.3970, swav 0.0000 LR: 6.590e-02 Score 91.485 Data time: 0.2358, Forward time: 2.2762, Backward time: 3.0864, DDP time: 0.0042, Total iter time: 6.0893 [2020-11-05 19:53:22,151][root][INFO] - ===> Epoch[143](3710/26): Loss 0.0021, Sem 0.3030, dir -0.6887, norm 0.3878, swav 0.0000 LR: 6.589e-02 Score 89.686 Data time: 0.2311, Forward time: 2.2761, Backward time: 3.0864, DDP time: 0.0042, Total iter time: 5.2024 [2020-11-05 19:53:27,786][root][INFO] - ===> Epoch[143](3711/26): Loss 0.0513, Sem 0.3016, dir -0.6568, norm 0.4066, swav 0.0000 LR: 6.588e-02 Score 90.921 Data time: 0.1354, Forward time: 2.2759, Backward time: 3.0865, DDP time: 0.0042, Total iter time: 5.5391 [2020-11-05 19:53:34,386][root][INFO] - ===> Epoch[143](3712/26): Loss 0.0905, Sem 0.3425, dir -0.6839, norm 0.4319, swav 0.0000 LR: 6.587e-02 Score 89.020 Data time: 0.1778, Forward time: 2.2758, Backward time: 3.0869, DDP time: 0.0042, Total iter time: 6.5328 [2020-11-05 19:53:40,119][root][INFO] - ===> Epoch[143](3713/26): Loss 0.0167, Sem 0.2879, dir -0.6732, norm 0.4020, swav 0.0000 LR: 6.586e-02 Score 90.909 Data time: 0.2320, Forward time: 2.2758, Backward time: 3.0869, DDP time: 0.0042, Total iter time: 5.6535 [2020-11-05 19:53:46,682][root][INFO] - ===> Epoch[143](3714/26): Loss 0.0713, Sem 0.3073, dir -0.6373, norm 0.4012, swav 0.0000 LR: 6.585e-02 Score 90.273 Data time: 0.2286, Forward time: 2.2758, Backward time: 3.0871, DDP time: 0.0042, Total iter time: 6.4459 [2020-11-05 19:53:53,081][root][INFO] - ===> Epoch[143](3715/26): Loss 0.0258, Sem 0.2887, dir -0.6889, norm 0.4260, swav 0.0000 LR: 6.584e-02 Score 90.219 Data time: 0.2081, Forward time: 2.2758, Backward time: 3.0872, DDP time: 0.0042, Total iter time: 6.2768 [2020-11-05 19:53:58,869][root][INFO] - ===> Epoch[143](3716/26): Loss 0.0285, Sem 0.3109, dir -0.6854, norm 0.4030, swav 0.0000 LR: 6.583e-02 Score 90.283 Data time: 0.1938, Forward time: 2.2758, Backward time: 3.0873, DDP time: 0.0042, Total iter time: 5.6771 [2020-11-05 19:54:05,051][root][INFO] - ===> Epoch[143](3717/26): Loss 0.0939, Sem 0.3259, dir -0.6791, norm 0.4471, swav 0.0000 LR: 6.582e-02 Score 90.689 Data time: 0.1927, Forward time: 2.2757, Backward time: 3.0875, DDP time: 0.0042, Total iter time: 6.0983 [2020-11-05 19:54:09,657][root][INFO] - ===> Epoch[143](3718/26): Loss 0.1012, Sem 0.3688, dir -0.6774, norm 0.4098, swav 0.0000 LR: 6.581e-02 Score 88.602 Data time: 0.2325, Forward time: 2.2757, Backward time: 3.0872, DDP time: 0.0042, Total iter time: 4.5144 [2020-11-05 19:54:14,750][root][INFO] - ===> Epoch[144](3719/26): Loss 0.0586, Sem 0.2857, dir -0.6568, norm 0.4296, swav 0.0000 LR: 6.580e-02 Score 90.656 Data time: 0.2357, Forward time: 2.2757, Backward time: 3.0870, DDP time: 0.0042, Total iter time: 4.9922 [2020-11-05 19:54:20,543][root][INFO] - ===> Epoch[144](3720/26): Loss 0.0666, Sem 0.3357, dir -0.6861, norm 0.4170, swav 0.0000 LR: 6.579e-02 Score 90.523 Data time: 0.2715, Forward time: 2.2758, Backward time: 3.0869, DDP time: 0.0042, Total iter time: 5.6803 [2020-11-05 19:54:27,013][root][INFO] - ===> Epoch[144](3721/26): Loss 0.0137, Sem 0.2910, dir -0.6763, norm 0.3990, swav 0.0000 LR: 6.578e-02 Score 90.575 Data time: 0.2977, Forward time: 2.2760, Backward time: 3.0869, DDP time: 0.0042, Total iter time: 6.3355 [2020-11-05 19:54:32,777][root][INFO] - ===> Epoch[144](3722/26): Loss 0.0072, Sem 0.2783, dir -0.6831, norm 0.4121, swav 0.0000 LR: 6.578e-02 Score 90.915 Data time: 0.2554, Forward time: 2.2762, Backward time: 3.0867, DDP time: 0.0042, Total iter time: 5.6406 [2020-11-05 19:54:38,236][root][INFO] - ===> Epoch[144](3723/26): Loss -0.0091, Sem 0.2594, dir -0.6586, norm 0.3901, swav 0.0000 LR: 6.577e-02 Score 91.986 Data time: 0.1865, Forward time: 2.2761, Backward time: 3.0867, DDP time: 0.0042, Total iter time: 5.3267 [2020-11-05 19:54:43,523][root][INFO] - ===> Epoch[144](3724/26): Loss 0.0570, Sem 0.3516, dir -0.7030, norm 0.4085, swav 0.0000 LR: 6.576e-02 Score 88.777 Data time: 0.1665, Forward time: 2.2759, Backward time: 3.0867, DDP time: 0.0042, Total iter time: 5.1829 [2020-11-05 19:54:48,296][root][INFO] - ===> Epoch[144](3725/26): Loss 0.0387, Sem 0.3050, dir -0.6930, norm 0.4268, swav 0.0000 LR: 6.575e-02 Score 90.284 Data time: 0.2084, Forward time: 2.2759, Backward time: 3.0865, DDP time: 0.0042, Total iter time: 4.6993 [2020-11-05 19:54:53,438][root][INFO] - ===> Epoch[144](3726/26): Loss 0.0452, Sem 0.2794, dir -0.6719, norm 0.4377, swav 0.0000 LR: 6.574e-02 Score 90.807 Data time: 0.1960, Forward time: 2.2758, Backward time: 3.0864, DDP time: 0.0042, Total iter time: 5.0341 [2020-11-05 19:54:59,716][root][INFO] - ===> Epoch[144](3727/26): Loss 0.0291, Sem 0.2956, dir -0.6771, norm 0.4106, swav 0.0000 LR: 6.573e-02 Score 91.245 Data time: 0.1637, Forward time: 2.2757, Backward time: 3.0867, DDP time: 0.0042, Total iter time: 6.1631 [2020-11-05 19:55:04,954][root][INFO] - ===> Epoch[144](3728/26): Loss 0.1199, Sem 0.3190, dir -0.6353, norm 0.4362, swav 0.0000 LR: 6.572e-02 Score 90.976 Data time: 0.1822, Forward time: 2.2756, Backward time: 3.0866, DDP time: 0.0042, Total iter time: 5.1324 [2020-11-05 19:55:11,707][root][INFO] - ===> Epoch[144](3729/26): Loss 0.0472, Sem 0.3039, dir -0.6630, norm 0.4064, swav 0.0000 LR: 6.571e-02 Score 91.101 Data time: 0.2484, Forward time: 2.2757, Backward time: 3.0868, DDP time: 0.0042, Total iter time: 6.6349 [2020-11-05 19:55:18,159][root][INFO] - ===> Epoch[144](3730/26): Loss -0.0386, Sem 0.2855, dir -0.7344, norm 0.4103, swav 0.0000 LR: 6.570e-02 Score 91.086 Data time: 0.2068, Forward time: 2.2756, Backward time: 3.0870, DDP time: 0.0042, Total iter time: 6.3163 [2020-11-05 19:55:24,752][root][INFO] - ===> Epoch[144](3731/26): Loss -0.0186, Sem 0.2693, dir -0.7073, norm 0.4194, swav 0.0000 LR: 6.569e-02 Score 92.111 Data time: 0.3483, Forward time: 2.2759, Backward time: 3.0870, DDP time: 0.0042, Total iter time: 6.4713 [2020-11-05 19:55:29,091][root][INFO] - ===> Epoch[144](3732/26): Loss 0.0401, Sem 0.2924, dir -0.6570, norm 0.4047, swav 0.0000 LR: 6.568e-02 Score 91.150 Data time: 0.1964, Forward time: 2.2759, Backward time: 3.0866, DDP time: 0.0042, Total iter time: 4.1948 [2020-11-05 19:55:34,644][root][INFO] - ===> Epoch[144](3733/26): Loss 0.0465, Sem 0.2728, dir -0.6415, norm 0.4152, swav 0.0000 LR: 6.567e-02 Score 91.233 Data time: 0.2332, Forward time: 2.2759, Backward time: 3.0866, DDP time: 0.0042, Total iter time: 5.4404 [2020-11-05 19:55:40,938][root][INFO] - ===> Epoch[144](3734/26): Loss 0.0257, Sem 0.2459, dir -0.6269, norm 0.4067, swav 0.0000 LR: 6.566e-02 Score 91.975 Data time: 0.1967, Forward time: 2.2758, Backward time: 3.0868, DDP time: 0.0042, Total iter time: 6.1468 [2020-11-05 19:55:46,984][root][INFO] - ===> Epoch[144](3735/26): Loss -0.0118, Sem 0.2690, dir -0.6841, norm 0.4033, swav 0.0000 LR: 6.565e-02 Score 91.448 Data time: 0.2412, Forward time: 2.2758, Backward time: 3.0868, DDP time: 0.0042, Total iter time: 5.9449 [2020-11-05 19:55:52,807][root][INFO] - ===> Epoch[144](3736/26): Loss 0.0546, Sem 0.2993, dir -0.6706, norm 0.4259, swav 0.0000 LR: 6.564e-02 Score 90.655 Data time: 0.2214, Forward time: 2.2758, Backward time: 3.0868, DDP time: 0.0042, Total iter time: 5.7032 [2020-11-05 19:55:58,151][root][INFO] - ===> Epoch[144](3737/26): Loss 0.0251, Sem 0.3120, dir -0.6896, norm 0.4028, swav 0.0000 LR: 6.563e-02 Score 90.964 Data time: 0.2051, Forward time: 2.2758, Backward time: 3.0867, DDP time: 0.0042, Total iter time: 5.2278 [2020-11-05 19:56:04,686][root][INFO] - ===> Epoch[144](3738/26): Loss -0.0207, Sem 0.3014, dir -0.7318, norm 0.4096, swav 0.0000 LR: 6.562e-02 Score 90.679 Data time: 0.1495, Forward time: 2.2757, Backward time: 3.0870, DDP time: 0.0042, Total iter time: 6.3977 [2020-11-05 19:56:10,567][root][INFO] - ===> Epoch[144](3739/26): Loss 0.0480, Sem 0.3080, dir -0.6709, norm 0.4109, swav 0.0000 LR: 6.561e-02 Score 90.283 Data time: 0.1816, Forward time: 2.2756, Backward time: 3.0872, DDP time: 0.0042, Total iter time: 5.8022 [2020-11-05 19:56:16,034][root][INFO] - ===> Epoch[144](3740/26): Loss -0.0658, Sem 0.2908, dir -0.7497, norm 0.3931, swav 0.0000 LR: 6.561e-02 Score 90.970 Data time: 0.2645, Forward time: 2.2756, Backward time: 3.0871, DDP time: 0.0042, Total iter time: 5.3502 [2020-11-05 19:56:22,202][root][INFO] - ===> Epoch[144](3741/26): Loss 0.1043, Sem 0.3014, dir -0.6571, norm 0.4600, swav 0.0000 LR: 6.560e-02 Score 90.748 Data time: 0.2826, Forward time: 2.2757, Backward time: 3.0870, DDP time: 0.0042, Total iter time: 6.0525 [2020-11-05 19:56:29,231][root][INFO] - ===> Epoch[144](3742/26): Loss 0.0106, Sem 0.2496, dir -0.6512, norm 0.4122, swav 0.0000 LR: 6.559e-02 Score 92.172 Data time: 0.3474, Forward time: 2.2761, Backward time: 3.0870, DDP time: 0.0042, Total iter time: 6.9001 [2020-11-05 19:56:34,684][root][INFO] - ===> Epoch[144](3743/26): Loss 0.0419, Sem 0.3050, dir -0.6947, norm 0.4316, swav 0.0000 LR: 6.558e-02 Score 90.416 Data time: 0.2050, Forward time: 2.2761, Backward time: 3.0869, DDP time: 0.0042, Total iter time: 5.2877 [2020-11-05 19:56:39,600][root][INFO] - ===> Epoch[144](3744/26): Loss 0.0437, Sem 0.2985, dir -0.6778, norm 0.4230, swav 0.0000 LR: 6.557e-02 Score 90.944 Data time: 0.2150, Forward time: 2.2760, Backward time: 3.0867, DDP time: 0.0042, Total iter time: 4.7980 [2020-11-05 19:56:44,386][root][INFO] - ===> Epoch[145](3745/26): Loss 0.0208, Sem 0.2514, dir -0.6744, norm 0.4437, swav 0.0000 LR: 6.556e-02 Score 91.812 Data time: 0.2069, Forward time: 2.2761, Backward time: 3.0865, DDP time: 0.0042, Total iter time: 4.6877 [2020-11-05 19:56:49,861][root][INFO] - ===> Epoch[145](3746/26): Loss -0.0049, Sem 0.2938, dir -0.7079, norm 0.4092, swav 0.0000 LR: 6.555e-02 Score 91.075 Data time: 0.1478, Forward time: 2.2759, Backward time: 3.0866, DDP time: 0.0042, Total iter time: 5.3640 [2020-11-05 19:56:55,880][root][INFO] - ===> Epoch[145](3747/26): Loss 0.0434, Sem 0.2841, dir -0.6777, norm 0.4371, swav 0.0000 LR: 6.554e-02 Score 91.062 Data time: 0.2266, Forward time: 2.2759, Backward time: 3.0866, DDP time: 0.0042, Total iter time: 5.9455 [2020-11-05 19:57:00,972][root][INFO] - ===> Epoch[145](3748/26): Loss -0.0123, Sem 0.3040, dir -0.6792, norm 0.3629, swav 0.0000 LR: 6.553e-02 Score 90.855 Data time: 0.2329, Forward time: 2.2759, Backward time: 3.0864, DDP time: 0.0042, Total iter time: 4.9812 [2020-11-05 19:57:06,927][root][INFO] - ===> Epoch[145](3749/26): Loss 0.1541, Sem 0.4272, dir -0.6804, norm 0.4073, swav 0.0000 LR: 6.552e-02 Score 87.076 Data time: 0.1921, Forward time: 2.2759, Backward time: 3.0865, DDP time: 0.0042, Total iter time: 5.8490 [2020-11-05 19:57:12,578][root][INFO] - ===> Epoch[145](3750/26): Loss 0.0150, Sem 0.3087, dir -0.6860, norm 0.3923, swav 0.0000 LR: 6.551e-02 Score 90.246 Data time: 0.2107, Forward time: 2.2758, Backward time: 3.0866, DDP time: 0.0042, Total iter time: 5.5385 [2020-11-05 19:57:18,619][root][INFO] - ===> Epoch[145](3751/26): Loss -0.0753, Sem 0.2227, dir -0.7008, norm 0.4028, swav 0.0000 LR: 6.550e-02 Score 93.497 Data time: 0.2431, Forward time: 2.2759, Backward time: 3.0866, DDP time: 0.0042, Total iter time: 5.9640 [2020-11-05 19:57:25,456][root][INFO] - ===> Epoch[145](3752/26): Loss 0.0155, Sem 0.3029, dir -0.6831, norm 0.3958, swav 0.0000 LR: 6.549e-02 Score 90.720 Data time: 0.2522, Forward time: 2.2760, Backward time: 3.0867, DDP time: 0.0042, Total iter time: 6.7255 [2020-11-05 19:57:31,063][root][INFO] - ===> Epoch[145](3753/26): Loss -0.0418, Sem 0.2686, dir -0.6811, norm 0.3707, swav 0.0000 LR: 6.548e-02 Score 91.450 Data time: 0.1223, Forward time: 2.2758, Backward time: 3.0869, DDP time: 0.0042, Total iter time: 5.4623 [2020-11-05 19:57:36,162][root][INFO] - ===> Epoch[145](3754/26): Loss 0.0297, Sem 0.3155, dir -0.6865, norm 0.4007, swav 0.0000 LR: 6.547e-02 Score 90.205 Data time: 0.1242, Forward time: 2.2755, Backward time: 3.0871, DDP time: 0.0042, Total iter time: 5.0113 [2020-11-05 19:57:41,755][root][INFO] - ===> Epoch[145](3755/26): Loss 0.0509, Sem 0.3366, dir -0.6902, norm 0.4044, swav 0.0000 LR: 6.546e-02 Score 90.349 Data time: 0.1933, Forward time: 2.2755, Backward time: 3.0871, DDP time: 0.0042, Total iter time: 5.5831 [2020-11-05 19:57:47,469][root][INFO] - ===> Epoch[145](3756/26): Loss 0.0398, Sem 0.3449, dir -0.7146, norm 0.4096, swav 0.0000 LR: 6.545e-02 Score 89.890 Data time: 0.2263, Forward time: 2.2754, Backward time: 3.0871, DDP time: 0.0042, Total iter time: 5.6125 [2020-11-05 19:57:53,517][root][INFO] - ===> Epoch[145](3757/26): Loss 0.0121, Sem 0.2856, dir -0.6869, norm 0.4134, swav 0.0000 LR: 6.545e-02 Score 90.176 Data time: 0.2654, Forward time: 2.2755, Backward time: 3.0871, DDP time: 0.0042, Total iter time: 5.9781 [2020-11-05 19:57:59,420][root][INFO] - ===> Epoch[145](3758/26): Loss 0.0055, Sem 0.2896, dir -0.6927, norm 0.4085, swav 0.0000 LR: 6.544e-02 Score 90.748 Data time: 0.2435, Forward time: 2.2755, Backward time: 3.0872, DDP time: 0.0042, Total iter time: 5.7895 [2020-11-05 19:58:04,691][root][INFO] - ===> Epoch[145](3759/26): Loss -0.0119, Sem 0.2680, dir -0.6761, norm 0.3962, swav 0.0000 LR: 6.543e-02 Score 91.108 Data time: 0.2401, Forward time: 2.2755, Backward time: 3.0870, DDP time: 0.0042, Total iter time: 5.1766 [2020-11-05 19:58:12,054][root][INFO] - ===> Epoch[145](3760/26): Loss 0.0782, Sem 0.3073, dir -0.6970, norm 0.4678, swav 0.0000 LR: 6.542e-02 Score 91.102 Data time: 0.2147, Forward time: 2.2755, Backward time: 3.0874, DDP time: 0.0042, Total iter time: 7.2573 [2020-11-05 19:58:17,326][root][INFO] - ===> Epoch[145](3761/26): Loss 0.0275, Sem 0.2667, dir -0.6552, norm 0.4160, swav 0.0000 LR: 6.541e-02 Score 91.708 Data time: 0.2306, Forward time: 2.2755, Backward time: 3.0873, DDP time: 0.0042, Total iter time: 5.1625 [2020-11-05 19:58:23,336][root][INFO] - ===> Epoch[145](3762/26): Loss -0.0044, Sem 0.2858, dir -0.7002, norm 0.4100, swav 0.0000 LR: 6.540e-02 Score 90.867 Data time: 0.2565, Forward time: 2.2756, Backward time: 3.0872, DDP time: 0.0042, Total iter time: 5.8992 [2020-11-05 19:58:29,761][root][INFO] - ===> Epoch[145](3763/26): Loss 0.0140, Sem 0.2903, dir -0.6832, norm 0.4069, swav 0.0000 LR: 6.539e-02 Score 90.646 Data time: 0.1897, Forward time: 2.2755, Backward time: 3.0875, DDP time: 0.0042, Total iter time: 6.2926 [2020-11-05 19:58:34,894][root][INFO] - ===> Epoch[145](3764/26): Loss -0.0804, Sem 0.2378, dir -0.7147, norm 0.3965, swav 0.0000 LR: 6.538e-02 Score 92.119 Data time: 0.1835, Forward time: 2.2754, Backward time: 3.0874, DDP time: 0.0042, Total iter time: 5.0281 [2020-11-05 19:58:40,137][root][INFO] - ===> Epoch[145](3765/26): Loss -0.0031, Sem 0.3004, dir -0.6935, norm 0.3900, swav 0.0000 LR: 6.537e-02 Score 90.423 Data time: 0.2217, Forward time: 2.2754, Backward time: 3.0873, DDP time: 0.0042, Total iter time: 5.1472 [2020-11-05 19:58:45,432][root][INFO] - ===> Epoch[145](3766/26): Loss -0.0551, Sem 0.2280, dir -0.6831, norm 0.4000, swav 0.0000 LR: 6.536e-02 Score 92.690 Data time: 0.1895, Forward time: 2.2753, Backward time: 3.0873, DDP time: 0.0042, Total iter time: 5.1746 [2020-11-05 19:58:50,337][root][INFO] - ===> Epoch[145](3767/26): Loss -0.0051, Sem 0.3039, dir -0.6988, norm 0.3898, swav 0.0000 LR: 6.535e-02 Score 91.011 Data time: 0.1705, Forward time: 2.2752, Backward time: 3.0872, DDP time: 0.0042, Total iter time: 4.8159 [2020-11-05 19:58:57,782][root][INFO] - ===> Epoch[145](3768/26): Loss 0.0406, Sem 0.2977, dir -0.6600, norm 0.4028, swav 0.0000 LR: 6.534e-02 Score 89.949 Data time: 0.2037, Forward time: 2.2751, Backward time: 3.0877, DDP time: 0.0042, Total iter time: 7.3478 [2020-11-05 19:59:03,210][root][INFO] - ===> Epoch[145](3769/26): Loss 0.0886, Sem 0.3316, dir -0.6731, norm 0.4300, swav 0.0000 LR: 6.533e-02 Score 90.032 Data time: 0.2286, Forward time: 2.2751, Backward time: 3.0876, DDP time: 0.0042, Total iter time: 5.3086 [2020-11-05 19:59:08,840][root][INFO] - ===> Epoch[145](3770/26): Loss -0.0730, Sem 0.2343, dir -0.6946, norm 0.3872, swav 0.0000 LR: 6.532e-02 Score 91.840 Data time: 0.3216, Forward time: 2.2753, Backward time: 3.0874, DDP time: 0.0042, Total iter time: 5.5111 [2020-11-05 19:59:15,351][root][INFO] - ===> Epoch[146](3771/26): Loss 0.0417, Sem 0.3099, dir -0.6674, norm 0.3992, swav 0.0000 LR: 6.531e-02 Score 89.792 Data time: 0.2371, Forward time: 2.2753, Backward time: 3.0875, DDP time: 0.0042, Total iter time: 6.4016 [2020-11-05 19:59:19,888][root][INFO] - ===> Epoch[146](3772/26): Loss 0.0439, Sem 0.3089, dir -0.6741, norm 0.4092, swav 0.0000 LR: 6.530e-02 Score 90.227 Data time: 0.2355, Forward time: 2.2753, Backward time: 3.0872, DDP time: 0.0042, Total iter time: 4.4102 [2020-11-05 19:59:24,630][root][INFO] - ===> Epoch[146](3773/26): Loss 0.0136, Sem 0.2881, dir -0.6847, norm 0.4102, swav 0.0000 LR: 6.529e-02 Score 91.303 Data time: 0.2095, Forward time: 2.2754, Backward time: 3.0869, DDP time: 0.0042, Total iter time: 4.6446 [2020-11-05 19:59:31,235][root][INFO] - ===> Epoch[146](3774/26): Loss 0.1169, Sem 0.3089, dir -0.6540, norm 0.4620, swav 0.0000 LR: 6.528e-02 Score 90.331 Data time: 0.2036, Forward time: 2.2753, Backward time: 3.0872, DDP time: 0.0042, Total iter time: 6.4832 [2020-11-05 19:59:37,807][root][INFO] - ===> Epoch[146](3775/26): Loss 0.0976, Sem 0.3341, dir -0.6713, norm 0.4348, swav 0.0000 LR: 6.528e-02 Score 90.297 Data time: 0.1301, Forward time: 2.2751, Backward time: 3.0877, DDP time: 0.0042, Total iter time: 6.4596 [2020-11-05 19:59:43,654][root][INFO] - ===> Epoch[146](3776/26): Loss 0.1138, Sem 0.3567, dir -0.6904, norm 0.4476, swav 0.0000 LR: 6.527e-02 Score 89.155 Data time: 0.2351, Forward time: 2.2751, Backward time: 3.0877, DDP time: 0.0042, Total iter time: 5.7736 [2020-11-05 19:59:50,298][root][INFO] - ===> Epoch[146](3777/26): Loss 0.0671, Sem 0.3052, dir -0.6443, norm 0.4062, swav 0.0000 LR: 6.526e-02 Score 90.065 Data time: 0.2732, Forward time: 2.2752, Backward time: 3.0878, DDP time: 0.0042, Total iter time: 6.5406 [2020-11-05 19:59:55,388][root][INFO] - ===> Epoch[146](3778/26): Loss 0.0035, Sem 0.2621, dir -0.6911, norm 0.4325, swav 0.0000 LR: 6.525e-02 Score 91.385 Data time: 0.1937, Forward time: 2.2751, Backward time: 3.0877, DDP time: 0.0042, Total iter time: 4.9577 [2020-11-05 20:00:01,906][root][INFO] - ===> Epoch[146](3779/26): Loss 0.0265, Sem 0.2900, dir -0.6611, norm 0.3976, swav 0.0000 LR: 6.524e-02 Score 91.057 Data time: 0.3102, Forward time: 2.2753, Backward time: 3.0877, DDP time: 0.0042, Total iter time: 6.4194 [2020-11-05 20:00:08,464][root][INFO] - ===> Epoch[146](3780/26): Loss 0.0522, Sem 0.2972, dir -0.6735, norm 0.4285, swav 0.0000 LR: 6.523e-02 Score 90.124 Data time: 0.2364, Forward time: 2.2754, Backward time: 3.0878, DDP time: 0.0042, Total iter time: 6.4228 [2020-11-05 20:00:14,141][root][INFO] - ===> Epoch[146](3781/26): Loss 0.0234, Sem 0.3286, dir -0.7061, norm 0.4009, swav 0.0000 LR: 6.522e-02 Score 90.331 Data time: 0.1958, Forward time: 2.2753, Backward time: 3.0878, DDP time: 0.0042, Total iter time: 5.5213 [2020-11-05 20:00:20,340][root][INFO] - ===> Epoch[146](3782/26): Loss 0.0445, Sem 0.3046, dir -0.6757, norm 0.4156, swav 0.0000 LR: 6.521e-02 Score 90.053 Data time: 0.2252, Forward time: 2.2754, Backward time: 3.0879, DDP time: 0.0042, Total iter time: 6.1032 [2020-11-05 20:00:26,007][root][INFO] - ===> Epoch[146](3783/26): Loss -0.0219, Sem 0.2554, dir -0.6959, norm 0.4186, swav 0.0000 LR: 6.520e-02 Score 92.304 Data time: 0.1771, Forward time: 2.2754, Backward time: 3.0879, DDP time: 0.0042, Total iter time: 5.5369 [2020-11-05 20:00:31,927][root][INFO] - ===> Epoch[146](3784/26): Loss 0.0566, Sem 0.2950, dir -0.6504, norm 0.4120, swav 0.0000 LR: 6.519e-02 Score 91.247 Data time: 0.1407, Forward time: 2.2752, Backward time: 3.0881, DDP time: 0.0042, Total iter time: 5.8049 [2020-11-05 20:00:37,623][root][INFO] - ===> Epoch[146](3785/26): Loss 0.1356, Sem 0.3224, dir -0.6200, norm 0.4332, swav 0.0000 LR: 6.518e-02 Score 90.156 Data time: 0.2039, Forward time: 2.2751, Backward time: 3.0882, DDP time: 0.0042, Total iter time: 5.6223 [2020-11-05 20:00:44,464][root][INFO] - ===> Epoch[146](3786/26): Loss 0.0800, Sem 0.3468, dir -0.6713, norm 0.4045, swav 0.0000 LR: 6.517e-02 Score 89.872 Data time: 0.1987, Forward time: 2.2750, Backward time: 3.0885, DDP time: 0.0042, Total iter time: 6.7346 [2020-11-05 20:00:50,965][root][INFO] - ===> Epoch[146](3787/26): Loss 0.0545, Sem 0.2810, dir -0.6337, norm 0.4073, swav 0.0000 LR: 6.516e-02 Score 90.815 Data time: 0.1597, Forward time: 2.2749, Backward time: 3.0888, DDP time: 0.0042, Total iter time: 6.4017 [2020-11-05 20:00:57,497][root][INFO] - ===> Epoch[146](3788/26): Loss 0.0032, Sem 0.2782, dir -0.6949, norm 0.4199, swav 0.0000 LR: 6.515e-02 Score 91.004 Data time: 0.1872, Forward time: 2.2748, Backward time: 3.0891, DDP time: 0.0042, Total iter time: 6.4479 [2020-11-05 20:01:02,657][root][INFO] - ===> Epoch[146](3789/26): Loss 0.0139, Sem 0.2960, dir -0.6737, norm 0.3916, swav 0.0000 LR: 6.514e-02 Score 90.203 Data time: 0.2118, Forward time: 2.2748, Backward time: 3.0890, DDP time: 0.0042, Total iter time: 5.0459 [2020-11-05 20:01:08,836][root][INFO] - ===> Epoch[146](3790/26): Loss -0.0090, Sem 0.2854, dir -0.7184, norm 0.4241, swav 0.0000 LR: 6.513e-02 Score 90.699 Data time: 0.1753, Forward time: 2.2747, Backward time: 3.0892, DDP time: 0.0042, Total iter time: 6.0401 [2020-11-05 20:01:13,860][root][INFO] - ===> Epoch[146](3791/26): Loss -0.0057, Sem 0.2766, dir -0.6949, norm 0.4125, swav 0.0000 LR: 6.512e-02 Score 91.064 Data time: 0.2429, Forward time: 2.2747, Backward time: 3.0890, DDP time: 0.0042, Total iter time: 4.9375 [2020-11-05 20:01:19,455][root][INFO] - ===> Epoch[146](3792/26): Loss 0.0185, Sem 0.2836, dir -0.6752, norm 0.4100, swav 0.0000 LR: 6.511e-02 Score 90.894 Data time: 0.2221, Forward time: 2.2746, Backward time: 3.0890, DDP time: 0.0042, Total iter time: 5.4766 [2020-11-05 20:01:24,921][root][INFO] - ===> Epoch[146](3793/26): Loss 0.0836, Sem 0.3579, dir -0.6774, norm 0.4031, swav 0.0000 LR: 6.511e-02 Score 88.828 Data time: 0.1734, Forward time: 2.2745, Backward time: 3.0891, DDP time: 0.0042, Total iter time: 5.3603 [2020-11-05 20:01:29,744][root][INFO] - ===> Epoch[146](3794/26): Loss 0.0172, Sem 0.3002, dir -0.6827, norm 0.3997, swav 0.0000 LR: 6.510e-02 Score 90.209 Data time: 0.1850, Forward time: 2.2744, Backward time: 3.0889, DDP time: 0.0042, Total iter time: 4.7265 [2020-11-05 20:01:36,067][root][INFO] - ===> Epoch[146](3795/26): Loss 0.0871, Sem 0.3697, dir -0.6997, norm 0.4171, swav 0.0000 LR: 6.509e-02 Score 88.578 Data time: 0.1755, Forward time: 2.2743, Backward time: 3.0892, DDP time: 0.0042, Total iter time: 6.2207 [2020-11-05 20:01:42,398][root][INFO] - ===> Epoch[146](3796/26): Loss 0.0511, Sem 0.2924, dir -0.7012, norm 0.4599, swav 0.0000 LR: 6.508e-02 Score 90.956 Data time: 0.1934, Forward time: 2.2742, Backward time: 3.0894, DDP time: 0.0042, Total iter time: 6.2414 [2020-11-05 20:01:47,090][root][INFO] - ===> Epoch[147](3797/26): Loss 0.0451, Sem 0.3221, dir -0.6877, norm 0.4108, swav 0.0000 LR: 6.507e-02 Score 89.978 Data time: 0.2093, Forward time: 2.2742, Backward time: 3.0891, DDP time: 0.0042, Total iter time: 4.5615 [2020-11-05 20:01:52,380][root][INFO] - ===> Epoch[147](3798/26): Loss -0.0094, Sem 0.2511, dir -0.6821, norm 0.4216, swav 0.0000 LR: 6.506e-02 Score 92.756 Data time: 0.2629, Forward time: 2.2742, Backward time: 3.0890, DDP time: 0.0042, Total iter time: 5.1810 [2020-11-05 20:01:57,996][root][INFO] - ===> Epoch[147](3799/26): Loss 0.0589, Sem 0.2927, dir -0.6565, norm 0.4227, swav 0.0000 LR: 6.505e-02 Score 91.033 Data time: 0.2618, Forward time: 2.2743, Backward time: 3.0888, DDP time: 0.0042, Total iter time: 5.5018 [2020-11-05 20:02:03,873][root][INFO] - ===> Epoch[147](3800/26): Loss 0.1111, Sem 0.2819, dir -0.6295, norm 0.4587, swav 0.0000 LR: 6.504e-02 Score 91.300 Data time: 0.1776, Forward time: 2.2742, Backward time: 3.0889, DDP time: 0.0042, Total iter time: 5.7472 [2020-11-05 20:02:09,809][root][INFO] - ===> Epoch[147](3801/26): Loss 0.0648, Sem 0.2891, dir -0.6685, norm 0.4443, swav 0.0000 LR: 6.503e-02 Score 91.027 Data time: 0.2096, Forward time: 2.2741, Backward time: 3.0891, DDP time: 0.0042, Total iter time: 5.8383 [2020-11-05 20:02:16,006][root][INFO] - ===> Epoch[147](3802/26): Loss 0.0665, Sem 0.2884, dir -0.6421, norm 0.4203, swav 0.0000 LR: 6.502e-02 Score 90.164 Data time: 0.2709, Forward time: 2.2743, Backward time: 3.0890, DDP time: 0.0042, Total iter time: 6.0861 [2020-11-05 20:02:21,084][root][INFO] - ===> Epoch[147](3803/26): Loss 0.0032, Sem 0.2505, dir -0.6423, norm 0.3950, swav 0.0000 LR: 6.501e-02 Score 92.305 Data time: 0.2259, Forward time: 2.2744, Backward time: 3.0888, DDP time: 0.0042, Total iter time: 4.9495 [2020-11-05 20:02:26,986][root][INFO] - ===> Epoch[147](3804/26): Loss 0.0241, Sem 0.3343, dir -0.7237, norm 0.4134, swav 0.0000 LR: 6.500e-02 Score 89.446 Data time: 0.1874, Forward time: 2.2743, Backward time: 3.0888, DDP time: 0.0042, Total iter time: 5.7844 [2020-11-05 20:02:32,312][root][INFO] - ===> Epoch[147](3805/26): Loss 0.0552, Sem 0.3075, dir -0.6590, norm 0.4067, swav 0.0000 LR: 6.499e-02 Score 90.534 Data time: 0.2102, Forward time: 2.2743, Backward time: 3.0888, DDP time: 0.0042, Total iter time: 5.2315 [2020-11-05 20:02:37,210][root][INFO] - ===> Epoch[147](3806/26): Loss 0.0361, Sem 0.3209, dir -0.6915, norm 0.4067, swav 0.0000 LR: 6.498e-02 Score 90.045 Data time: 0.2178, Forward time: 2.2743, Backward time: 3.0885, DDP time: 0.0042, Total iter time: 4.7886 [2020-11-05 20:02:42,718][root][INFO] - ===> Epoch[147](3807/26): Loss 0.0400, Sem 0.3270, dir -0.6821, norm 0.3951, swav 0.0000 LR: 6.497e-02 Score 89.765 Data time: 0.1817, Forward time: 2.2742, Backward time: 3.0886, DDP time: 0.0042, Total iter time: 5.3874 [2020-11-05 20:02:47,795][root][INFO] - ===> Epoch[147](3808/26): Loss 0.0270, Sem 0.3195, dir -0.7113, norm 0.4188, swav 0.0000 LR: 6.496e-02 Score 90.293 Data time: 0.2627, Forward time: 2.2743, Backward time: 3.0883, DDP time: 0.0042, Total iter time: 4.9827 [2020-11-05 20:02:55,399][root][INFO] - ===> Epoch[147](3809/26): Loss 0.1191, Sem 0.3452, dir -0.6785, norm 0.4524, swav 0.0000 LR: 6.495e-02 Score 89.464 Data time: 0.2102, Forward time: 2.2742, Backward time: 3.0888, DDP time: 0.0042, Total iter time: 7.4709 [2020-11-05 20:03:00,337][root][INFO] - ===> Epoch[147](3810/26): Loss -0.0206, Sem 0.2483, dir -0.6895, norm 0.4206, swav 0.0000 LR: 6.494e-02 Score 92.510 Data time: 0.2190, Forward time: 2.2743, Backward time: 3.0886, DDP time: 0.0042, Total iter time: 4.8403 [2020-11-05 20:03:06,019][root][INFO] - ===> Epoch[147](3811/26): Loss 0.0618, Sem 0.3009, dir -0.6822, norm 0.4431, swav 0.0000 LR: 6.494e-02 Score 90.938 Data time: 0.2129, Forward time: 2.2743, Backward time: 3.0886, DDP time: 0.0042, Total iter time: 5.5637 [2020-11-05 20:03:11,805][root][INFO] - ===> Epoch[147](3812/26): Loss 0.1193, Sem 0.3344, dir -0.6507, norm 0.4355, swav 0.0000 LR: 6.493e-02 Score 88.951 Data time: 0.1930, Forward time: 2.2742, Backward time: 3.0886, DDP time: 0.0042, Total iter time: 5.6713 [2020-11-05 20:03:16,437][root][INFO] - ===> Epoch[147](3813/26): Loss -0.1214, Sem 0.2239, dir -0.7116, norm 0.3663, swav 0.0000 LR: 6.492e-02 Score 92.852 Data time: 0.1894, Forward time: 2.2741, Backward time: 3.0884, DDP time: 0.0042, Total iter time: 4.5259 [2020-11-05 20:03:21,295][root][INFO] - ===> Epoch[147](3814/26): Loss 0.0230, Sem 0.2864, dir -0.6765, norm 0.4132, swav 0.0000 LR: 6.491e-02 Score 91.001 Data time: 0.2312, Forward time: 2.2741, Backward time: 3.0882, DDP time: 0.0042, Total iter time: 4.7639 [2020-11-05 20:03:26,746][root][INFO] - ===> Epoch[147](3815/26): Loss 0.0101, Sem 0.2616, dir -0.6686, norm 0.4171, swav 0.0000 LR: 6.490e-02 Score 91.433 Data time: 0.2026, Forward time: 2.2741, Backward time: 3.0882, DDP time: 0.0042, Total iter time: 5.3386 [2020-11-05 20:03:32,638][root][INFO] - ===> Epoch[147](3816/26): Loss 0.0499, Sem 0.3071, dir -0.6596, norm 0.4024, swav 0.0000 LR: 6.489e-02 Score 90.196 Data time: 0.2068, Forward time: 2.2741, Backward time: 3.0882, DDP time: 0.0042, Total iter time: 5.7670 [2020-11-05 20:03:38,392][root][INFO] - ===> Epoch[147](3817/26): Loss 0.0288, Sem 0.3099, dir -0.6959, norm 0.4149, swav 0.0000 LR: 6.488e-02 Score 90.021 Data time: 0.1820, Forward time: 2.2740, Backward time: 3.0883, DDP time: 0.0042, Total iter time: 5.6249 [2020-11-05 20:03:43,697][root][INFO] - ===> Epoch[147](3818/26): Loss 0.0099, Sem 0.2982, dir -0.6736, norm 0.3853, swav 0.0000 LR: 6.487e-02 Score 90.527 Data time: 0.2249, Forward time: 2.2740, Backward time: 3.0882, DDP time: 0.0042, Total iter time: 5.2048 [2020-11-05 20:03:48,609][root][INFO] - ===> Epoch[147](3819/26): Loss -0.0241, Sem 0.2692, dir -0.6905, norm 0.3972, swav 0.0000 LR: 6.486e-02 Score 91.015 Data time: 0.1748, Forward time: 2.2739, Backward time: 3.0881, DDP time: 0.0042, Total iter time: 4.7813 [2020-11-05 20:03:55,031][root][INFO] - ===> Epoch[147](3820/26): Loss 0.0067, Sem 0.2847, dir -0.6752, norm 0.3971, swav 0.0000 LR: 6.485e-02 Score 90.655 Data time: 0.2232, Forward time: 2.2739, Backward time: 3.0883, DDP time: 0.0042, Total iter time: 6.3288 [2020-11-05 20:04:00,089][root][INFO] - ===> Epoch[147](3821/26): Loss 0.0410, Sem 0.2801, dir -0.6632, norm 0.4241, swav 0.0000 LR: 6.484e-02 Score 91.351 Data time: 0.2297, Forward time: 2.2739, Backward time: 3.0881, DDP time: 0.0042, Total iter time: 4.9219 [2020-11-05 20:04:05,732][root][INFO] - ===> Epoch[147](3822/26): Loss 0.0004, Sem 0.2820, dir -0.6884, norm 0.4068, swav 0.0000 LR: 6.483e-02 Score 91.058 Data time: 0.1881, Forward time: 2.2738, Backward time: 3.0881, DDP time: 0.0042, Total iter time: 5.5272 [2020-11-05 20:04:11,073][root][INFO] - ===> Epoch[148](3823/26): Loss -0.0662, Sem 0.2657, dir -0.6892, norm 0.3574, swav 0.0000 LR: 6.482e-02 Score 91.988 Data time: 0.1509, Forward time: 2.2737, Backward time: 3.0881, DDP time: 0.0042, Total iter time: 5.2173 [2020-11-05 20:04:17,693][root][INFO] - ===> Epoch[148](3824/26): Loss -0.0199, Sem 0.2765, dir -0.6898, norm 0.3934, swav 0.0000 LR: 6.481e-02 Score 91.093 Data time: 0.2010, Forward time: 2.2736, Backward time: 3.0884, DDP time: 0.0042, Total iter time: 6.5414 [2020-11-05 20:04:23,586][root][INFO] - ===> Epoch[148](3825/26): Loss -0.0198, Sem 0.2717, dir -0.6851, norm 0.3936, swav 0.0000 LR: 6.480e-02 Score 91.329 Data time: 0.2584, Forward time: 2.2737, Backward time: 3.0884, DDP time: 0.0042, Total iter time: 5.7588 [2020-11-05 20:04:30,538][root][INFO] - ===> Epoch[148](3826/26): Loss 0.0666, Sem 0.2859, dir -0.6647, norm 0.4454, swav 0.0000 LR: 6.479e-02 Score 91.279 Data time: 0.2567, Forward time: 2.2738, Backward time: 3.0885, DDP time: 0.0042, Total iter time: 6.8164 [2020-11-05 20:04:36,651][root][INFO] - ===> Epoch[148](3827/26): Loss 0.0006, Sem 0.2558, dir -0.6611, norm 0.4060, swav 0.0000 LR: 6.478e-02 Score 92.100 Data time: 0.2063, Forward time: 2.2738, Backward time: 3.0886, DDP time: 0.0042, Total iter time: 5.9520 [2020-11-05 20:04:43,378][root][INFO] - ===> Epoch[148](3828/26): Loss 0.0443, Sem 0.3307, dir -0.6732, norm 0.3868, swav 0.0000 LR: 6.478e-02 Score 89.690 Data time: 0.2693, Forward time: 2.2739, Backward time: 3.0887, DDP time: 0.0042, Total iter time: 6.6199 [2020-11-05 20:04:49,713][root][INFO] - ===> Epoch[148](3829/26): Loss 0.0558, Sem 0.3079, dir -0.6831, norm 0.4310, swav 0.0000 LR: 6.477e-02 Score 90.521 Data time: 0.3226, Forward time: 2.2742, Backward time: 3.0886, DDP time: 0.0042, Total iter time: 6.2066 [2020-11-05 20:04:54,620][root][INFO] - ===> Epoch[148](3830/26): Loss 0.0357, Sem 0.2945, dir -0.6739, norm 0.4152, swav 0.0000 LR: 6.476e-02 Score 91.010 Data time: 0.2254, Forward time: 2.2743, Backward time: 3.0883, DDP time: 0.0042, Total iter time: 4.7838 [2020-11-05 20:05:00,148][root][INFO] - ===> Epoch[148](3831/26): Loss -0.0042, Sem 0.2657, dir -0.6743, norm 0.4044, swav 0.0000 LR: 6.475e-02 Score 91.819 Data time: 0.2047, Forward time: 2.2742, Backward time: 3.0883, DDP time: 0.0042, Total iter time: 5.4181 [2020-11-05 20:05:05,508][root][INFO] - ===> Epoch[148](3832/26): Loss 0.0377, Sem 0.3034, dir -0.6664, norm 0.4007, swav 0.0000 LR: 6.474e-02 Score 90.466 Data time: 0.2313, Forward time: 2.2743, Backward time: 3.0881, DDP time: 0.0042, Total iter time: 5.2784 [2020-11-05 20:05:10,451][root][INFO] - ===> Epoch[148](3833/26): Loss 0.0557, Sem 0.3316, dir -0.6734, norm 0.3976, swav 0.0000 LR: 6.473e-02 Score 90.796 Data time: 0.2325, Forward time: 2.2743, Backward time: 3.0879, DDP time: 0.0042, Total iter time: 4.8244 [2020-11-05 20:05:15,679][root][INFO] - ===> Epoch[148](3834/26): Loss 0.0226, Sem 0.2708, dir -0.6736, norm 0.4255, swav 0.0000 LR: 6.472e-02 Score 92.205 Data time: 0.1832, Forward time: 2.2743, Backward time: 3.0878, DDP time: 0.0042, Total iter time: 5.1147 [2020-11-05 20:05:20,888][root][INFO] - ===> Epoch[148](3835/26): Loss -0.0850, Sem 0.2589, dir -0.7198, norm 0.3758, swav 0.0000 LR: 6.471e-02 Score 92.266 Data time: 0.1763, Forward time: 2.2742, Backward time: 3.0877, DDP time: 0.0042, Total iter time: 5.1027 [2020-11-05 20:05:26,278][root][INFO] - ===> Epoch[148](3836/26): Loss 0.0033, Sem 0.2832, dir -0.6967, norm 0.4168, swav 0.0000 LR: 6.470e-02 Score 90.721 Data time: 0.2377, Forward time: 2.2742, Backward time: 3.0876, DDP time: 0.0042, Total iter time: 5.3201 [2020-11-05 20:05:32,882][root][INFO] - ===> Epoch[148](3837/26): Loss -0.0508, Sem 0.2553, dir -0.6756, norm 0.3696, swav 0.0000 LR: 6.469e-02 Score 91.746 Data time: 0.2641, Forward time: 2.2743, Backward time: 3.0877, DDP time: 0.0042, Total iter time: 6.4809 [2020-11-05 20:05:37,785][root][INFO] - ===> Epoch[148](3838/26): Loss 0.0120, Sem 0.2681, dir -0.6898, norm 0.4337, swav 0.0000 LR: 6.468e-02 Score 91.616 Data time: 0.2269, Forward time: 2.2744, Backward time: 3.0874, DDP time: 0.0042, Total iter time: 4.8014 [2020-11-05 20:05:42,112][root][INFO] - ===> Epoch[148](3839/26): Loss -0.0120, Sem 0.2829, dir -0.6819, norm 0.3870, swav 0.0000 LR: 6.467e-02 Score 90.562 Data time: 0.2149, Forward time: 2.2744, Backward time: 3.0871, DDP time: 0.0042, Total iter time: 4.2205 [2020-11-05 20:05:46,624][root][INFO] - ===> Epoch[148](3840/26): Loss -0.0645, Sem 0.2609, dir -0.7042, norm 0.3788, swav 0.0000 LR: 6.466e-02 Score 91.274 Data time: 0.1585, Forward time: 2.2742, Backward time: 3.0869, DDP time: 0.0042, Total iter time: 4.3920 [2020-11-05 20:05:52,022][root][INFO] - ===> Epoch[148](3841/26): Loss 0.0537, Sem 0.2952, dir -0.6640, norm 0.4225, swav 0.0000 LR: 6.465e-02 Score 90.730 Data time: 0.2518, Forward time: 2.2743, Backward time: 3.0867, DDP time: 0.0042, Total iter time: 5.3238 [2020-11-05 20:05:58,006][root][INFO] - ===> Epoch[148](3842/26): Loss 0.1259, Sem 0.3522, dir -0.6762, norm 0.4499, swav 0.0000 LR: 6.464e-02 Score 89.015 Data time: 0.1956, Forward time: 2.2743, Backward time: 3.0868, DDP time: 0.0042, Total iter time: 5.8681 [2020-11-05 20:06:04,178][root][INFO] - ===> Epoch[148](3843/26): Loss -0.0023, Sem 0.2676, dir -0.6851, norm 0.4153, swav 0.0000 LR: 6.463e-02 Score 91.918 Data time: 0.1889, Forward time: 2.2742, Backward time: 3.0870, DDP time: 0.0042, Total iter time: 6.0495 [2020-11-05 20:06:11,763][root][INFO] - ===> Epoch[148](3844/26): Loss 0.0574, Sem 0.3083, dir -0.6932, norm 0.4422, swav 0.0000 LR: 6.462e-02 Score 90.056 Data time: 0.2654, Forward time: 2.2742, Backward time: 3.0875, DDP time: 0.0042, Total iter time: 7.4896 [2020-11-05 20:06:17,385][root][INFO] - ===> Epoch[148](3845/26): Loss -0.0079, Sem 0.2714, dir -0.6812, norm 0.4019, swav 0.0000 LR: 6.461e-02 Score 90.860 Data time: 0.2428, Forward time: 2.2743, Backward time: 3.0873, DDP time: 0.0042, Total iter time: 5.5049 [2020-11-05 20:06:24,397][root][INFO] - ===> Epoch[148](3846/26): Loss 0.0822, Sem 0.3257, dir -0.6601, norm 0.4166, swav 0.0000 LR: 6.461e-02 Score 90.119 Data time: 0.2377, Forward time: 2.2743, Backward time: 3.0876, DDP time: 0.0042, Total iter time: 6.8938 [2020-11-05 20:06:31,004][root][INFO] - ===> Epoch[148](3847/26): Loss 0.1171, Sem 0.3216, dir -0.6497, norm 0.4452, swav 0.0000 LR: 6.460e-02 Score 90.157 Data time: 0.1878, Forward time: 2.2743, Backward time: 3.0879, DDP time: 0.0042, Total iter time: 6.4893 [2020-11-05 20:06:37,164][root][INFO] - ===> Epoch[148](3848/26): Loss 0.0561, Sem 0.3035, dir -0.6648, norm 0.4174, swav 0.0000 LR: 6.459e-02 Score 89.963 Data time: 0.2643, Forward time: 2.2744, Backward time: 3.0878, DDP time: 0.0042, Total iter time: 6.0728 [2020-11-05 20:06:42,822][root][INFO] - ===> Epoch[149](3849/26): Loss -0.0382, Sem 0.2452, dir -0.6970, norm 0.4136, swav 0.0000 LR: 6.458e-02 Score 92.280 Data time: 0.2081, Forward time: 2.2744, Backward time: 3.0878, DDP time: 0.0042, Total iter time: 5.5162 [2020-11-05 20:06:49,472][root][INFO] - ===> Epoch[149](3850/26): Loss 0.0383, Sem 0.2796, dir -0.6662, norm 0.4249, swav 0.0000 LR: 6.457e-02 Score 90.824 Data time: 0.2894, Forward time: 2.2746, Backward time: 3.0878, DDP time: 0.0042, Total iter time: 6.5335 [2020-11-05 20:06:54,539][root][INFO] - ===> Epoch[149](3851/26): Loss 0.0306, Sem 0.2712, dir -0.6789, norm 0.4383, swav 0.0000 LR: 6.456e-02 Score 91.254 Data time: 0.2130, Forward time: 2.2746, Backward time: 3.0877, DDP time: 0.0042, Total iter time: 4.9434 [2020-11-05 20:06:59,841][root][INFO] - ===> Epoch[149](3852/26): Loss 0.0349, Sem 0.2721, dir -0.6447, norm 0.4076, swav 0.0000 LR: 6.455e-02 Score 90.892 Data time: 0.1838, Forward time: 2.2745, Backward time: 3.0876, DDP time: 0.0042, Total iter time: 5.2012 [2020-11-05 20:07:05,684][root][INFO] - ===> Epoch[149](3853/26): Loss -0.0172, Sem 0.2708, dir -0.6725, norm 0.3846, swav 0.0000 LR: 6.454e-02 Score 91.448 Data time: 0.2106, Forward time: 2.2745, Backward time: 3.0876, DDP time: 0.0042, Total iter time: 5.7373 [2020-11-05 20:07:12,225][root][INFO] - ===> Epoch[149](3854/26): Loss 0.0228, Sem 0.2816, dir -0.6853, norm 0.4264, swav 0.0000 LR: 6.453e-02 Score 91.323 Data time: 0.1996, Forward time: 2.2744, Backward time: 3.0879, DDP time: 0.0042, Total iter time: 6.4268 [2020-11-05 20:07:18,067][root][INFO] - ===> Epoch[149](3855/26): Loss 0.0381, Sem 0.2977, dir -0.6772, norm 0.4176, swav 0.0000 LR: 6.452e-02 Score 90.919 Data time: 0.1708, Forward time: 2.2743, Backward time: 3.0880, DDP time: 0.0042, Total iter time: 5.7392 [2020-11-05 20:07:24,161][root][INFO] - ===> Epoch[149](3856/26): Loss 0.0564, Sem 0.3037, dir -0.6627, norm 0.4155, swav 0.0000 LR: 6.451e-02 Score 90.894 Data time: 0.1833, Forward time: 2.2742, Backward time: 3.0882, DDP time: 0.0042, Total iter time: 6.0002 [2020-11-05 20:07:28,657][root][INFO] - ===> Epoch[149](3857/26): Loss -0.0016, Sem 0.3095, dir -0.7086, norm 0.3976, swav 0.0000 LR: 6.450e-02 Score 89.554 Data time: 0.1515, Forward time: 2.2741, Backward time: 3.0880, DDP time: 0.0042, Total iter time: 4.4106 [2020-11-05 20:07:34,427][root][INFO] - ===> Epoch[149](3858/26): Loss 0.0454, Sem 0.3277, dir -0.6984, norm 0.4162, swav 0.0000 LR: 6.449e-02 Score 89.658 Data time: 0.2298, Forward time: 2.2741, Backward time: 3.0880, DDP time: 0.0042, Total iter time: 5.6945 [2020-11-05 20:07:39,973][root][INFO] - ===> Epoch[149](3859/26): Loss 0.0139, Sem 0.3042, dir -0.6887, norm 0.3984, swav 0.0000 LR: 6.448e-02 Score 91.080 Data time: 0.2716, Forward time: 2.2742, Backward time: 3.0878, DDP time: 0.0042, Total iter time: 5.4039 [2020-11-05 20:07:45,357][root][INFO] - ===> Epoch[149](3860/26): Loss 0.0169, Sem 0.2731, dir -0.6655, norm 0.4093, swav 0.0000 LR: 6.447e-02 Score 91.507 Data time: 0.1349, Forward time: 2.2741, Backward time: 3.0879, DDP time: 0.0042, Total iter time: 5.2611 [2020-11-05 20:07:51,541][root][INFO] - ===> Epoch[149](3861/26): Loss 0.0415, Sem 0.3026, dir -0.6740, norm 0.4129, swav 0.0000 LR: 6.446e-02 Score 90.435 Data time: 0.1995, Forward time: 2.2740, Backward time: 3.0881, DDP time: 0.0042, Total iter time: 6.0832 [2020-11-05 20:07:57,288][root][INFO] - ===> Epoch[149](3862/26): Loss 0.0785, Sem 0.2899, dir -0.6391, norm 0.4276, swav 0.0000 LR: 6.445e-02 Score 90.699 Data time: 0.2206, Forward time: 2.2740, Backward time: 3.0881, DDP time: 0.0042, Total iter time: 5.6379 [2020-11-05 20:08:03,077][root][INFO] - ===> Epoch[149](3863/26): Loss 0.0459, Sem 0.3014, dir -0.6991, norm 0.4436, swav 0.0000 LR: 6.444e-02 Score 90.807 Data time: 0.1836, Forward time: 2.2739, Backward time: 3.0882, DDP time: 0.0042, Total iter time: 5.6614 [2020-11-05 20:08:08,057][root][INFO] - ===> Epoch[149](3864/26): Loss -0.0091, Sem 0.2723, dir -0.6974, norm 0.4161, swav 0.0000 LR: 6.443e-02 Score 91.009 Data time: 0.1863, Forward time: 2.2738, Backward time: 3.0881, DDP time: 0.0042, Total iter time: 4.8687 [2020-11-05 20:08:13,240][root][INFO] - ===> Epoch[149](3865/26): Loss -0.0105, Sem 0.2984, dir -0.6833, norm 0.3744, swav 0.0000 LR: 6.443e-02 Score 91.052 Data time: 0.2147, Forward time: 2.2738, Backward time: 3.0879, DDP time: 0.0042, Total iter time: 5.0812 [2020-11-05 20:08:18,839][root][INFO] - ===> Epoch[149](3866/26): Loss 0.0063, Sem 0.2650, dir -0.6886, norm 0.4299, swav 0.0000 LR: 6.442e-02 Score 91.871 Data time: 0.1774, Forward time: 2.2737, Backward time: 3.0880, DDP time: 0.0042, Total iter time: 5.4464 [2020-11-05 20:08:23,823][root][INFO] - ===> Epoch[149](3867/26): Loss 0.0726, Sem 0.2792, dir -0.6464, norm 0.4398, swav 0.0000 LR: 6.441e-02 Score 90.211 Data time: 0.1658, Forward time: 2.2735, Backward time: 3.0879, DDP time: 0.0042, Total iter time: 4.8821 [2020-11-05 20:08:30,125][root][INFO] - ===> Epoch[149](3868/26): Loss 0.0201, Sem 0.2923, dir -0.6921, norm 0.4199, swav 0.0000 LR: 6.440e-02 Score 90.848 Data time: 0.1913, Forward time: 2.2734, Backward time: 3.0882, DDP time: 0.0042, Total iter time: 6.1738 [2020-11-05 20:08:35,210][root][INFO] - ===> Epoch[149](3869/26): Loss -0.1141, Sem 0.2100, dir -0.7160, norm 0.3918, swav 0.0000 LR: 6.439e-02 Score 92.652 Data time: 0.2558, Forward time: 2.2735, Backward time: 3.0879, DDP time: 0.0042, Total iter time: 4.9832 [2020-11-05 20:08:41,811][root][INFO] - ===> Epoch[149](3870/26): Loss 0.1097, Sem 0.3196, dir -0.6437, norm 0.4338, swav 0.0000 LR: 6.438e-02 Score 89.959 Data time: 0.2630, Forward time: 2.2736, Backward time: 3.0880, DDP time: 0.0042, Total iter time: 6.4801 [2020-11-05 20:08:46,451][root][INFO] - ===> Epoch[149](3871/26): Loss 0.0197, Sem 0.2964, dir -0.6715, norm 0.3948, swav 0.0000 LR: 6.437e-02 Score 91.723 Data time: 0.1661, Forward time: 2.2735, Backward time: 3.0878, DDP time: 0.0042, Total iter time: 4.4738 [2020-11-05 20:08:53,060][root][INFO] - ===> Epoch[149](3872/26): Loss 0.0063, Sem 0.2929, dir -0.6996, norm 0.4130, swav 0.0000 LR: 6.436e-02 Score 90.395 Data time: 0.2461, Forward time: 2.2735, Backward time: 3.0880, DDP time: 0.0042, Total iter time: 6.4889 [2020-11-05 20:09:00,376][root][INFO] - ===> Epoch[149](3873/26): Loss 0.0904, Sem 0.2855, dir -0.6182, norm 0.4231, swav 0.0000 LR: 6.435e-02 Score 90.380 Data time: 0.2037, Forward time: 2.2735, Backward time: 3.0884, DDP time: 0.0042, Total iter time: 7.2022 [2020-11-05 20:09:05,822][root][INFO] - ===> Epoch[149](3874/26): Loss 0.0737, Sem 0.2661, dir -0.6360, norm 0.4435, swav 0.0000 LR: 6.434e-02 Score 91.440 Data time: 0.3027, Forward time: 2.2736, Backward time: 3.0882, DDP time: 0.0042, Total iter time: 5.2978 [2020-11-05 20:09:12,321][root][INFO] - ===> Epoch[150](3875/26): Loss 0.0241, Sem 0.2862, dir -0.6791, norm 0.4169, swav 0.0000 LR: 6.433e-02 Score 90.827 Data time: 0.2214, Forward time: 2.2737, Backward time: 3.0883, DDP time: 0.0042, Total iter time: 6.3714 [2020-11-05 20:09:18,191][root][INFO] - ===> Epoch[150](3876/26): Loss 0.1705, Sem 0.3560, dir -0.6670, norm 0.4816, swav 0.0000 LR: 6.432e-02 Score 89.037 Data time: 0.2557, Forward time: 2.2737, Backward time: 3.0883, DDP time: 0.0042, Total iter time: 5.7570 [2020-11-05 20:09:23,280][root][INFO] - ===> Epoch[150](3877/26): Loss 0.0540, Sem 0.2990, dir -0.6592, norm 0.4141, swav 0.0000 LR: 6.431e-02 Score 90.934 Data time: 0.2397, Forward time: 2.2738, Backward time: 3.0881, DDP time: 0.0042, Total iter time: 4.9548 [2020-11-05 20:09:28,849][root][INFO] - ===> Epoch[150](3878/26): Loss 0.0967, Sem 0.3232, dir -0.6769, norm 0.4504, swav 0.0000 LR: 6.430e-02 Score 89.621 Data time: 0.2407, Forward time: 2.2738, Backward time: 3.0879, DDP time: 0.0042, Total iter time: 5.4422 [2020-11-05 20:09:34,654][root][INFO] - ===> Epoch[150](3879/26): Loss -0.0440, Sem 0.2832, dir -0.7125, norm 0.3853, swav 0.0000 LR: 6.429e-02 Score 90.887 Data time: 0.1631, Forward time: 2.2737, Backward time: 3.0881, DDP time: 0.0042, Total iter time: 5.6561 [2020-11-05 20:09:40,753][root][INFO] - ===> Epoch[150](3880/26): Loss 0.0448, Sem 0.2768, dir -0.6671, norm 0.4351, swav 0.0000 LR: 6.428e-02 Score 91.886 Data time: 0.2415, Forward time: 2.2737, Backward time: 3.0881, DDP time: 0.0042, Total iter time: 5.9849 [2020-11-05 20:09:46,898][root][INFO] - ===> Epoch[150](3881/26): Loss -0.0561, Sem 0.2093, dir -0.6835, norm 0.4181, swav 0.0000 LR: 6.427e-02 Score 93.480 Data time: 0.2175, Forward time: 2.2737, Backward time: 3.0882, DDP time: 0.0042, Total iter time: 6.0151 [2020-11-05 20:09:52,517][root][INFO] - ===> Epoch[150](3882/26): Loss -0.0090, Sem 0.3083, dir -0.7183, norm 0.4010, swav 0.0000 LR: 6.426e-02 Score 89.961 Data time: 0.2005, Forward time: 2.2737, Backward time: 3.0882, DDP time: 0.0042, Total iter time: 5.4937 [2020-11-05 20:09:58,313][root][INFO] - ===> Epoch[150](3883/26): Loss -0.0828, Sem 0.2465, dir -0.7301, norm 0.4009, swav 0.0000 LR: 6.426e-02 Score 92.788 Data time: 0.1621, Forward time: 2.2735, Backward time: 3.0884, DDP time: 0.0042, Total iter time: 5.6711 [2020-11-05 20:10:04,076][root][INFO] - ===> Epoch[150](3884/26): Loss 0.0603, Sem 0.2660, dir -0.6611, norm 0.4554, swav 0.0000 LR: 6.425e-02 Score 91.647 Data time: 0.2308, Forward time: 2.2736, Backward time: 3.0884, DDP time: 0.0042, Total iter time: 5.6851 [2020-11-05 20:10:08,504][root][INFO] - ===> Epoch[150](3885/26): Loss -0.0133, Sem 0.2771, dir -0.6943, norm 0.4038, swav 0.0000 LR: 6.424e-02 Score 91.091 Data time: 0.2303, Forward time: 2.2736, Backward time: 3.0880, DDP time: 0.0042, Total iter time: 4.2975 [2020-11-05 20:10:14,745][root][INFO] - ===> Epoch[150](3886/26): Loss 0.0097, Sem 0.3006, dir -0.7224, norm 0.4314, swav 0.0000 LR: 6.423e-02 Score 90.786 Data time: 0.1734, Forward time: 2.2734, Backward time: 3.0882, DDP time: 0.0042, Total iter time: 6.1336 [2020-11-05 20:10:20,456][root][INFO] - ===> Epoch[150](3887/26): Loss -0.0359, Sem 0.2459, dir -0.6960, norm 0.4142, swav 0.0000 LR: 6.422e-02 Score 92.495 Data time: 0.2325, Forward time: 2.2735, Backward time: 3.0882, DDP time: 0.0042, Total iter time: 5.6039 [2020-11-05 20:10:26,246][root][INFO] - ===> Epoch[150](3888/26): Loss -0.0351, Sem 0.2680, dir -0.6992, norm 0.3961, swav 0.0000 LR: 6.421e-02 Score 91.753 Data time: 0.2223, Forward time: 2.2734, Backward time: 3.0883, DDP time: 0.0042, Total iter time: 5.6640 [2020-11-05 20:10:32,981][root][INFO] - ===> Epoch[150](3889/26): Loss 0.0334, Sem 0.3114, dir -0.6841, norm 0.4062, swav 0.0000 LR: 6.420e-02 Score 90.185 Data time: 0.2050, Forward time: 2.2734, Backward time: 3.0885, DDP time: 0.0042, Total iter time: 6.6326 [2020-11-05 20:10:38,466][root][INFO] - ===> Epoch[150](3890/26): Loss 0.0907, Sem 0.3601, dir -0.6789, norm 0.4095, swav 0.0000 LR: 6.419e-02 Score 88.935 Data time: 0.2620, Forward time: 2.2735, Backward time: 3.0883, DDP time: 0.0042, Total iter time: 5.3825 [2020-11-05 20:10:44,513][root][INFO] - ===> Epoch[150](3891/26): Loss 0.0336, Sem 0.3093, dir -0.6675, norm 0.3918, swav 0.0000 LR: 6.418e-02 Score 89.737 Data time: 0.2110, Forward time: 2.2736, Backward time: 3.0883, DDP time: 0.0042, Total iter time: 5.9085 [2020-11-05 20:10:50,312][root][INFO] - ===> Epoch[150](3892/26): Loss 0.0241, Sem 0.2697, dir -0.6375, norm 0.3920, swav 0.0000 LR: 6.417e-02 Score 91.097 Data time: 0.2013, Forward time: 2.2734, Backward time: 3.0885, DDP time: 0.0042, Total iter time: 5.6982 [2020-11-05 20:10:55,469][root][INFO] - ===> Epoch[150](3893/26): Loss 0.0008, Sem 0.2484, dir -0.6561, norm 0.4084, swav 0.0000 LR: 6.416e-02 Score 92.250 Data time: 0.1860, Forward time: 2.2734, Backward time: 3.0884, DDP time: 0.0042, Total iter time: 5.0949 [2020-11-05 20:11:00,765][root][INFO] - ===> Epoch[150](3894/26): Loss 0.1125, Sem 0.3993, dir -0.7008, norm 0.4140, swav 0.0000 LR: 6.415e-02 Score 87.312 Data time: 0.1907, Forward time: 2.2733, Backward time: 3.0884, DDP time: 0.0042, Total iter time: 5.1495 [2020-11-05 20:11:06,347][root][INFO] - ===> Epoch[150](3895/26): Loss 0.1110, Sem 0.3626, dir -0.6842, norm 0.4326, swav 0.0000 LR: 6.414e-02 Score 88.831 Data time: 0.2788, Forward time: 2.2734, Backward time: 3.0882, DDP time: 0.0042, Total iter time: 5.4971 [2020-11-05 20:11:13,330][root][INFO] - ===> Epoch[150](3896/26): Loss -0.0511, Sem 0.2414, dir -0.6862, norm 0.3936, swav 0.0000 LR: 6.413e-02 Score 92.242 Data time: 0.2161, Forward time: 2.2735, Backward time: 3.0884, DDP time: 0.0042, Total iter time: 6.8387 [2020-11-05 20:11:19,202][root][INFO] - ===> Epoch[150](3897/26): Loss -0.0192, Sem 0.2886, dir -0.7094, norm 0.4015, swav 0.0000 LR: 6.412e-02 Score 90.826 Data time: 0.2818, Forward time: 2.2736, Backward time: 3.0883, DDP time: 0.0042, Total iter time: 5.7509 [2020-11-05 20:11:25,513][root][INFO] - ===> Epoch[150](3898/26): Loss 0.0849, Sem 0.3259, dir -0.6485, norm 0.4075, swav 0.0000 LR: 6.411e-02 Score 89.391 Data time: 0.2281, Forward time: 2.2737, Backward time: 3.0884, DDP time: 0.0042, Total iter time: 6.1809 [2020-11-05 20:11:30,611][root][INFO] - ===> Epoch[150](3899/26): Loss -0.0635, Sem 0.2533, dir -0.6968, norm 0.3799, swav 0.0000 LR: 6.410e-02 Score 91.797 Data time: 0.1711, Forward time: 2.2736, Backward time: 3.0883, DDP time: 0.0042, Total iter time: 4.9419 [2020-11-05 20:11:36,348][root][INFO] - ===> Epoch[150](3900/26): Loss 0.0335, Sem 0.2654, dir -0.6109, norm 0.3790, swav 0.0000 LR: 6.409e-02 Score 91.121 Data time: 0.1844, Forward time: 2.2735, Backward time: 3.0884, DDP time: 0.0042, Total iter time: 5.6495 [2020-11-05 20:11:42,120][root][INFO] - ===> Epoch[151](3901/26): Loss 0.0288, Sem 0.2896, dir -0.6948, norm 0.4340, swav 0.0000 LR: 6.409e-02 Score 90.250 Data time: 0.2974, Forward time: 2.2737, Backward time: 3.0882, DDP time: 0.0042, Total iter time: 5.6701 [2020-11-05 20:11:49,567][root][INFO] - ===> Epoch[151](3902/26): Loss 0.0939, Sem 0.2966, dir -0.6709, norm 0.4681, swav 0.0000 LR: 6.408e-02 Score 90.758 Data time: 0.2062, Forward time: 2.2737, Backward time: 3.0886, DDP time: 0.0042, Total iter time: 7.3167 [2020-11-05 20:11:54,107][root][INFO] - ===> Epoch[151](3903/26): Loss -0.1123, Sem 0.2364, dir -0.7029, norm 0.3542, swav 0.0000 LR: 6.407e-02 Score 92.598 Data time: 0.1928, Forward time: 2.2736, Backward time: 3.0883, DDP time: 0.0042, Total iter time: 4.4017 [2020-11-05 20:11:59,061][root][INFO] - ===> Epoch[151](3904/26): Loss 0.0323, Sem 0.3086, dir -0.6818, norm 0.4054, swav 0.0000 LR: 6.406e-02 Score 89.580 Data time: 0.1942, Forward time: 2.2735, Backward time: 3.0882, DDP time: 0.0042, Total iter time: 4.8576 [2020-11-05 20:12:04,447][root][INFO] - ===> Epoch[151](3905/26): Loss 0.0323, Sem 0.2876, dir -0.6633, norm 0.4080, swav 0.0000 LR: 6.405e-02 Score 91.176 Data time: 0.2518, Forward time: 2.2736, Backward time: 3.0880, DDP time: 0.0042, Total iter time: 5.2728 [2020-11-05 20:12:10,301][root][INFO] - ===> Epoch[151](3906/26): Loss -0.0171, Sem 0.2637, dir -0.6993, norm 0.4185, swav 0.0000 LR: 6.404e-02 Score 91.904 Data time: 0.1279, Forward time: 2.2734, Backward time: 3.0882, DDP time: 0.0042, Total iter time: 5.7212 [2020-11-05 20:12:15,502][root][INFO] - ===> Epoch[151](3907/26): Loss 0.0653, Sem 0.2920, dir -0.6538, norm 0.4270, swav 0.0000 LR: 6.403e-02 Score 91.580 Data time: 0.1489, Forward time: 2.2732, Backward time: 3.0884, DDP time: 0.0042, Total iter time: 5.1140 [2020-11-05 20:12:20,267][root][INFO] - ===> Epoch[151](3908/26): Loss 0.0242, Sem 0.2553, dir -0.6488, norm 0.4177, swav 0.0000 LR: 6.402e-02 Score 91.750 Data time: 0.1858, Forward time: 2.2732, Backward time: 3.0882, DDP time: 0.0042, Total iter time: 4.7075 [2020-11-05 20:12:25,657][root][INFO] - ===> Epoch[151](3909/26): Loss 0.0189, Sem 0.2821, dir -0.6593, norm 0.3960, swav 0.0000 LR: 6.401e-02 Score 90.909 Data time: 0.1854, Forward time: 2.2730, Backward time: 3.0883, DDP time: 0.0042, Total iter time: 5.2724 [2020-11-05 20:12:31,048][root][INFO] - ===> Epoch[151](3910/26): Loss -0.0274, Sem 0.2554, dir -0.6775, norm 0.3947, swav 0.0000 LR: 6.400e-02 Score 91.982 Data time: 0.2551, Forward time: 2.2731, Backward time: 3.0881, DDP time: 0.0042, Total iter time: 5.2717 [2020-11-05 20:12:37,024][root][INFO] - ===> Epoch[151](3911/26): Loss 0.0520, Sem 0.2988, dir -0.6705, norm 0.4237, swav 0.0000 LR: 6.399e-02 Score 89.924 Data time: 0.1681, Forward time: 2.2729, Backward time: 3.0882, DDP time: 0.0042, Total iter time: 5.8599 [2020-11-05 20:12:42,770][root][INFO] - ===> Epoch[151](3912/26): Loss 0.0065, Sem 0.2513, dir -0.6387, norm 0.3938, swav 0.0000 LR: 6.398e-02 Score 91.241 Data time: 0.2853, Forward time: 2.2731, Backward time: 3.0881, DDP time: 0.0042, Total iter time: 5.6372 [2020-11-05 20:12:48,392][root][INFO] - ===> Epoch[151](3913/26): Loss 0.0458, Sem 0.3188, dir -0.6852, norm 0.4121, swav 0.0000 LR: 6.397e-02 Score 90.093 Data time: 0.2694, Forward time: 2.2733, Backward time: 3.0879, DDP time: 0.0042, Total iter time: 5.4870 [2020-11-05 20:12:55,223][root][INFO] - ===> Epoch[151](3914/26): Loss 0.0207, Sem 0.2704, dir -0.6750, norm 0.4253, swav 0.0000 LR: 6.396e-02 Score 91.448 Data time: 0.2550, Forward time: 2.2733, Backward time: 3.0881, DDP time: 0.0042, Total iter time: 6.7004 [2020-11-05 20:13:00,796][root][INFO] - ===> Epoch[151](3915/26): Loss -0.0659, Sem 0.2611, dir -0.7104, norm 0.3834, swav 0.0000 LR: 6.395e-02 Score 91.535 Data time: 0.2671, Forward time: 2.2734, Backward time: 3.0879, DDP time: 0.0042, Total iter time: 5.4476 [2020-11-05 20:13:06,781][root][INFO] - ===> Epoch[151](3916/26): Loss -0.0605, Sem 0.2757, dir -0.7306, norm 0.3943, swav 0.0000 LR: 6.394e-02 Score 91.080 Data time: 0.2675, Forward time: 2.2734, Backward time: 3.0880, DDP time: 0.0042, Total iter time: 5.8652 [2020-11-05 20:13:12,676][root][INFO] - ===> Epoch[151](3917/26): Loss 0.0584, Sem 0.3302, dir -0.6912, norm 0.4194, swav 0.0000 LR: 6.393e-02 Score 89.795 Data time: 0.2139, Forward time: 2.2734, Backward time: 3.0880, DDP time: 0.0042, Total iter time: 5.7755 [2020-11-05 20:13:18,491][root][INFO] - ===> Epoch[151](3918/26): Loss 0.0506, Sem 0.2853, dir -0.6563, norm 0.4216, swav 0.0000 LR: 6.392e-02 Score 91.323 Data time: 0.2253, Forward time: 2.2735, Backward time: 3.0879, DDP time: 0.0042, Total iter time: 5.6799 [2020-11-05 20:13:23,990][root][INFO] - ===> Epoch[151](3919/26): Loss 0.0348, Sem 0.2496, dir -0.6394, norm 0.4246, swav 0.0000 LR: 6.391e-02 Score 91.904 Data time: 0.2291, Forward time: 2.2735, Backward time: 3.0878, DDP time: 0.0042, Total iter time: 5.3814 [2020-11-05 20:13:29,373][root][INFO] - ===> Epoch[151](3920/26): Loss -0.0466, Sem 0.2567, dir -0.7066, norm 0.4034, swav 0.0000 LR: 6.391e-02 Score 92.041 Data time: 0.1400, Forward time: 2.2734, Backward time: 3.0879, DDP time: 0.0042, Total iter time: 5.2586 [2020-11-05 20:13:36,315][root][INFO] - ===> Epoch[151](3921/26): Loss 0.0661, Sem 0.3166, dir -0.6532, norm 0.4027, swav 0.0000 LR: 6.390e-02 Score 90.116 Data time: 0.2051, Forward time: 2.2733, Backward time: 3.0882, DDP time: 0.0042, Total iter time: 6.8491 [2020-11-05 20:13:41,968][root][INFO] - ===> Epoch[151](3922/26): Loss -0.0458, Sem 0.2654, dir -0.6979, norm 0.3867, swav 0.0000 LR: 6.389e-02 Score 90.889 Data time: 0.2586, Forward time: 2.2734, Backward time: 3.0881, DDP time: 0.0042, Total iter time: 5.5472 [2020-11-05 20:13:47,148][root][INFO] - ===> Epoch[151](3923/26): Loss 0.1597, Sem 0.3863, dir -0.6828, norm 0.4563, swav 0.0000 LR: 6.388e-02 Score 88.464 Data time: 0.2370, Forward time: 2.2734, Backward time: 3.0879, DDP time: 0.0042, Total iter time: 5.0389 [2020-11-05 20:13:52,888][root][INFO] - ===> Epoch[151](3924/26): Loss -0.0447, Sem 0.2579, dir -0.6956, norm 0.3930, swav 0.0000 LR: 6.387e-02 Score 91.723 Data time: 0.2807, Forward time: 2.2736, Backward time: 3.0877, DDP time: 0.0042, Total iter time: 5.6284 [2020-11-05 20:13:58,442][root][INFO] - ===> Epoch[151](3925/26): Loss 0.0352, Sem 0.3041, dir -0.6905, norm 0.4216, swav 0.0000 LR: 6.386e-02 Score 90.168 Data time: 0.1750, Forward time: 2.2735, Backward time: 3.0878, DDP time: 0.0042, Total iter time: 5.4394 [2020-11-05 20:14:03,504][root][INFO] - ===> Epoch[151](3926/26): Loss -0.0074, Sem 0.2996, dir -0.6982, norm 0.3912, swav 0.0000 LR: 6.385e-02 Score 91.233 Data time: 0.2164, Forward time: 2.2735, Backward time: 3.0876, DDP time: 0.0042, Total iter time: 4.9501 [2020-11-05 20:14:08,399][root][INFO] - ===> Epoch[152](3927/26): Loss -0.0475, Sem 0.2294, dir -0.6747, norm 0.3977, swav 0.0000 LR: 6.384e-02 Score 93.153 Data time: 0.2505, Forward time: 2.2735, Backward time: 3.0874, DDP time: 0.0042, Total iter time: 4.7846 [2020-11-05 20:14:14,325][root][INFO] - ===> Epoch[152](3928/26): Loss -0.0407, Sem 0.2614, dir -0.6878, norm 0.3857, swav 0.0000 LR: 6.383e-02 Score 91.504 Data time: 0.3037, Forward time: 2.2737, Backward time: 3.0872, DDP time: 0.0042, Total iter time: 5.8199 [2020-11-05 20:14:20,573][root][INFO] - ===> Epoch[152](3929/26): Loss -0.0169, Sem 0.2599, dir -0.6709, norm 0.3941, swav 0.0000 LR: 6.382e-02 Score 91.984 Data time: 0.1954, Forward time: 2.2737, Backward time: 3.0873, DDP time: 0.0042, Total iter time: 6.1059 [2020-11-05 20:14:26,611][root][INFO] - ===> Epoch[152](3930/26): Loss 0.0427, Sem 0.3065, dir -0.6761, norm 0.4123, swav 0.0000 LR: 6.381e-02 Score 90.204 Data time: 0.1721, Forward time: 2.2736, Backward time: 3.0875, DDP time: 0.0042, Total iter time: 5.9322 [2020-11-05 20:14:32,099][root][INFO] - ===> Epoch[152](3931/26): Loss -0.0664, Sem 0.2552, dir -0.7050, norm 0.3835, swav 0.0000 LR: 6.380e-02 Score 92.177 Data time: 0.1991, Forward time: 2.2735, Backward time: 3.0875, DDP time: 0.0042, Total iter time: 5.4049 [2020-11-05 20:14:37,785][root][INFO] - ===> Epoch[152](3932/26): Loss -0.0720, Sem 0.2591, dir -0.7145, norm 0.3835, swav 0.0000 LR: 6.379e-02 Score 91.607 Data time: 0.2764, Forward time: 2.2736, Backward time: 3.0874, DDP time: 0.0042, Total iter time: 5.5550 [2020-11-05 20:14:43,421][root][INFO] - ===> Epoch[152](3933/26): Loss 0.1617, Sem 0.3479, dir -0.6694, norm 0.4832, swav 0.0000 LR: 6.378e-02 Score 90.276 Data time: 0.2666, Forward time: 2.2737, Backward time: 3.0872, DDP time: 0.0042, Total iter time: 5.5256 [2020-11-05 20:14:48,454][root][INFO] - ===> Epoch[152](3934/26): Loss -0.0156, Sem 0.2766, dir -0.6729, norm 0.3807, swav 0.0000 LR: 6.377e-02 Score 91.141 Data time: 0.2591, Forward time: 2.2738, Backward time: 3.0870, DDP time: 0.0042, Total iter time: 4.9098 [2020-11-05 20:14:54,306][root][INFO] - ===> Epoch[152](3935/26): Loss 0.0198, Sem 0.2817, dir -0.6480, norm 0.3861, swav 0.0000 LR: 6.376e-02 Score 91.295 Data time: 0.1587, Forward time: 2.2737, Backward time: 3.0871, DDP time: 0.0042, Total iter time: 5.7311 [2020-11-05 20:15:00,946][root][INFO] - ===> Epoch[152](3936/26): Loss 0.0136, Sem 0.3085, dir -0.6843, norm 0.3894, swav 0.0000 LR: 6.375e-02 Score 90.737 Data time: 0.1645, Forward time: 2.2735, Backward time: 3.0875, DDP time: 0.0042, Total iter time: 6.5497 [2020-11-05 20:15:06,465][root][INFO] - ===> Epoch[152](3937/26): Loss 0.0225, Sem 0.3130, dir -0.7013, norm 0.4109, swav 0.0000 LR: 6.374e-02 Score 91.131 Data time: 0.2556, Forward time: 2.2736, Backward time: 3.0873, DDP time: 0.0042, Total iter time: 5.4377 [2020-11-05 20:15:11,368][root][INFO] - ===> Epoch[152](3938/26): Loss -0.0600, Sem 0.2538, dir -0.6956, norm 0.3818, swav 0.0000 LR: 6.374e-02 Score 91.510 Data time: 0.2221, Forward time: 2.2736, Backward time: 3.0871, DDP time: 0.0042, Total iter time: 4.7713 [2020-11-05 20:15:17,332][root][INFO] - ===> Epoch[152](3939/26): Loss -0.0019, Sem 0.3130, dir -0.7060, norm 0.3911, swav 0.0000 LR: 6.373e-02 Score 90.498 Data time: 0.2093, Forward time: 2.2735, Backward time: 3.0872, DDP time: 0.0042, Total iter time: 5.8516 [2020-11-05 20:15:23,244][root][INFO] - ===> Epoch[152](3940/26): Loss -0.0141, Sem 0.2863, dir -0.7005, norm 0.4002, swav 0.0000 LR: 6.372e-02 Score 89.995 Data time: 0.2974, Forward time: 2.2737, Backward time: 3.0871, DDP time: 0.0042, Total iter time: 5.8025 [2020-11-05 20:15:28,041][root][INFO] - ===> Epoch[152](3941/26): Loss 0.0123, Sem 0.2555, dir -0.6728, norm 0.4295, swav 0.0000 LR: 6.371e-02 Score 91.853 Data time: 0.2305, Forward time: 2.2737, Backward time: 3.0868, DDP time: 0.0042, Total iter time: 4.6819 [2020-11-05 20:15:33,302][root][INFO] - ===> Epoch[152](3942/26): Loss -0.0448, Sem 0.2504, dir -0.6940, norm 0.3988, swav 0.0000 LR: 6.370e-02 Score 92.246 Data time: 0.1743, Forward time: 2.2736, Backward time: 3.0868, DDP time: 0.0042, Total iter time: 5.1471 [2020-11-05 20:15:38,699][root][INFO] - ===> Epoch[152](3943/26): Loss 0.0010, Sem 0.2688, dir -0.6692, norm 0.4014, swav 0.0000 LR: 6.369e-02 Score 91.500 Data time: 0.1848, Forward time: 2.2735, Backward time: 3.0868, DDP time: 0.0042, Total iter time: 5.3048 [2020-11-05 20:15:44,789][root][INFO] - ===> Epoch[152](3944/26): Loss 0.0012, Sem 0.2656, dir -0.6663, norm 0.4018, swav 0.0000 LR: 6.368e-02 Score 91.417 Data time: 0.2274, Forward time: 2.2735, Backward time: 3.0869, DDP time: 0.0042, Total iter time: 5.9773 [2020-11-05 20:15:49,900][root][INFO] - ===> Epoch[152](3945/26): Loss -0.0440, Sem 0.2621, dir -0.7074, norm 0.4013, swav 0.0000 LR: 6.367e-02 Score 91.729 Data time: 0.1430, Forward time: 2.2734, Backward time: 3.0869, DDP time: 0.0042, Total iter time: 4.9937 [2020-11-05 20:15:55,724][root][INFO] - ===> Epoch[152](3946/26): Loss -0.0450, Sem 0.2486, dir -0.7108, norm 0.4173, swav 0.0000 LR: 6.366e-02 Score 91.777 Data time: 0.1825, Forward time: 2.2733, Backward time: 3.0871, DDP time: 0.0042, Total iter time: 5.7533 [2020-11-05 20:16:02,114][root][INFO] - ===> Epoch[152](3947/26): Loss -0.0470, Sem 0.2395, dir -0.6801, norm 0.3936, swav 0.0000 LR: 6.365e-02 Score 92.637 Data time: 0.2545, Forward time: 2.2733, Backward time: 3.0871, DDP time: 0.0042, Total iter time: 6.2655 [2020-11-05 20:16:08,742][root][INFO] - ===> Epoch[152](3948/26): Loss -0.0326, Sem 0.2639, dir -0.6980, norm 0.4015, swav 0.0000 LR: 6.364e-02 Score 91.321 Data time: 0.2280, Forward time: 2.2733, Backward time: 3.0874, DDP time: 0.0042, Total iter time: 6.5034 [2020-11-05 20:16:14,854][root][INFO] - ===> Epoch[152](3949/26): Loss -0.0554, Sem 0.2761, dir -0.7330, norm 0.4015, swav 0.0000 LR: 6.363e-02 Score 92.021 Data time: 0.1959, Forward time: 2.2732, Backward time: 3.0875, DDP time: 0.0042, Total iter time: 5.9842 [2020-11-05 20:16:20,439][root][INFO] - ===> Epoch[152](3950/26): Loss -0.0428, Sem 0.2602, dir -0.7156, norm 0.4126, swav 0.0000 LR: 6.362e-02 Score 92.406 Data time: 0.1653, Forward time: 2.2731, Backward time: 3.0876, DDP time: 0.0042, Total iter time: 5.4985 [2020-11-05 20:16:26,075][root][INFO] - ===> Epoch[152](3951/26): Loss 0.0094, Sem 0.2822, dir -0.6865, norm 0.4137, swav 0.0000 LR: 6.361e-02 Score 91.268 Data time: 0.1848, Forward time: 2.2730, Backward time: 3.0877, DDP time: 0.0042, Total iter time: 5.5454 [2020-11-05 20:16:31,005][root][INFO] - ===> Epoch[152](3952/26): Loss -0.0994, Sem 0.2143, dir -0.7126, norm 0.3989, swav 0.0000 LR: 6.360e-02 Score 93.151 Data time: 0.2017, Forward time: 2.2730, Backward time: 3.0875, DDP time: 0.0042, Total iter time: 4.8303 [2020-11-05 20:16:36,220][root][INFO] - ===> Epoch[153](3953/26): Loss -0.0121, Sem 0.2565, dir -0.6815, norm 0.4130, swav 0.0000 LR: 6.359e-02 Score 91.354 Data time: 0.1792, Forward time: 2.2729, Backward time: 3.0875, DDP time: 0.0042, Total iter time: 5.0973 [2020-11-05 20:16:42,237][root][INFO] - ===> Epoch[153](3954/26): Loss -0.1072, Sem 0.2397, dir -0.7066, norm 0.3597, swav 0.0000 LR: 6.358e-02 Score 92.273 Data time: 0.2070, Forward time: 2.2729, Backward time: 3.0876, DDP time: 0.0042, Total iter time: 5.9550 [2020-11-05 20:16:48,086][root][INFO] - ===> Epoch[153](3955/26): Loss 0.0061, Sem 0.2746, dir -0.6771, norm 0.4086, swav 0.0000 LR: 6.357e-02 Score 91.129 Data time: 0.2505, Forward time: 2.2729, Backward time: 3.0875, DDP time: 0.0042, Total iter time: 5.7223 [2020-11-05 20:16:53,647][root][INFO] - ===> Epoch[153](3956/26): Loss 0.0305, Sem 0.2990, dir -0.6912, norm 0.4227, swav 0.0000 LR: 6.356e-02 Score 90.236 Data time: 0.2245, Forward time: 2.2729, Backward time: 3.0874, DDP time: 0.0042, Total iter time: 5.4162 [2020-11-05 20:16:59,515][root][INFO] - ===> Epoch[153](3957/26): Loss 0.0215, Sem 0.3203, dir -0.6864, norm 0.3876, swav 0.0000 LR: 6.356e-02 Score 89.403 Data time: 0.2607, Forward time: 2.2730, Backward time: 3.0874, DDP time: 0.0042, Total iter time: 5.7581 [2020-11-05 20:17:06,193][root][INFO] - ===> Epoch[153](3958/26): Loss -0.0715, Sem 0.2584, dir -0.7052, norm 0.3753, swav 0.0000 LR: 6.355e-02 Score 91.586 Data time: 0.2014, Forward time: 2.2729, Backward time: 3.0877, DDP time: 0.0042, Total iter time: 6.5378 [2020-11-05 20:17:11,287][root][INFO] - ===> Epoch[153](3959/26): Loss 0.0160, Sem 0.2859, dir -0.6828, norm 0.4129, swav 0.0000 LR: 6.354e-02 Score 91.561 Data time: 0.2565, Forward time: 2.2730, Backward time: 3.0874, DDP time: 0.0042, Total iter time: 4.9975 [2020-11-05 20:17:19,114][root][INFO] - ===> Epoch[153](3960/26): Loss -0.0574, Sem 0.2669, dir -0.7048, norm 0.3805, swav 0.0000 LR: 6.353e-02 Score 91.521 Data time: 0.1888, Forward time: 2.2729, Backward time: 3.0880, DDP time: 0.0042, Total iter time: 7.7082 [2020-11-05 20:17:24,330][root][INFO] - ===> Epoch[153](3961/26): Loss 0.0016, Sem 0.2831, dir -0.6974, norm 0.4159, swav 0.0000 LR: 6.352e-02 Score 91.212 Data time: 0.2275, Forward time: 2.2729, Backward time: 3.0879, DDP time: 0.0042, Total iter time: 5.1231 [2020-11-05 20:17:29,526][root][INFO] - ===> Epoch[153](3962/26): Loss 0.0471, Sem 0.2963, dir -0.6802, norm 0.4310, swav 0.0000 LR: 6.351e-02 Score 90.780 Data time: 0.2503, Forward time: 2.2730, Backward time: 3.0876, DDP time: 0.0042, Total iter time: 5.0979 [2020-11-05 20:17:35,532][root][INFO] - ===> Epoch[153](3963/26): Loss 0.0699, Sem 0.2801, dir -0.6727, norm 0.4625, swav 0.0000 LR: 6.350e-02 Score 90.989 Data time: 0.2160, Forward time: 2.2730, Backward time: 3.0877, DDP time: 0.0042, Total iter time: 5.8852 [2020-11-05 20:17:40,111][root][INFO] - ===> Epoch[153](3964/26): Loss 0.0445, Sem 0.2669, dir -0.6236, norm 0.4012, swav 0.0000 LR: 6.349e-02 Score 91.812 Data time: 0.2226, Forward time: 2.2730, Backward time: 3.0874, DDP time: 0.0042, Total iter time: 4.4805 [2020-11-05 20:17:44,866][root][INFO] - ===> Epoch[153](3965/26): Loss 0.0017, Sem 0.3156, dir -0.7257, norm 0.4118, swav 0.0000 LR: 6.348e-02 Score 89.869 Data time: 0.2059, Forward time: 2.2729, Backward time: 3.0873, DDP time: 0.0042, Total iter time: 4.6526 [2020-11-05 20:17:49,684][root][INFO] - ===> Epoch[153](3966/26): Loss -0.0198, Sem 0.3156, dir -0.7312, norm 0.3959, swav 0.0000 LR: 6.347e-02 Score 89.767 Data time: 0.2327, Forward time: 2.2729, Backward time: 3.0870, DDP time: 0.0042, Total iter time: 4.7228 [2020-11-05 20:17:55,359][root][INFO] - ===> Epoch[153](3967/26): Loss -0.0064, Sem 0.2412, dir -0.6608, norm 0.4132, swav 0.0000 LR: 6.346e-02 Score 92.450 Data time: 0.2525, Forward time: 2.2730, Backward time: 3.0869, DDP time: 0.0042, Total iter time: 5.5376 [2020-11-05 20:18:00,660][root][INFO] - ===> Epoch[153](3968/26): Loss 0.0676, Sem 0.3025, dir -0.6651, norm 0.4302, swav 0.0000 LR: 6.345e-02 Score 89.869 Data time: 0.2063, Forward time: 2.2730, Backward time: 3.0868, DDP time: 0.0042, Total iter time: 5.1858 [2020-11-05 20:18:06,355][root][INFO] - ===> Epoch[153](3969/26): Loss -0.0226, Sem 0.2585, dir -0.7082, norm 0.4271, swav 0.0000 LR: 6.344e-02 Score 91.512 Data time: 0.2067, Forward time: 2.2730, Backward time: 3.0868, DDP time: 0.0042, Total iter time: 5.5935 [2020-11-05 20:18:12,632][root][INFO] - ===> Epoch[153](3970/26): Loss 0.0639, Sem 0.3169, dir -0.6656, norm 0.4126, swav 0.0000 LR: 6.343e-02 Score 90.810 Data time: 0.1851, Forward time: 2.2729, Backward time: 3.0870, DDP time: 0.0042, Total iter time: 6.1731 [2020-11-05 20:18:18,295][root][INFO] - ===> Epoch[153](3971/26): Loss 0.0168, Sem 0.2880, dir -0.6698, norm 0.3986, swav 0.0000 LR: 6.342e-02 Score 90.705 Data time: 0.1821, Forward time: 2.2728, Backward time: 3.0871, DDP time: 0.0042, Total iter time: 5.5839 [2020-11-05 20:18:23,491][root][INFO] - ===> Epoch[153](3972/26): Loss 0.0659, Sem 0.2960, dir -0.6626, norm 0.4325, swav 0.0000 LR: 6.341e-02 Score 90.267 Data time: 0.2326, Forward time: 2.2728, Backward time: 3.0869, DDP time: 0.0042, Total iter time: 5.1463 [2020-11-05 20:18:29,310][root][INFO] - ===> Epoch[153](3973/26): Loss 0.0203, Sem 0.3005, dir -0.6836, norm 0.4035, swav 0.0000 LR: 6.340e-02 Score 90.604 Data time: 0.2115, Forward time: 2.2728, Backward time: 3.0870, DDP time: 0.0042, Total iter time: 5.7077 [2020-11-05 20:18:35,325][root][INFO] - ===> Epoch[153](3974/26): Loss -0.0169, Sem 0.2675, dir -0.6687, norm 0.3844, swav 0.0000 LR: 6.339e-02 Score 91.401 Data time: 0.2961, Forward time: 2.2730, Backward time: 3.0868, DDP time: 0.0042, Total iter time: 5.9230 [2020-11-05 20:18:41,509][root][INFO] - ===> Epoch[153](3975/26): Loss -0.0049, Sem 0.2665, dir -0.6789, norm 0.4075, swav 0.0000 LR: 6.339e-02 Score 91.849 Data time: 0.2878, Forward time: 2.2732, Backward time: 3.0867, DDP time: 0.0042, Total iter time: 6.0542 [2020-11-05 20:18:48,015][root][INFO] - ===> Epoch[153](3976/26): Loss -0.0109, Sem 0.2767, dir -0.6962, norm 0.4086, swav 0.0000 LR: 6.338e-02 Score 91.294 Data time: 0.2427, Forward time: 2.2734, Backward time: 3.0867, DDP time: 0.0042, Total iter time: 6.3612 [2020-11-05 20:18:53,643][root][INFO] - ===> Epoch[153](3977/26): Loss -0.0437, Sem 0.2637, dir -0.7147, norm 0.4073, swav 0.0000 LR: 6.337e-02 Score 91.789 Data time: 0.2398, Forward time: 2.2734, Backward time: 3.0867, DDP time: 0.0042, Total iter time: 5.5146 [2020-11-05 20:18:58,847][root][INFO] - ===> Epoch[153](3978/26): Loss -0.0213, Sem 0.2688, dir -0.6860, norm 0.3958, swav 0.0000 LR: 6.336e-02 Score 91.612 Data time: 0.2013, Forward time: 2.2733, Backward time: 3.0866, DDP time: 0.0042, Total iter time: 5.0945 [2020-11-05 20:19:05,560][root][INFO] - ===> Epoch[154](3979/26): Loss 0.0114, Sem 0.2733, dir -0.6823, norm 0.4205, swav 0.0000 LR: 6.335e-02 Score 90.548 Data time: 0.2533, Forward time: 2.2734, Backward time: 3.0867, DDP time: 0.0042, Total iter time: 6.6125 [2020-11-05 20:19:10,475][root][INFO] - ===> Epoch[154](3980/26): Loss -0.0271, Sem 0.2359, dir -0.6537, norm 0.3906, swav 0.0000 LR: 6.334e-02 Score 93.173 Data time: 0.1419, Forward time: 2.2733, Backward time: 3.0867, DDP time: 0.0042, Total iter time: 4.7947 [2020-11-05 20:19:16,313][root][INFO] - ===> Epoch[154](3981/26): Loss -0.0238, Sem 0.3177, dir -0.7411, norm 0.3997, swav 0.0000 LR: 6.333e-02 Score 89.206 Data time: 0.1838, Forward time: 2.2732, Backward time: 3.0868, DDP time: 0.0042, Total iter time: 5.7372 [2020-11-05 20:19:21,221][root][INFO] - ===> Epoch[154](3982/26): Loss -0.0241, Sem 0.2659, dir -0.6828, norm 0.3929, swav 0.0000 LR: 6.332e-02 Score 90.963 Data time: 0.1833, Forward time: 2.2730, Backward time: 3.0867, DDP time: 0.0042, Total iter time: 4.8091 [2020-11-05 20:19:26,815][root][INFO] - ===> Epoch[154](3983/26): Loss 0.0557, Sem 0.3060, dir -0.6582, norm 0.4079, swav 0.0000 LR: 6.331e-02 Score 90.596 Data time: 0.1919, Forward time: 2.2730, Backward time: 3.0868, DDP time: 0.0042, Total iter time: 5.5034 [2020-11-05 20:19:31,629][root][INFO] - ===> Epoch[154](3984/26): Loss 0.0189, Sem 0.2779, dir -0.6906, norm 0.4316, swav 0.0000 LR: 6.330e-02 Score 91.365 Data time: 0.1904, Forward time: 2.2728, Backward time: 3.0867, DDP time: 0.0042, Total iter time: 4.6872 [2020-11-05 20:19:38,737][root][INFO] - ===> Epoch[154](3985/26): Loss -0.0554, Sem 0.2516, dir -0.7102, norm 0.4032, swav 0.0000 LR: 6.329e-02 Score 91.671 Data time: 0.3655, Forward time: 2.2732, Backward time: 3.0866, DDP time: 0.0042, Total iter time: 7.0084 [2020-11-05 20:19:44,968][root][INFO] - ===> Epoch[154](3986/26): Loss 0.0179, Sem 0.2844, dir -0.6944, norm 0.4279, swav 0.0000 LR: 6.328e-02 Score 90.904 Data time: 0.2167, Forward time: 2.2732, Backward time: 3.0867, DDP time: 0.0042, Total iter time: 6.1115 [2020-11-05 20:19:49,623][root][INFO] - ===> Epoch[154](3987/26): Loss -0.0704, Sem 0.2343, dir -0.6993, norm 0.3946, swav 0.0000 LR: 6.327e-02 Score 92.548 Data time: 0.2167, Forward time: 2.2732, Backward time: 3.0864, DDP time: 0.0042, Total iter time: 4.5458 [2020-11-05 20:19:53,707][root][INFO] - ===> Epoch[154](3988/26): Loss 0.0013, Sem 0.2816, dir -0.6828, norm 0.4024, swav 0.0000 LR: 6.326e-02 Score 91.155 Data time: 0.1819, Forward time: 2.2731, Backward time: 3.0862, DDP time: 0.0042, Total iter time: 3.9703 [2020-11-05 20:20:01,449][root][INFO] - ===> Epoch[154](3989/26): Loss 0.0279, Sem 0.2997, dir -0.6485, norm 0.3767, swav 0.0000 LR: 6.325e-02 Score 90.107 Data time: 0.2225, Forward time: 2.2730, Backward time: 3.0867, DDP time: 0.0042, Total iter time: 7.6631 [2020-11-05 20:20:07,193][root][INFO] - ===> Epoch[154](3990/26): Loss -0.0353, Sem 0.2474, dir -0.6761, norm 0.3935, swav 0.0000 LR: 6.324e-02 Score 91.742 Data time: 0.2246, Forward time: 2.2730, Backward time: 3.0867, DDP time: 0.0042, Total iter time: 5.6387 [2020-11-05 20:20:13,513][root][INFO] - ===> Epoch[154](3991/26): Loss 0.0216, Sem 0.2984, dir -0.6853, norm 0.4085, swav 0.0000 LR: 6.323e-02 Score 90.986 Data time: 0.2292, Forward time: 2.2730, Backward time: 3.0868, DDP time: 0.0042, Total iter time: 6.2071 [2020-11-05 20:20:18,996][root][INFO] - ===> Epoch[154](3992/26): Loss -0.0041, Sem 0.2612, dir -0.6871, norm 0.4218, swav 0.0000 LR: 6.322e-02 Score 91.431 Data time: 0.2416, Forward time: 2.2731, Backward time: 3.0867, DDP time: 0.0042, Total iter time: 5.3687 [2020-11-05 20:20:24,527][root][INFO] - ===> Epoch[154](3993/26): Loss 0.0003, Sem 0.2932, dir -0.6857, norm 0.3929, swav 0.0000 LR: 6.321e-02 Score 90.376 Data time: 0.2108, Forward time: 2.2731, Backward time: 3.0866, DDP time: 0.0042, Total iter time: 5.3986 [2020-11-05 20:20:31,650][root][INFO] - ===> Epoch[154](3994/26): Loss 0.0808, Sem 0.3168, dir -0.6696, norm 0.4335, swav 0.0000 LR: 6.321e-02 Score 90.775 Data time: 0.2019, Forward time: 2.2730, Backward time: 3.0870, DDP time: 0.0042, Total iter time: 7.0020 [2020-11-05 20:20:37,259][root][INFO] - ===> Epoch[154](3995/26): Loss -0.0039, Sem 0.3045, dir -0.7055, norm 0.3970, swav 0.0000 LR: 6.320e-02 Score 90.410 Data time: 0.2406, Forward time: 2.2730, Backward time: 3.0870, DDP time: 0.0042, Total iter time: 5.4832 [2020-11-05 20:20:43,050][root][INFO] - ===> Epoch[154](3996/26): Loss -0.0168, Sem 0.2785, dir -0.6895, norm 0.3942, swav 0.0000 LR: 6.319e-02 Score 91.730 Data time: 0.2951, Forward time: 2.2732, Backward time: 3.0868, DDP time: 0.0042, Total iter time: 5.6705 [2020-11-05 20:20:49,148][root][INFO] - ===> Epoch[154](3997/26): Loss 0.1314, Sem 0.3632, dir -0.6731, norm 0.4413, swav 0.0000 LR: 6.318e-02 Score 89.977 Data time: 0.2376, Forward time: 2.2733, Backward time: 3.0868, DDP time: 0.0042, Total iter time: 5.9636 [2020-11-05 20:20:55,212][root][INFO] - ===> Epoch[154](3998/26): Loss 0.0277, Sem 0.2948, dir -0.6748, norm 0.4078, swav 0.0000 LR: 6.317e-02 Score 90.204 Data time: 0.2226, Forward time: 2.2733, Backward time: 3.0868, DDP time: 0.0042, Total iter time: 5.9360 [2020-11-05 20:21:00,325][root][INFO] - ===> Epoch[154](3999/26): Loss -0.0975, Sem 0.2131, dir -0.6977, norm 0.3871, swav 0.0000 LR: 6.316e-02 Score 93.905 Data time: 0.1728, Forward time: 2.2732, Backward time: 3.0868, DDP time: 0.0042, Total iter time: 4.9788 [2020-11-05 20:21:06,385][root][INFO] - ===> Epoch[154](4000/26): Loss 0.0744, Sem 0.3097, dir -0.6668, norm 0.4315, swav 0.0000 LR: 6.315e-02 Score 91.277 Data time: 0.2807, Forward time: 2.2733, Backward time: 3.0867, DDP time: 0.0042, Total iter time: 5.9361 [2020-11-05 20:21:07,232][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-11-05 20:21:07,483][root][INFO] - ===> Start testing [2020-11-05 20:22:34,807][root][INFO] - 101/312: Data time: 0.0120, Iter time: 0.3195 Loss 0.375 (AVG: 0.476) Score 88.098 (AVG: 87.356) mIOU 66.876 mAP 75.182 mAcc 76.983 IOU: 82.157 95.871 59.471 78.958 91.285 85.841 70.208 50.364 50.206 68.317 14.531 58.747 58.695 64.921 51.197 67.868 92.914 67.894 88.924 39.150 mAP: 81.987 95.404 66.499 83.227 91.027 86.787 74.212 62.734 58.523 73.199 41.216 58.448 63.845 77.942 63.256 94.979 95.931 82.009 95.896 56.521 mAcc: 95.303 98.152 73.929 81.190 94.936 90.923 83.814 58.191 60.024 83.980 17.049 72.016 81.732 76.566 58.357 90.915 95.176 83.535 94.611 49.271 [2020-11-05 20:23:52,818][root][INFO] - 201/312: Data time: 0.0059, Iter time: 0.2067 Loss 0.268 (AVG: 0.474) Score 91.187 (AVG: 87.177) mIOU 65.413 mAP 72.401 mAcc 74.585 IOU: 81.938 96.121 57.926 74.556 89.334 84.179 70.974 52.109 49.714 75.945 16.753 62.814 57.946 59.268 47.812 50.545 92.687 62.638 84.687 40.307 mAP: 81.208 95.700 60.950 69.840 90.114 80.541 71.912 62.418 60.825 69.831 38.001 60.145 64.703 74.091 61.450 90.796 97.008 80.953 78.226 59.307 mAcc: 94.746 98.174 73.666 76.942 93.868 88.104 83.895 62.040 59.179 86.535 20.568 75.702 76.865 69.092 58.540 60.868 95.836 74.960 89.810 52.305 [2020-11-05 20:25:16,117][root][INFO] - 301/312: Data time: 0.0086, Iter time: 0.5170 Loss 0.258 (AVG: 0.499) Score 93.038 (AVG: 86.691) mIOU 64.957 mAP 72.397 mAcc 74.266 IOU: 80.472 96.234 54.984 77.386 88.897 83.141 70.262 52.210 50.013 74.982 16.001 60.661 55.777 62.137 43.954 53.205 90.463 61.080 84.810 42.472 mAP: 80.596 95.780 59.464 73.459 89.046 80.776 69.995 63.526 61.217 72.227 38.650 60.277 63.896 74.085 57.882 91.458 94.656 80.716 82.452 57.775 mAcc: 94.674 98.170 70.439 80.238 93.681 87.705 82.709 63.179 58.892 87.030 19.331 72.784 76.104 71.651 56.128 63.774 93.049 72.362 91.593 51.831 [2020-11-05 20:25:24,988][root][INFO] - 312/312: Data time: 0.0036, Iter time: 0.3787 Loss 1.270 (AVG: 0.500) Score 66.244 (AVG: 86.662) mIOU 64.588 mAP 72.305 mAcc 73.937 IOU: 80.721 96.245 54.004 76.635 88.812 82.835 70.221 52.551 49.698 74.606 15.841 60.188 55.699 61.815 42.534 52.483 90.247 59.710 84.499 42.424 mAP: 80.884 95.823 59.295 72.988 89.126 79.806 70.261 63.815 60.639 72.767 38.979 60.878 64.078 73.782 56.791 91.241 94.701 79.751 82.452 58.047 mAcc: 94.726 98.192 70.585 79.382 93.563 87.558 82.671 63.586 58.604 87.107 19.106 71.619 76.199 71.543 54.147 62.759 93.076 71.238 91.593 51.495 [2020-11-05 20:25:24,989][root][INFO] - Finished test. Elapsed time: 257.5052 [2020-11-05 20:25:37,077][root][INFO] - [2020-11-05 20:25:37,078][root][INFO] - ################################################################ [2020-11-05 20:25:37,079][root][INFO] - what : AP AP_50% AP_25% [2020-11-05 20:25:37,079][root][INFO] - ################################################################ [2020-11-05 20:25:37,079][root][INFO] - cabinet : 0.100 0.233 0.537 [2020-11-05 20:25:37,079][root][INFO] - bed : 0.332 0.707 0.824 [2020-11-05 20:25:37,079][root][INFO] - chair : 0.538 0.743 0.825 [2020-11-05 20:25:37,079][root][INFO] - sofa : 0.406 0.675 0.847 [2020-11-05 20:25:37,079][root][INFO] - table : 0.357 0.607 0.721 [2020-11-05 20:25:37,079][root][INFO] - door : 0.163 0.319 0.474 [2020-11-05 20:25:37,079][root][INFO] - window : 0.061 0.154 0.361 [2020-11-05 20:25:37,079][root][INFO] - bookshelf : 0.213 0.483 0.782 [2020-11-05 20:25:37,079][root][INFO] - picture : 0.021 0.062 0.157 [2020-11-05 20:25:37,079][root][INFO] - counter : 0.021 0.111 0.478 [2020-11-05 20:25:37,079][root][INFO] - desk : 0.029 0.128 0.475 [2020-11-05 20:25:37,079][root][INFO] - curtain : 0.155 0.334 0.504 [2020-11-05 20:25:37,079][root][INFO] - refrigerator : 0.247 0.398 0.481 [2020-11-05 20:25:37,079][root][INFO] - shower curtain : 0.433 0.645 0.697 [2020-11-05 20:25:37,079][root][INFO] - toilet : 0.777 0.971 0.971 [2020-11-05 20:25:37,079][root][INFO] - sink : 0.170 0.486 0.789 [2020-11-05 20:25:37,079][root][INFO] - bathtub : 0.571 0.818 0.862 [2020-11-05 20:25:37,079][root][INFO] - otherfurniture : 0.240 0.403 0.586 [2020-11-05 20:25:37,079][root][INFO] - ---------------------------------------------------------------- [2020-11-05 20:25:37,079][root][INFO] - average : 0.269 0.460 0.632 [2020-11-05 20:25:37,080][root][INFO] - [2020-11-05 20:25:37,366][root][INFO] - Summary name validation/mAP@0.5 is illegal; using validation/mAP_0.5 instead. [2020-11-05 20:25:38,245][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34Cbest_val.pth [2020-11-05 20:25:38,496][root][INFO] - Current best mIoU: 64.588 at iter 4000 [2020-11-05 20:25:42,246][root][INFO] - ===> Epoch[154](4001/26): Loss -0.0196, Sem 0.2450, dir -0.6786, norm 0.4140, swav 0.0000 LR: 6.314e-02 Score 92.474 Data time: 0.1529, Forward time: 2.2732, Backward time: 3.0864, DDP time: 0.0042, Total iter time: 3.7435 [2020-11-05 20:25:47,597][root][INFO] - ===> Epoch[154](4002/26): Loss -0.0037, Sem 0.2617, dir -0.6825, norm 0.4172, swav 0.0000 LR: 6.313e-02 Score 91.924 Data time: 0.2558, Forward time: 2.2732, Backward time: 3.0863, DDP time: 0.0042, Total iter time: 5.2441 [2020-11-05 20:25:54,027][root][INFO] - ===> Epoch[154](4003/26): Loss -0.0100, Sem 0.2735, dir -0.6897, norm 0.4062, swav 0.0000 LR: 6.312e-02 Score 91.122 Data time: 0.1864, Forward time: 2.2732, Backward time: 3.0865, DDP time: 0.0042, Total iter time: 6.3002 [2020-11-05 20:25:59,885][root][INFO] - ===> Epoch[154](4004/26): Loss -0.0295, Sem 0.2735, dir -0.6723, norm 0.3693, swav 0.0000 LR: 6.311e-02 Score 91.856 Data time: 0.2110, Forward time: 2.2731, Backward time: 3.0866, DDP time: 0.0042, Total iter time: 5.7454 [2020-11-05 20:26:05,935][root][INFO] - ===> Epoch[155](4005/26): Loss 0.0883, Sem 0.2918, dir -0.6357, norm 0.4322, swav 0.0000 LR: 6.310e-02 Score 90.705 Data time: 0.2700, Forward time: 2.2732, Backward time: 3.0865, DDP time: 0.0042, Total iter time: 5.9537 [2020-11-05 20:26:12,397][root][INFO] - ===> Epoch[155](4006/26): Loss 0.0010, Sem 0.2810, dir -0.7102, norm 0.4302, swav 0.0000 LR: 6.309e-02 Score 90.687 Data time: 0.1917, Forward time: 2.2732, Backward time: 3.0867, DDP time: 0.0042, Total iter time: 6.3244 [2020-11-05 20:26:17,565][root][INFO] - ===> Epoch[155](4007/26): Loss -0.0747, Sem 0.2379, dir -0.6888, norm 0.3762, swav 0.0000 LR: 6.308e-02 Score 91.973 Data time: 0.1751, Forward time: 2.2731, Backward time: 3.0867, DDP time: 0.0042, Total iter time: 5.0550 [2020-11-05 20:26:23,148][root][INFO] - ===> Epoch[155](4008/26): Loss -0.0043, Sem 0.2496, dir -0.6806, norm 0.4266, swav 0.0000 LR: 6.307e-02 Score 92.158 Data time: 0.3118, Forward time: 2.2732, Backward time: 3.0865, DDP time: 0.0042, Total iter time: 5.4898 [2020-11-05 20:26:29,471][root][INFO] - ===> Epoch[155](4009/26): Loss 0.0410, Sem 0.2797, dir -0.6712, norm 0.4325, swav 0.0000 LR: 6.306e-02 Score 91.497 Data time: 0.2013, Forward time: 2.2732, Backward time: 3.0866, DDP time: 0.0042, Total iter time: 6.2024 [2020-11-05 20:26:35,630][root][INFO] - ===> Epoch[155](4010/26): Loss -0.0539, Sem 0.2348, dir -0.6873, norm 0.3986, swav 0.0000 LR: 6.305e-02 Score 92.285 Data time: 0.1911, Forward time: 2.2731, Backward time: 3.0868, DDP time: 0.0042, Total iter time: 6.0625 [2020-11-05 20:26:40,990][root][INFO] - ===> Epoch[155](4011/26): Loss -0.0234, Sem 0.2689, dir -0.6977, norm 0.4054, swav 0.0000 LR: 6.304e-02 Score 91.729 Data time: 0.2842, Forward time: 2.2732, Backward time: 3.0866, DDP time: 0.0042, Total iter time: 5.2606 [2020-11-05 20:26:47,504][root][INFO] - ===> Epoch[155](4012/26): Loss -0.0246, Sem 0.2528, dir -0.6844, norm 0.4070, swav 0.0000 LR: 6.303e-02 Score 91.484 Data time: 0.1610, Forward time: 2.2731, Backward time: 3.0870, DDP time: 0.0042, Total iter time: 6.3813 [2020-11-05 20:26:54,078][root][INFO] - ===> Epoch[155](4013/26): Loss -0.0231, Sem 0.2616, dir -0.6833, norm 0.3986, swav 0.0000 LR: 6.303e-02 Score 91.332 Data time: 0.2876, Forward time: 2.2732, Backward time: 3.0870, DDP time: 0.0042, Total iter time: 6.4840 [2020-11-05 20:27:00,458][root][INFO] - ===> Epoch[155](4014/26): Loss 0.0046, Sem 0.2736, dir -0.6935, norm 0.4244, swav 0.0000 LR: 6.302e-02 Score 91.077 Data time: 0.1935, Forward time: 2.2732, Backward time: 3.0872, DDP time: 0.0042, Total iter time: 6.2675 [2020-11-05 20:27:05,269][root][INFO] - ===> Epoch[155](4015/26): Loss 0.0541, Sem 0.3077, dir -0.6714, norm 0.4178, swav 0.0000 LR: 6.301e-02 Score 91.022 Data time: 0.2376, Forward time: 2.2732, Backward time: 3.0869, DDP time: 0.0042, Total iter time: 4.7244 [2020-11-05 20:27:10,035][root][INFO] - ===> Epoch[155](4016/26): Loss 0.0089, Sem 0.3121, dir -0.7145, norm 0.4113, swav 0.0000 LR: 6.300e-02 Score 90.149 Data time: 0.1856, Forward time: 2.2731, Backward time: 3.0868, DDP time: 0.0042, Total iter time: 4.6500 [2020-11-05 20:27:15,867][root][INFO] - ===> Epoch[155](4017/26): Loss -0.0851, Sem 0.2369, dir -0.7139, norm 0.3919, swav 0.0000 LR: 6.299e-02 Score 92.492 Data time: 0.1910, Forward time: 2.2731, Backward time: 3.0868, DDP time: 0.0042, Total iter time: 5.7355 [2020-11-05 20:27:21,773][root][INFO] - ===> Epoch[155](4018/26): Loss -0.0274, Sem 0.2896, dir -0.7178, norm 0.4007, swav 0.0000 LR: 6.298e-02 Score 90.863 Data time: 0.1826, Forward time: 2.2731, Backward time: 3.0869, DDP time: 0.0042, Total iter time: 5.8011 [2020-11-05 20:27:27,045][root][INFO] - ===> Epoch[155](4019/26): Loss -0.0400, Sem 0.2600, dir -0.7004, norm 0.4004, swav 0.0000 LR: 6.297e-02 Score 91.777 Data time: 0.2140, Forward time: 2.2731, Backward time: 3.0868, DDP time: 0.0042, Total iter time: 5.1725 [2020-11-05 20:27:32,513][root][INFO] - ===> Epoch[155](4020/26): Loss 0.0722, Sem 0.3200, dir -0.6754, norm 0.4276, swav 0.0000 LR: 6.296e-02 Score 90.369 Data time: 0.2432, Forward time: 2.2731, Backward time: 3.0866, DDP time: 0.0042, Total iter time: 5.3657 [2020-11-05 20:27:37,817][root][INFO] - ===> Epoch[155](4021/26): Loss 0.0475, Sem 0.2792, dir -0.6794, norm 0.4477, swav 0.0000 LR: 6.295e-02 Score 90.913 Data time: 0.2164, Forward time: 2.2732, Backward time: 3.0865, DDP time: 0.0042, Total iter time: 5.1662 [2020-11-05 20:27:44,384][root][INFO] - ===> Epoch[155](4022/26): Loss 0.0142, Sem 0.3262, dir -0.6911, norm 0.3791, swav 0.0000 LR: 6.294e-02 Score 90.175 Data time: 0.2175, Forward time: 2.2732, Backward time: 3.0867, DDP time: 0.0042, Total iter time: 6.4403 [2020-11-05 20:27:50,354][root][INFO] - ===> Epoch[155](4023/26): Loss -0.0349, Sem 0.2663, dir -0.7021, norm 0.4009, swav 0.0000 LR: 6.293e-02 Score 92.038 Data time: 0.3216, Forward time: 2.2734, Backward time: 3.0865, DDP time: 0.0042, Total iter time: 5.8723 [2020-11-05 20:27:56,077][root][INFO] - ===> Epoch[155](4024/26): Loss -0.0908, Sem 0.2624, dir -0.7075, norm 0.3543, swav 0.0000 LR: 6.292e-02 Score 91.623 Data time: 0.2645, Forward time: 2.2735, Backward time: 3.0864, DDP time: 0.0042, Total iter time: 5.5952 [2020-11-05 20:28:01,551][root][INFO] - ===> Epoch[155](4025/26): Loss 0.0598, Sem 0.3042, dir -0.6631, norm 0.4186, swav 0.0000 LR: 6.291e-02 Score 90.451 Data time: 0.2907, Forward time: 2.2736, Backward time: 3.0862, DDP time: 0.0042, Total iter time: 5.3589 [2020-11-05 20:28:06,978][root][INFO] - ===> Epoch[155](4026/26): Loss 0.0641, Sem 0.2844, dir -0.6557, norm 0.4355, swav 0.0000 LR: 6.290e-02 Score 90.999 Data time: 0.1983, Forward time: 2.2736, Backward time: 3.0861, DDP time: 0.0042, Total iter time: 5.3015 [2020-11-05 20:28:11,934][root][INFO] - ===> Epoch[155](4027/26): Loss 0.0068, Sem 0.2711, dir -0.6993, norm 0.4350, swav 0.0000 LR: 6.289e-02 Score 91.072 Data time: 0.1957, Forward time: 2.2735, Backward time: 3.0860, DDP time: 0.0042, Total iter time: 4.8722 [2020-11-05 20:28:17,722][root][INFO] - ===> Epoch[155](4028/26): Loss -0.1161, Sem 0.2204, dir -0.7177, norm 0.3812, swav 0.0000 LR: 6.288e-02 Score 92.727 Data time: 0.1340, Forward time: 2.2733, Backward time: 3.0862, DDP time: 0.0042, Total iter time: 5.6723 [2020-11-05 20:28:23,712][root][INFO] - ===> Epoch[155](4029/26): Loss 0.0355, Sem 0.3288, dir -0.7018, norm 0.4086, swav 0.0000 LR: 6.287e-02 Score 90.731 Data time: 0.2183, Forward time: 2.2733, Backward time: 3.0863, DDP time: 0.0042, Total iter time: 5.9138 [2020-11-05 20:28:29,973][root][INFO] - ===> Epoch[155](4030/26): Loss -0.0477, Sem 0.2361, dir -0.6774, norm 0.3935, swav 0.0000 LR: 6.286e-02 Score 92.094 Data time: 0.2182, Forward time: 2.2734, Backward time: 3.0864, DDP time: 0.0042, Total iter time: 6.1613 [2020-11-05 20:28:35,052][root][INFO] - ===> Epoch[156](4031/26): Loss 0.0318, Sem 0.2967, dir -0.6824, norm 0.4175, swav 0.0000 LR: 6.285e-02 Score 90.852 Data time: 0.2050, Forward time: 2.2733, Backward time: 3.0862, DDP time: 0.0042, Total iter time: 4.9723 [2020-11-05 20:28:40,988][root][INFO] - ===> Epoch[156](4032/26): Loss -0.0073, Sem 0.2496, dir -0.6813, norm 0.4244, swav 0.0000 LR: 6.285e-02 Score 92.212 Data time: 0.1976, Forward time: 2.2733, Backward time: 3.0863, DDP time: 0.0042, Total iter time: 5.8360 [2020-11-05 20:28:45,830][root][INFO] - ===> Epoch[156](4033/26): Loss -0.0379, Sem 0.2330, dir -0.6552, norm 0.3843, swav 0.0000 LR: 6.284e-02 Score 92.423 Data time: 0.2342, Forward time: 2.2734, Backward time: 3.0860, DDP time: 0.0042, Total iter time: 4.7270 [2020-11-05 20:28:51,036][root][INFO] - ===> Epoch[156](4034/26): Loss -0.0861, Sem 0.2117, dir -0.6784, norm 0.3806, swav 0.0000 LR: 6.283e-02 Score 93.272 Data time: 0.1814, Forward time: 2.2733, Backward time: 3.0860, DDP time: 0.0042, Total iter time: 5.0690 [2020-11-05 20:28:56,978][root][INFO] - ===> Epoch[156](4035/26): Loss -0.0875, Sem 0.2564, dir -0.7182, norm 0.3743, swav 0.0000 LR: 6.282e-02 Score 91.767 Data time: 0.1960, Forward time: 2.2732, Backward time: 3.0861, DDP time: 0.0042, Total iter time: 5.8219 [2020-11-05 20:29:03,341][root][INFO] - ===> Epoch[156](4036/26): Loss -0.0180, Sem 0.2597, dir -0.6891, norm 0.4114, swav 0.0000 LR: 6.281e-02 Score 91.552 Data time: 0.2292, Forward time: 2.2733, Backward time: 3.0862, DDP time: 0.0042, Total iter time: 6.3131 [2020-11-05 20:29:08,974][root][INFO] - ===> Epoch[156](4037/26): Loss -0.0177, Sem 0.2724, dir -0.6910, norm 0.4009, swav 0.0000 LR: 6.280e-02 Score 90.772 Data time: 0.2677, Forward time: 2.2734, Backward time: 3.0860, DDP time: 0.0042, Total iter time: 5.4958 [2020-11-05 20:29:15,656][root][INFO] - ===> Epoch[156](4038/26): Loss -0.0353, Sem 0.2587, dir -0.6830, norm 0.3890, swav 0.0000 LR: 6.279e-02 Score 92.055 Data time: 0.2435, Forward time: 2.2735, Backward time: 3.0861, DDP time: 0.0042, Total iter time: 6.5520 [2020-11-05 20:29:20,973][root][INFO] - ===> Epoch[156](4039/26): Loss -0.0252, Sem 0.2739, dir -0.6992, norm 0.4001, swav 0.0000 LR: 6.278e-02 Score 91.017 Data time: 0.2138, Forward time: 2.2735, Backward time: 3.0860, DDP time: 0.0042, Total iter time: 5.2023 [2020-11-05 20:29:25,990][root][INFO] - ===> Epoch[156](4040/26): Loss -0.0352, Sem 0.2766, dir -0.6942, norm 0.3824, swav 0.0000 LR: 6.277e-02 Score 91.465 Data time: 0.1950, Forward time: 2.2735, Backward time: 3.0859, DDP time: 0.0042, Total iter time: 4.9199 [2020-11-05 20:29:32,107][root][INFO] - ===> Epoch[156](4041/26): Loss 0.0113, Sem 0.2726, dir -0.6744, norm 0.4130, swav 0.0000 LR: 6.276e-02 Score 91.399 Data time: 0.1943, Forward time: 2.2734, Backward time: 3.0860, DDP time: 0.0042, Total iter time: 6.0147 [2020-11-05 20:29:37,857][root][INFO] - ===> Epoch[156](4042/26): Loss -0.0759, Sem 0.2321, dir -0.7202, norm 0.4121, swav 0.0000 LR: 6.275e-02 Score 92.872 Data time: 0.1974, Forward time: 2.2734, Backward time: 3.0860, DDP time: 0.0042, Total iter time: 5.6420 [2020-11-05 20:29:43,247][root][INFO] - ===> Epoch[156](4043/26): Loss 0.0740, Sem 0.3446, dir -0.7101, norm 0.4394, swav 0.0000 LR: 6.274e-02 Score 90.194 Data time: 0.2779, Forward time: 2.2735, Backward time: 3.0858, DDP time: 0.0042, Total iter time: 5.2636 [2020-11-05 20:29:48,721][root][INFO] - ===> Epoch[156](4044/26): Loss -0.0122, Sem 0.2532, dir -0.6845, norm 0.4191, swav 0.0000 LR: 6.273e-02 Score 92.233 Data time: 0.2531, Forward time: 2.2736, Backward time: 3.0856, DDP time: 0.0042, Total iter time: 5.3526 [2020-11-05 20:29:53,771][root][INFO] - ===> Epoch[156](4045/26): Loss 0.0807, Sem 0.3536, dir -0.6962, norm 0.4233, swav 0.0000 LR: 6.272e-02 Score 89.345 Data time: 0.1949, Forward time: 2.2736, Backward time: 3.0855, DDP time: 0.0042, Total iter time: 4.9277 [2020-11-05 20:29:59,176][root][INFO] - ===> Epoch[156](4046/26): Loss -0.0721, Sem 0.2509, dir -0.7357, norm 0.4127, swav 0.0000 LR: 6.271e-02 Score 92.257 Data time: 0.2648, Forward time: 2.2737, Backward time: 3.0853, DDP time: 0.0042, Total iter time: 5.2851 [2020-11-05 20:30:05,040][root][INFO] - ===> Epoch[156](4047/26): Loss 0.0239, Sem 0.2491, dir -0.6673, norm 0.4421, swav 0.0000 LR: 6.270e-02 Score 92.153 Data time: 0.2998, Forward time: 2.2739, Backward time: 3.0851, DDP time: 0.0042, Total iter time: 5.7459 [2020-11-05 20:30:10,634][root][INFO] - ===> Epoch[156](4048/26): Loss -0.0060, Sem 0.2919, dir -0.6830, norm 0.3852, swav 0.0000 LR: 6.269e-02 Score 90.075 Data time: 0.2138, Forward time: 2.2740, Backward time: 3.0850, DDP time: 0.0042, Total iter time: 5.4526 [2020-11-05 20:30:16,204][root][INFO] - ===> Epoch[156](4049/26): Loss -0.0151, Sem 0.2753, dir -0.6870, norm 0.3967, swav 0.0000 LR: 6.268e-02 Score 91.518 Data time: 0.1475, Forward time: 2.2738, Backward time: 3.0851, DDP time: 0.0042, Total iter time: 5.4473 [2020-11-05 20:30:23,456][root][INFO] - ===> Epoch[156](4050/26): Loss -0.0138, Sem 0.2873, dir -0.6862, norm 0.3851, swav 0.0000 LR: 6.267e-02 Score 91.229 Data time: 0.2495, Forward time: 2.2740, Backward time: 3.0853, DDP time: 0.0042, Total iter time: 7.1519 [2020-11-05 20:30:30,765][root][INFO] - ===> Epoch[156](4051/26): Loss -0.0004, Sem 0.2553, dir -0.6377, norm 0.3820, swav 0.0000 LR: 6.267e-02 Score 91.845 Data time: 0.2357, Forward time: 2.2740, Backward time: 3.0856, DDP time: 0.0042, Total iter time: 7.1649 [2020-11-05 20:30:36,418][root][INFO] - ===> Epoch[156](4052/26): Loss 0.0172, Sem 0.2741, dir -0.6650, norm 0.4082, swav 0.0000 LR: 6.266e-02 Score 92.193 Data time: 0.2447, Forward time: 2.2741, Backward time: 3.0855, DDP time: 0.0042, Total iter time: 5.5361 [2020-11-05 20:30:42,927][root][INFO] - ===> Epoch[156](4053/26): Loss 0.0179, Sem 0.2793, dir -0.6630, norm 0.4017, swav 0.0000 LR: 6.265e-02 Score 91.333 Data time: 0.2062, Forward time: 2.2741, Backward time: 3.0857, DDP time: 0.0042, Total iter time: 6.3873 [2020-11-05 20:30:48,915][root][INFO] - ===> Epoch[156](4054/26): Loss 0.0268, Sem 0.2863, dir -0.6465, norm 0.3870, swav 0.0000 LR: 6.264e-02 Score 90.054 Data time: 0.2638, Forward time: 2.2743, Backward time: 3.0856, DDP time: 0.0042, Total iter time: 5.8677 [2020-11-05 20:30:55,666][root][INFO] - ===> Epoch[156](4055/26): Loss 0.0899, Sem 0.2918, dir -0.6428, norm 0.4408, swav 0.0000 LR: 6.263e-02 Score 90.495 Data time: 0.3010, Forward time: 2.2745, Backward time: 3.0855, DDP time: 0.0042, Total iter time: 6.6205 [2020-11-05 20:31:01,171][root][INFO] - ===> Epoch[156](4056/26): Loss 0.0625, Sem 0.3228, dir -0.6744, norm 0.4141, swav 0.0000 LR: 6.262e-02 Score 89.139 Data time: 0.2697, Forward time: 2.2747, Backward time: 3.0853, DDP time: 0.0042, Total iter time: 5.3588 [2020-11-05 20:31:07,465][root][INFO] - ===> Epoch[157](4057/26): Loss -0.0755, Sem 0.2336, dir -0.6816, norm 0.3725, swav 0.0000 LR: 6.261e-02 Score 92.470 Data time: 0.2296, Forward time: 2.2746, Backward time: 3.0855, DDP time: 0.0042, Total iter time: 6.1723 [2020-11-05 20:31:12,197][root][INFO] - ===> Epoch[157](4058/26): Loss -0.0398, Sem 0.2287, dir -0.6632, norm 0.3947, swav 0.0000 LR: 6.260e-02 Score 93.060 Data time: 0.2100, Forward time: 2.2745, Backward time: 3.0854, DDP time: 0.0042, Total iter time: 4.6348 [2020-11-05 20:31:19,206][root][INFO] - ===> Epoch[157](4059/26): Loss -0.0341, Sem 0.2532, dir -0.6808, norm 0.3935, swav 0.0000 LR: 6.259e-02 Score 91.324 Data time: 0.2016, Forward time: 2.2745, Backward time: 3.0857, DDP time: 0.0042, Total iter time: 6.9115 [2020-11-05 20:31:23,845][root][INFO] - ===> Epoch[157](4060/26): Loss -0.0291, Sem 0.2895, dir -0.7167, norm 0.3981, swav 0.0000 LR: 6.258e-02 Score 90.986 Data time: 0.2091, Forward time: 2.2744, Backward time: 3.0855, DDP time: 0.0042, Total iter time: 4.5231 [2020-11-05 20:31:30,765][root][INFO] - ===> Epoch[157](4061/26): Loss -0.0422, Sem 0.2358, dir -0.6857, norm 0.4076, swav 0.0000 LR: 6.257e-02 Score 91.810 Data time: 0.1877, Forward time: 2.2743, Backward time: 3.0859, DDP time: 0.0042, Total iter time: 6.8243 [2020-11-05 20:31:36,276][root][INFO] - ===> Epoch[157](4062/26): Loss 0.0235, Sem 0.2818, dir -0.6975, norm 0.4392, swav 0.0000 LR: 6.256e-02 Score 90.892 Data time: 0.2104, Forward time: 2.2743, Backward time: 3.0858, DDP time: 0.0042, Total iter time: 5.4178 [2020-11-05 20:31:41,628][root][INFO] - ===> Epoch[157](4063/26): Loss -0.0616, Sem 0.2312, dir -0.6956, norm 0.4028, swav 0.0000 LR: 6.255e-02 Score 92.803 Data time: 0.1770, Forward time: 2.2742, Backward time: 3.0858, DDP time: 0.0042, Total iter time: 5.2368 [2020-11-05 20:31:46,279][root][INFO] - ===> Epoch[157](4064/26): Loss -0.0693, Sem 0.2647, dir -0.7266, norm 0.3926, swav 0.0000 LR: 6.254e-02 Score 91.718 Data time: 0.2361, Forward time: 2.2742, Backward time: 3.0855, DDP time: 0.0042, Total iter time: 4.5480 [2020-11-05 20:31:52,324][root][INFO] - ===> Epoch[157](4065/26): Loss 0.0359, Sem 0.2756, dir -0.6701, norm 0.4303, swav 0.0000 LR: 6.253e-02 Score 91.199 Data time: 0.2980, Forward time: 2.2744, Backward time: 3.0854, DDP time: 0.0042, Total iter time: 5.9232 [2020-11-05 20:31:57,278][root][INFO] - ===> Epoch[157](4066/26): Loss -0.0313, Sem 0.2784, dir -0.7049, norm 0.3952, swav 0.0000 LR: 6.252e-02 Score 91.096 Data time: 0.1748, Forward time: 2.2743, Backward time: 3.0853, DDP time: 0.0042, Total iter time: 4.8047 [2020-11-05 20:32:04,186][root][INFO] - ===> Epoch[157](4067/26): Loss -0.0966, Sem 0.2217, dir -0.6999, norm 0.3816, swav 0.0000 LR: 6.251e-02 Score 92.406 Data time: 0.1808, Forward time: 2.2742, Backward time: 3.0856, DDP time: 0.0042, Total iter time: 6.8070 [2020-11-05 20:32:08,959][root][INFO] - ===> Epoch[157](4068/26): Loss -0.0094, Sem 0.2579, dir -0.6841, norm 0.4168, swav 0.0000 LR: 6.250e-02 Score 91.503 Data time: 0.1964, Forward time: 2.2742, Backward time: 3.0855, DDP time: 0.0042, Total iter time: 4.6689 [2020-11-05 20:32:14,268][root][INFO] - ===> Epoch[157](4069/26): Loss -0.0770, Sem 0.2621, dir -0.7248, norm 0.3857, swav 0.0000 LR: 6.249e-02 Score 91.907 Data time: 0.1929, Forward time: 2.2741, Backward time: 3.0855, DDP time: 0.0042, Total iter time: 5.1994 [2020-11-05 20:32:19,589][root][INFO] - ===> Epoch[157](4070/26): Loss -0.0323, Sem 0.2600, dir -0.7014, norm 0.4091, swav 0.0000 LR: 6.249e-02 Score 91.640 Data time: 0.2166, Forward time: 2.2741, Backward time: 3.0853, DDP time: 0.0042, Total iter time: 5.2270 [2020-11-05 20:32:25,213][root][INFO] - ===> Epoch[157](4071/26): Loss -0.1019, Sem 0.2420, dir -0.7401, norm 0.3963, swav 0.0000 LR: 6.248e-02 Score 92.732 Data time: 0.2151, Forward time: 2.2741, Backward time: 3.0853, DDP time: 0.0042, Total iter time: 5.4994 [2020-11-05 20:32:30,901][root][INFO] - ===> Epoch[157](4072/26): Loss -0.1084, Sem 0.2031, dir -0.7220, norm 0.4105, swav 0.0000 LR: 6.247e-02 Score 93.266 Data time: 0.2686, Forward time: 2.2742, Backward time: 3.0852, DDP time: 0.0042, Total iter time: 5.5832 [2020-11-05 20:32:37,358][root][INFO] - ===> Epoch[157](4073/26): Loss 0.0477, Sem 0.2722, dir -0.6605, norm 0.4360, swav 0.0000 LR: 6.246e-02 Score 91.445 Data time: 0.2426, Forward time: 2.2743, Backward time: 3.0853, DDP time: 0.0042, Total iter time: 6.3508 [2020-11-05 20:32:42,053][root][INFO] - ===> Epoch[157](4074/26): Loss -0.0167, Sem 0.2588, dir -0.7070, norm 0.4314, swav 0.0000 LR: 6.245e-02 Score 92.157 Data time: 0.2576, Forward time: 2.2743, Backward time: 3.0850, DDP time: 0.0042, Total iter time: 4.5883 [2020-11-05 20:32:47,971][root][INFO] - ===> Epoch[157](4075/26): Loss 0.0009, Sem 0.2703, dir -0.6692, norm 0.3998, swav 0.0000 LR: 6.244e-02 Score 91.981 Data time: 0.2808, Forward time: 2.2745, Backward time: 3.0849, DDP time: 0.0042, Total iter time: 5.8031 [2020-11-05 20:32:53,560][root][INFO] - ===> Epoch[157](4076/26): Loss -0.0449, Sem 0.2734, dir -0.7024, norm 0.3842, swav 0.0000 LR: 6.243e-02 Score 91.257 Data time: 0.2386, Forward time: 2.2746, Backward time: 3.0847, DDP time: 0.0042, Total iter time: 5.4584 [2020-11-05 20:32:59,475][root][INFO] - ===> Epoch[157](4077/26): Loss 0.0895, Sem 0.3270, dir -0.6700, norm 0.4324, swav 0.0000 LR: 6.242e-02 Score 90.222 Data time: 0.1591, Forward time: 2.2745, Backward time: 3.0849, DDP time: 0.0043, Total iter time: 5.7956 [2020-11-05 20:33:05,349][root][INFO] - ===> Epoch[157](4078/26): Loss -0.0515, Sem 0.2523, dir -0.6972, norm 0.3934, swav 0.0000 LR: 6.241e-02 Score 91.997 Data time: 0.2350, Forward time: 2.2745, Backward time: 3.0849, DDP time: 0.0043, Total iter time: 5.7494 [2020-11-05 20:33:11,636][root][INFO] - ===> Epoch[157](4079/26): Loss -0.0410, Sem 0.2255, dir -0.6677, norm 0.4012, swav 0.0000 LR: 6.240e-02 Score 92.966 Data time: 0.2673, Forward time: 2.2746, Backward time: 3.0849, DDP time: 0.0043, Total iter time: 6.1849 [2020-11-05 20:33:18,446][root][INFO] - ===> Epoch[157](4080/26): Loss -0.0068, Sem 0.3133, dir -0.7202, norm 0.4001, swav 0.0000 LR: 6.239e-02 Score 90.534 Data time: 0.2223, Forward time: 2.2747, Backward time: 3.0851, DDP time: 0.0043, Total iter time: 6.6510 [2020-11-05 20:33:24,444][root][INFO] - ===> Epoch[157](4081/26): Loss 0.0252, Sem 0.2445, dir -0.6795, norm 0.4602, swav 0.0000 LR: 6.238e-02 Score 92.276 Data time: 0.2052, Forward time: 2.2746, Backward time: 3.0851, DDP time: 0.0043, Total iter time: 5.8594 [2020-11-05 20:33:31,254][root][INFO] - ===> Epoch[157](4082/26): Loss -0.0241, Sem 0.2582, dir -0.6951, norm 0.4128, swav 0.0000 LR: 6.237e-02 Score 91.933 Data time: 0.1242, Forward time: 2.2744, Backward time: 3.0856, DDP time: 0.0043, Total iter time: 6.7050 [2020-11-05 20:33:36,744][root][INFO] - ===> Epoch[158](4083/26): Loss -0.0688, Sem 0.2493, dir -0.7004, norm 0.3822, swav 0.0000 LR: 6.236e-02 Score 92.458 Data time: 0.1724, Forward time: 2.2743, Backward time: 3.0857, DDP time: 0.0043, Total iter time: 5.3985 [2020-11-05 20:33:42,347][root][INFO] - ===> Epoch[158](4084/26): Loss 0.0233, Sem 0.2851, dir -0.6573, norm 0.3955, swav 0.0000 LR: 6.235e-02 Score 91.429 Data time: 0.2494, Forward time: 2.2744, Backward time: 3.0855, DDP time: 0.0043, Total iter time: 5.5207 [2020-11-05 20:33:47,098][root][INFO] - ===> Epoch[158](4085/26): Loss -0.0595, Sem 0.2328, dir -0.6662, norm 0.3739, swav 0.0000 LR: 6.234e-02 Score 92.797 Data time: 0.1902, Forward time: 2.2743, Backward time: 3.0853, DDP time: 0.0043, Total iter time: 4.6233 [2020-11-05 20:33:52,331][root][INFO] - ===> Epoch[158](4086/26): Loss -0.0066, Sem 0.2564, dir -0.6922, norm 0.4292, swav 0.0000 LR: 6.233e-02 Score 92.283 Data time: 0.2946, Forward time: 2.2744, Backward time: 3.0851, DDP time: 0.0043, Total iter time: 5.1338 [2020-11-05 20:33:58,230][root][INFO] - ===> Epoch[158](4087/26): Loss -0.0025, Sem 0.2943, dir -0.7027, norm 0.4059, swav 0.0000 LR: 6.232e-02 Score 91.568 Data time: 0.2017, Forward time: 2.2744, Backward time: 3.0851, DDP time: 0.0043, Total iter time: 5.7807 [2020-11-05 20:34:04,126][root][INFO] - ===> Epoch[158](4088/26): Loss -0.0150, Sem 0.2616, dir -0.6927, norm 0.4162, swav 0.0000 LR: 6.231e-02 Score 92.114 Data time: 0.2856, Forward time: 2.2746, Backward time: 3.0850, DDP time: 0.0043, Total iter time: 5.7880 [2020-11-05 20:34:10,585][root][INFO] - ===> Epoch[158](4089/26): Loss 0.0093, Sem 0.2747, dir -0.6831, norm 0.4177, swav 0.0000 LR: 6.230e-02 Score 91.374 Data time: 0.2636, Forward time: 2.2747, Backward time: 3.0851, DDP time: 0.0043, Total iter time: 6.3296 [2020-11-05 20:34:16,548][root][INFO] - ===> Epoch[158](4090/26): Loss -0.0147, Sem 0.2651, dir -0.6856, norm 0.4057, swav 0.0000 LR: 6.230e-02 Score 92.225 Data time: 0.1637, Forward time: 2.2746, Backward time: 3.0852, DDP time: 0.0043, Total iter time: 5.8321 [2020-11-05 20:34:23,362][root][INFO] - ===> Epoch[158](4091/26): Loss -0.0156, Sem 0.2583, dir -0.6774, norm 0.4034, swav 0.0000 LR: 6.229e-02 Score 91.146 Data time: 0.1507, Forward time: 2.2744, Backward time: 3.0856, DDP time: 0.0043, Total iter time: 6.7231 [2020-11-05 20:34:29,928][root][INFO] - ===> Epoch[158](4092/26): Loss -0.0037, Sem 0.2759, dir -0.6879, norm 0.4083, swav 0.0000 LR: 6.228e-02 Score 91.581 Data time: 0.1810, Forward time: 2.2743, Backward time: 3.0859, DDP time: 0.0043, Total iter time: 6.4657 [2020-11-05 20:34:35,214][root][INFO] - ===> Epoch[158](4093/26): Loss -0.0322, Sem 0.2487, dir -0.6733, norm 0.3924, swav 0.0000 LR: 6.227e-02 Score 92.095 Data time: 0.2473, Forward time: 2.2744, Backward time: 3.0857, DDP time: 0.0043, Total iter time: 5.1961 [2020-11-05 20:34:41,197][root][INFO] - ===> Epoch[158](4094/26): Loss 0.0214, Sem 0.2663, dir -0.6769, norm 0.4319, swav 0.0000 LR: 6.226e-02 Score 92.035 Data time: 0.2299, Forward time: 2.2745, Backward time: 3.0857, DDP time: 0.0043, Total iter time: 5.8550 [2020-11-05 20:34:47,254][root][INFO] - ===> Epoch[158](4095/26): Loss -0.0198, Sem 0.2779, dir -0.6992, norm 0.4016, swav 0.0000 LR: 6.225e-02 Score 91.535 Data time: 0.2304, Forward time: 2.2746, Backward time: 3.0857, DDP time: 0.0043, Total iter time: 5.9265 [2020-11-05 20:34:53,668][root][INFO] - ===> Epoch[158](4096/26): Loss -0.0197, Sem 0.2644, dir -0.6769, norm 0.3929, swav 0.0000 LR: 6.224e-02 Score 91.381 Data time: 0.2988, Forward time: 2.2747, Backward time: 3.0857, DDP time: 0.0043, Total iter time: 6.2996 [2020-11-05 20:34:59,239][root][INFO] - ===> Epoch[158](4097/26): Loss 0.0150, Sem 0.2770, dir -0.6741, norm 0.4120, swav 0.0000 LR: 6.223e-02 Score 91.101 Data time: 0.2065, Forward time: 2.2747, Backward time: 3.0856, DDP time: 0.0043, Total iter time: 5.4231 [2020-11-05 20:35:04,007][root][INFO] - ===> Epoch[158](4098/26): Loss -0.0888, Sem 0.2245, dir -0.6999, norm 0.3866, swav 0.0000 LR: 6.222e-02 Score 92.937 Data time: 0.2102, Forward time: 2.2747, Backward time: 3.0854, DDP time: 0.0043, Total iter time: 4.6703 [2020-11-05 20:35:09,613][root][INFO] - ===> Epoch[158](4099/26): Loss -0.0019, Sem 0.2733, dir -0.6885, norm 0.4134, swav 0.0000 LR: 6.221e-02 Score 91.600 Data time: 0.2294, Forward time: 2.2748, Backward time: 3.0853, DDP time: 0.0043, Total iter time: 5.5269 [2020-11-05 20:35:17,856][root][INFO] - ===> Epoch[158](4100/26): Loss -0.0287, Sem 0.2638, dir -0.6991, norm 0.4067, swav 0.0000 LR: 6.220e-02 Score 91.426 Data time: 0.2435, Forward time: 2.2749, Backward time: 3.0858, DDP time: 0.0043, Total iter time: 8.1227 [2020-11-05 20:35:23,748][root][INFO] - ===> Epoch[158](4101/26): Loss -0.0693, Sem 0.2577, dir -0.7112, norm 0.3841, swav 0.0000 LR: 6.219e-02 Score 92.399 Data time: 0.2830, Forward time: 2.2751, Backward time: 3.0856, DDP time: 0.0043, Total iter time: 5.7627 [2020-11-05 20:35:29,591][root][INFO] - ===> Epoch[158](4102/26): Loss -0.0514, Sem 0.2205, dir -0.6770, norm 0.4051, swav 0.0000 LR: 6.218e-02 Score 92.885 Data time: 0.2229, Forward time: 2.2751, Backward time: 3.0856, DDP time: 0.0043, Total iter time: 5.7256 [2020-11-05 20:35:36,089][root][INFO] - ===> Epoch[158](4103/26): Loss -0.0230, Sem 0.2710, dir -0.6840, norm 0.3900, swav 0.0000 LR: 6.217e-02 Score 91.371 Data time: 0.2195, Forward time: 2.2752, Backward time: 3.0857, DDP time: 0.0043, Total iter time: 6.3929 [2020-11-05 20:35:41,405][root][INFO] - ===> Epoch[158](4104/26): Loss 0.0011, Sem 0.2573, dir -0.6897, norm 0.4335, swav 0.0000 LR: 6.216e-02 Score 92.527 Data time: 0.2352, Forward time: 2.2752, Backward time: 3.0856, DDP time: 0.0043, Total iter time: 5.2316 [2020-11-05 20:35:46,719][root][INFO] - ===> Epoch[158](4105/26): Loss -0.0282, Sem 0.2273, dir -0.6573, norm 0.4019, swav 0.0000 LR: 6.215e-02 Score 92.539 Data time: 0.2072, Forward time: 2.2753, Backward time: 3.0855, DDP time: 0.0043, Total iter time: 5.1920 [2020-11-05 20:35:52,519][root][INFO] - ===> Epoch[158](4106/26): Loss -0.0254, Sem 0.2869, dir -0.7182, norm 0.4059, swav 0.0000 LR: 6.214e-02 Score 90.361 Data time: 0.1951, Forward time: 2.2752, Backward time: 3.0855, DDP time: 0.0043, Total iter time: 5.6997 [2020-11-05 20:35:57,849][root][INFO] - ===> Epoch[158](4107/26): Loss -0.0382, Sem 0.2793, dir -0.7008, norm 0.3833, swav 0.0000 LR: 6.213e-02 Score 90.889 Data time: 0.1588, Forward time: 2.2751, Backward time: 3.0855, DDP time: 0.0043, Total iter time: 5.2249 [2020-11-05 20:36:04,409][root][INFO] - ===> Epoch[158](4108/26): Loss -0.0114, Sem 0.2683, dir -0.6848, norm 0.4051, swav 0.0000 LR: 6.212e-02 Score 91.375 Data time: 0.2479, Forward time: 2.2752, Backward time: 3.0856, DDP time: 0.0043, Total iter time: 6.4943 [2020-11-05 20:36:10,122][root][INFO] - ===> Epoch[159](4109/26): Loss -0.0256, Sem 0.2436, dir -0.7019, norm 0.4327, swav 0.0000 LR: 6.212e-02 Score 92.108 Data time: 0.2474, Forward time: 2.2753, Backward time: 3.0855, DDP time: 0.0043, Total iter time: 5.5922 [2020-11-05 20:36:15,844][root][INFO] - ===> Epoch[159](4110/26): Loss -0.1069, Sem 0.2185, dir -0.6885, norm 0.3631, swav 0.0000 LR: 6.211e-02 Score 92.938 Data time: 0.2453, Forward time: 2.2754, Backward time: 3.0854, DDP time: 0.0043, Total iter time: 5.5989 [2020-11-05 20:36:21,436][root][INFO] - ===> Epoch[159](4111/26): Loss -0.0971, Sem 0.2448, dir -0.7071, norm 0.3653, swav 0.0000 LR: 6.210e-02 Score 92.115 Data time: 0.1359, Forward time: 2.2752, Backward time: 3.0856, DDP time: 0.0043, Total iter time: 5.4529 [2020-11-05 20:36:27,135][root][INFO] - ===> Epoch[159](4112/26): Loss -0.0236, Sem 0.2709, dir -0.6986, norm 0.4041, swav 0.0000 LR: 6.209e-02 Score 91.276 Data time: 0.2002, Forward time: 2.2752, Backward time: 3.0856, DDP time: 0.0043, Total iter time: 5.6157 [2020-11-05 20:36:32,122][root][INFO] - ===> Epoch[159](4113/26): Loss -0.0261, Sem 0.2362, dir -0.6635, norm 0.4012, swav 0.0000 LR: 6.208e-02 Score 93.147 Data time: 0.1858, Forward time: 2.2752, Backward time: 3.0854, DDP time: 0.0043, Total iter time: 4.8696 [2020-11-05 20:36:37,992][root][INFO] - ===> Epoch[159](4114/26): Loss -0.0166, Sem 0.2295, dir -0.6598, norm 0.4137, swav 0.0000 LR: 6.207e-02 Score 92.487 Data time: 0.1834, Forward time: 2.2751, Backward time: 3.0855, DDP time: 0.0043, Total iter time: 5.7595 [2020-11-05 20:36:43,745][root][INFO] - ===> Epoch[159](4115/26): Loss 0.1002, Sem 0.3100, dir -0.6670, norm 0.4572, swav 0.0000 LR: 6.206e-02 Score 90.442 Data time: 0.2279, Forward time: 2.2751, Backward time: 3.0855, DDP time: 0.0043, Total iter time: 5.6284 [2020-11-05 20:36:48,565][root][INFO] - ===> Epoch[159](4116/26): Loss -0.1598, Sem 0.2571, dir -0.7578, norm 0.3408, swav 0.0000 LR: 6.205e-02 Score 91.727 Data time: 0.2220, Forward time: 2.2751, Backward time: 3.0853, DDP time: 0.0043, Total iter time: 4.6969 [2020-11-05 20:36:54,159][root][INFO] - ===> Epoch[159](4117/26): Loss -0.0734, Sem 0.2488, dir -0.6964, norm 0.3742, swav 0.0000 LR: 6.204e-02 Score 92.083 Data time: 0.1573, Forward time: 2.2749, Backward time: 3.0854, DDP time: 0.0043, Total iter time: 5.4958 [2020-11-05 20:36:59,723][root][INFO] - ===> Epoch[159](4118/26): Loss -0.0550, Sem 0.2444, dir -0.7303, norm 0.4309, swav 0.0000 LR: 6.203e-02 Score 92.336 Data time: 0.2232, Forward time: 2.2750, Backward time: 3.0853, DDP time: 0.0043, Total iter time: 5.4658 [2020-11-05 20:37:04,371][root][INFO] - ===> Epoch[159](4119/26): Loss -0.0196, Sem 0.2397, dir -0.6722, norm 0.4129, swav 0.0000 LR: 6.202e-02 Score 92.719 Data time: 0.2055, Forward time: 2.2750, Backward time: 3.0851, DDP time: 0.0043, Total iter time: 4.5277 [2020-11-05 20:37:11,350][root][INFO] - ===> Epoch[159](4120/26): Loss 0.1021, Sem 0.3156, dir -0.6448, norm 0.4312, swav 0.0000 LR: 6.201e-02 Score 89.999 Data time: 0.2599, Forward time: 2.2750, Backward time: 3.0853, DDP time: 0.0043, Total iter time: 6.8586 [2020-11-05 20:37:17,350][root][INFO] - ===> Epoch[159](4121/26): Loss 0.0018, Sem 0.2734, dir -0.6928, norm 0.4213, swav 0.0000 LR: 6.200e-02 Score 91.972 Data time: 0.2679, Forward time: 2.2752, Backward time: 3.0852, DDP time: 0.0043, Total iter time: 5.8748 [2020-11-05 20:37:22,716][root][INFO] - ===> Epoch[159](4122/26): Loss -0.0018, Sem 0.2948, dir -0.6969, norm 0.4003, swav 0.0000 LR: 6.199e-02 Score 90.564 Data time: 0.2461, Forward time: 2.2753, Backward time: 3.0850, DDP time: 0.0043, Total iter time: 5.2298 [2020-11-05 20:37:28,554][root][INFO] - ===> Epoch[159](4123/26): Loss 0.0816, Sem 0.2948, dir -0.6660, norm 0.4528, swav 0.0000 LR: 6.198e-02 Score 91.081 Data time: 0.2534, Forward time: 2.2754, Backward time: 3.0849, DDP time: 0.0043, Total iter time: 5.7273 [2020-11-05 20:37:35,901][root][INFO] - ===> Epoch[159](4124/26): Loss 0.0583, Sem 0.3322, dir -0.7003, norm 0.4265, swav 0.0000 LR: 6.197e-02 Score 89.721 Data time: 0.1631, Forward time: 2.2753, Backward time: 3.0854, DDP time: 0.0043, Total iter time: 7.2031 [2020-11-05 20:37:41,681][root][INFO] - ===> Epoch[159](4125/26): Loss 0.0219, Sem 0.3165, dir -0.6774, norm 0.3828, swav 0.0000 LR: 6.196e-02 Score 90.325 Data time: 0.2596, Forward time: 2.2754, Backward time: 3.0853, DDP time: 0.0043, Total iter time: 5.6904 [2020-11-05 20:37:47,178][root][INFO] - ===> Epoch[159](4126/26): Loss 0.0495, Sem 0.2859, dir -0.6530, norm 0.4165, swav 0.0000 LR: 6.195e-02 Score 91.323 Data time: 0.2632, Forward time: 2.2756, Backward time: 3.0851, DDP time: 0.0043, Total iter time: 5.3817 [2020-11-05 20:37:52,690][root][INFO] - ===> Epoch[159](4127/26): Loss -0.1053, Sem 0.2178, dir -0.7061, norm 0.3830, swav 0.0000 LR: 6.194e-02 Score 93.530 Data time: 0.2608, Forward time: 2.2757, Backward time: 3.0849, DDP time: 0.0043, Total iter time: 5.4109 [2020-11-05 20:37:58,387][root][INFO] - ===> Epoch[159](4128/26): Loss -0.0042, Sem 0.2969, dir -0.6749, norm 0.3739, swav 0.0000 LR: 6.193e-02 Score 90.063 Data time: 0.2296, Forward time: 2.2757, Backward time: 3.0848, DDP time: 0.0043, Total iter time: 5.5789 [2020-11-05 20:38:05,100][root][INFO] - ===> Epoch[159](4129/26): Loss -0.0441, Sem 0.2425, dir -0.6912, norm 0.4047, swav 0.0000 LR: 6.193e-02 Score 92.498 Data time: 0.2427, Forward time: 2.2758, Backward time: 3.0850, DDP time: 0.0043, Total iter time: 6.6189 [2020-11-05 20:38:11,039][root][INFO] - ===> Epoch[159](4130/26): Loss -0.0952, Sem 0.2462, dir -0.7172, norm 0.3758, swav 0.0000 LR: 6.192e-02 Score 91.511 Data time: 0.1493, Forward time: 2.2757, Backward time: 3.0852, DDP time: 0.0043, Total iter time: 5.8177 [2020-11-05 20:38:16,329][root][INFO] - ===> Epoch[159](4131/26): Loss 0.0254, Sem 0.2814, dir -0.6555, norm 0.3995, swav 0.0000 LR: 6.191e-02 Score 90.258 Data time: 0.2094, Forward time: 2.2756, Backward time: 3.0851, DDP time: 0.0043, Total iter time: 5.2144 [2020-11-05 20:38:21,607][root][INFO] - ===> Epoch[159](4132/26): Loss -0.0078, Sem 0.2861, dir -0.7106, norm 0.4167, swav 0.0000 LR: 6.190e-02 Score 91.581 Data time: 0.2216, Forward time: 2.2756, Backward time: 3.0850, DDP time: 0.0043, Total iter time: 5.1683 [2020-11-05 20:38:26,852][root][INFO] - ===> Epoch[159](4133/26): Loss -0.0077, Sem 0.2570, dir -0.6865, norm 0.4219, swav 0.0000 LR: 6.189e-02 Score 91.884 Data time: 0.2526, Forward time: 2.2757, Backward time: 3.0848, DDP time: 0.0043, Total iter time: 5.1024 [2020-11-05 20:38:32,349][root][INFO] - ===> Epoch[159](4134/26): Loss -0.1171, Sem 0.1951, dir -0.6868, norm 0.3746, swav 0.0000 LR: 6.188e-02 Score 93.937 Data time: 0.2134, Forward time: 2.2758, Backward time: 3.0847, DDP time: 0.0043, Total iter time: 5.3822 [2020-11-05 20:38:38,111][root][INFO] - ===> Epoch[160](4135/26): Loss -0.0062, Sem 0.2592, dir -0.6716, norm 0.4062, swav 0.0000 LR: 6.187e-02 Score 92.181 Data time: 0.2712, Forward time: 2.2759, Backward time: 3.0845, DDP time: 0.0043, Total iter time: 5.6563 [2020-11-05 20:38:44,002][root][INFO] - ===> Epoch[160](4136/26): Loss 0.0255, Sem 0.2769, dir -0.6934, norm 0.4421, swav 0.0000 LR: 6.186e-02 Score 91.464 Data time: 0.2085, Forward time: 2.2760, Backward time: 3.0845, DDP time: 0.0043, Total iter time: 5.7658 [2020-11-05 20:38:49,274][root][INFO] - ===> Epoch[160](4137/26): Loss -0.0355, Sem 0.2517, dir -0.6967, norm 0.4095, swav 0.0000 LR: 6.185e-02 Score 92.117 Data time: 0.1849, Forward time: 2.2758, Backward time: 3.0845, DDP time: 0.0043, Total iter time: 5.1794 [2020-11-05 20:38:55,841][root][INFO] - ===> Epoch[160](4138/26): Loss 0.0246, Sem 0.2778, dir -0.6545, norm 0.4012, swav 0.0000 LR: 6.184e-02 Score 90.773 Data time: 0.3174, Forward time: 2.2761, Backward time: 3.0845, DDP time: 0.0043, Total iter time: 6.4971 [2020-11-05 20:39:01,386][root][INFO] - ===> Epoch[160](4139/26): Loss -0.0342, Sem 0.2455, dir -0.6729, norm 0.3933, swav 0.0000 LR: 6.183e-02 Score 92.506 Data time: 0.2175, Forward time: 2.2761, Backward time: 3.0844, DDP time: 0.0043, Total iter time: 5.4179 [2020-11-05 20:39:07,856][root][INFO] - ===> Epoch[160](4140/26): Loss 0.0344, Sem 0.2792, dir -0.6736, norm 0.4289, swav 0.0000 LR: 6.182e-02 Score 91.236 Data time: 0.1653, Forward time: 2.2760, Backward time: 3.0847, DDP time: 0.0043, Total iter time: 6.3680 [2020-11-05 20:39:13,787][root][INFO] - ===> Epoch[160](4141/26): Loss 0.0210, Sem 0.2726, dir -0.6545, norm 0.4028, swav 0.0000 LR: 6.181e-02 Score 91.373 Data time: 0.2046, Forward time: 2.2759, Backward time: 3.0848, DDP time: 0.0043, Total iter time: 5.8669 [2020-11-05 20:39:19,611][root][INFO] - ===> Epoch[160](4142/26): Loss -0.0040, Sem 0.2495, dir -0.6727, norm 0.4192, swav 0.0000 LR: 6.180e-02 Score 91.765 Data time: 0.1789, Forward time: 2.2759, Backward time: 3.0849, DDP time: 0.0043, Total iter time: 5.7100 [2020-11-05 20:39:25,366][root][INFO] - ===> Epoch[160](4143/26): Loss 0.0867, Sem 0.3012, dir -0.6611, norm 0.4466, swav 0.0000 LR: 6.179e-02 Score 90.627 Data time: 0.2172, Forward time: 2.2759, Backward time: 3.0848, DDP time: 0.0043, Total iter time: 5.6637 [2020-11-05 20:39:31,958][root][INFO] - ===> Epoch[160](4144/26): Loss 0.0281, Sem 0.2758, dir -0.6685, norm 0.4208, swav 0.0000 LR: 6.178e-02 Score 91.277 Data time: 0.1786, Forward time: 2.2759, Backward time: 3.0851, DDP time: 0.0043, Total iter time: 6.4641 [2020-11-05 20:39:39,302][root][INFO] - ===> Epoch[160](4145/26): Loss 0.0089, Sem 0.2807, dir -0.6979, norm 0.4261, swav 0.0000 LR: 6.177e-02 Score 91.385 Data time: 0.1674, Forward time: 2.2757, Backward time: 3.0856, DDP time: 0.0043, Total iter time: 7.2393 [2020-11-05 20:39:45,087][root][INFO] - ===> Epoch[160](4146/26): Loss 0.0576, Sem 0.3256, dir -0.6804, norm 0.4123, swav 0.0000 LR: 6.176e-02 Score 89.488 Data time: 0.2554, Forward time: 2.2759, Backward time: 3.0854, DDP time: 0.0043, Total iter time: 5.6904 [2020-11-05 20:39:50,773][root][INFO] - ===> Epoch[160](4147/26): Loss 0.0487, Sem 0.2956, dir -0.6746, norm 0.4277, swav 0.0000 LR: 6.175e-02 Score 90.552 Data time: 0.1963, Forward time: 2.2759, Backward time: 3.0854, DDP time: 0.0043, Total iter time: 5.5632 [2020-11-05 20:39:55,706][root][INFO] - ===> Epoch[160](4148/26): Loss 0.0009, Sem 0.2812, dir -0.7004, norm 0.4202, swav 0.0000 LR: 6.174e-02 Score 90.663 Data time: 0.2291, Forward time: 2.2759, Backward time: 3.0852, DDP time: 0.0043, Total iter time: 4.8016 [2020-11-05 20:40:00,804][root][INFO] - ===> Epoch[160](4149/26): Loss -0.0568, Sem 0.2369, dir -0.6940, norm 0.4003, swav 0.0000 LR: 6.174e-02 Score 91.423 Data time: 0.2450, Forward time: 2.2759, Backward time: 3.0850, DDP time: 0.0043, Total iter time: 4.9896 [2020-11-05 20:40:06,073][root][INFO] - ===> Epoch[160](4150/26): Loss 0.0083, Sem 0.2906, dir -0.7015, norm 0.4192, swav 0.0000 LR: 6.173e-02 Score 90.903 Data time: 0.2331, Forward time: 2.2760, Backward time: 3.0848, DDP time: 0.0043, Total iter time: 5.1515 [2020-11-05 20:40:11,237][root][INFO] - ===> Epoch[160](4151/26): Loss -0.0079, Sem 0.2738, dir -0.6716, norm 0.3899, swav 0.0000 LR: 6.172e-02 Score 91.123 Data time: 0.1477, Forward time: 2.2759, Backward time: 3.0848, DDP time: 0.0043, Total iter time: 5.0428 [2020-11-05 20:40:16,834][root][INFO] - ===> Epoch[160](4152/26): Loss 0.0068, Sem 0.2630, dir -0.6865, norm 0.4304, swav 0.0000 LR: 6.171e-02 Score 92.000 Data time: 0.2335, Forward time: 2.2759, Backward time: 3.0847, DDP time: 0.0043, Total iter time: 5.5104 [2020-11-05 20:40:23,862][root][INFO] - ===> Epoch[160](4153/26): Loss 0.0231, Sem 0.2808, dir -0.6742, norm 0.4165, swav 0.0000 LR: 6.170e-02 Score 91.520 Data time: 0.2115, Forward time: 2.2759, Backward time: 3.0850, DDP time: 0.0043, Total iter time: 6.8953 [2020-11-05 20:40:28,955][root][INFO] - ===> Epoch[160](4154/26): Loss 0.0657, Sem 0.2790, dir -0.6408, norm 0.4275, swav 0.0000 LR: 6.169e-02 Score 90.965 Data time: 0.2430, Forward time: 2.2760, Backward time: 3.0848, DDP time: 0.0043, Total iter time: 4.9914 [2020-11-05 20:40:34,014][root][INFO] - ===> Epoch[160](4155/26): Loss 0.0554, Sem 0.2872, dir -0.6885, norm 0.4567, swav 0.0000 LR: 6.168e-02 Score 90.715 Data time: 0.2913, Forward time: 2.2760, Backward time: 3.0845, DDP time: 0.0043, Total iter time: 4.9407 [2020-11-05 20:40:40,464][root][INFO] - ===> Epoch[160](4156/26): Loss -0.0539, Sem 0.2599, dir -0.7020, norm 0.3883, swav 0.0000 LR: 6.167e-02 Score 91.963 Data time: 0.3222, Forward time: 2.2763, Backward time: 3.0845, DDP time: 0.0043, Total iter time: 6.3434 [2020-11-05 20:40:45,809][root][INFO] - ===> Epoch[160](4157/26): Loss -0.0372, Sem 0.2583, dir -0.6906, norm 0.3950, swav 0.0000 LR: 6.166e-02 Score 91.877 Data time: 0.2562, Forward time: 2.2764, Backward time: 3.0842, DDP time: 0.0043, Total iter time: 5.2194 [2020-11-05 20:40:51,940][root][INFO] - ===> Epoch[160](4158/26): Loss 0.0131, Sem 0.2705, dir -0.6650, norm 0.4076, swav 0.0000 LR: 6.165e-02 Score 91.092 Data time: 0.2481, Forward time: 2.2765, Backward time: 3.0842, DDP time: 0.0043, Total iter time: 6.0056 [2020-11-05 20:40:59,680][root][INFO] - ===> Epoch[160](4159/26): Loss -0.0550, Sem 0.2345, dir -0.6799, norm 0.3904, swav 0.0000 LR: 6.164e-02 Score 92.113 Data time: 0.2121, Forward time: 2.2765, Backward time: 3.0847, DDP time: 0.0043, Total iter time: 7.6176 [2020-11-05 20:41:04,933][root][INFO] - ===> Epoch[160](4160/26): Loss 0.0396, Sem 0.2690, dir -0.6547, norm 0.4253, swav 0.0000 LR: 6.163e-02 Score 91.537 Data time: 0.1875, Forward time: 2.2764, Backward time: 3.0846, DDP time: 0.0043, Total iter time: 5.1494 [2020-11-05 20:41:09,728][root][INFO] - ===> Epoch[161](4161/26): Loss -0.0469, Sem 0.2390, dir -0.6595, norm 0.3736, swav 0.0000 LR: 6.162e-02 Score 92.488 Data time: 0.2112, Forward time: 2.2763, Backward time: 3.0845, DDP time: 0.0043, Total iter time: 4.6863 [2020-11-05 20:41:15,320][root][INFO] - ===> Epoch[161](4162/26): Loss 0.0361, Sem 0.2681, dir -0.6500, norm 0.4180, swav 0.0000 LR: 6.161e-02 Score 91.868 Data time: 0.2618, Forward time: 2.2764, Backward time: 3.0844, DDP time: 0.0043, Total iter time: 5.4818 [2020-11-05 20:41:20,722][root][INFO] - ===> Epoch[161](4163/26): Loss -0.0446, Sem 0.2433, dir -0.7092, norm 0.4214, swav 0.0000 LR: 6.160e-02 Score 91.912 Data time: 0.2381, Forward time: 2.2765, Backward time: 3.0842, DDP time: 0.0043, Total iter time: 5.2823 [2020-11-05 20:41:27,039][root][INFO] - ===> Epoch[161](4164/26): Loss 0.0372, Sem 0.3162, dir -0.6800, norm 0.4010, swav 0.0000 LR: 6.159e-02 Score 90.233 Data time: 0.1804, Forward time: 2.2764, Backward time: 3.0844, DDP time: 0.0043, Total iter time: 6.1788 [2020-11-05 20:41:33,475][root][INFO] - ===> Epoch[161](4165/26): Loss -0.0320, Sem 0.2606, dir -0.7092, norm 0.4167, swav 0.0000 LR: 6.158e-02 Score 91.975 Data time: 0.2568, Forward time: 2.2765, Backward time: 3.0844, DDP time: 0.0043, Total iter time: 6.3266 [2020-11-05 20:41:38,747][root][INFO] - ===> Epoch[161](4166/26): Loss 0.0461, Sem 0.2701, dir -0.6631, norm 0.4391, swav 0.0000 LR: 6.157e-02 Score 92.029 Data time: 0.1750, Forward time: 2.2764, Backward time: 3.0844, DDP time: 0.0043, Total iter time: 5.1364 [2020-11-05 20:41:44,967][root][INFO] - ===> Epoch[161](4167/26): Loss 0.1050, Sem 0.3397, dir -0.6872, norm 0.4525, swav 0.0000 LR: 6.156e-02 Score 89.319 Data time: 0.2322, Forward time: 2.2765, Backward time: 3.0844, DDP time: 0.0043, Total iter time: 6.1270 [2020-11-05 20:41:49,482][root][INFO] - ===> Epoch[161](4168/26): Loss 0.0184, Sem 0.2657, dir -0.6791, norm 0.4318, swav 0.0000 LR: 6.156e-02 Score 91.769 Data time: 0.2078, Forward time: 2.2765, Backward time: 3.0841, DDP time: 0.0043, Total iter time: 4.3841 [2020-11-05 20:41:54,511][root][INFO] - ===> Epoch[161](4169/26): Loss -0.0426, Sem 0.2302, dir -0.6891, norm 0.4162, swav 0.0000 LR: 6.155e-02 Score 92.539 Data time: 0.1839, Forward time: 2.2764, Backward time: 3.0841, DDP time: 0.0043, Total iter time: 4.9106 [2020-11-05 20:42:01,403][root][INFO] - ===> Epoch[161](4170/26): Loss -0.0599, Sem 0.2365, dir -0.7067, norm 0.4102, swav 0.0000 LR: 6.154e-02 Score 92.944 Data time: 0.2433, Forward time: 2.2765, Backward time: 3.0843, DDP time: 0.0043, Total iter time: 6.7654 [2020-11-05 20:42:07,287][root][INFO] - ===> Epoch[161](4171/26): Loss 0.0621, Sem 0.2805, dir -0.6610, norm 0.4425, swav 0.0000 LR: 6.153e-02 Score 91.117 Data time: 0.2778, Forward time: 2.2766, Backward time: 3.0841, DDP time: 0.0043, Total iter time: 5.7655 [2020-11-05 20:42:12,412][root][INFO] - ===> Epoch[161](4172/26): Loss -0.0506, Sem 0.2504, dir -0.6886, norm 0.3875, swav 0.0000 LR: 6.152e-02 Score 92.488 Data time: 0.1792, Forward time: 2.2766, Backward time: 3.0840, DDP time: 0.0043, Total iter time: 4.9909 [2020-11-05 20:42:18,064][root][INFO] - ===> Epoch[161](4173/26): Loss -0.0779, Sem 0.2249, dir -0.6624, norm 0.3596, swav 0.0000 LR: 6.151e-02 Score 93.133 Data time: 0.1830, Forward time: 2.2765, Backward time: 3.0841, DDP time: 0.0043, Total iter time: 5.5450 [2020-11-05 20:42:23,637][root][INFO] - ===> Epoch[161](4174/26): Loss -0.0420, Sem 0.2662, dir -0.7072, norm 0.3990, swav 0.0000 LR: 6.150e-02 Score 92.167 Data time: 0.1958, Forward time: 2.2764, Backward time: 3.0841, DDP time: 0.0043, Total iter time: 5.4686 [2020-11-05 20:42:29,417][root][INFO] - ===> Epoch[161](4175/26): Loss 0.0695, Sem 0.3288, dir -0.6620, norm 0.4026, swav 0.0000 LR: 6.149e-02 Score 90.149 Data time: 0.2025, Forward time: 2.2764, Backward time: 3.0841, DDP time: 0.0043, Total iter time: 5.6790 [2020-11-05 20:42:33,629][root][INFO] - ===> Epoch[161](4176/26): Loss -0.0793, Sem 0.2856, dir -0.7358, norm 0.3709, swav 0.0000 LR: 6.148e-02 Score 91.191 Data time: 0.1716, Forward time: 2.2763, Backward time: 3.0839, DDP time: 0.0043, Total iter time: 4.1010 [2020-11-05 20:42:40,592][root][INFO] - ===> Epoch[161](4177/26): Loss -0.0741, Sem 0.2089, dir -0.6939, norm 0.4110, swav 0.0000 LR: 6.147e-02 Score 93.288 Data time: 0.2012, Forward time: 2.2763, Backward time: 3.0842, DDP time: 0.0043, Total iter time: 6.8989 [2020-11-05 20:42:47,059][root][INFO] - ===> Epoch[161](4178/26): Loss 0.0687, Sem 0.2955, dir -0.6679, norm 0.4412, swav 0.0000 LR: 6.146e-02 Score 90.627 Data time: 0.1391, Forward time: 2.2762, Backward time: 3.0845, DDP time: 0.0043, Total iter time: 6.3480 [2020-11-05 20:42:52,540][root][INFO] - ===> Epoch[161](4179/26): Loss -0.0853, Sem 0.2608, dir -0.7152, norm 0.3691, swav 0.0000 LR: 6.145e-02 Score 91.800 Data time: 0.1482, Forward time: 2.2760, Backward time: 3.0846, DDP time: 0.0043, Total iter time: 5.3953 [2020-11-05 20:42:57,847][root][INFO] - ===> Epoch[161](4180/26): Loss 0.0426, Sem 0.3267, dir -0.6881, norm 0.4040, swav 0.0000 LR: 6.144e-02 Score 90.400 Data time: 0.2644, Forward time: 2.2760, Backward time: 3.0845, DDP time: 0.0043, Total iter time: 5.2293 [2020-11-05 20:43:02,474][root][INFO] - ===> Epoch[161](4181/26): Loss -0.0540, Sem 0.2354, dir -0.6881, norm 0.3988, swav 0.0000 LR: 6.143e-02 Score 93.038 Data time: 0.2439, Forward time: 2.2760, Backward time: 3.0842, DDP time: 0.0043, Total iter time: 4.5144 [2020-11-05 20:43:08,429][root][INFO] - ===> Epoch[161](4182/26): Loss -0.0957, Sem 0.2334, dir -0.6924, norm 0.3633, swav 0.0000 LR: 6.142e-02 Score 93.069 Data time: 0.1974, Forward time: 2.2760, Backward time: 3.0843, DDP time: 0.0043, Total iter time: 5.8423 [2020-11-05 20:43:13,902][root][INFO] - ===> Epoch[161](4183/26): Loss -0.0206, Sem 0.2901, dir -0.7003, norm 0.3896, swav 0.0000 LR: 6.141e-02 Score 90.901 Data time: 0.2190, Forward time: 2.2761, Backward time: 3.0841, DDP time: 0.0043, Total iter time: 5.3612 [2020-11-05 20:43:21,107][root][INFO] - ===> Epoch[161](4184/26): Loss 0.0430, Sem 0.2674, dir -0.6532, norm 0.4288, swav 0.0000 LR: 6.140e-02 Score 91.351 Data time: 0.1708, Forward time: 2.2760, Backward time: 3.0845, DDP time: 0.0043, Total iter time: 7.0684 [2020-11-05 20:43:26,174][root][INFO] - ===> Epoch[161](4185/26): Loss -0.1072, Sem 0.2373, dir -0.7202, norm 0.3757, swav 0.0000 LR: 6.139e-02 Score 92.539 Data time: 0.1793, Forward time: 2.2759, Backward time: 3.0844, DDP time: 0.0043, Total iter time: 4.9615 [2020-11-05 20:43:31,783][root][INFO] - ===> Epoch[161](4186/26): Loss 0.0109, Sem 0.2582, dir -0.7024, norm 0.4551, swav 0.0000 LR: 6.138e-02 Score 91.791 Data time: 0.1972, Forward time: 2.2759, Backward time: 3.0844, DDP time: 0.0043, Total iter time: 5.5006 [2020-11-05 20:43:37,161][root][INFO] - ===> Epoch[162](4187/26): Loss -0.0002, Sem 0.3015, dir -0.7111, norm 0.4094, swav 0.0000 LR: 6.137e-02 Score 90.235 Data time: 0.1589, Forward time: 2.2757, Backward time: 3.0845, DDP time: 0.0043, Total iter time: 5.2513 [2020-11-05 20:43:43,673][root][INFO] - ===> Epoch[162](4188/26): Loss -0.0339, Sem 0.2385, dir -0.6647, norm 0.3923, swav 0.0000 LR: 6.137e-02 Score 92.107 Data time: 0.1917, Forward time: 2.2756, Backward time: 3.0848, DDP time: 0.0043, Total iter time: 6.4105 [2020-11-05 20:43:49,761][root][INFO] - ===> Epoch[162](4189/26): Loss 0.0395, Sem 0.3002, dir -0.6722, norm 0.4114, swav 0.0000 LR: 6.136e-02 Score 90.889 Data time: 0.2260, Forward time: 2.2757, Backward time: 3.0848, DDP time: 0.0043, Total iter time: 5.9823 [2020-11-05 20:43:56,087][root][INFO] - ===> Epoch[162](4190/26): Loss -0.0255, Sem 0.2563, dir -0.6852, norm 0.4035, swav 0.0000 LR: 6.135e-02 Score 91.698 Data time: 0.2143, Forward time: 2.2757, Backward time: 3.0849, DDP time: 0.0043, Total iter time: 6.1860 [2020-11-05 20:44:01,883][root][INFO] - ===> Epoch[162](4191/26): Loss -0.0557, Sem 0.2281, dir -0.6914, norm 0.4076, swav 0.0000 LR: 6.134e-02 Score 93.075 Data time: 0.2583, Forward time: 2.2758, Backward time: 3.0848, DDP time: 0.0043, Total iter time: 5.6552 [2020-11-05 20:44:07,277][root][INFO] - ===> Epoch[162](4192/26): Loss -0.0510, Sem 0.2360, dir -0.6868, norm 0.3997, swav 0.0000 LR: 6.133e-02 Score 92.527 Data time: 0.2549, Forward time: 2.2759, Backward time: 3.0846, DDP time: 0.0043, Total iter time: 5.2744 [2020-11-05 20:44:12,947][root][INFO] - ===> Epoch[162](4193/26): Loss -0.0956, Sem 0.2341, dir -0.7219, norm 0.3922, swav 0.0000 LR: 6.132e-02 Score 92.228 Data time: 0.2827, Forward time: 2.2760, Backward time: 3.0844, DDP time: 0.0043, Total iter time: 5.5325 [2020-11-05 20:44:18,364][root][INFO] - ===> Epoch[162](4194/26): Loss -0.0722, Sem 0.2235, dir -0.6956, norm 0.3998, swav 0.0000 LR: 6.131e-02 Score 93.049 Data time: 0.2788, Forward time: 2.2762, Backward time: 3.0842, DDP time: 0.0043, Total iter time: 5.2798 [2020-11-05 20:44:24,132][root][INFO] - ===> Epoch[162](4195/26): Loss -0.0322, Sem 0.2382, dir -0.6606, norm 0.3902, swav 0.0000 LR: 6.130e-02 Score 92.252 Data time: 0.2752, Forward time: 2.2763, Backward time: 3.0841, DDP time: 0.0043, Total iter time: 5.6489 [2020-11-05 20:44:30,019][root][INFO] - ===> Epoch[162](4196/26): Loss -0.0134, Sem 0.2563, dir -0.6871, norm 0.4174, swav 0.0000 LR: 6.129e-02 Score 91.503 Data time: 0.1840, Forward time: 2.2763, Backward time: 3.0842, DDP time: 0.0043, Total iter time: 5.7666 [2020-11-05 20:44:35,737][root][INFO] - ===> Epoch[162](4197/26): Loss -0.0661, Sem 0.2699, dir -0.7154, norm 0.3794, swav 0.0000 LR: 6.128e-02 Score 91.352 Data time: 0.2815, Forward time: 2.2764, Backward time: 3.0840, DDP time: 0.0043, Total iter time: 5.6140 [2020-11-05 20:44:42,501][root][INFO] - ===> Epoch[162](4198/26): Loss 0.0737, Sem 0.2955, dir -0.6737, norm 0.4519, swav 0.0000 LR: 6.127e-02 Score 90.847 Data time: 0.3118, Forward time: 2.2767, Backward time: 3.0840, DDP time: 0.0043, Total iter time: 6.6365 [2020-11-05 20:44:47,830][root][INFO] - ===> Epoch[162](4199/26): Loss -0.0879, Sem 0.2374, dir -0.7213, norm 0.3961, swav 0.0000 LR: 6.126e-02 Score 92.428 Data time: 0.1705, Forward time: 2.2766, Backward time: 3.0839, DDP time: 0.0043, Total iter time: 5.1921 [2020-11-05 20:44:53,293][root][INFO] - ===> Epoch[162](4200/26): Loss 0.0299, Sem 0.2823, dir -0.6450, norm 0.3927, swav 0.0000 LR: 6.125e-02 Score 91.321 Data time: 0.1919, Forward time: 2.2765, Backward time: 3.0839, DDP time: 0.0043, Total iter time: 5.3628 [2020-11-05 20:44:59,043][root][INFO] - ===> Epoch[162](4201/26): Loss -0.0568, Sem 0.2928, dir -0.7325, norm 0.3829, swav 0.0000 LR: 6.124e-02 Score 91.252 Data time: 0.2361, Forward time: 2.2765, Backward time: 3.0839, DDP time: 0.0043, Total iter time: 5.6264 [2020-11-05 20:45:05,038][root][INFO] - ===> Epoch[162](4202/26): Loss -0.1020, Sem 0.2510, dir -0.7271, norm 0.3741, swav 0.0000 LR: 6.123e-02 Score 92.193 Data time: 0.2789, Forward time: 2.2767, Backward time: 3.0837, DDP time: 0.0043, Total iter time: 5.8635 [2020-11-05 20:45:10,737][root][INFO] - ===> Epoch[162](4203/26): Loss 0.0064, Sem 0.2431, dir -0.6462, norm 0.4095, swav 0.0000 LR: 6.122e-02 Score 92.841 Data time: 0.1847, Forward time: 2.2767, Backward time: 3.0838, DDP time: 0.0043, Total iter time: 5.5702 [2020-11-05 20:45:16,721][root][INFO] - ===> Epoch[162](4204/26): Loss 0.0334, Sem 0.2512, dir -0.6486, norm 0.4309, swav 0.0000 LR: 6.121e-02 Score 92.091 Data time: 0.2453, Forward time: 2.2767, Backward time: 3.0838, DDP time: 0.0043, Total iter time: 5.8566 [2020-11-05 20:45:22,922][root][INFO] - ===> Epoch[162](4205/26): Loss -0.1176, Sem 0.2255, dir -0.6888, norm 0.3458, swav 0.0000 LR: 6.120e-02 Score 92.746 Data time: 0.2954, Forward time: 2.2770, Backward time: 3.0836, DDP time: 0.0043, Total iter time: 6.0666 [2020-11-05 20:45:28,244][root][INFO] - ===> Epoch[162](4206/26): Loss 0.0040, Sem 0.2601, dir -0.6731, norm 0.4170, swav 0.0000 LR: 6.119e-02 Score 91.712 Data time: 0.2199, Forward time: 2.2770, Backward time: 3.0835, DDP time: 0.0043, Total iter time: 5.1972 [2020-11-05 20:45:34,427][root][INFO] - ===> Epoch[162](4207/26): Loss 0.0057, Sem 0.2557, dir -0.6706, norm 0.4206, swav 0.0000 LR: 6.118e-02 Score 91.996 Data time: 0.1984, Forward time: 2.2770, Backward time: 3.0836, DDP time: 0.0043, Total iter time: 6.0455 [2020-11-05 20:45:40,858][root][INFO] - ===> Epoch[162](4208/26): Loss -0.0017, Sem 0.3116, dir -0.7313, norm 0.4180, swav 0.0000 LR: 6.118e-02 Score 90.067 Data time: 0.1899, Forward time: 2.2770, Backward time: 3.0838, DDP time: 0.0043, Total iter time: 6.3201 [2020-11-05 20:45:46,715][root][INFO] - ===> Epoch[162](4209/26): Loss -0.0836, Sem 0.2396, dir -0.7023, norm 0.3790, swav 0.0000 LR: 6.117e-02 Score 92.504 Data time: 0.2332, Forward time: 2.2770, Backward time: 3.0837, DDP time: 0.0043, Total iter time: 5.7164 [2020-11-05 20:45:53,005][root][INFO] - ===> Epoch[162](4210/26): Loss -0.0060, Sem 0.3096, dir -0.7119, norm 0.3964, swav 0.0000 LR: 6.116e-02 Score 89.789 Data time: 0.2041, Forward time: 2.2770, Backward time: 3.0839, DDP time: 0.0043, Total iter time: 6.1803 [2020-11-05 20:45:59,413][root][INFO] - ===> Epoch[162](4211/26): Loss -0.0194, Sem 0.2515, dir -0.6539, norm 0.3830, swav 0.0000 LR: 6.115e-02 Score 91.495 Data time: 0.2402, Forward time: 2.2771, Backward time: 3.0840, DDP time: 0.0043, Total iter time: 6.2857 [2020-11-05 20:46:03,967][root][INFO] - ===> Epoch[162](4212/26): Loss -0.0450, Sem 0.2750, dir -0.7082, norm 0.3882, swav 0.0000 LR: 6.114e-02 Score 91.149 Data time: 0.2095, Forward time: 2.2770, Backward time: 3.0837, DDP time: 0.0043, Total iter time: 4.4344 [2020-11-05 20:46:09,971][root][INFO] - ===> Epoch[163](4213/26): Loss 0.0209, Sem 0.2586, dir -0.6416, norm 0.4039, swav 0.0000 LR: 6.113e-02 Score 92.390 Data time: 0.2365, Forward time: 2.2771, Backward time: 3.0837, DDP time: 0.0043, Total iter time: 5.8978 [2020-11-05 20:46:15,474][root][INFO] - ===> Epoch[163](4214/26): Loss 0.0223, Sem 0.2866, dir -0.6934, norm 0.4292, swav 0.0000 LR: 6.112e-02 Score 91.066 Data time: 0.2635, Forward time: 2.2772, Backward time: 3.0835, DDP time: 0.0043, Total iter time: 5.3671 [2020-11-05 20:46:20,068][root][INFO] - ===> Epoch[163](4215/26): Loss -0.0570, Sem 0.2179, dir -0.6778, norm 0.4029, swav 0.0000 LR: 6.111e-02 Score 92.857 Data time: 0.2164, Forward time: 2.2773, Backward time: 3.0832, DDP time: 0.0043, Total iter time: 4.4640 [2020-11-05 20:46:25,211][root][INFO] - ===> Epoch[163](4216/26): Loss -0.0109, Sem 0.2648, dir -0.6986, norm 0.4228, swav 0.0000 LR: 6.110e-02 Score 91.379 Data time: 0.2037, Forward time: 2.2772, Backward time: 3.0831, DDP time: 0.0043, Total iter time: 5.0333 [2020-11-05 20:46:31,384][root][INFO] - ===> Epoch[163](4217/26): Loss -0.0135, Sem 0.2592, dir -0.6616, norm 0.3889, swav 0.0000 LR: 6.109e-02 Score 92.089 Data time: 0.1942, Forward time: 2.2772, Backward time: 3.0832, DDP time: 0.0043, Total iter time: 6.0637 [2020-11-05 20:46:37,957][root][INFO] - ===> Epoch[163](4218/26): Loss 0.0333, Sem 0.2930, dir -0.6662, norm 0.4066, swav 0.0000 LR: 6.108e-02 Score 90.821 Data time: 0.1871, Forward time: 2.2771, Backward time: 3.0834, DDP time: 0.0043, Total iter time: 6.4383 [2020-11-05 20:46:42,526][root][INFO] - ===> Epoch[163](4219/26): Loss 0.0268, Sem 0.3178, dir -0.6964, norm 0.4053, swav 0.0000 LR: 6.107e-02 Score 90.708 Data time: 0.1555, Forward time: 2.2770, Backward time: 3.0833, DDP time: 0.0043, Total iter time: 4.4576 [2020-11-05 20:46:48,460][root][INFO] - ===> Epoch[163](4220/26): Loss 0.0363, Sem 0.2836, dir -0.6762, norm 0.4288, swav 0.0000 LR: 6.106e-02 Score 91.240 Data time: 0.3170, Forward time: 2.2771, Backward time: 3.0832, DDP time: 0.0043, Total iter time: 5.8438 [2020-11-05 20:46:53,888][root][INFO] - ===> Epoch[163](4221/26): Loss 0.0020, Sem 0.3143, dir -0.7049, norm 0.3926, swav 0.0000 LR: 6.105e-02 Score 89.965 Data time: 0.2102, Forward time: 2.2771, Backward time: 3.0832, DDP time: 0.0043, Total iter time: 5.2922 [2020-11-05 20:46:59,645][root][INFO] - ===> Epoch[163](4222/26): Loss 0.1008, Sem 0.3237, dir -0.6340, norm 0.4111, swav 0.0000 LR: 6.104e-02 Score 89.546 Data time: 0.1877, Forward time: 2.2770, Backward time: 3.0832, DDP time: 0.0043, Total iter time: 5.6529 [2020-11-05 20:47:05,824][root][INFO] - ===> Epoch[163](4223/26): Loss -0.0377, Sem 0.2339, dir -0.6907, norm 0.4191, swav 0.0000 LR: 6.103e-02 Score 92.382 Data time: 0.3019, Forward time: 2.2772, Backward time: 3.0831, DDP time: 0.0043, Total iter time: 6.0595 [2020-11-05 20:47:11,188][root][INFO] - ===> Epoch[163](4224/26): Loss -0.0007, Sem 0.2528, dir -0.6591, norm 0.4056, swav 0.0000 LR: 6.102e-02 Score 91.900 Data time: 0.2101, Forward time: 2.2772, Backward time: 3.0830, DDP time: 0.0043, Total iter time: 5.2380 [2020-11-05 20:47:18,334][root][INFO] - ===> Epoch[163](4225/26): Loss -0.0490, Sem 0.2406, dir -0.7034, norm 0.4138, swav 0.0000 LR: 6.101e-02 Score 92.296 Data time: 0.2085, Forward time: 2.2772, Backward time: 3.0833, DDP time: 0.0043, Total iter time: 7.0381 [2020-11-05 20:47:23,491][root][INFO] - ===> Epoch[163](4226/26): Loss -0.0404, Sem 0.2775, dir -0.6968, norm 0.3789, swav 0.0000 LR: 6.100e-02 Score 91.570 Data time: 0.2156, Forward time: 2.2773, Backward time: 3.0831, DDP time: 0.0043, Total iter time: 5.0663 [2020-11-05 20:47:28,942][root][INFO] - ===> Epoch[163](4227/26): Loss -0.0022, Sem 0.3323, dir -0.7044, norm 0.3699, swav 0.0000 LR: 6.099e-02 Score 89.497 Data time: 0.2051, Forward time: 2.2772, Backward time: 3.0831, DDP time: 0.0043, Total iter time: 5.3201 [2020-11-05 20:47:34,250][root][INFO] - ===> Epoch[163](4228/26): Loss -0.0146, Sem 0.2385, dir -0.6773, norm 0.4242, swav 0.0000 LR: 6.098e-02 Score 92.592 Data time: 0.2359, Forward time: 2.2773, Backward time: 3.0829, DDP time: 0.0043, Total iter time: 5.2001 [2020-11-05 20:47:40,621][root][INFO] - ===> Epoch[163](4229/26): Loss -0.1142, Sem 0.2315, dir -0.7278, norm 0.3821, swav 0.0000 LR: 6.098e-02 Score 92.881 Data time: 0.2308, Forward time: 2.2774, Backward time: 3.0830, DDP time: 0.0043, Total iter time: 6.2476 [2020-11-05 20:47:46,629][root][INFO] - ===> Epoch[163](4230/26): Loss -0.0046, Sem 0.2529, dir -0.6737, norm 0.4163, swav 0.0000 LR: 6.097e-02 Score 91.661 Data time: 0.1886, Forward time: 2.2773, Backward time: 3.0831, DDP time: 0.0043, Total iter time: 5.8907 [2020-11-05 20:47:52,858][root][INFO] - ===> Epoch[163](4231/26): Loss -0.0122, Sem 0.2603, dir -0.6920, norm 0.4195, swav 0.0000 LR: 6.096e-02 Score 91.384 Data time: 0.2701, Forward time: 2.2774, Backward time: 3.0831, DDP time: 0.0043, Total iter time: 6.1505 [2020-11-05 20:47:59,527][root][INFO] - ===> Epoch[163](4232/26): Loss 0.0555, Sem 0.2983, dir -0.7088, norm 0.4660, swav 0.0000 LR: 6.095e-02 Score 90.962 Data time: 0.2579, Forward time: 2.2775, Backward time: 3.0832, DDP time: 0.0043, Total iter time: 6.5345 [2020-11-05 20:48:05,354][root][INFO] - ===> Epoch[163](4233/26): Loss -0.0088, Sem 0.2631, dir -0.6666, norm 0.3947, swav 0.0000 LR: 6.094e-02 Score 90.522 Data time: 0.2206, Forward time: 2.2776, Backward time: 3.0832, DDP time: 0.0043, Total iter time: 5.6866 [2020-11-05 20:48:12,581][root][INFO] - ===> Epoch[163](4234/26): Loss 0.0313, Sem 0.2672, dir -0.6742, norm 0.4383, swav 0.0000 LR: 6.093e-02 Score 92.228 Data time: 0.2036, Forward time: 2.2775, Backward time: 3.0835, DDP time: 0.0043, Total iter time: 7.0738 [2020-11-05 20:48:18,713][root][INFO] - ===> Epoch[163](4235/26): Loss -0.0604, Sem 0.2581, dir -0.7207, norm 0.4022, swav 0.0000 LR: 6.092e-02 Score 91.423 Data time: 0.2764, Forward time: 2.2778, Backward time: 3.0834, DDP time: 0.0043, Total iter time: 6.0247 [2020-11-05 20:48:23,873][root][INFO] - ===> Epoch[163](4236/26): Loss -0.1234, Sem 0.2266, dir -0.7127, norm 0.3627, swav 0.0000 LR: 6.091e-02 Score 92.812 Data time: 0.1460, Forward time: 2.2776, Backward time: 3.0834, DDP time: 0.0043, Total iter time: 5.0321 [2020-11-05 20:48:29,456][root][INFO] - ===> Epoch[163](4237/26): Loss 0.0767, Sem 0.3139, dir -0.6587, norm 0.4215, swav 0.0000 LR: 6.090e-02 Score 89.442 Data time: 0.1778, Forward time: 2.2775, Backward time: 3.0834, DDP time: 0.0043, Total iter time: 5.4785 [2020-11-05 20:48:34,116][root][INFO] - ===> Epoch[163](4238/26): Loss 0.0105, Sem 0.3114, dir -0.7029, norm 0.4020, swav 0.0000 LR: 6.089e-02 Score 90.519 Data time: 0.1814, Forward time: 2.2775, Backward time: 3.0833, DDP time: 0.0043, Total iter time: 4.5701 [2020-11-05 20:48:39,518][root][INFO] - ===> Epoch[164](4239/26): Loss -0.0654, Sem 0.2385, dir -0.6927, norm 0.3888, swav 0.0000 LR: 6.088e-02 Score 92.820 Data time: 0.1619, Forward time: 2.2773, Backward time: 3.0833, DDP time: 0.0043, Total iter time: 5.2872 [2020-11-05 20:48:45,251][root][INFO] - ===> Epoch[164](4240/26): Loss -0.0521, Sem 0.2636, dir -0.6928, norm 0.3772, swav 0.0000 LR: 6.087e-02 Score 91.677 Data time: 0.2369, Forward time: 2.2773, Backward time: 3.0833, DDP time: 0.0043, Total iter time: 5.6365 [2020-11-05 20:48:50,836][root][INFO] - ===> Epoch[164](4241/26): Loss -0.0873, Sem 0.2165, dir -0.6793, norm 0.3755, swav 0.0000 LR: 6.086e-02 Score 92.992 Data time: 0.2617, Forward time: 2.2775, Backward time: 3.0831, DDP time: 0.0043, Total iter time: 5.4692 [2020-11-05 20:48:56,979][root][INFO] - ===> Epoch[164](4242/26): Loss 0.0092, Sem 0.2754, dir -0.6993, norm 0.4332, swav 0.0000 LR: 6.085e-02 Score 91.481 Data time: 0.2028, Forward time: 2.2774, Backward time: 3.0832, DDP time: 0.0043, Total iter time: 6.0115 [2020-11-05 20:49:02,229][root][INFO] - ===> Epoch[164](4243/26): Loss 0.0308, Sem 0.3073, dir -0.7088, norm 0.4323, swav 0.0000 LR: 6.084e-02 Score 90.889 Data time: 0.1991, Forward time: 2.2774, Backward time: 3.0832, DDP time: 0.0043, Total iter time: 5.1356 [2020-11-05 20:49:07,715][root][INFO] - ===> Epoch[164](4244/26): Loss 0.0781, Sem 0.2913, dir -0.6985, norm 0.4853, swav 0.0000 LR: 6.083e-02 Score 90.995 Data time: 0.2503, Forward time: 2.2775, Backward time: 3.0830, DDP time: 0.0043, Total iter time: 5.3597 [2020-11-05 20:49:12,943][root][INFO] - ===> Epoch[164](4245/26): Loss -0.1237, Sem 0.2219, dir -0.7068, norm 0.3612, swav 0.0000 LR: 6.082e-02 Score 92.765 Data time: 0.1581, Forward time: 2.2773, Backward time: 3.0831, DDP time: 0.0043, Total iter time: 5.0954 [2020-11-05 20:49:18,511][root][INFO] - ===> Epoch[164](4246/26): Loss -0.0191, Sem 0.2838, dir -0.7214, norm 0.4185, swav 0.0000 LR: 6.081e-02 Score 91.266 Data time: 0.2538, Forward time: 2.2774, Backward time: 3.0829, DDP time: 0.0043, Total iter time: 5.4732 [2020-11-05 20:49:25,291][root][INFO] - ===> Epoch[164](4247/26): Loss 0.0677, Sem 0.2772, dir -0.6429, norm 0.4334, swav 0.0000 LR: 6.080e-02 Score 91.909 Data time: 0.1668, Forward time: 2.2773, Backward time: 3.0832, DDP time: 0.0043, Total iter time: 6.6251 [2020-11-05 20:49:31,402][root][INFO] - ===> Epoch[164](4248/26): Loss -0.0305, Sem 0.2690, dir -0.6850, norm 0.3855, swav 0.0000 LR: 6.079e-02 Score 91.788 Data time: 0.2076, Forward time: 2.2773, Backward time: 3.0833, DDP time: 0.0043, Total iter time: 6.0140 [2020-11-05 20:49:36,771][root][INFO] - ===> Epoch[164](4249/26): Loss -0.0741, Sem 0.2178, dir -0.6704, norm 0.3785, swav 0.0000 LR: 6.079e-02 Score 92.860 Data time: 0.2243, Forward time: 2.2772, Backward time: 3.0833, DDP time: 0.0043, Total iter time: 5.2439 [2020-11-05 20:49:41,298][root][INFO] - ===> Epoch[164](4250/26): Loss -0.0060, Sem 0.2561, dir -0.6844, norm 0.4223, swav 0.0000 LR: 6.078e-02 Score 91.968 Data time: 0.2276, Forward time: 2.2772, Backward time: 3.0830, DDP time: 0.0043, Total iter time: 4.4235 [2020-11-05 20:49:46,738][root][INFO] - ===> Epoch[164](4251/26): Loss -0.0505, Sem 0.2475, dir -0.6739, norm 0.3760, swav 0.0000 LR: 6.077e-02 Score 92.135 Data time: 0.2528, Forward time: 2.2774, Backward time: 3.0828, DDP time: 0.0043, Total iter time: 5.3255 [2020-11-05 20:49:53,619][root][INFO] - ===> Epoch[164](4252/26): Loss -0.0058, Sem 0.2532, dir -0.6630, norm 0.4040, swav 0.0000 LR: 6.076e-02 Score 91.353 Data time: 0.2547, Forward time: 2.2774, Backward time: 3.0830, DDP time: 0.0043, Total iter time: 6.7572 [2020-11-05 20:50:00,231][root][INFO] - ===> Epoch[164](4253/26): Loss 0.0018, Sem 0.2728, dir -0.6625, norm 0.3915, swav 0.0000 LR: 6.075e-02 Score 91.207 Data time: 0.3357, Forward time: 2.2777, Backward time: 3.0829, DDP time: 0.0043, Total iter time: 6.5007 [2020-11-05 20:50:05,894][root][INFO] - ===> Epoch[164](4254/26): Loss -0.0353, Sem 0.2474, dir -0.7018, norm 0.4190, swav 0.0000 LR: 6.074e-02 Score 92.693 Data time: 0.1515, Forward time: 2.2776, Backward time: 3.0830, DDP time: 0.0043, Total iter time: 5.5401 [2020-11-05 20:50:12,010][root][INFO] - ===> Epoch[164](4255/26): Loss -0.0329, Sem 0.2758, dir -0.7213, norm 0.4126, swav 0.0000 LR: 6.073e-02 Score 92.347 Data time: 0.1955, Forward time: 2.2774, Backward time: 3.0832, DDP time: 0.0043, Total iter time: 6.0197 [2020-11-05 20:50:17,205][root][INFO] - ===> Epoch[164](4256/26): Loss 0.0387, Sem 0.2847, dir -0.6658, norm 0.4198, swav 0.0000 LR: 6.072e-02 Score 91.208 Data time: 0.1980, Forward time: 2.2774, Backward time: 3.0831, DDP time: 0.0043, Total iter time: 5.1465 [2020-11-05 20:50:23,411][root][INFO] - ===> Epoch[164](4257/26): Loss -0.0069, Sem 0.2690, dir -0.6992, norm 0.4234, swav 0.0000 LR: 6.071e-02 Score 91.673 Data time: 0.1280, Forward time: 2.2772, Backward time: 3.0835, DDP time: 0.0043, Total iter time: 6.1030 [2020-11-05 20:50:29,353][root][INFO] - ===> Epoch[164](4258/26): Loss -0.0269, Sem 0.2877, dir -0.7164, norm 0.4018, swav 0.0000 LR: 6.070e-02 Score 90.880 Data time: 0.3098, Forward time: 2.2774, Backward time: 3.0833, DDP time: 0.0043, Total iter time: 5.8793 [2020-11-05 20:50:34,392][root][INFO] - ===> Epoch[164](4259/26): Loss -0.1142, Sem 0.2122, dir -0.6864, norm 0.3599, swav 0.0000 LR: 6.069e-02 Score 93.511 Data time: 0.1699, Forward time: 2.2773, Backward time: 3.0833, DDP time: 0.0043, Total iter time: 4.9238 [2020-11-05 20:50:40,897][root][INFO] - ===> Epoch[164](4260/26): Loss -0.0731, Sem 0.2309, dir -0.7080, norm 0.4039, swav 0.0000 LR: 6.068e-02 Score 92.216 Data time: 0.2032, Forward time: 2.2773, Backward time: 3.0835, DDP time: 0.0043, Total iter time: 6.4137 [2020-11-05 20:50:47,492][root][INFO] - ===> Epoch[164](4261/26): Loss 0.0169, Sem 0.2885, dir -0.6679, norm 0.3963, swav 0.0000 LR: 6.067e-02 Score 90.566 Data time: 0.2283, Forward time: 2.2773, Backward time: 3.0836, DDP time: 0.0043, Total iter time: 6.4664 [2020-11-05 20:50:52,834][root][INFO] - ===> Epoch[164](4262/26): Loss -0.0637, Sem 0.2513, dir -0.7221, norm 0.4072, swav 0.0000 LR: 6.066e-02 Score 92.097 Data time: 0.1529, Forward time: 2.2772, Backward time: 3.0837, DDP time: 0.0043, Total iter time: 5.2153 [2020-11-05 20:50:58,072][root][INFO] - ===> Epoch[164](4263/26): Loss 0.0707, Sem 0.3230, dir -0.6804, norm 0.4280, swav 0.0000 LR: 6.065e-02 Score 90.324 Data time: 0.1999, Forward time: 2.2772, Backward time: 3.0836, DDP time: 0.0043, Total iter time: 5.1483 [2020-11-05 20:51:04,070][root][INFO] - ===> Epoch[164](4264/26): Loss -0.0240, Sem 0.2685, dir -0.7124, norm 0.4199, swav 0.0000 LR: 6.064e-02 Score 91.753 Data time: 0.2707, Forward time: 2.2772, Backward time: 3.0835, DDP time: 0.0043, Total iter time: 5.8633 [2020-11-05 20:51:10,587][root][INFO] - ===> Epoch[165](4265/26): Loss -0.0192, Sem 0.2612, dir -0.6788, norm 0.3984, swav 0.0000 LR: 6.063e-02 Score 92.225 Data time: 0.3147, Forward time: 2.2775, Backward time: 3.0834, DDP time: 0.0043, Total iter time: 6.3994 [2020-11-05 20:51:15,785][root][INFO] - ===> Epoch[165](4266/26): Loss -0.0218, Sem 0.2782, dir -0.7004, norm 0.4004, swav 0.0000 LR: 6.062e-02 Score 91.541 Data time: 0.2546, Forward time: 2.2776, Backward time: 3.0832, DDP time: 0.0043, Total iter time: 5.0600 [2020-11-05 20:51:21,620][root][INFO] - ===> Epoch[165](4267/26): Loss -0.0539, Sem 0.2503, dir -0.6815, norm 0.3773, swav 0.0000 LR: 6.061e-02 Score 91.390 Data time: 0.3212, Forward time: 2.2777, Backward time: 3.0831, DDP time: 0.0043, Total iter time: 5.7370 [2020-11-05 20:51:26,525][root][INFO] - ===> Epoch[165](4268/26): Loss -0.0226, Sem 0.2457, dir -0.6919, norm 0.4236, swav 0.0000 LR: 6.060e-02 Score 92.169 Data time: 0.2015, Forward time: 2.2777, Backward time: 3.0829, DDP time: 0.0043, Total iter time: 4.7765 [2020-11-05 20:51:32,450][root][INFO] - ===> Epoch[165](4269/26): Loss 0.0041, Sem 0.2791, dir -0.6611, norm 0.3861, swav 0.0000 LR: 6.059e-02 Score 90.818 Data time: 0.2443, Forward time: 2.2778, Backward time: 3.0828, DDP time: 0.0043, Total iter time: 5.8175 [2020-11-05 20:51:38,711][root][INFO] - ===> Epoch[165](4270/26): Loss 0.0233, Sem 0.2783, dir -0.6724, norm 0.4174, swav 0.0000 LR: 6.059e-02 Score 91.070 Data time: 0.2576, Forward time: 2.2779, Backward time: 3.0828, DDP time: 0.0043, Total iter time: 6.1340 [2020-11-05 20:51:44,949][root][INFO] - ===> Epoch[165](4271/26): Loss -0.0050, Sem 0.2918, dir -0.6808, norm 0.3839, swav 0.0000 LR: 6.058e-02 Score 91.362 Data time: 0.1376, Forward time: 2.2777, Backward time: 3.0831, DDP time: 0.0043, Total iter time: 6.1084 [2020-11-05 20:51:51,543][root][INFO] - ===> Epoch[165](4272/26): Loss -0.0156, Sem 0.2519, dir -0.6779, norm 0.4104, swav 0.0000 LR: 6.057e-02 Score 92.414 Data time: 0.1953, Forward time: 2.2776, Backward time: 3.0834, DDP time: 0.0043, Total iter time: 6.5055 [2020-11-05 20:51:58,015][root][INFO] - ===> Epoch[165](4273/26): Loss -0.0995, Sem 0.2461, dir -0.7196, norm 0.3740, swav 0.0000 LR: 6.056e-02 Score 92.291 Data time: 0.3176, Forward time: 2.2779, Backward time: 3.0833, DDP time: 0.0043, Total iter time: 6.3657 [2020-11-05 20:52:03,704][root][INFO] - ===> Epoch[165](4274/26): Loss -0.0989, Sem 0.2416, dir -0.6959, norm 0.3554, swav 0.0000 LR: 6.055e-02 Score 92.150 Data time: 0.1675, Forward time: 2.2778, Backward time: 3.0833, DDP time: 0.0043, Total iter time: 5.5658 [2020-11-05 20:52:08,281][root][INFO] - ===> Epoch[165](4275/26): Loss -0.0437, Sem 0.2934, dir -0.7259, norm 0.3888, swav 0.0000 LR: 6.054e-02 Score 91.389 Data time: 0.1640, Forward time: 2.2777, Backward time: 3.0832, DDP time: 0.0043, Total iter time: 4.4868 [2020-11-05 20:52:13,520][root][INFO] - ===> Epoch[165](4276/26): Loss -0.0185, Sem 0.2437, dir -0.6730, norm 0.4108, swav 0.0000 LR: 6.053e-02 Score 91.564 Data time: 0.2123, Forward time: 2.2777, Backward time: 3.0831, DDP time: 0.0043, Total iter time: 5.1629 [2020-11-05 20:52:19,226][root][INFO] - ===> Epoch[165](4277/26): Loss -0.0080, Sem 0.2622, dir -0.6790, norm 0.4089, swav 0.0000 LR: 6.052e-02 Score 91.500 Data time: 0.1939, Forward time: 2.2776, Backward time: 3.0831, DDP time: 0.0043, Total iter time: 5.5804 [2020-11-05 20:52:24,866][root][INFO] - ===> Epoch[165](4278/26): Loss 0.0000, Sem 0.2585, dir -0.6650, norm 0.4065, swav 0.0000 LR: 6.051e-02 Score 92.225 Data time: 0.2141, Forward time: 2.2777, Backward time: 3.0831, DDP time: 0.0043, Total iter time: 5.5441 [2020-11-05 20:52:32,417][root][INFO] - ===> Epoch[165](4279/26): Loss -0.0476, Sem 0.2095, dir -0.6697, norm 0.4127, swav 0.0000 LR: 6.050e-02 Score 93.403 Data time: 0.2673, Forward time: 2.2778, Backward time: 3.0834, DDP time: 0.0043, Total iter time: 7.4325 [2020-11-05 20:52:37,572][root][INFO] - ===> Epoch[165](4280/26): Loss -0.0771, Sem 0.2208, dir -0.6943, norm 0.3964, swav 0.0000 LR: 6.049e-02 Score 93.586 Data time: 0.2104, Forward time: 2.2778, Backward time: 3.0832, DDP time: 0.0043, Total iter time: 5.0230 [2020-11-05 20:52:42,946][root][INFO] - ===> Epoch[165](4281/26): Loss -0.0071, Sem 0.2729, dir -0.6872, norm 0.4072, swav 0.0000 LR: 6.048e-02 Score 91.705 Data time: 0.2129, Forward time: 2.2778, Backward time: 3.0831, DDP time: 0.0043, Total iter time: 5.2603 [2020-11-05 20:52:49,359][root][INFO] - ===> Epoch[165](4282/26): Loss -0.0290, Sem 0.2871, dir -0.7197, norm 0.4036, swav 0.0000 LR: 6.047e-02 Score 90.232 Data time: 0.2261, Forward time: 2.2778, Backward time: 3.0832, DDP time: 0.0043, Total iter time: 6.3214 [2020-11-05 20:52:54,782][root][INFO] - ===> Epoch[165](4283/26): Loss -0.0356, Sem 0.2716, dir -0.7140, norm 0.4068, swav 0.0000 LR: 6.046e-02 Score 90.635 Data time: 0.1856, Forward time: 2.2778, Backward time: 3.0832, DDP time: 0.0043, Total iter time: 5.3081 [2020-11-05 20:52:59,484][root][INFO] - ===> Epoch[165](4284/26): Loss -0.1245, Sem 0.2149, dir -0.7171, norm 0.3777, swav 0.0000 LR: 6.045e-02 Score 93.043 Data time: 0.1611, Forward time: 2.2777, Backward time: 3.0831, DDP time: 0.0043, Total iter time: 4.6088 [2020-11-05 20:53:05,020][root][INFO] - ===> Epoch[165](4285/26): Loss -0.0333, Sem 0.2542, dir -0.6915, norm 0.4040, swav 0.0000 LR: 6.044e-02 Score 91.642 Data time: 0.2243, Forward time: 2.2777, Backward time: 3.0830, DDP time: 0.0043, Total iter time: 5.4702 [2020-11-05 20:53:10,684][root][INFO] - ===> Epoch[165](4286/26): Loss -0.0609, Sem 0.2251, dir -0.6854, norm 0.3994, swav 0.0000 LR: 6.043e-02 Score 92.665 Data time: 0.2217, Forward time: 2.2778, Backward time: 3.0829, DDP time: 0.0043, Total iter time: 5.5578 [2020-11-05 20:53:16,949][root][INFO] - ===> Epoch[165](4287/26): Loss -0.0173, Sem 0.2658, dir -0.6920, norm 0.4090, swav 0.0000 LR: 6.042e-02 Score 92.814 Data time: 0.2185, Forward time: 2.2778, Backward time: 3.0830, DDP time: 0.0043, Total iter time: 6.1315 [2020-11-05 20:53:24,242][root][INFO] - ===> Epoch[165](4288/26): Loss -0.0023, Sem 0.3161, dir -0.6981, norm 0.3797, swav 0.0000 LR: 6.041e-02 Score 90.473 Data time: 0.1774, Forward time: 2.2777, Backward time: 3.0834, DDP time: 0.0043, Total iter time: 7.1832 [2020-11-05 20:53:30,100][root][INFO] - ===> Epoch[165](4289/26): Loss -0.0789, Sem 0.2186, dir -0.6746, norm 0.3771, swav 0.0000 LR: 6.040e-02 Score 92.826 Data time: 0.1626, Forward time: 2.2776, Backward time: 3.0836, DDP time: 0.0043, Total iter time: 5.7665 [2020-11-05 20:53:37,438][root][INFO] - ===> Epoch[165](4290/26): Loss 0.0663, Sem 0.2985, dir -0.6712, norm 0.4389, swav 0.0000 LR: 6.040e-02 Score 90.628 Data time: 0.2584, Forward time: 2.2777, Backward time: 3.0838, DDP time: 0.0043, Total iter time: 7.2791 [2020-11-05 20:53:43,261][root][INFO] - ===> Epoch[166](4291/26): Loss -0.0906, Sem 0.2424, dir -0.7175, norm 0.3845, swav 0.0000 LR: 6.039e-02 Score 92.421 Data time: 0.2187, Forward time: 2.2777, Backward time: 3.0838, DDP time: 0.0043, Total iter time: 5.6853 [2020-11-05 20:53:48,974][root][INFO] - ===> Epoch[166](4292/26): Loss -0.0222, Sem 0.2367, dir -0.6770, norm 0.4182, swav 0.0000 LR: 6.038e-02 Score 92.270 Data time: 0.1818, Forward time: 2.2777, Backward time: 3.0838, DDP time: 0.0043, Total iter time: 5.6073 [2020-11-05 20:53:55,880][root][INFO] - ===> Epoch[166](4293/26): Loss 0.0250, Sem 0.3172, dir -0.6781, norm 0.3859, swav 0.0000 LR: 6.037e-02 Score 90.457 Data time: 0.1942, Forward time: 2.2777, Backward time: 3.0841, DDP time: 0.0043, Total iter time: 6.8096 [2020-11-05 20:54:02,340][root][INFO] - ===> Epoch[166](4294/26): Loss -0.0506, Sem 0.2160, dir -0.6709, norm 0.4044, swav 0.0000 LR: 6.036e-02 Score 93.512 Data time: 0.1979, Forward time: 2.2776, Backward time: 3.0843, DDP time: 0.0043, Total iter time: 6.3317 [2020-11-05 20:54:07,394][root][INFO] - ===> Epoch[166](4295/26): Loss 0.0055, Sem 0.2815, dir -0.6693, norm 0.3933, swav 0.0000 LR: 6.035e-02 Score 90.451 Data time: 0.1598, Forward time: 2.2775, Backward time: 3.0843, DDP time: 0.0043, Total iter time: 4.9251 [2020-11-05 20:54:12,745][root][INFO] - ===> Epoch[166](4296/26): Loss -0.0315, Sem 0.2400, dir -0.6891, norm 0.4177, swav 0.0000 LR: 6.034e-02 Score 92.939 Data time: 0.2011, Forward time: 2.2774, Backward time: 3.0843, DDP time: 0.0043, Total iter time: 5.2743 [2020-11-05 20:54:17,686][root][INFO] - ===> Epoch[166](4297/26): Loss -0.0012, Sem 0.2964, dir -0.7040, norm 0.4064, swav 0.0000 LR: 6.033e-02 Score 91.585 Data time: 0.2152, Forward time: 2.2774, Backward time: 3.0841, DDP time: 0.0043, Total iter time: 4.8304 [2020-11-05 20:54:23,087][root][INFO] - ===> Epoch[166](4298/26): Loss -0.0766, Sem 0.2484, dir -0.7241, norm 0.3992, swav 0.0000 LR: 6.032e-02 Score 92.456 Data time: 0.2171, Forward time: 2.2774, Backward time: 3.0841, DDP time: 0.0043, Total iter time: 5.2713 [2020-11-05 20:54:29,003][root][INFO] - ===> Epoch[166](4299/26): Loss -0.0651, Sem 0.2342, dir -0.6860, norm 0.3868, swav 0.0000 LR: 6.031e-02 Score 92.271 Data time: 0.1710, Forward time: 2.2773, Backward time: 3.0842, DDP time: 0.0043, Total iter time: 5.8151 [2020-11-05 20:54:34,857][root][INFO] - ===> Epoch[166](4300/26): Loss -0.0674, Sem 0.2089, dir -0.6841, norm 0.4077, swav 0.0000 LR: 6.030e-02 Score 93.197 Data time: 0.1432, Forward time: 2.2771, Backward time: 3.0844, DDP time: 0.0043, Total iter time: 5.7541 [2020-11-05 20:54:40,752][root][INFO] - ===> Epoch[166](4301/26): Loss 0.0310, Sem 0.2865, dir -0.6976, norm 0.4421, swav 0.0000 LR: 6.029e-02 Score 91.240 Data time: 0.1439, Forward time: 2.2769, Backward time: 3.0846, DDP time: 0.0043, Total iter time: 5.8090 [2020-11-05 20:54:46,623][root][INFO] - ===> Epoch[166](4302/26): Loss -0.0671, Sem 0.2444, dir -0.7087, norm 0.3972, swav 0.0000 LR: 6.028e-02 Score 92.437 Data time: 0.2113, Forward time: 2.2768, Backward time: 3.0847, DDP time: 0.0043, Total iter time: 5.7812 [2020-11-05 20:54:52,336][root][INFO] - ===> Epoch[166](4303/26): Loss -0.0245, Sem 0.2599, dir -0.6946, norm 0.4102, swav 0.0000 LR: 6.027e-02 Score 92.071 Data time: 0.2683, Forward time: 2.2770, Backward time: 3.0846, DDP time: 0.0043, Total iter time: 5.6238 [2020-11-05 20:54:58,868][root][INFO] - ===> Epoch[166](4304/26): Loss -0.0655, Sem 0.2431, dir -0.6922, norm 0.3836, swav 0.0000 LR: 6.026e-02 Score 92.548 Data time: 0.1915, Forward time: 2.2770, Backward time: 3.0848, DDP time: 0.0043, Total iter time: 6.3838 [2020-11-05 20:55:04,525][root][INFO] - ===> Epoch[166](4305/26): Loss -0.0450, Sem 0.2635, dir -0.7019, norm 0.3934, swav 0.0000 LR: 6.025e-02 Score 91.685 Data time: 0.1690, Forward time: 2.2768, Backward time: 3.0848, DDP time: 0.0043, Total iter time: 5.5620 [2020-11-05 20:55:09,431][root][INFO] - ===> Epoch[166](4306/26): Loss -0.0613, Sem 0.2428, dir -0.7152, norm 0.4111, swav 0.0000 LR: 6.024e-02 Score 92.445 Data time: 0.1734, Forward time: 2.2767, Backward time: 3.0848, DDP time: 0.0043, Total iter time: 4.8000 [2020-11-05 20:55:17,346][root][INFO] - ===> Epoch[166](4307/26): Loss -0.0406, Sem 0.2433, dir -0.6917, norm 0.4078, swav 0.0000 LR: 6.023e-02 Score 91.932 Data time: 0.2306, Forward time: 2.2768, Backward time: 3.0852, DDP time: 0.0043, Total iter time: 7.8134 [2020-11-05 20:55:23,830][root][INFO] - ===> Epoch[166](4308/26): Loss 0.0261, Sem 0.2706, dir -0.6549, norm 0.4104, swav 0.0000 LR: 6.022e-02 Score 92.037 Data time: 0.2188, Forward time: 2.2768, Backward time: 3.0853, DDP time: 0.0043, Total iter time: 6.3439 [2020-11-05 20:55:28,907][root][INFO] - ===> Epoch[166](4309/26): Loss -0.1122, Sem 0.2467, dir -0.7238, norm 0.3649, swav 0.0000 LR: 6.021e-02 Score 92.414 Data time: 0.1594, Forward time: 2.2767, Backward time: 3.0853, DDP time: 0.0043, Total iter time: 4.9379 [2020-11-05 20:55:34,429][root][INFO] - ===> Epoch[166](4310/26): Loss -0.0560, Sem 0.2601, dir -0.7071, norm 0.3910, swav 0.0000 LR: 6.020e-02 Score 91.796 Data time: 0.2528, Forward time: 2.2768, Backward time: 3.0851, DDP time: 0.0043, Total iter time: 5.4227 [2020-11-05 20:55:40,803][root][INFO] - ===> Epoch[166](4311/26): Loss -0.0090, Sem 0.2797, dir -0.6821, norm 0.3934, swav 0.0000 LR: 6.020e-02 Score 90.702 Data time: 0.2073, Forward time: 2.2768, Backward time: 3.0853, DDP time: 0.0043, Total iter time: 6.2450 [2020-11-05 20:55:45,889][root][INFO] - ===> Epoch[166](4312/26): Loss 0.0027, Sem 0.2639, dir -0.6585, norm 0.3973, swav 0.0000 LR: 6.019e-02 Score 91.885 Data time: 0.2227, Forward time: 2.2768, Backward time: 3.0851, DDP time: 0.0043, Total iter time: 4.9430 [2020-11-05 20:55:52,274][root][INFO] - ===> Epoch[166](4313/26): Loss -0.0415, Sem 0.2312, dir -0.6785, norm 0.4059, swav 0.0000 LR: 6.018e-02 Score 92.324 Data time: 0.2152, Forward time: 2.2768, Backward time: 3.0852, DDP time: 0.0043, Total iter time: 6.2686 [2020-11-05 20:55:59,658][root][INFO] - ===> Epoch[166](4314/26): Loss 0.0378, Sem 0.2890, dir -0.6690, norm 0.4178, swav 0.0000 LR: 6.017e-02 Score 90.811 Data time: 0.2189, Forward time: 2.2769, Backward time: 3.0855, DDP time: 0.0043, Total iter time: 7.2476 [2020-11-05 20:56:06,035][root][INFO] - ===> Epoch[166](4315/26): Loss 0.0051, Sem 0.2714, dir -0.6985, norm 0.4322, swav 0.0000 LR: 6.016e-02 Score 91.485 Data time: 0.1905, Forward time: 2.2768, Backward time: 3.0857, DDP time: 0.0043, Total iter time: 6.2366 [2020-11-05 20:56:12,000][root][INFO] - ===> Epoch[166](4316/26): Loss -0.0401, Sem 0.2164, dir -0.6640, norm 0.4075, swav 0.0000 LR: 6.015e-02 Score 92.843 Data time: 0.3113, Forward time: 2.2770, Backward time: 3.0856, DDP time: 0.0043, Total iter time: 5.8542 [2020-11-05 20:56:17,663][root][INFO] - ===> Epoch[167](4317/26): Loss -0.1230, Sem 0.2203, dir -0.7070, norm 0.3637, swav 0.0000 LR: 6.014e-02 Score 93.063 Data time: 0.1961, Forward time: 2.2769, Backward time: 3.0856, DDP time: 0.0043, Total iter time: 5.5287 [2020-11-05 20:56:23,581][root][INFO] - ===> Epoch[167](4318/26): Loss -0.0501, Sem 0.2266, dir -0.6828, norm 0.4061, swav 0.0000 LR: 6.013e-02 Score 92.574 Data time: 0.2329, Forward time: 2.2769, Backward time: 3.0857, DDP time: 0.0043, Total iter time: 5.8213 [2020-11-05 20:56:28,741][root][INFO] - ===> Epoch[167](4319/26): Loss -0.0356, Sem 0.2478, dir -0.6959, norm 0.4125, swav 0.0000 LR: 6.012e-02 Score 92.173 Data time: 0.2455, Forward time: 2.2770, Backward time: 3.0855, DDP time: 0.0043, Total iter time: 5.0390 [2020-11-05 20:56:33,429][root][INFO] - ===> Epoch[167](4320/26): Loss -0.0685, Sem 0.2560, dir -0.6987, norm 0.3742, swav 0.0000 LR: 6.011e-02 Score 92.080 Data time: 0.2286, Forward time: 2.2770, Backward time: 3.0852, DDP time: 0.0043, Total iter time: 4.5702 [2020-11-05 20:56:38,333][root][INFO] - ===> Epoch[167](4321/26): Loss -0.0295, Sem 0.2579, dir -0.6991, norm 0.4116, swav 0.0000 LR: 6.010e-02 Score 92.070 Data time: 0.2071, Forward time: 2.2770, Backward time: 3.0850, DDP time: 0.0043, Total iter time: 4.7896 [2020-11-05 20:56:43,970][root][INFO] - ===> Epoch[167](4322/26): Loss -0.0447, Sem 0.2363, dir -0.6885, norm 0.4074, swav 0.0000 LR: 6.009e-02 Score 92.367 Data time: 0.2440, Forward time: 2.2771, Backward time: 3.0849, DDP time: 0.0043, Total iter time: 5.5249 [2020-11-05 20:56:48,793][root][INFO] - ===> Epoch[167](4323/26): Loss -0.0663, Sem 0.2504, dir -0.7065, norm 0.3897, swav 0.0000 LR: 6.008e-02 Score 92.475 Data time: 0.1995, Forward time: 2.2771, Backward time: 3.0847, DDP time: 0.0043, Total iter time: 4.6958 [2020-11-05 20:56:54,743][root][INFO] - ===> Epoch[167](4324/26): Loss 0.0166, Sem 0.2913, dir -0.6662, norm 0.3915, swav 0.0000 LR: 6.007e-02 Score 91.104 Data time: 0.1933, Forward time: 2.2770, Backward time: 3.0848, DDP time: 0.0043, Total iter time: 5.8480 [2020-11-05 20:57:00,049][root][INFO] - ===> Epoch[167](4325/26): Loss -0.0270, Sem 0.2288, dir -0.6710, norm 0.4152, swav 0.0000 LR: 6.006e-02 Score 93.318 Data time: 0.1760, Forward time: 2.2769, Backward time: 3.0848, DDP time: 0.0043, Total iter time: 5.2014 [2020-11-05 20:57:05,017][root][INFO] - ===> Epoch[167](4326/26): Loss -0.1231, Sem 0.2108, dir -0.7123, norm 0.3785, swav 0.0000 LR: 6.005e-02 Score 92.729 Data time: 0.1771, Forward time: 2.2768, Backward time: 3.0847, DDP time: 0.0043, Total iter time: 4.8812 [2020-11-05 20:57:11,130][root][INFO] - ===> Epoch[167](4327/26): Loss -0.0864, Sem 0.2338, dir -0.6968, norm 0.3765, swav 0.0000 LR: 6.004e-02 Score 92.495 Data time: 0.2838, Forward time: 2.2770, Backward time: 3.0846, DDP time: 0.0043, Total iter time: 5.9991 [2020-11-05 20:57:16,580][root][INFO] - ===> Epoch[167](4328/26): Loss -0.0313, Sem 0.2528, dir -0.6962, norm 0.4121, swav 0.0000 LR: 6.003e-02 Score 91.868 Data time: 0.2170, Forward time: 2.2770, Backward time: 3.0845, DDP time: 0.0043, Total iter time: 5.3280 [2020-11-05 20:57:21,766][root][INFO] - ===> Epoch[167](4329/26): Loss -0.0383, Sem 0.2556, dir -0.7078, norm 0.4139, swav 0.0000 LR: 6.002e-02 Score 92.787 Data time: 0.2207, Forward time: 2.2770, Backward time: 3.0844, DDP time: 0.0043, Total iter time: 5.0845 [2020-11-05 20:57:28,818][root][INFO] - ===> Epoch[167](4330/26): Loss -0.0299, Sem 0.2552, dir -0.6931, norm 0.4080, swav 0.0000 LR: 6.001e-02 Score 91.446 Data time: 0.2119, Forward time: 2.2770, Backward time: 3.0846, DDP time: 0.0043, Total iter time: 6.9343 [2020-11-05 20:57:34,207][root][INFO] - ===> Epoch[167](4331/26): Loss 0.0300, Sem 0.3015, dir -0.6769, norm 0.4054, swav 0.0000 LR: 6.000e-02 Score 89.652 Data time: 0.2023, Forward time: 2.2770, Backward time: 3.0846, DDP time: 0.0043, Total iter time: 5.2713 [2020-11-05 20:57:39,050][root][INFO] - ===> Epoch[167](4332/26): Loss 0.0190, Sem 0.2622, dir -0.6669, norm 0.4236, swav 0.0000 LR: 6.000e-02 Score 91.493 Data time: 0.1650, Forward time: 2.2769, Backward time: 3.0845, DDP time: 0.0043, Total iter time: 4.7326 [2020-11-05 20:57:44,920][root][INFO] - ===> Epoch[167](4333/26): Loss -0.0444, Sem 0.2475, dir -0.6821, norm 0.3903, swav 0.0000 LR: 5.999e-02 Score 92.399 Data time: 0.1905, Forward time: 2.2768, Backward time: 3.0846, DDP time: 0.0043, Total iter time: 5.7621 [2020-11-05 20:57:50,041][root][INFO] - ===> Epoch[167](4334/26): Loss -0.0955, Sem 0.2179, dir -0.6912, norm 0.3777, swav 0.0000 LR: 5.998e-02 Score 93.562 Data time: 0.1804, Forward time: 2.2768, Backward time: 3.0845, DDP time: 0.0043, Total iter time: 5.0044 [2020-11-05 20:57:55,154][root][INFO] - ===> Epoch[167](4335/26): Loss -0.0646, Sem 0.2545, dir -0.7243, norm 0.4053, swav 0.0000 LR: 5.997e-02 Score 91.314 Data time: 0.2413, Forward time: 2.2768, Backward time: 3.0843, DDP time: 0.0043, Total iter time: 5.0081 [2020-11-05 20:58:00,754][root][INFO] - ===> Epoch[167](4336/26): Loss -0.0127, Sem 0.2387, dir -0.6570, norm 0.4056, swav 0.0000 LR: 5.996e-02 Score 92.367 Data time: 0.2606, Forward time: 2.2769, Backward time: 3.0841, DDP time: 0.0043, Total iter time: 5.4745 [2020-11-05 20:58:05,868][root][INFO] - ===> Epoch[167](4337/26): Loss 0.0281, Sem 0.2907, dir -0.6683, norm 0.4057, swav 0.0000 LR: 5.995e-02 Score 89.811 Data time: 0.2430, Forward time: 2.2770, Backward time: 3.0839, DDP time: 0.0043, Total iter time: 4.9902 [2020-11-05 20:58:13,534][root][INFO] - ===> Epoch[167](4338/26): Loss -0.0901, Sem 0.2271, dir -0.7054, norm 0.3882, swav 0.0000 LR: 5.994e-02 Score 93.202 Data time: 0.3806, Forward time: 2.2774, Backward time: 3.0840, DDP time: 0.0043, Total iter time: 7.5295 [2020-11-05 20:58:19,347][root][INFO] - ===> Epoch[167](4339/26): Loss -0.0740, Sem 0.2381, dir -0.6948, norm 0.3826, swav 0.0000 LR: 5.993e-02 Score 92.749 Data time: 0.2378, Forward time: 2.2774, Backward time: 3.0839, DDP time: 0.0043, Total iter time: 5.6808 [2020-11-05 20:58:24,059][root][INFO] - ===> Epoch[167](4340/26): Loss -0.0682, Sem 0.2474, dir -0.6910, norm 0.3754, swav 0.0000 LR: 5.992e-02 Score 92.316 Data time: 0.1712, Forward time: 2.2772, Backward time: 3.0838, DDP time: 0.0043, Total iter time: 4.5930 [2020-11-05 20:58:29,989][root][INFO] - ===> Epoch[167](4341/26): Loss -0.0023, Sem 0.2721, dir -0.6873, norm 0.4129, swav 0.0000 LR: 5.991e-02 Score 91.009 Data time: 0.2439, Forward time: 2.2773, Backward time: 3.0838, DDP time: 0.0043, Total iter time: 5.8376 [2020-11-05 20:58:35,817][root][INFO] - ===> Epoch[167](4342/26): Loss -0.1034, Sem 0.2477, dir -0.7222, norm 0.3711, swav 0.0000 LR: 5.990e-02 Score 91.540 Data time: 0.2350, Forward time: 2.2774, Backward time: 3.0838, DDP time: 0.0043, Total iter time: 5.6868 [2020-11-05 20:58:40,968][root][INFO] - ===> Epoch[168](4343/26): Loss 0.0314, Sem 0.2655, dir -0.6567, norm 0.4226, swav 0.0000 LR: 5.989e-02 Score 91.812 Data time: 0.2316, Forward time: 2.2774, Backward time: 3.0836, DDP time: 0.0043, Total iter time: 5.0446 [2020-11-05 20:58:46,085][root][INFO] - ===> Epoch[168](4344/26): Loss -0.0458, Sem 0.2511, dir -0.6940, norm 0.3971, swav 0.0000 LR: 5.988e-02 Score 92.051 Data time: 0.1484, Forward time: 2.2773, Backward time: 3.0836, DDP time: 0.0043, Total iter time: 5.0057 [2020-11-05 20:58:51,121][root][INFO] - ===> Epoch[168](4345/26): Loss -0.0554, Sem 0.2569, dir -0.7251, norm 0.4128, swav 0.0000 LR: 5.987e-02 Score 92.461 Data time: 0.1802, Forward time: 2.2772, Backward time: 3.0835, DDP time: 0.0043, Total iter time: 4.9164 [2020-11-05 20:58:57,093][root][INFO] - ===> Epoch[168](4346/26): Loss -0.0516, Sem 0.2537, dir -0.6877, norm 0.3824, swav 0.0000 LR: 5.986e-02 Score 91.595 Data time: 0.2027, Forward time: 2.2772, Backward time: 3.0836, DDP time: 0.0043, Total iter time: 5.8681 [2020-11-05 20:59:04,086][root][INFO] - ===> Epoch[168](4347/26): Loss 0.0918, Sem 0.3294, dir -0.6962, norm 0.4586, swav 0.0000 LR: 5.985e-02 Score 89.627 Data time: 0.2053, Forward time: 2.2771, Backward time: 3.0839, DDP time: 0.0043, Total iter time: 6.8551 [2020-11-05 20:59:09,012][root][INFO] - ===> Epoch[168](4348/26): Loss -0.0521, Sem 0.2358, dir -0.6782, norm 0.3903, swav 0.0000 LR: 5.984e-02 Score 92.287 Data time: 0.2225, Forward time: 2.2771, Backward time: 3.0837, DDP time: 0.0043, Total iter time: 4.8269 [2020-11-05 20:59:14,684][root][INFO] - ===> Epoch[168](4349/26): Loss -0.0371, Sem 0.2531, dir -0.6994, norm 0.4092, swav 0.0000 LR: 5.983e-02 Score 91.916 Data time: 0.2817, Forward time: 2.2772, Backward time: 3.0835, DDP time: 0.0043, Total iter time: 5.5538 [2020-11-05 20:59:21,389][root][INFO] - ===> Epoch[168](4350/26): Loss -0.0363, Sem 0.2232, dir -0.6729, norm 0.4134, swav 0.0000 LR: 5.982e-02 Score 92.827 Data time: 0.2275, Forward time: 2.2772, Backward time: 3.0838, DDP time: 0.0043, Total iter time: 6.5894 [2020-11-05 20:59:26,957][root][INFO] - ===> Epoch[168](4351/26): Loss -0.0217, Sem 0.2433, dir -0.6687, norm 0.4036, swav 0.0000 LR: 5.981e-02 Score 91.921 Data time: 0.2218, Forward time: 2.2773, Backward time: 3.0837, DDP time: 0.0043, Total iter time: 5.4259 [2020-11-05 20:59:31,965][root][INFO] - ===> Epoch[168](4352/26): Loss -0.0132, Sem 0.2653, dir -0.6564, norm 0.3779, swav 0.0000 LR: 5.980e-02 Score 91.470 Data time: 0.2255, Forward time: 2.2773, Backward time: 3.0834, DDP time: 0.0043, Total iter time: 4.8795 [2020-11-05 20:59:37,137][root][INFO] - ===> Epoch[168](4353/26): Loss -0.0702, Sem 0.2574, dir -0.7219, norm 0.3942, swav 0.0000 LR: 5.980e-02 Score 91.573 Data time: 0.1387, Forward time: 2.2772, Backward time: 3.0835, DDP time: 0.0043, Total iter time: 5.0491 [2020-11-05 20:59:42,317][root][INFO] - ===> Epoch[168](4354/26): Loss -0.0616, Sem 0.2356, dir -0.6839, norm 0.3866, swav 0.0000 LR: 5.979e-02 Score 92.660 Data time: 0.2326, Forward time: 2.2772, Backward time: 3.0833, DDP time: 0.0043, Total iter time: 5.1163 [2020-11-05 20:59:49,091][root][INFO] - ===> Epoch[168](4355/26): Loss -0.0498, Sem 0.2464, dir -0.6902, norm 0.3939, swav 0.0000 LR: 5.978e-02 Score 92.288 Data time: 0.2332, Forward time: 2.2773, Backward time: 3.0835, DDP time: 0.0043, Total iter time: 6.6479 [2020-11-05 20:59:55,309][root][INFO] - ===> Epoch[168](4356/26): Loss -0.0184, Sem 0.2297, dir -0.6592, norm 0.4111, swav 0.0000 LR: 5.977e-02 Score 93.115 Data time: 0.2031, Forward time: 2.2773, Backward time: 3.0836, DDP time: 0.0043, Total iter time: 6.0857 [2020-11-05 21:00:01,143][root][INFO] - ===> Epoch[168](4357/26): Loss -0.0715, Sem 0.2471, dir -0.6816, norm 0.3630, swav 0.0000 LR: 5.976e-02 Score 91.902 Data time: 0.1581, Forward time: 2.2772, Backward time: 3.0837, DDP time: 0.0043, Total iter time: 5.7268 [2020-11-05 21:00:06,356][root][INFO] - ===> Epoch[168](4358/26): Loss -0.0079, Sem 0.2804, dir -0.7054, norm 0.4171, swav 0.0000 LR: 5.975e-02 Score 91.337 Data time: 0.1618, Forward time: 2.2771, Backward time: 3.0837, DDP time: 0.0043, Total iter time: 5.1418 [2020-11-05 21:00:12,530][root][INFO] - ===> Epoch[168](4359/26): Loss -0.0900, Sem 0.2444, dir -0.7049, norm 0.3706, swav 0.0000 LR: 5.974e-02 Score 92.210 Data time: 0.1374, Forward time: 2.2769, Backward time: 3.0840, DDP time: 0.0043, Total iter time: 6.0591 [2020-11-05 21:00:19,114][root][INFO] - ===> Epoch[168](4360/26): Loss -0.0121, Sem 0.2325, dir -0.6560, norm 0.4115, swav 0.0000 LR: 5.973e-02 Score 92.336 Data time: 0.1918, Forward time: 2.2768, Backward time: 3.0842, DDP time: 0.0043, Total iter time: 6.5119 [2020-11-05 21:00:24,709][root][INFO] - ===> Epoch[168](4361/26): Loss -0.0312, Sem 0.2476, dir -0.6746, norm 0.3959, swav 0.0000 LR: 5.972e-02 Score 91.900 Data time: 0.2423, Forward time: 2.2769, Backward time: 3.0841, DDP time: 0.0043, Total iter time: 5.4792 [2020-11-05 21:00:31,165][root][INFO] - ===> Epoch[168](4362/26): Loss -0.0697, Sem 0.2687, dir -0.7233, norm 0.3850, swav 0.0000 LR: 5.971e-02 Score 91.563 Data time: 0.2407, Forward time: 2.2770, Backward time: 3.0842, DDP time: 0.0043, Total iter time: 6.3176 [2020-11-05 21:00:37,737][root][INFO] - ===> Epoch[168](4363/26): Loss -0.0052, Sem 0.2378, dir -0.6900, norm 0.4470, swav 0.0000 LR: 5.970e-02 Score 92.270 Data time: 0.3049, Forward time: 2.2772, Backward time: 3.0841, DDP time: 0.0043, Total iter time: 6.4573 [2020-11-05 21:00:43,689][root][INFO] - ===> Epoch[168](4364/26): Loss 0.0144, Sem 0.2785, dir -0.6777, norm 0.4135, swav 0.0000 LR: 5.969e-02 Score 91.756 Data time: 0.2186, Forward time: 2.2772, Backward time: 3.0841, DDP time: 0.0043, Total iter time: 5.8188 [2020-11-05 21:00:48,447][root][INFO] - ===> Epoch[168](4365/26): Loss -0.1807, Sem 0.1810, dir -0.7248, norm 0.3631, swav 0.0000 LR: 5.968e-02 Score 94.328 Data time: 0.1896, Forward time: 2.2771, Backward time: 3.0840, DDP time: 0.0043, Total iter time: 4.6535 [2020-11-05 21:00:54,830][root][INFO] - ===> Epoch[168](4366/26): Loss 0.0417, Sem 0.2668, dir -0.6865, norm 0.4614, swav 0.0000 LR: 5.967e-02 Score 91.663 Data time: 0.2201, Forward time: 2.2772, Backward time: 3.0841, DDP time: 0.0043, Total iter time: 6.2839 [2020-11-05 21:01:01,312][root][INFO] - ===> Epoch[168](4367/26): Loss -0.0354, Sem 0.2291, dir -0.6767, norm 0.4122, swav 0.0000 LR: 5.966e-02 Score 93.160 Data time: 0.1986, Forward time: 2.2772, Backward time: 3.0843, DDP time: 0.0043, Total iter time: 6.3383 [2020-11-05 21:01:07,340][root][INFO] - ===> Epoch[168](4368/26): Loss 0.0175, Sem 0.2682, dir -0.6736, norm 0.4229, swav 0.0000 LR: 5.965e-02 Score 91.230 Data time: 0.1908, Forward time: 2.2771, Backward time: 3.0844, DDP time: 0.0043, Total iter time: 5.8866 [2020-11-05 21:01:12,965][root][INFO] - ===> Epoch[169](4369/26): Loss -0.0046, Sem 0.2721, dir -0.6703, norm 0.3936, swav 0.0000 LR: 5.964e-02 Score 91.286 Data time: 0.1732, Forward time: 2.2770, Backward time: 3.0845, DDP time: 0.0043, Total iter time: 5.5081 [2020-11-05 21:01:18,816][root][INFO] - ===> Epoch[169](4370/26): Loss -0.0654, Sem 0.2458, dir -0.6791, norm 0.3680, swav 0.0000 LR: 5.963e-02 Score 92.332 Data time: 0.2145, Forward time: 2.2770, Backward time: 3.0845, DDP time: 0.0043, Total iter time: 5.7485 [2020-11-05 21:01:26,270][root][INFO] - ===> Epoch[169](4371/26): Loss -0.0812, Sem 0.2454, dir -0.7229, norm 0.3963, swav 0.0000 LR: 5.962e-02 Score 92.400 Data time: 0.1649, Forward time: 2.2769, Backward time: 3.0850, DDP time: 0.0043, Total iter time: 7.3311 [2020-11-05 21:01:31,621][root][INFO] - ===> Epoch[169](4372/26): Loss 0.0074, Sem 0.3037, dir -0.7004, norm 0.4041, swav 0.0000 LR: 5.961e-02 Score 90.671 Data time: 0.1846, Forward time: 2.2768, Backward time: 3.0849, DDP time: 0.0043, Total iter time: 5.2518 [2020-11-05 21:01:36,492][root][INFO] - ===> Epoch[169](4373/26): Loss -0.0331, Sem 0.2586, dir -0.6861, norm 0.3944, swav 0.0000 LR: 5.960e-02 Score 91.464 Data time: 0.2268, Forward time: 2.2769, Backward time: 3.0847, DDP time: 0.0043, Total iter time: 4.7357 [2020-11-05 21:01:42,284][root][INFO] - ===> Epoch[169](4374/26): Loss -0.0042, Sem 0.2697, dir -0.6973, norm 0.4234, swav 0.0000 LR: 5.960e-02 Score 91.924 Data time: 0.1375, Forward time: 2.2767, Backward time: 3.0849, DDP time: 0.0043, Total iter time: 5.6595 [2020-11-05 21:01:48,358][root][INFO] - ===> Epoch[169](4375/26): Loss 0.0512, Sem 0.2799, dir -0.6804, norm 0.4517, swav 0.0000 LR: 5.959e-02 Score 91.317 Data time: 0.2661, Forward time: 2.2768, Backward time: 3.0848, DDP time: 0.0043, Total iter time: 5.9745 [2020-11-05 21:01:54,080][root][INFO] - ===> Epoch[169](4376/26): Loss -0.0316, Sem 0.2610, dir -0.6926, norm 0.4000, swav 0.0000 LR: 5.958e-02 Score 91.615 Data time: 0.2014, Forward time: 2.2768, Backward time: 3.0848, DDP time: 0.0043, Total iter time: 5.5952 [2020-11-05 21:01:59,380][root][INFO] - ===> Epoch[169](4377/26): Loss -0.0403, Sem 0.2638, dir -0.6931, norm 0.3890, swav 0.0000 LR: 5.957e-02 Score 91.622 Data time: 0.2067, Forward time: 2.2768, Backward time: 3.0847, DDP time: 0.0043, Total iter time: 5.1973 [2020-11-05 21:02:04,047][root][INFO] - ===> Epoch[169](4378/26): Loss -0.0052, Sem 0.2689, dir -0.6944, norm 0.4203, swav 0.0000 LR: 5.956e-02 Score 92.258 Data time: 0.1928, Forward time: 2.2768, Backward time: 3.0845, DDP time: 0.0043, Total iter time: 4.5707 [2020-11-05 21:02:10,111][root][INFO] - ===> Epoch[169](4379/26): Loss -0.0283, Sem 0.2689, dir -0.6768, norm 0.3796, swav 0.0000 LR: 5.955e-02 Score 91.081 Data time: 0.1630, Forward time: 2.2766, Backward time: 3.0847, DDP time: 0.0043, Total iter time: 5.9626 [2020-11-05 21:02:15,614][root][INFO] - ===> Epoch[169](4380/26): Loss 0.0197, Sem 0.2855, dir -0.7037, norm 0.4378, swav 0.0000 LR: 5.954e-02 Score 91.728 Data time: 0.1990, Forward time: 2.2766, Backward time: 3.0847, DDP time: 0.0043, Total iter time: 5.4224 [2020-11-05 21:02:21,342][root][INFO] - ===> Epoch[169](4381/26): Loss -0.0701, Sem 0.2627, dir -0.7051, norm 0.3723, swav 0.0000 LR: 5.953e-02 Score 92.183 Data time: 0.2900, Forward time: 2.2767, Backward time: 3.0846, DDP time: 0.0043, Total iter time: 5.6120 [2020-11-05 21:02:26,565][root][INFO] - ===> Epoch[169](4382/26): Loss -0.0009, Sem 0.2499, dir -0.6582, norm 0.4073, swav 0.0000 LR: 5.952e-02 Score 92.018 Data time: 0.2331, Forward time: 2.2768, Backward time: 3.0844, DDP time: 0.0043, Total iter time: 5.0873 [2020-11-05 21:02:33,013][root][INFO] - ===> Epoch[169](4383/26): Loss -0.0833, Sem 0.2403, dir -0.7216, norm 0.3981, swav 0.0000 LR: 5.951e-02 Score 92.131 Data time: 0.2196, Forward time: 2.2768, Backward time: 3.0845, DDP time: 0.0043, Total iter time: 6.3185 [2020-11-05 21:02:38,303][root][INFO] - ===> Epoch[169](4384/26): Loss 0.0022, Sem 0.2489, dir -0.6932, norm 0.4465, swav 0.0000 LR: 5.950e-02 Score 92.300 Data time: 0.2245, Forward time: 2.2769, Backward time: 3.0844, DDP time: 0.0043, Total iter time: 5.1726 [2020-11-05 21:02:43,479][root][INFO] - ===> Epoch[169](4385/26): Loss -0.0695, Sem 0.2265, dir -0.6842, norm 0.3882, swav 0.0000 LR: 5.949e-02 Score 92.630 Data time: 0.2279, Forward time: 2.2769, Backward time: 3.0842, DDP time: 0.0043, Total iter time: 5.0577 [2020-11-05 21:02:48,654][root][INFO] - ===> Epoch[169](4386/26): Loss -0.0051, Sem 0.2810, dir -0.6764, norm 0.3902, swav 0.0000 LR: 5.948e-02 Score 90.564 Data time: 0.2103, Forward time: 2.2769, Backward time: 3.0841, DDP time: 0.0043, Total iter time: 5.0665 [2020-11-05 21:02:53,348][root][INFO] - ===> Epoch[169](4387/26): Loss -0.0845, Sem 0.2038, dir -0.6768, norm 0.3885, swav 0.0000 LR: 5.947e-02 Score 93.283 Data time: 0.1567, Forward time: 2.2767, Backward time: 3.0840, DDP time: 0.0043, Total iter time: 4.5835 [2020-11-05 21:02:58,664][root][INFO] - ===> Epoch[169](4388/26): Loss -0.0889, Sem 0.2620, dir -0.7286, norm 0.3777, swav 0.0000 LR: 5.946e-02 Score 91.958 Data time: 0.1649, Forward time: 2.2766, Backward time: 3.0840, DDP time: 0.0043, Total iter time: 5.2203 [2020-11-05 21:03:04,122][root][INFO] - ===> Epoch[169](4389/26): Loss -0.0563, Sem 0.2381, dir -0.6790, norm 0.3847, swav 0.0000 LR: 5.945e-02 Score 92.550 Data time: 0.2017, Forward time: 2.2766, Backward time: 3.0840, DDP time: 0.0043, Total iter time: 5.3820 [2020-11-05 21:03:10,534][root][INFO] - ===> Epoch[169](4390/26): Loss 0.0629, Sem 0.3036, dir -0.6379, norm 0.3972, swav 0.0000 LR: 5.944e-02 Score 90.847 Data time: 0.2275, Forward time: 2.2766, Backward time: 3.0841, DDP time: 0.0043, Total iter time: 6.2855 [2020-11-05 21:03:16,233][root][INFO] - ===> Epoch[169](4391/26): Loss -0.0082, Sem 0.2675, dir -0.6933, norm 0.4176, swav 0.0000 LR: 5.943e-02 Score 92.056 Data time: 0.1676, Forward time: 2.2765, Backward time: 3.0842, DDP time: 0.0043, Total iter time: 5.5675 [2020-11-05 21:03:21,561][root][INFO] - ===> Epoch[169](4392/26): Loss 0.0332, Sem 0.2517, dir -0.6723, norm 0.4538, swav 0.0000 LR: 5.942e-02 Score 92.118 Data time: 0.1824, Forward time: 2.2765, Backward time: 3.0841, DDP time: 0.0043, Total iter time: 5.2210 [2020-11-05 21:03:25,955][root][INFO] - ===> Epoch[169](4393/26): Loss -0.1042, Sem 0.2095, dir -0.6960, norm 0.3822, swav 0.0000 LR: 5.941e-02 Score 93.385 Data time: 0.1792, Forward time: 2.2764, Backward time: 3.0839, DDP time: 0.0043, Total iter time: 4.2877 [2020-11-05 21:03:33,510][root][INFO] - ===> Epoch[169](4394/26): Loss 0.0615, Sem 0.3648, dir -0.7122, norm 0.4089, swav 0.0000 LR: 5.940e-02 Score 89.068 Data time: 0.1836, Forward time: 2.2763, Backward time: 3.0844, DDP time: 0.0043, Total iter time: 7.4695 [2020-11-05 21:03:40,446][root][INFO] - ===> Epoch[170](4395/26): Loss -0.0817, Sem 0.2157, dir -0.7007, norm 0.4032, swav 0.0000 LR: 5.939e-02 Score 93.220 Data time: 0.2293, Forward time: 2.2764, Backward time: 3.0846, DDP time: 0.0043, Total iter time: 6.8325 [2020-11-05 21:03:46,128][root][INFO] - ===> Epoch[170](4396/26): Loss -0.0100, Sem 0.2452, dir -0.6769, norm 0.4216, swav 0.0000 LR: 5.939e-02 Score 92.017 Data time: 0.1479, Forward time: 2.2763, Backward time: 3.0847, DDP time: 0.0043, Total iter time: 5.5455 [2020-11-05 21:03:53,515][root][INFO] - ===> Epoch[170](4397/26): Loss -0.0439, Sem 0.2678, dir -0.7139, norm 0.4022, swav 0.0000 LR: 5.938e-02 Score 90.996 Data time: 0.1481, Forward time: 2.2761, Backward time: 3.0852, DDP time: 0.0043, Total iter time: 7.2737 [2020-11-05 21:03:59,091][root][INFO] - ===> Epoch[170](4398/26): Loss -0.0558, Sem 0.2424, dir -0.6982, norm 0.4001, swav 0.0000 LR: 5.937e-02 Score 92.271 Data time: 0.1515, Forward time: 2.2760, Backward time: 3.0853, DDP time: 0.0043, Total iter time: 5.4980 [2020-11-05 21:04:04,582][root][INFO] - ===> Epoch[170](4399/26): Loss -0.0236, Sem 0.2566, dir -0.6789, norm 0.3987, swav 0.0000 LR: 5.936e-02 Score 91.666 Data time: 0.2393, Forward time: 2.2760, Backward time: 3.0852, DDP time: 0.0043, Total iter time: 5.3959 [2020-11-05 21:04:09,618][root][INFO] - ===> Epoch[170](4400/26): Loss -0.0629, Sem 0.2416, dir -0.6943, norm 0.3898, swav 0.0000 LR: 5.935e-02 Score 92.017 Data time: 0.2034, Forward time: 2.2760, Backward time: 3.0851, DDP time: 0.0043, Total iter time: 4.9072 [2020-11-05 21:04:15,341][root][INFO] - ===> Epoch[170](4401/26): Loss 0.0010, Sem 0.2642, dir -0.6490, norm 0.3858, swav 0.0000 LR: 5.934e-02 Score 91.705 Data time: 0.2843, Forward time: 2.2761, Backward time: 3.0850, DDP time: 0.0043, Total iter time: 5.6173 [2020-11-05 21:04:19,879][root][INFO] - ===> Epoch[170](4402/26): Loss -0.0391, Sem 0.2438, dir -0.7066, norm 0.4237, swav 0.0000 LR: 5.933e-02 Score 92.331 Data time: 0.1625, Forward time: 2.2760, Backward time: 3.0848, DDP time: 0.0043, Total iter time: 4.4022 [2020-11-05 21:04:24,789][root][INFO] - ===> Epoch[170](4403/26): Loss 0.0602, Sem 0.2979, dir -0.6773, norm 0.4395, swav 0.0000 LR: 5.932e-02 Score 90.529 Data time: 0.1616, Forward time: 2.2759, Backward time: 3.0847, DDP time: 0.0043, Total iter time: 4.8289 [2020-11-05 21:04:30,257][root][INFO] - ===> Epoch[170](4404/26): Loss -0.0406, Sem 0.2453, dir -0.6918, norm 0.4059, swav 0.0000 LR: 5.931e-02 Score 92.128 Data time: 0.1405, Forward time: 2.2757, Backward time: 3.0848, DDP time: 0.0043, Total iter time: 5.3617 [2020-11-05 21:04:36,368][root][INFO] - ===> Epoch[170](4405/26): Loss -0.1018, Sem 0.2508, dir -0.7394, norm 0.3868, swav 0.0000 LR: 5.930e-02 Score 92.542 Data time: 0.1964, Forward time: 2.2757, Backward time: 3.0850, DDP time: 0.0043, Total iter time: 6.0785 [2020-11-05 21:04:41,133][root][INFO] - ===> Epoch[170](4406/26): Loss -0.0281, Sem 0.2842, dir -0.7359, norm 0.4236, swav 0.0000 LR: 5.929e-02 Score 91.060 Data time: 0.2197, Forward time: 2.2757, Backward time: 3.0847, DDP time: 0.0043, Total iter time: 4.6413 [2020-11-05 21:04:47,118][root][INFO] - ===> Epoch[170](4407/26): Loss -0.0933, Sem 0.2316, dir -0.7063, norm 0.3814, swav 0.0000 LR: 5.928e-02 Score 93.118 Data time: 0.1809, Forward time: 2.2756, Backward time: 3.0848, DDP time: 0.0043, Total iter time: 5.8588 [2020-11-05 21:04:52,512][root][INFO] - ===> Epoch[170](4408/26): Loss 0.0019, Sem 0.3027, dir -0.6955, norm 0.3947, swav 0.0000 LR: 5.927e-02 Score 90.029 Data time: 0.1946, Forward time: 2.2756, Backward time: 3.0848, DDP time: 0.0043, Total iter time: 5.2647 [2020-11-05 21:04:57,758][root][INFO] - ===> Epoch[170](4409/26): Loss -0.0241, Sem 0.2311, dir -0.6549, norm 0.3997, swav 0.0000 LR: 5.926e-02 Score 92.774 Data time: 0.2425, Forward time: 2.2756, Backward time: 3.0846, DDP time: 0.0043, Total iter time: 5.1116 [2020-11-05 21:05:03,152][root][INFO] - ===> Epoch[170](4410/26): Loss -0.0452, Sem 0.2526, dir -0.7059, norm 0.4081, swav 0.0000 LR: 5.925e-02 Score 92.066 Data time: 0.2090, Forward time: 2.2757, Backward time: 3.0845, DDP time: 0.0043, Total iter time: 5.2433 [2020-11-05 21:05:08,420][root][INFO] - ===> Epoch[170](4411/26): Loss -0.0254, Sem 0.2599, dir -0.6925, norm 0.4072, swav 0.0000 LR: 5.924e-02 Score 92.079 Data time: 0.2445, Forward time: 2.2758, Backward time: 3.0843, DDP time: 0.0043, Total iter time: 5.1485 [2020-11-05 21:05:14,507][root][INFO] - ===> Epoch[170](4412/26): Loss 0.0072, Sem 0.2841, dir -0.6824, norm 0.4055, swav 0.0000 LR: 5.923e-02 Score 90.730 Data time: 0.1723, Forward time: 2.2756, Backward time: 3.0845, DDP time: 0.0043, Total iter time: 5.9679 [2020-11-05 21:05:20,734][root][INFO] - ===> Epoch[170](4413/26): Loss -0.0565, Sem 0.2548, dir -0.6864, norm 0.3751, swav 0.0000 LR: 5.922e-02 Score 91.931 Data time: 0.2854, Forward time: 2.2758, Backward time: 3.0844, DDP time: 0.0043, Total iter time: 6.1184 [2020-11-05 21:05:26,903][root][INFO] - ===> Epoch[170](4414/26): Loss -0.0571, Sem 0.2424, dir -0.6647, norm 0.3652, swav 0.0000 LR: 5.921e-02 Score 92.020 Data time: 0.1738, Forward time: 2.2758, Backward time: 3.0846, DDP time: 0.0043, Total iter time: 6.0393 [2020-11-05 21:05:31,930][root][INFO] - ===> Epoch[170](4415/26): Loss -0.0470, Sem 0.2044, dir -0.6466, norm 0.3952, swav 0.0000 LR: 5.920e-02 Score 93.661 Data time: 0.1399, Forward time: 2.2756, Backward time: 3.0846, DDP time: 0.0043, Total iter time: 4.9190 [2020-11-05 21:05:38,806][root][INFO] - ===> Epoch[170](4416/26): Loss -0.0315, Sem 0.2278, dir -0.6859, norm 0.4266, swav 0.0000 LR: 5.919e-02 Score 93.129 Data time: 0.3079, Forward time: 2.2758, Backward time: 3.0846, DDP time: 0.0043, Total iter time: 6.7884 [2020-11-05 21:05:44,748][root][INFO] - ===> Epoch[170](4417/26): Loss -0.0416, Sem 0.2418, dir -0.6738, norm 0.3904, swav 0.0000 LR: 5.919e-02 Score 91.920 Data time: 0.1946, Forward time: 2.2758, Backward time: 3.0847, DDP time: 0.0043, Total iter time: 5.7893 [2020-11-05 21:05:50,832][root][INFO] - ===> Epoch[170](4418/26): Loss 0.0283, Sem 0.2770, dir -0.6721, norm 0.4234, swav 0.0000 LR: 5.918e-02 Score 91.345 Data time: 0.2773, Forward time: 2.2760, Backward time: 3.0846, DDP time: 0.0043, Total iter time: 5.9462 [2020-11-05 21:05:55,901][root][INFO] - ===> Epoch[170](4419/26): Loss -0.0919, Sem 0.2396, dir -0.6801, norm 0.3486, swav 0.0000 LR: 5.917e-02 Score 91.885 Data time: 0.2051, Forward time: 2.2759, Backward time: 3.0844, DDP time: 0.0043, Total iter time: 4.9328 [2020-11-05 21:06:01,535][root][INFO] - ===> Epoch[170](4420/26): Loss -0.0289, Sem 0.2481, dir -0.6765, norm 0.3996, swav 0.0000 LR: 5.916e-02 Score 92.100 Data time: 0.2246, Forward time: 2.2760, Backward time: 3.0843, DDP time: 0.0043, Total iter time: 5.5304 [2020-11-05 21:06:06,133][root][INFO] - ===> Epoch[171](4421/26): Loss -0.0927, Sem 0.2390, dir -0.6981, norm 0.3664, swav 0.0000 LR: 5.915e-02 Score 92.043 Data time: 0.1478, Forward time: 2.2759, Backward time: 3.0842, DDP time: 0.0043, Total iter time: 4.4823 [2020-11-05 21:06:11,761][root][INFO] - ===> Epoch[171](4422/26): Loss -0.0081, Sem 0.2671, dir -0.6887, norm 0.4134, swav 0.0000 LR: 5.914e-02 Score 91.629 Data time: 0.2101, Forward time: 2.2758, Backward time: 3.0842, DDP time: 0.0043, Total iter time: 5.5402 [2020-11-05 21:06:16,369][root][INFO] - ===> Epoch[171](4423/26): Loss 0.0681, Sem 0.3097, dir -0.6941, norm 0.4526, swav 0.0000 LR: 5.913e-02 Score 91.263 Data time: 0.1945, Forward time: 2.2758, Backward time: 3.0840, DDP time: 0.0043, Total iter time: 4.4850 [2020-11-05 21:06:22,403][root][INFO] - ===> Epoch[171](4424/26): Loss -0.0653, Sem 0.2592, dir -0.7067, norm 0.3822, swav 0.0000 LR: 5.912e-02 Score 91.885 Data time: 0.2172, Forward time: 2.2758, Backward time: 3.0841, DDP time: 0.0043, Total iter time: 5.9405 [2020-11-05 21:06:29,104][root][INFO] - ===> Epoch[171](4425/26): Loss 0.0213, Sem 0.2967, dir -0.7052, norm 0.4298, swav 0.0000 LR: 5.911e-02 Score 90.774 Data time: 0.1726, Forward time: 2.2757, Backward time: 3.0844, DDP time: 0.0043, Total iter time: 6.5931 [2020-11-05 21:06:36,222][root][INFO] - ===> Epoch[171](4426/26): Loss 0.0003, Sem 0.2769, dir -0.6803, norm 0.4037, swav 0.0000 LR: 5.910e-02 Score 90.994 Data time: 0.1714, Forward time: 2.2756, Backward time: 3.0847, DDP time: 0.0043, Total iter time: 7.0318 [2020-11-05 21:06:41,354][root][INFO] - ===> Epoch[171](4427/26): Loss -0.0038, Sem 0.2668, dir -0.7050, norm 0.4343, swav 0.0000 LR: 5.909e-02 Score 91.334 Data time: 0.1465, Forward time: 2.2755, Backward time: 3.0848, DDP time: 0.0043, Total iter time: 5.0238 [2020-11-05 21:06:47,123][root][INFO] - ===> Epoch[171](4428/26): Loss 0.0142, Sem 0.2496, dir -0.6664, norm 0.4310, swav 0.0000 LR: 5.908e-02 Score 91.697 Data time: 0.2342, Forward time: 2.2754, Backward time: 3.0848, DDP time: 0.0043, Total iter time: 5.7134 [2020-11-05 21:06:51,510][root][INFO] - ===> Epoch[171](4429/26): Loss -0.0335, Sem 0.2689, dir -0.6956, norm 0.3932, swav 0.0000 LR: 5.907e-02 Score 91.694 Data time: 0.2136, Forward time: 2.2754, Backward time: 3.0845, DDP time: 0.0043, Total iter time: 4.2848 [2020-11-05 21:06:56,571][root][INFO] - ===> Epoch[171](4430/26): Loss -0.0045, Sem 0.2846, dir -0.6785, norm 0.3894, swav 0.0000 LR: 5.906e-02 Score 91.072 Data time: 0.1716, Forward time: 2.2753, Backward time: 3.0845, DDP time: 0.0043, Total iter time: 4.9608 [2020-11-05 21:07:01,679][root][INFO] - ===> Epoch[171](4431/26): Loss -0.0638, Sem 0.2336, dir -0.6893, norm 0.3919, swav 0.0000 LR: 5.905e-02 Score 91.984 Data time: 0.2595, Forward time: 2.2753, Backward time: 3.0843, DDP time: 0.0043, Total iter time: 5.0073 [2020-11-05 21:07:08,319][root][INFO] - ===> Epoch[171](4432/26): Loss -0.1188, Sem 0.2206, dir -0.7200, norm 0.3807, swav 0.0000 LR: 5.904e-02 Score 93.317 Data time: 0.2570, Forward time: 2.2754, Backward time: 3.0844, DDP time: 0.0043, Total iter time: 6.5366 [2020-11-05 21:07:13,920][root][INFO] - ===> Epoch[171](4433/26): Loss 0.0391, Sem 0.2866, dir -0.6692, norm 0.4217, swav 0.0000 LR: 5.903e-02 Score 91.236 Data time: 0.2552, Forward time: 2.2756, Backward time: 3.0842, DDP time: 0.0043, Total iter time: 5.4699 [2020-11-05 21:07:18,773][root][INFO] - ===> Epoch[171](4434/26): Loss -0.1223, Sem 0.2351, dir -0.7201, norm 0.3627, swav 0.0000 LR: 5.902e-02 Score 92.374 Data time: 0.1724, Forward time: 2.2755, Backward time: 3.0841, DDP time: 0.0043, Total iter time: 4.7095 [2020-11-05 21:07:24,333][root][INFO] - ===> Epoch[171](4435/26): Loss -0.0642, Sem 0.2613, dir -0.7214, norm 0.3959, swav 0.0000 LR: 5.901e-02 Score 92.163 Data time: 0.2141, Forward time: 2.2755, Backward time: 3.0840, DDP time: 0.0043, Total iter time: 5.4705 [2020-11-05 21:07:28,749][root][INFO] - ===> Epoch[171](4436/26): Loss -0.1739, Sem 0.2094, dir -0.7395, norm 0.3562, swav 0.0000 LR: 5.900e-02 Score 92.980 Data time: 0.2184, Forward time: 2.2755, Backward time: 3.0837, DDP time: 0.0043, Total iter time: 4.3097 [2020-11-05 21:07:34,486][root][INFO] - ===> Epoch[171](4437/26): Loss -0.0166, Sem 0.2709, dir -0.6795, norm 0.3920, swav 0.0000 LR: 5.899e-02 Score 91.285 Data time: 0.2522, Forward time: 2.2756, Backward time: 3.0837, DDP time: 0.0043, Total iter time: 5.6409 [2020-11-05 21:07:40,539][root][INFO] - ===> Epoch[171](4438/26): Loss -0.0421, Sem 0.2703, dir -0.7006, norm 0.3882, swav 0.0000 LR: 5.898e-02 Score 91.171 Data time: 0.2099, Forward time: 2.2756, Backward time: 3.0837, DDP time: 0.0043, Total iter time: 5.9253 [2020-11-05 21:07:46,911][root][INFO] - ===> Epoch[171](4439/26): Loss -0.0738, Sem 0.2326, dir -0.7057, norm 0.3993, swav 0.0000 LR: 5.898e-02 Score 92.607 Data time: 0.2458, Forward time: 2.2755, Backward time: 3.0839, DDP time: 0.0043, Total iter time: 6.2703 [2020-11-05 21:07:54,456][root][INFO] - ===> Epoch[171](4440/26): Loss -0.0185, Sem 0.2502, dir -0.6809, norm 0.4122, swav 0.0000 LR: 5.897e-02 Score 91.946 Data time: 0.2561, Forward time: 2.2756, Backward time: 3.0842, DDP time: 0.0043, Total iter time: 7.4659 [2020-11-05 21:08:00,435][root][INFO] - ===> Epoch[171](4441/26): Loss 0.0173, Sem 0.3061, dir -0.7259, norm 0.4371, swav 0.0000 LR: 5.896e-02 Score 90.748 Data time: 0.2690, Forward time: 2.2758, Backward time: 3.0841, DDP time: 0.0043, Total iter time: 5.8538 [2020-11-05 21:08:05,346][root][INFO] - ===> Epoch[171](4442/26): Loss -0.0683, Sem 0.2227, dir -0.6802, norm 0.3892, swav 0.0000 LR: 5.895e-02 Score 93.158 Data time: 0.2073, Forward time: 2.2758, Backward time: 3.0839, DDP time: 0.0043, Total iter time: 4.7787 [2020-11-05 21:08:10,822][root][INFO] - ===> Epoch[171](4443/26): Loss -0.0368, Sem 0.2760, dir -0.7264, norm 0.4136, swav 0.0000 LR: 5.894e-02 Score 91.179 Data time: 0.1863, Forward time: 2.2757, Backward time: 3.0839, DDP time: 0.0043, Total iter time: 5.3595 [2020-11-05 21:08:16,988][root][INFO] - ===> Epoch[171](4444/26): Loss -0.0912, Sem 0.2166, dir -0.6734, norm 0.3655, swav 0.0000 LR: 5.893e-02 Score 92.982 Data time: 0.1731, Forward time: 2.2756, Backward time: 3.0841, DDP time: 0.0043, Total iter time: 6.0934 [2020-11-05 21:08:22,635][root][INFO] - ===> Epoch[171](4445/26): Loss -0.0747, Sem 0.2400, dir -0.6928, norm 0.3781, swav 0.0000 LR: 5.892e-02 Score 92.792 Data time: 0.1949, Forward time: 2.2756, Backward time: 3.0841, DDP time: 0.0043, Total iter time: 5.5606 [2020-11-05 21:08:28,459][root][INFO] - ===> Epoch[171](4446/26): Loss -0.0142, Sem 0.2905, dir -0.6912, norm 0.3865, swav 0.0000 LR: 5.891e-02 Score 91.552 Data time: 0.2077, Forward time: 2.2756, Backward time: 3.0842, DDP time: 0.0043, Total iter time: 5.7245 [2020-11-05 21:08:32,950][root][INFO] - ===> Epoch[172](4447/26): Loss -0.1024, Sem 0.1981, dir -0.6720, norm 0.3715, swav 0.0000 LR: 5.890e-02 Score 93.296 Data time: 0.2057, Forward time: 2.2756, Backward time: 3.0839, DDP time: 0.0043, Total iter time: 4.3899 [2020-11-05 21:08:38,382][root][INFO] - ===> Epoch[172](4448/26): Loss -0.0840, Sem 0.2329, dir -0.6944, norm 0.3775, swav 0.0000 LR: 5.889e-02 Score 92.989 Data time: 0.2097, Forward time: 2.2756, Backward time: 3.0838, DDP time: 0.0043, Total iter time: 5.3204 [2020-11-05 21:08:44,203][root][INFO] - ===> Epoch[172](4449/26): Loss -0.0359, Sem 0.2451, dir -0.6846, norm 0.4037, swav 0.0000 LR: 5.888e-02 Score 91.541 Data time: 0.2564, Forward time: 2.2757, Backward time: 3.0837, DDP time: 0.0043, Total iter time: 5.7094 [2020-11-05 21:08:49,585][root][INFO] - ===> Epoch[172](4450/26): Loss -0.0278, Sem 0.2530, dir -0.6777, norm 0.3969, swav 0.0000 LR: 5.887e-02 Score 91.658 Data time: 0.2084, Forward time: 2.2756, Backward time: 3.0837, DDP time: 0.0043, Total iter time: 5.2553 [2020-11-05 21:08:56,194][root][INFO] - ===> Epoch[172](4451/26): Loss 0.0055, Sem 0.2629, dir -0.6658, norm 0.4083, swav 0.0000 LR: 5.886e-02 Score 91.851 Data time: 0.2309, Forward time: 2.2757, Backward time: 3.0838, DDP time: 0.0043, Total iter time: 6.4926 [2020-11-05 21:09:02,796][root][INFO] - ===> Epoch[172](4452/26): Loss 0.0489, Sem 0.2774, dir -0.6467, norm 0.4182, swav 0.0000 LR: 5.885e-02 Score 91.157 Data time: 0.2355, Forward time: 2.2758, Backward time: 3.0839, DDP time: 0.0043, Total iter time: 6.4773 [2020-11-05 21:09:07,968][root][INFO] - ===> Epoch[172](4453/26): Loss -0.0255, Sem 0.2696, dir -0.6975, norm 0.4024, swav 0.0000 LR: 5.884e-02 Score 91.743 Data time: 0.1974, Forward time: 2.2757, Backward time: 3.0838, DDP time: 0.0043, Total iter time: 5.0293 [2020-11-05 21:09:13,629][root][INFO] - ===> Epoch[172](4454/26): Loss -0.0426, Sem 0.2364, dir -0.6626, norm 0.3836, swav 0.0000 LR: 5.883e-02 Score 92.680 Data time: 0.2084, Forward time: 2.2757, Backward time: 3.0838, DDP time: 0.0043, Total iter time: 5.5587 [2020-11-05 21:09:19,029][root][INFO] - ===> Epoch[172](4455/26): Loss 0.0118, Sem 0.2876, dir -0.6953, norm 0.4195, swav 0.0000 LR: 5.882e-02 Score 91.407 Data time: 0.1962, Forward time: 2.2757, Backward time: 3.0837, DDP time: 0.0043, Total iter time: 5.2990 [2020-11-05 21:09:24,192][root][INFO] - ===> Epoch[172](4456/26): Loss -0.0681, Sem 0.2379, dir -0.7092, norm 0.4033, swav 0.0000 LR: 5.881e-02 Score 92.569 Data time: 0.2184, Forward time: 2.2756, Backward time: 3.0837, DDP time: 0.0043, Total iter time: 5.0448 [2020-11-05 21:09:31,527][root][INFO] - ===> Epoch[172](4457/26): Loss -0.0565, Sem 0.2499, dir -0.7055, norm 0.3992, swav 0.0000 LR: 5.880e-02 Score 92.007 Data time: 0.3622, Forward time: 2.2760, Backward time: 3.0837, DDP time: 0.0043, Total iter time: 7.2202 [2020-11-05 21:09:37,456][root][INFO] - ===> Epoch[172](4458/26): Loss -0.1671, Sem 0.2029, dir -0.7264, norm 0.3564, swav 0.0000 LR: 5.879e-02 Score 94.033 Data time: 0.1969, Forward time: 2.2759, Backward time: 3.0837, DDP time: 0.0043, Total iter time: 5.8163 [2020-11-05 21:09:43,769][root][INFO] - ===> Epoch[172](4459/26): Loss -0.0237, Sem 0.2233, dir -0.6694, norm 0.4224, swav 0.0000 LR: 5.878e-02 Score 93.047 Data time: 0.2057, Forward time: 2.2759, Backward time: 3.0839, DDP time: 0.0043, Total iter time: 6.2098 [2020-11-05 21:09:50,516][root][INFO] - ===> Epoch[172](4460/26): Loss 0.0080, Sem 0.2543, dir -0.6853, norm 0.4390, swav 0.0000 LR: 5.877e-02 Score 92.114 Data time: 0.2121, Forward time: 2.2759, Backward time: 3.0841, DDP time: 0.0043, Total iter time: 6.6258 [2020-11-05 21:09:55,786][root][INFO] - ===> Epoch[172](4461/26): Loss -0.0620, Sem 0.2742, dir -0.7098, norm 0.3736, swav 0.0000 LR: 5.877e-02 Score 91.652 Data time: 0.1409, Forward time: 2.2757, Backward time: 3.0841, DDP time: 0.0043, Total iter time: 5.1499 [2020-11-05 21:10:02,233][root][INFO] - ===> Epoch[172](4462/26): Loss -0.0984, Sem 0.2252, dir -0.7047, norm 0.3810, swav 0.0000 LR: 5.876e-02 Score 92.775 Data time: 0.1586, Forward time: 2.2756, Backward time: 3.0844, DDP time: 0.0043, Total iter time: 6.3560 [2020-11-05 21:10:07,698][root][INFO] - ===> Epoch[172](4463/26): Loss -0.0597, Sem 0.2128, dir -0.6745, norm 0.4020, swav 0.0000 LR: 5.875e-02 Score 93.464 Data time: 0.2066, Forward time: 2.2756, Backward time: 3.0844, DDP time: 0.0043, Total iter time: 5.3724 [2020-11-05 21:10:13,731][root][INFO] - ===> Epoch[172](4464/26): Loss -0.0380, Sem 0.2201, dir -0.6307, norm 0.3727, swav 0.0000 LR: 5.874e-02 Score 92.513 Data time: 0.2238, Forward time: 2.2756, Backward time: 3.0844, DDP time: 0.0043, Total iter time: 5.9055 [2020-11-05 21:10:19,788][root][INFO] - ===> Epoch[172](4465/26): Loss -0.0988, Sem 0.2202, dir -0.7161, norm 0.3972, swav 0.0000 LR: 5.873e-02 Score 92.863 Data time: 0.2637, Forward time: 2.2758, Backward time: 3.0843, DDP time: 0.0043, Total iter time: 5.9187 [2020-11-05 21:10:25,244][root][INFO] - ===> Epoch[172](4466/26): Loss -0.0636, Sem 0.2467, dir -0.6933, norm 0.3829, swav 0.0000 LR: 5.872e-02 Score 92.074 Data time: 0.2272, Forward time: 2.2758, Backward time: 3.0842, DDP time: 0.0043, Total iter time: 5.3316 [2020-11-05 21:10:31,430][root][INFO] - ===> Epoch[172](4467/26): Loss -0.0185, Sem 0.2703, dir -0.6924, norm 0.4036, swav 0.0000 LR: 5.871e-02 Score 91.738 Data time: 0.1694, Forward time: 2.2757, Backward time: 3.0844, DDP time: 0.0043, Total iter time: 6.0581 [2020-11-05 21:10:37,215][root][INFO] - ===> Epoch[172](4468/26): Loss -0.1267, Sem 0.1970, dir -0.7050, norm 0.3814, swav 0.0000 LR: 5.870e-02 Score 93.359 Data time: 0.2516, Forward time: 2.2757, Backward time: 3.0844, DDP time: 0.0043, Total iter time: 5.6725 [2020-11-05 21:10:42,937][root][INFO] - ===> Epoch[172](4469/26): Loss -0.0673, Sem 0.2525, dir -0.6986, norm 0.3787, swav 0.0000 LR: 5.869e-02 Score 92.222 Data time: 0.2674, Forward time: 2.2759, Backward time: 3.0842, DDP time: 0.0043, Total iter time: 5.5895 [2020-11-05 21:10:48,984][root][INFO] - ===> Epoch[172](4470/26): Loss -0.0819, Sem 0.2612, dir -0.7347, norm 0.3915, swav 0.0000 LR: 5.868e-02 Score 91.768 Data time: 0.2227, Forward time: 2.2759, Backward time: 3.0843, DDP time: 0.0043, Total iter time: 5.9197 [2020-11-05 21:10:54,241][root][INFO] - ===> Epoch[172](4471/26): Loss -0.0504, Sem 0.2719, dir -0.6981, norm 0.3757, swav 0.0000 LR: 5.867e-02 Score 91.355 Data time: 0.2068, Forward time: 2.2759, Backward time: 3.0842, DDP time: 0.0043, Total iter time: 5.1426 [2020-11-05 21:11:00,160][root][INFO] - ===> Epoch[172](4472/26): Loss -0.0498, Sem 0.2527, dir -0.7169, norm 0.4144, swav 0.0000 LR: 5.866e-02 Score 91.639 Data time: 0.2934, Forward time: 2.2760, Backward time: 3.0840, DDP time: 0.0043, Total iter time: 5.7926 [2020-11-05 21:11:05,508][root][INFO] - ===> Epoch[173](4473/26): Loss 0.0015, Sem 0.2730, dir -0.6729, norm 0.4015, swav 0.0000 LR: 5.865e-02 Score 91.236 Data time: 0.2118, Forward time: 2.2761, Backward time: 3.0839, DDP time: 0.0043, Total iter time: 5.2211 [2020-11-05 21:11:11,184][root][INFO] - ===> Epoch[173](4474/26): Loss -0.0195, Sem 0.2695, dir -0.6873, norm 0.3984, swav 0.0000 LR: 5.864e-02 Score 91.811 Data time: 0.2843, Forward time: 2.2762, Backward time: 3.0838, DDP time: 0.0043, Total iter time: 5.5579 [2020-11-05 21:11:17,342][root][INFO] - ===> Epoch[173](4475/26): Loss -0.0804, Sem 0.2488, dir -0.7225, norm 0.3932, swav 0.0000 LR: 5.863e-02 Score 92.405 Data time: 0.2276, Forward time: 2.2762, Backward time: 3.0838, DDP time: 0.0043, Total iter time: 6.0465 [2020-11-05 21:11:23,450][root][INFO] - ===> Epoch[173](4476/26): Loss -0.0555, Sem 0.2419, dir -0.6953, norm 0.3979, swav 0.0000 LR: 5.862e-02 Score 92.150 Data time: 0.2288, Forward time: 2.2763, Backward time: 3.0838, DDP time: 0.0043, Total iter time: 6.0101 [2020-11-05 21:11:30,327][root][INFO] - ===> Epoch[173](4477/26): Loss -0.0524, Sem 0.2433, dir -0.6719, norm 0.3763, swav 0.0000 LR: 5.861e-02 Score 91.691 Data time: 0.1717, Forward time: 2.2762, Backward time: 3.0841, DDP time: 0.0043, Total iter time: 6.7540 [2020-11-05 21:11:36,039][root][INFO] - ===> Epoch[173](4478/26): Loss -0.0049, Sem 0.2432, dir -0.6517, norm 0.4036, swav 0.0000 LR: 5.860e-02 Score 92.404 Data time: 0.2022, Forward time: 2.2762, Backward time: 3.0842, DDP time: 0.0043, Total iter time: 5.6383 [2020-11-05 21:11:41,326][root][INFO] - ===> Epoch[173](4479/26): Loss 0.0040, Sem 0.2538, dir -0.6924, norm 0.4427, swav 0.0000 LR: 5.859e-02 Score 91.798 Data time: 0.2564, Forward time: 2.2763, Backward time: 3.0840, DDP time: 0.0043, Total iter time: 5.1673 [2020-11-05 21:11:46,424][root][INFO] - ===> Epoch[173](4480/26): Loss -0.1162, Sem 0.2001, dir -0.6836, norm 0.3673, swav 0.0000 LR: 5.858e-02 Score 93.814 Data time: 0.2544, Forward time: 2.2763, Backward time: 3.0838, DDP time: 0.0043, Total iter time: 4.9779 [2020-11-05 21:11:52,079][root][INFO] - ===> Epoch[173](4481/26): Loss -0.0913, Sem 0.2428, dir -0.7058, norm 0.3717, swav 0.0000 LR: 5.857e-02 Score 91.560 Data time: 0.1326, Forward time: 2.2761, Backward time: 3.0840, DDP time: 0.0043, Total iter time: 5.5418 [2020-11-05 21:11:57,640][root][INFO] - ===> Epoch[173](4482/26): Loss -0.0673, Sem 0.2418, dir -0.7142, norm 0.4051, swav 0.0000 LR: 5.856e-02 Score 92.417 Data time: 0.1859, Forward time: 2.2761, Backward time: 3.0840, DDP time: 0.0043, Total iter time: 5.5017 [2020-11-05 21:12:02,672][root][INFO] - ===> Epoch[173](4483/26): Loss -0.0863, Sem 0.2342, dir -0.7008, norm 0.3803, swav 0.0000 LR: 5.856e-02 Score 92.074 Data time: 0.1653, Forward time: 2.2760, Backward time: 3.0840, DDP time: 0.0043, Total iter time: 4.9248 [2020-11-05 21:12:07,482][root][INFO] - ===> Epoch[173](4484/26): Loss -0.0867, Sem 0.2266, dir -0.7112, norm 0.3979, swav 0.0000 LR: 5.855e-02 Score 93.186 Data time: 0.2041, Forward time: 2.2759, Backward time: 3.0838, DDP time: 0.0043, Total iter time: 4.7545 [2020-11-05 21:12:13,290][root][INFO] - ===> Epoch[173](4485/26): Loss 0.0073, Sem 0.2333, dir -0.6456, norm 0.4196, swav 0.0000 LR: 5.854e-02 Score 92.247 Data time: 0.2931, Forward time: 2.2760, Backward time: 3.0837, DDP time: 0.0043, Total iter time: 5.6914 [2020-11-05 21:12:18,802][root][INFO] - ===> Epoch[173](4486/26): Loss -0.0324, Sem 0.2650, dir -0.7274, norm 0.4300, swav 0.0000 LR: 5.853e-02 Score 91.796 Data time: 0.1820, Forward time: 2.2759, Backward time: 3.0837, DDP time: 0.0043, Total iter time: 5.3725 [2020-11-05 21:12:24,332][root][INFO] - ===> Epoch[173](4487/26): Loss -0.0212, Sem 0.2887, dir -0.6962, norm 0.3863, swav 0.0000 LR: 5.852e-02 Score 90.665 Data time: 0.2053, Forward time: 2.2759, Backward time: 3.0838, DDP time: 0.0043, Total iter time: 5.4693 [2020-11-05 21:12:29,266][root][INFO] - ===> Epoch[173](4488/26): Loss -0.0897, Sem 0.2319, dir -0.6873, norm 0.3657, swav 0.0000 LR: 5.851e-02 Score 92.809 Data time: 0.1999, Forward time: 2.2759, Backward time: 3.0836, DDP time: 0.0043, Total iter time: 4.8333 [2020-11-05 21:12:34,806][root][INFO] - ===> Epoch[173](4489/26): Loss 0.0003, Sem 0.2699, dir -0.6735, norm 0.4038, swav 0.0000 LR: 5.850e-02 Score 91.420 Data time: 0.2154, Forward time: 2.2758, Backward time: 3.0836, DDP time: 0.0043, Total iter time: 5.4174 [2020-11-05 21:12:41,151][root][INFO] - ===> Epoch[173](4490/26): Loss 0.0140, Sem 0.2736, dir -0.6496, norm 0.3900, swav 0.0000 LR: 5.849e-02 Score 91.675 Data time: 0.1612, Forward time: 2.2756, Backward time: 3.0839, DDP time: 0.0043, Total iter time: 6.2284 [2020-11-05 21:12:45,930][root][INFO] - ===> Epoch[173](4491/26): Loss -0.0212, Sem 0.2639, dir -0.6809, norm 0.3959, swav 0.0000 LR: 5.848e-02 Score 91.739 Data time: 0.2260, Forward time: 2.2757, Backward time: 3.0836, DDP time: 0.0043, Total iter time: 4.7097 [2020-11-05 21:12:50,643][root][INFO] - ===> Epoch[173](4492/26): Loss -0.0652, Sem 0.2530, dir -0.6999, norm 0.3816, swav 0.0000 LR: 5.847e-02 Score 91.889 Data time: 0.2278, Forward time: 2.2757, Backward time: 3.0834, DDP time: 0.0043, Total iter time: 4.5966 [2020-11-05 21:12:56,361][root][INFO] - ===> Epoch[173](4493/26): Loss 0.0030, Sem 0.2396, dir -0.6744, norm 0.4379, swav 0.0000 LR: 5.846e-02 Score 92.084 Data time: 0.1669, Forward time: 2.2756, Backward time: 3.0835, DDP time: 0.0043, Total iter time: 5.6018 [2020-11-05 21:13:02,483][root][INFO] - ===> Epoch[173](4494/26): Loss -0.0509, Sem 0.2249, dir -0.6778, norm 0.4020, swav 0.0000 LR: 5.845e-02 Score 92.108 Data time: 0.2826, Forward time: 2.2757, Backward time: 3.0834, DDP time: 0.0043, Total iter time: 6.0205 [2020-11-05 21:13:07,871][root][INFO] - ===> Epoch[173](4495/26): Loss -0.1010, Sem 0.2454, dir -0.7375, norm 0.3910, swav 0.0000 LR: 5.844e-02 Score 91.858 Data time: 0.2464, Forward time: 2.2759, Backward time: 3.0832, DDP time: 0.0043, Total iter time: 5.2589 [2020-11-05 21:13:14,232][root][INFO] - ===> Epoch[173](4496/26): Loss -0.0787, Sem 0.2664, dir -0.7372, norm 0.3921, swav 0.0000 LR: 5.843e-02 Score 91.295 Data time: 0.1772, Forward time: 2.2758, Backward time: 3.0834, DDP time: 0.0043, Total iter time: 6.2487 [2020-11-05 21:13:19,968][root][INFO] - ===> Epoch[173](4497/26): Loss -0.0281, Sem 0.2292, dir -0.6791, norm 0.4218, swav 0.0000 LR: 5.842e-02 Score 92.450 Data time: 0.2827, Forward time: 2.2759, Backward time: 3.0833, DDP time: 0.0043, Total iter time: 5.6279 [2020-11-05 21:13:25,402][root][INFO] - ===> Epoch[173](4498/26): Loss -0.0339, Sem 0.2574, dir -0.6915, norm 0.4002, swav 0.0000 LR: 5.841e-02 Score 91.905 Data time: 0.2712, Forward time: 2.2760, Backward time: 3.0831, DDP time: 0.0043, Total iter time: 5.3042 [2020-11-05 21:13:32,606][root][INFO] - ===> Epoch[174](4499/26): Loss -0.0206, Sem 0.2655, dir -0.6749, norm 0.3888, swav 0.0000 LR: 5.840e-02 Score 91.094 Data time: 0.2221, Forward time: 2.2761, Backward time: 3.0834, DDP time: 0.0043, Total iter time: 7.0652 [2020-11-05 21:13:39,648][root][INFO] - ===> Epoch[174](4500/26): Loss -0.0283, Sem 0.2359, dir -0.6859, norm 0.4217, swav 0.0000 LR: 5.839e-02 Score 92.485 Data time: 0.3424, Forward time: 2.2763, Backward time: 3.0834, DDP time: 0.0043, Total iter time: 6.9239 [2020-11-05 21:13:40,319][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-11-05 21:13:40,568][root][INFO] - ===> Start testing [2020-11-05 21:14:57,151][root][INFO] - 101/312: Data time: 0.0044, Iter time: 0.2039 Loss 0.050 (AVG: 0.523) Score 97.984 (AVG: 86.411) mIOU 61.759 mAP 71.185 mAcc 71.724 IOU: 82.463 95.876 51.373 80.708 88.204 80.113 66.029 46.551 39.033 78.209 24.876 34.064 51.828 53.866 31.326 64.397 84.109 50.696 86.619 44.841 mAP: 83.441 94.296 62.109 71.189 90.171 81.390 68.578 62.702 53.833 80.195 44.085 55.949 54.601 64.005 46.238 86.533 93.760 86.662 87.292 56.676 mAcc: 94.414 98.730 72.242 83.523 96.505 88.340 78.516 54.250 45.936 86.579 33.928 36.051 60.457 65.200 41.439 76.092 98.168 67.430 92.719 63.952 [2020-11-05 21:16:19,985][root][INFO] - 201/312: Data time: 0.0054, Iter time: 0.2341 Loss 0.246 (AVG: 0.520) Score 93.823 (AVG: 86.233) mIOU 62.613 mAP 72.020 mAcc 72.571 IOU: 80.872 96.160 53.112 79.128 88.204 81.622 66.037 47.201 47.726 75.012 19.821 43.913 51.187 53.166 40.724 64.402 83.997 48.011 83.126 48.843 mAP: 82.592 94.795 62.331 74.545 88.452 79.703 69.680 65.078 59.062 76.032 41.651 55.919 58.357 67.257 57.382 90.371 94.057 80.999 83.180 58.954 mAcc: 93.825 98.568 73.752 82.114 94.844 89.892 78.847 54.849 54.076 85.462 24.711 46.128 60.757 64.411 57.169 74.508 96.854 61.963 92.161 66.528 [2020-11-05 21:17:52,570][root][INFO] - 301/312: Data time: 0.0057, Iter time: 0.3988 Loss 0.169 (AVG: 0.510) Score 94.511 (AVG: 86.296) mIOU 62.884 mAP 71.826 mAcc 72.880 IOU: 80.759 96.155 52.069 75.590 88.268 81.518 68.698 49.511 49.468 75.085 20.644 47.422 48.527 62.368 42.040 58.802 82.899 48.853 81.822 47.175 mAP: 81.778 95.032 59.038 70.329 88.128 80.534 70.977 64.878 59.659 74.512 40.903 58.268 59.177 72.228 56.021 90.249 94.265 79.249 82.297 59.005 mAcc: 93.708 98.461 71.418 78.343 95.260 90.636 81.378 57.094 55.581 85.978 25.668 50.150 57.386 72.333 56.244 71.256 96.824 63.198 91.206 65.474 [2020-11-05 21:17:59,723][root][INFO] - 312/312: Data time: 0.0036, Iter time: 0.3293 Loss 0.510 (AVG: 0.509) Score 83.410 (AVG: 86.345) mIOU 62.937 mAP 71.978 mAcc 73.008 IOU: 80.871 96.211 52.494 75.579 88.346 81.204 68.450 49.612 49.446 73.721 21.461 46.342 48.356 62.171 43.231 59.563 83.004 49.000 82.767 46.907 mAP: 81.775 95.041 59.525 70.329 88.277 80.737 70.947 65.170 59.715 74.512 41.752 57.154 59.177 72.228 56.918 90.621 93.816 79.002 83.790 59.078 mAcc: 93.683 98.476 71.886 78.343 95.334 90.280 80.934 57.187 55.597 85.978 26.728 49.052 57.386 72.333 57.644 72.368 96.940 63.747 91.436 64.821 [2020-11-05 21:17:59,724][root][INFO] - Finished test. Elapsed time: 259.1548 [2020-11-05 21:18:11,904][root][INFO] - [2020-11-05 21:18:11,904][root][INFO] - ################################################################ [2020-11-05 21:18:11,905][root][INFO] - what : AP AP_50% AP_25% [2020-11-05 21:18:11,905][root][INFO] - ################################################################ [2020-11-05 21:18:11,905][root][INFO] - cabinet : 0.110 0.264 0.540 [2020-11-05 21:18:11,905][root][INFO] - bed : 0.319 0.645 0.800 [2020-11-05 21:18:11,905][root][INFO] - chair : 0.488 0.696 0.792 [2020-11-05 21:18:11,905][root][INFO] - sofa : 0.384 0.644 0.807 [2020-11-05 21:18:11,905][root][INFO] - table : 0.283 0.554 0.667 [2020-11-05 21:18:11,905][root][INFO] - door : 0.171 0.327 0.429 [2020-11-05 21:18:11,905][root][INFO] - window : 0.050 0.145 0.327 [2020-11-05 21:18:11,905][root][INFO] - bookshelf : 0.197 0.448 0.740 [2020-11-05 21:18:11,905][root][INFO] - picture : 0.046 0.115 0.260 [2020-11-05 21:18:11,905][root][INFO] - counter : 0.007 0.039 0.216 [2020-11-05 21:18:11,905][root][INFO] - desk : 0.014 0.075 0.391 [2020-11-05 21:18:11,905][root][INFO] - curtain : 0.174 0.314 0.591 [2020-11-05 21:18:11,905][root][INFO] - refrigerator : 0.153 0.330 0.499 [2020-11-05 21:18:11,905][root][INFO] - shower curtain : 0.406 0.586 0.628 [2020-11-05 21:18:11,905][root][INFO] - toilet : 0.774 0.967 0.981 [2020-11-05 21:18:11,905][root][INFO] - sink : 0.115 0.358 0.658 [2020-11-05 21:18:11,905][root][INFO] - bathtub : 0.600 0.866 0.866 [2020-11-05 21:18:11,905][root][INFO] - otherfurniture : 0.232 0.382 0.589 [2020-11-05 21:18:11,905][root][INFO] - ---------------------------------------------------------------- [2020-11-05 21:18:11,906][root][INFO] - average : 0.251 0.431 0.599 [2020-11-05 21:18:11,906][root][INFO] - [2020-11-05 21:18:12,158][root][INFO] - Summary name validation/mAP@0.5 is illegal; using validation/mAP_0.5 instead. [2020-11-05 21:18:12,160][root][INFO] - Current best mIoU: 64.588 at iter 4000 [2020-11-05 21:18:18,035][root][INFO] - ===> Epoch[174](4501/26): Loss -0.0334, Sem 0.2800, dir -0.7025, norm 0.3891, swav 0.0000 LR: 5.838e-02 Score 90.589 Data time: 0.2407, Forward time: 2.2765, Backward time: 3.0833, DDP time: 0.0043, Total iter time: 5.8694 [2020-11-05 21:18:23,268][root][INFO] - ===> Epoch[174](4502/26): Loss -0.0155, Sem 0.2591, dir -0.6632, norm 0.3886, swav 0.0000 LR: 5.837e-02 Score 92.103 Data time: 0.2370, Forward time: 2.2765, Backward time: 3.0831, DDP time: 0.0043, Total iter time: 5.0868 [2020-11-05 21:18:28,515][root][INFO] - ===> Epoch[174](4503/26): Loss -0.0618, Sem 0.2558, dir -0.7082, norm 0.3906, swav 0.0000 LR: 5.836e-02 Score 91.958 Data time: 0.2448, Forward time: 2.2766, Backward time: 3.0829, DDP time: 0.0043, Total iter time: 5.1240 [2020-11-05 21:18:33,941][root][INFO] - ===> Epoch[174](4504/26): Loss -0.0158, Sem 0.2516, dir -0.6860, norm 0.4186, swav 0.0000 LR: 5.835e-02 Score 92.068 Data time: 0.1419, Forward time: 2.2765, Backward time: 3.0830, DDP time: 0.0043, Total iter time: 5.2883 [2020-11-05 21:18:38,737][root][INFO] - ===> Epoch[174](4505/26): Loss -0.0544, Sem 0.2679, dir -0.6961, norm 0.3738, swav 0.0000 LR: 5.834e-02 Score 91.279 Data time: 0.1963, Forward time: 2.2764, Backward time: 3.0828, DDP time: 0.0043, Total iter time: 4.7100 [2020-11-05 21:18:45,306][root][INFO] - ===> Epoch[174](4506/26): Loss -0.0846, Sem 0.2230, dir -0.6948, norm 0.3872, swav 0.0000 LR: 5.834e-02 Score 92.723 Data time: 0.2291, Forward time: 2.2765, Backward time: 3.0829, DDP time: 0.0043, Total iter time: 6.4561 [2020-11-05 21:18:50,345][root][INFO] - ===> Epoch[174](4507/26): Loss -0.0184, Sem 0.2525, dir -0.6724, norm 0.4015, swav 0.0000 LR: 5.833e-02 Score 91.936 Data time: 0.2365, Forward time: 2.2765, Backward time: 3.0827, DDP time: 0.0043, Total iter time: 4.9066 [2020-11-05 21:18:55,698][root][INFO] - ===> Epoch[174](4508/26): Loss -0.0551, Sem 0.2621, dir -0.7035, norm 0.3864, swav 0.0000 LR: 5.832e-02 Score 91.459 Data time: 0.2153, Forward time: 2.2765, Backward time: 3.0826, DDP time: 0.0043, Total iter time: 5.2299 [2020-11-05 21:19:00,903][root][INFO] - ===> Epoch[174](4509/26): Loss -0.0445, Sem 0.2114, dir -0.6375, norm 0.3816, swav 0.0000 LR: 5.831e-02 Score 93.421 Data time: 0.2444, Forward time: 2.2766, Backward time: 3.0824, DDP time: 0.0043, Total iter time: 5.0980 [2020-11-05 21:19:05,776][root][INFO] - ===> Epoch[174](4510/26): Loss -0.0690, Sem 0.2067, dir -0.6773, norm 0.4016, swav 0.0000 LR: 5.830e-02 Score 93.144 Data time: 0.1897, Forward time: 2.2766, Backward time: 3.0823, DDP time: 0.0043, Total iter time: 4.7621 [2020-11-05 21:19:10,765][root][INFO] - ===> Epoch[174](4511/26): Loss -0.1165, Sem 0.2009, dir -0.6872, norm 0.3699, swav 0.0000 LR: 5.829e-02 Score 92.945 Data time: 0.1742, Forward time: 2.2765, Backward time: 3.0822, DDP time: 0.0043, Total iter time: 4.8914 [2020-11-05 21:19:17,240][root][INFO] - ===> Epoch[174](4512/26): Loss -0.1404, Sem 0.2074, dir -0.7184, norm 0.3706, swav 0.0000 LR: 5.828e-02 Score 93.418 Data time: 0.1994, Forward time: 2.2765, Backward time: 3.0824, DDP time: 0.0043, Total iter time: 6.3905 [2020-11-05 21:19:23,733][root][INFO] - ===> Epoch[174](4513/26): Loss -0.1010, Sem 0.2485, dir -0.7090, norm 0.3595, swav 0.0000 LR: 5.827e-02 Score 91.477 Data time: 0.1813, Forward time: 2.2764, Backward time: 3.0826, DDP time: 0.0043, Total iter time: 6.3866 [2020-11-05 21:19:29,297][root][INFO] - ===> Epoch[174](4514/26): Loss -0.0576, Sem 0.2482, dir -0.7010, norm 0.3952, swav 0.0000 LR: 5.826e-02 Score 92.660 Data time: 0.1976, Forward time: 2.2763, Backward time: 3.0827, DDP time: 0.0043, Total iter time: 5.4751 [2020-11-05 21:19:35,902][root][INFO] - ===> Epoch[174](4515/26): Loss 0.0181, Sem 0.2636, dir -0.6709, norm 0.4254, swav 0.0000 LR: 5.825e-02 Score 92.207 Data time: 0.3397, Forward time: 2.2765, Backward time: 3.0826, DDP time: 0.0043, Total iter time: 6.4942 [2020-11-05 21:19:42,705][root][INFO] - ===> Epoch[174](4516/26): Loss -0.0444, Sem 0.2398, dir -0.6674, norm 0.3831, swav 0.0000 LR: 5.824e-02 Score 92.644 Data time: 0.2153, Forward time: 2.2765, Backward time: 3.0829, DDP time: 0.0043, Total iter time: 6.6350 [2020-11-05 21:19:49,084][root][INFO] - ===> Epoch[174](4517/26): Loss 0.0408, Sem 0.2985, dir -0.6822, norm 0.4244, swav 0.0000 LR: 5.823e-02 Score 90.777 Data time: 0.3471, Forward time: 2.2767, Backward time: 3.0828, DDP time: 0.0043, Total iter time: 6.2546 [2020-11-05 21:19:54,449][root][INFO] - ===> Epoch[174](4518/26): Loss -0.1246, Sem 0.2055, dir -0.7152, norm 0.3851, swav 0.0000 LR: 5.822e-02 Score 93.304 Data time: 0.2482, Forward time: 2.2768, Backward time: 3.0826, DDP time: 0.0043, Total iter time: 5.2489 [2020-11-05 21:19:59,509][root][INFO] - ===> Epoch[174](4519/26): Loss -0.0639, Sem 0.2295, dir -0.6820, norm 0.3885, swav 0.0000 LR: 5.821e-02 Score 92.233 Data time: 0.2105, Forward time: 2.2768, Backward time: 3.0824, DDP time: 0.0043, Total iter time: 4.9148 [2020-11-05 21:20:05,836][root][INFO] - ===> Epoch[174](4520/26): Loss -0.0192, Sem 0.2704, dir -0.6932, norm 0.4037, swav 0.0000 LR: 5.820e-02 Score 91.558 Data time: 0.1717, Forward time: 2.2767, Backward time: 3.0826, DDP time: 0.0043, Total iter time: 6.2232 [2020-11-05 21:20:11,377][root][INFO] - ===> Epoch[174](4521/26): Loss -0.0251, Sem 0.2687, dir -0.7248, norm 0.4311, swav 0.0000 LR: 5.819e-02 Score 92.175 Data time: 0.2328, Forward time: 2.2767, Backward time: 3.0825, DDP time: 0.0043, Total iter time: 5.4298 [2020-11-05 21:20:17,963][root][INFO] - ===> Epoch[174](4522/26): Loss -0.0306, Sem 0.2507, dir -0.6690, norm 0.3877, swav 0.0000 LR: 5.818e-02 Score 92.403 Data time: 0.2015, Forward time: 2.2767, Backward time: 3.0827, DDP time: 0.0043, Total iter time: 6.4625 [2020-11-05 21:20:23,749][root][INFO] - ===> Epoch[174](4523/26): Loss -0.0933, Sem 0.2281, dir -0.6822, norm 0.3607, swav 0.0000 LR: 5.817e-02 Score 92.682 Data time: 0.2485, Forward time: 2.2768, Backward time: 3.0826, DDP time: 0.0043, Total iter time: 5.6665 [2020-11-05 21:20:31,069][root][INFO] - ===> Epoch[174](4524/26): Loss 0.0018, Sem 0.2601, dir -0.6593, norm 0.4010, swav 0.0000 LR: 5.816e-02 Score 91.978 Data time: 0.2046, Forward time: 2.2768, Backward time: 3.0830, DDP time: 0.0043, Total iter time: 7.2073 [2020-11-05 21:20:35,522][root][INFO] - ===> Epoch[175](4525/26): Loss -0.0190, Sem 0.2926, dir -0.7174, norm 0.4058, swav 0.0000 LR: 5.815e-02 Score 90.597 Data time: 0.2035, Forward time: 2.2767, Backward time: 3.0828, DDP time: 0.0043, Total iter time: 4.3326 [2020-11-05 21:20:42,040][root][INFO] - ===> Epoch[175](4526/26): Loss -0.0197, Sem 0.2553, dir -0.6827, norm 0.4077, swav 0.0000 LR: 5.814e-02 Score 91.592 Data time: 0.2465, Forward time: 2.2768, Backward time: 3.0828, DDP time: 0.0043, Total iter time: 6.4208 [2020-11-05 21:20:48,919][root][INFO] - ===> Epoch[175](4527/26): Loss -0.0260, Sem 0.2915, dir -0.7063, norm 0.3888, swav 0.0000 LR: 5.813e-02 Score 90.834 Data time: 0.1657, Forward time: 2.2767, Backward time: 3.0831, DDP time: 0.0043, Total iter time: 6.7093 [2020-11-05 21:20:53,676][root][INFO] - ===> Epoch[175](4528/26): Loss -0.0419, Sem 0.2793, dir -0.7245, norm 0.4033, swav 0.0000 LR: 5.813e-02 Score 92.063 Data time: 0.2132, Forward time: 2.2767, Backward time: 3.0829, DDP time: 0.0043, Total iter time: 4.6439 [2020-11-05 21:20:59,152][root][INFO] - ===> Epoch[175](4529/26): Loss -0.0799, Sem 0.2399, dir -0.7148, norm 0.3950, swav 0.0000 LR: 5.812e-02 Score 92.015 Data time: 0.2549, Forward time: 2.2768, Backward time: 3.0828, DDP time: 0.0043, Total iter time: 5.3474 [2020-11-05 21:21:04,634][root][INFO] - ===> Epoch[175](4530/26): Loss -0.0287, Sem 0.2163, dir -0.6827, norm 0.4377, swav 0.0000 LR: 5.811e-02 Score 93.235 Data time: 0.2363, Forward time: 2.2769, Backward time: 3.0826, DDP time: 0.0043, Total iter time: 5.3700 [2020-11-05 21:21:10,345][root][INFO] - ===> Epoch[175](4531/26): Loss -0.0682, Sem 0.2272, dir -0.6999, norm 0.4045, swav 0.0000 LR: 5.810e-02 Score 92.877 Data time: 0.2712, Forward time: 2.2770, Backward time: 3.0825, DDP time: 0.0043, Total iter time: 5.5872 [2020-11-05 21:21:15,538][root][INFO] - ===> Epoch[175](4532/26): Loss -0.0315, Sem 0.2814, dir -0.7160, norm 0.4032, swav 0.0000 LR: 5.809e-02 Score 91.736 Data time: 0.2053, Forward time: 2.2770, Backward time: 3.0824, DDP time: 0.0043, Total iter time: 5.0714 [2020-11-05 21:21:20,263][root][INFO] - ===> Epoch[175](4533/26): Loss -0.0356, Sem 0.2530, dir -0.6948, norm 0.4063, swav 0.0000 LR: 5.808e-02 Score 91.761 Data time: 0.2075, Forward time: 2.2770, Backward time: 3.0822, DDP time: 0.0043, Total iter time: 4.6110 [2020-11-05 21:21:26,182][root][INFO] - ===> Epoch[175](4534/26): Loss 0.0423, Sem 0.2673, dir -0.6582, norm 0.4331, swav 0.0000 LR: 5.807e-02 Score 91.667 Data time: 0.2742, Forward time: 2.2770, Backward time: 3.0821, DDP time: 0.0043, Total iter time: 5.8097 [2020-11-05 21:21:32,530][root][INFO] - ===> Epoch[175](4535/26): Loss -0.1016, Sem 0.2004, dir -0.6954, norm 0.3934, swav 0.0000 LR: 5.806e-02 Score 93.722 Data time: 0.1651, Forward time: 2.2770, Backward time: 3.0823, DDP time: 0.0043, Total iter time: 6.2209 [2020-11-05 21:21:38,520][root][INFO] - ===> Epoch[175](4536/26): Loss -0.0775, Sem 0.2255, dir -0.6893, norm 0.3863, swav 0.0000 LR: 5.805e-02 Score 92.924 Data time: 0.2183, Forward time: 2.2769, Backward time: 3.0824, DDP time: 0.0043, Total iter time: 5.9104 [2020-11-05 21:21:44,779][root][INFO] - ===> Epoch[175](4537/26): Loss -0.0522, Sem 0.2483, dir -0.7083, norm 0.4077, swav 0.0000 LR: 5.804e-02 Score 92.222 Data time: 0.3317, Forward time: 2.2771, Backward time: 3.0823, DDP time: 0.0043, Total iter time: 6.1519 [2020-11-05 21:21:50,773][root][INFO] - ===> Epoch[175](4538/26): Loss -0.0097, Sem 0.2415, dir -0.6428, norm 0.3916, swav 0.0000 LR: 5.803e-02 Score 91.758 Data time: 0.1784, Forward time: 2.2771, Backward time: 3.0824, DDP time: 0.0043, Total iter time: 5.8629 [2020-11-05 21:21:58,026][root][INFO] - ===> Epoch[175](4539/26): Loss 0.0718, Sem 0.3392, dir -0.6864, norm 0.4189, swav 0.0000 LR: 5.802e-02 Score 90.130 Data time: 0.2143, Forward time: 2.2771, Backward time: 3.0827, DDP time: 0.0043, Total iter time: 7.1327 [2020-11-05 21:22:05,173][root][INFO] - ===> Epoch[175](4540/26): Loss 0.0221, Sem 0.2581, dir -0.6509, norm 0.4149, swav 0.0000 LR: 5.801e-02 Score 91.561 Data time: 0.2325, Forward time: 2.2771, Backward time: 3.0830, DDP time: 0.0043, Total iter time: 7.0312 [2020-11-05 21:22:10,499][root][INFO] - ===> Epoch[175](4541/26): Loss -0.1281, Sem 0.2017, dir -0.6811, norm 0.3513, swav 0.0000 LR: 5.800e-02 Score 93.842 Data time: 0.2590, Forward time: 2.2772, Backward time: 3.0828, DDP time: 0.0043, Total iter time: 5.1927 [2020-11-05 21:22:15,657][root][INFO] - ===> Epoch[175](4542/26): Loss -0.0850, Sem 0.2451, dir -0.6884, norm 0.3583, swav 0.0000 LR: 5.799e-02 Score 92.221 Data time: 0.2016, Forward time: 2.2772, Backward time: 3.0827, DDP time: 0.0043, Total iter time: 5.0435 [2020-11-05 21:22:21,549][root][INFO] - ===> Epoch[175](4543/26): Loss -0.0075, Sem 0.2392, dir -0.6888, norm 0.4421, swav 0.0000 LR: 5.798e-02 Score 92.817 Data time: 0.2345, Forward time: 2.2772, Backward time: 3.0827, DDP time: 0.0043, Total iter time: 5.7928 [2020-11-05 21:22:28,336][root][INFO] - ===> Epoch[175](4544/26): Loss -0.0047, Sem 0.2527, dir -0.6861, norm 0.4287, swav 0.0000 LR: 5.797e-02 Score 91.599 Data time: 0.2180, Forward time: 2.2773, Backward time: 3.0828, DDP time: 0.0043, Total iter time: 6.6661 [2020-11-05 21:22:33,020][root][INFO] - ===> Epoch[175](4545/26): Loss 0.0017, Sem 0.2704, dir -0.6711, norm 0.4023, swav 0.0000 LR: 5.796e-02 Score 91.196 Data time: 0.1930, Forward time: 2.2772, Backward time: 3.0827, DDP time: 0.0043, Total iter time: 4.5703 [2020-11-05 21:22:39,147][root][INFO] - ===> Epoch[175](4546/26): Loss 0.0312, Sem 0.2852, dir -0.6586, norm 0.4046, swav 0.0000 LR: 5.795e-02 Score 90.196 Data time: 0.3028, Forward time: 2.2774, Backward time: 3.0826, DDP time: 0.0043, Total iter time: 6.0334 [2020-11-05 21:22:44,909][root][INFO] - ===> Epoch[175](4547/26): Loss -0.1142, Sem 0.2259, dir -0.7070, norm 0.3669, swav 0.0000 LR: 5.794e-02 Score 92.971 Data time: 0.2001, Forward time: 2.2774, Backward time: 3.0826, DDP time: 0.0043, Total iter time: 5.6359 [2020-11-05 21:22:51,250][root][INFO] - ===> Epoch[175](4548/26): Loss -0.1326, Sem 0.1908, dir -0.7047, norm 0.3813, swav 0.0000 LR: 5.793e-02 Score 93.619 Data time: 0.1671, Forward time: 2.2773, Backward time: 3.0828, DDP time: 0.0043, Total iter time: 6.2457 [2020-11-05 21:22:56,895][root][INFO] - ===> Epoch[175](4549/26): Loss -0.0861, Sem 0.2152, dir -0.7010, norm 0.3996, swav 0.0000 LR: 5.792e-02 Score 93.076 Data time: 0.1879, Forward time: 2.2772, Backward time: 3.0829, DDP time: 0.0043, Total iter time: 5.5605 [2020-11-05 21:23:02,626][root][INFO] - ===> Epoch[175](4550/26): Loss 0.0093, Sem 0.2825, dir -0.6671, norm 0.3939, swav 0.0000 LR: 5.791e-02 Score 91.595 Data time: 0.1944, Forward time: 2.2772, Backward time: 3.0829, DDP time: 0.0043, Total iter time: 5.6273 [2020-11-05 21:23:07,234][root][INFO] - ===> Epoch[176](4551/26): Loss -0.0947, Sem 0.2355, dir -0.7052, norm 0.3749, swav 0.0000 LR: 5.791e-02 Score 92.310 Data time: 0.1655, Forward time: 2.2771, Backward time: 3.0827, DDP time: 0.0043, Total iter time: 4.5030 [2020-11-05 21:23:12,192][root][INFO] - ===> Epoch[176](4552/26): Loss -0.1315, Sem 0.2128, dir -0.7132, norm 0.3689, swav 0.0000 LR: 5.790e-02 Score 92.352 Data time: 0.1563, Forward time: 2.2769, Backward time: 3.0827, DDP time: 0.0043, Total iter time: 4.8729 [2020-11-05 21:23:17,669][root][INFO] - ===> Epoch[176](4553/26): Loss -0.1123, Sem 0.2050, dir -0.6627, norm 0.3454, swav 0.0000 LR: 5.789e-02 Score 93.059 Data time: 0.2726, Forward time: 2.2771, Backward time: 3.0825, DDP time: 0.0043, Total iter time: 5.4237 [2020-11-05 21:23:24,085][root][INFO] - ===> Epoch[176](4554/26): Loss -0.0765, Sem 0.2454, dir -0.6938, norm 0.3719, swav 0.0000 LR: 5.788e-02 Score 91.948 Data time: 0.2932, Forward time: 2.2773, Backward time: 3.0824, DDP time: 0.0043, Total iter time: 6.3090 [2020-11-05 21:23:29,310][root][INFO] - ===> Epoch[176](4555/26): Loss -0.0427, Sem 0.2637, dir -0.7202, norm 0.4138, swav 0.0000 LR: 5.787e-02 Score 91.968 Data time: 0.2046, Forward time: 2.2773, Backward time: 3.0823, DDP time: 0.0043, Total iter time: 5.1073 [2020-11-05 21:23:34,747][root][INFO] - ===> Epoch[176](4556/26): Loss 0.0263, Sem 0.3066, dir -0.6978, norm 0.4175, swav 0.0000 LR: 5.786e-02 Score 90.877 Data time: 0.2639, Forward time: 2.2774, Backward time: 3.0821, DDP time: 0.0043, Total iter time: 5.3259 [2020-11-05 21:23:40,419][root][INFO] - ===> Epoch[176](4557/26): Loss -0.0637, Sem 0.2502, dir -0.7127, norm 0.3988, swav 0.0000 LR: 5.785e-02 Score 91.797 Data time: 0.2754, Forward time: 2.2775, Backward time: 3.0820, DDP time: 0.0043, Total iter time: 5.5505 [2020-11-05 21:23:45,546][root][INFO] - ===> Epoch[176](4558/26): Loss -0.0303, Sem 0.2347, dir -0.6625, norm 0.3975, swav 0.0000 LR: 5.784e-02 Score 93.423 Data time: 0.2256, Forward time: 2.2776, Backward time: 3.0818, DDP time: 0.0043, Total iter time: 5.0037 [2020-11-05 21:23:52,521][root][INFO] - ===> Epoch[176](4559/26): Loss 0.0179, Sem 0.2906, dir -0.6954, norm 0.4226, swav 0.0000 LR: 5.783e-02 Score 91.079 Data time: 0.1464, Forward time: 2.2775, Backward time: 3.0822, DDP time: 0.0043, Total iter time: 6.8467 [2020-11-05 21:23:57,057][root][INFO] - ===> Epoch[176](4560/26): Loss -0.0385, Sem 0.2761, dir -0.7186, norm 0.4041, swav 0.0000 LR: 5.782e-02 Score 92.352 Data time: 0.2009, Forward time: 2.2775, Backward time: 3.0819, DDP time: 0.0043, Total iter time: 4.4534 [2020-11-05 21:24:02,829][root][INFO] - ===> Epoch[176](4561/26): Loss -0.0222, Sem 0.2707, dir -0.6896, norm 0.3967, swav 0.0000 LR: 5.781e-02 Score 91.874 Data time: 0.1755, Forward time: 2.2773, Backward time: 3.0821, DDP time: 0.0043, Total iter time: 5.6716 [2020-11-05 21:24:08,097][root][INFO] - ===> Epoch[176](4562/26): Loss -0.1353, Sem 0.1968, dir -0.6688, norm 0.3368, swav 0.0000 LR: 5.780e-02 Score 93.194 Data time: 0.2465, Forward time: 2.2774, Backward time: 3.0819, DDP time: 0.0043, Total iter time: 5.1690 [2020-11-05 21:24:13,407][root][INFO] - ===> Epoch[176](4563/26): Loss -0.0248, Sem 0.2492, dir -0.6775, norm 0.4035, swav 0.0000 LR: 5.779e-02 Score 92.079 Data time: 0.1990, Forward time: 2.2774, Backward time: 3.0818, DDP time: 0.0043, Total iter time: 5.1899 [2020-11-05 21:24:19,176][root][INFO] - ===> Epoch[176](4564/26): Loss 0.0402, Sem 0.2647, dir -0.6802, norm 0.4557, swav 0.0000 LR: 5.778e-02 Score 92.208 Data time: 0.2636, Forward time: 2.2775, Backward time: 3.0817, DDP time: 0.0043, Total iter time: 5.6385 [2020-11-05 21:24:23,998][root][INFO] - ===> Epoch[176](4565/26): Loss 0.0229, Sem 0.2652, dir -0.6653, norm 0.4231, swav 0.0000 LR: 5.777e-02 Score 91.558 Data time: 0.2171, Forward time: 2.2775, Backward time: 3.0815, DDP time: 0.0043, Total iter time: 4.6744 [2020-11-05 21:24:29,556][root][INFO] - ===> Epoch[176](4566/26): Loss 0.0053, Sem 0.2619, dir -0.6615, norm 0.4050, swav 0.0000 LR: 5.776e-02 Score 91.269 Data time: 0.2312, Forward time: 2.2775, Backward time: 3.0814, DDP time: 0.0043, Total iter time: 5.4469 [2020-11-05 21:24:35,330][root][INFO] - ===> Epoch[176](4567/26): Loss 0.0246, Sem 0.2749, dir -0.6872, norm 0.4369, swav 0.0000 LR: 5.775e-02 Score 91.917 Data time: 0.2028, Forward time: 2.2775, Backward time: 3.0814, DDP time: 0.0043, Total iter time: 5.6473 [2020-11-05 21:24:41,561][root][INFO] - ===> Epoch[176](4568/26): Loss -0.0791, Sem 0.2237, dir -0.6832, norm 0.3804, swav 0.0000 LR: 5.774e-02 Score 92.914 Data time: 0.2431, Forward time: 2.2776, Backward time: 3.0815, DDP time: 0.0043, Total iter time: 6.1195 [2020-11-05 21:24:46,256][root][INFO] - ===> Epoch[176](4569/26): Loss -0.0357, Sem 0.2508, dir -0.6681, norm 0.3816, swav 0.0000 LR: 5.773e-02 Score 91.886 Data time: 0.1973, Forward time: 2.2776, Backward time: 3.0813, DDP time: 0.0043, Total iter time: 4.5426 [2020-11-05 21:24:52,377][root][INFO] - ===> Epoch[176](4570/26): Loss -0.1237, Sem 0.2108, dir -0.6967, norm 0.3622, swav 0.0000 LR: 5.772e-02 Score 93.086 Data time: 0.1987, Forward time: 2.2775, Backward time: 3.0814, DDP time: 0.0043, Total iter time: 6.0032 [2020-11-05 21:24:57,495][root][INFO] - ===> Epoch[176](4571/26): Loss -0.0767, Sem 0.2170, dir -0.7137, norm 0.4199, swav 0.0000 LR: 5.771e-02 Score 93.043 Data time: 0.2054, Forward time: 2.2775, Backward time: 3.0813, DDP time: 0.0043, Total iter time: 5.0112 [2020-11-05 21:25:03,178][root][INFO] - ===> Epoch[176](4572/26): Loss -0.0511, Sem 0.2511, dir -0.6920, norm 0.3898, swav 0.0000 LR: 5.770e-02 Score 91.732 Data time: 0.2087, Forward time: 2.2775, Backward time: 3.0813, DDP time: 0.0043, Total iter time: 5.5621 [2020-11-05 21:25:08,845][root][INFO] - ===> Epoch[176](4573/26): Loss -0.1138, Sem 0.2293, dir -0.7041, norm 0.3611, swav 0.0000 LR: 5.769e-02 Score 93.245 Data time: 0.2051, Forward time: 2.2775, Backward time: 3.0813, DDP time: 0.0043, Total iter time: 5.5290 [2020-11-05 21:25:15,119][root][INFO] - ===> Epoch[176](4574/26): Loss -0.0761, Sem 0.2191, dir -0.6763, norm 0.3811, swav 0.0000 LR: 5.769e-02 Score 92.638 Data time: 0.2518, Forward time: 2.2776, Backward time: 3.0813, DDP time: 0.0043, Total iter time: 6.1589 [2020-11-05 21:25:19,734][root][INFO] - ===> Epoch[176](4575/26): Loss 0.0205, Sem 0.2931, dir -0.6871, norm 0.4146, swav 0.0000 LR: 5.768e-02 Score 90.804 Data time: 0.1903, Forward time: 2.2776, Backward time: 3.0810, DDP time: 0.0043, Total iter time: 4.4748 [2020-11-05 21:25:25,388][root][INFO] - ===> Epoch[176](4576/26): Loss -0.0184, Sem 0.2407, dir -0.6825, norm 0.4234, swav 0.0000 LR: 5.767e-02 Score 91.844 Data time: 0.1486, Forward time: 2.2774, Backward time: 3.0812, DDP time: 0.0043, Total iter time: 5.5356 [2020-11-05 21:25:30,876][root][INFO] - ===> Epoch[177](4577/26): Loss -0.1202, Sem 0.2033, dir -0.7048, norm 0.3812, swav 0.0000 LR: 5.766e-02 Score 93.260 Data time: 0.1950, Forward time: 2.2774, Backward time: 3.0811, DDP time: 0.0043, Total iter time: 5.4105 [2020-11-05 21:25:36,805][root][INFO] - ===> Epoch[177](4578/26): Loss 0.0105, Sem 0.2866, dir -0.6964, norm 0.4203, swav 0.0000 LR: 5.765e-02 Score 90.436 Data time: 0.2068, Forward time: 2.2774, Backward time: 3.0812, DDP time: 0.0043, Total iter time: 5.8158 [2020-11-05 21:25:42,729][root][INFO] - ===> Epoch[177](4579/26): Loss -0.0228, Sem 0.2433, dir -0.6820, norm 0.4159, swav 0.0000 LR: 5.764e-02 Score 92.115 Data time: 0.1851, Forward time: 2.2773, Backward time: 3.0813, DDP time: 0.0043, Total iter time: 5.7990 [2020-11-05 21:25:48,282][root][INFO] - ===> Epoch[177](4580/26): Loss -0.0724, Sem 0.2293, dir -0.6828, norm 0.3812, swav 0.0000 LR: 5.763e-02 Score 92.595 Data time: 0.1545, Forward time: 2.2772, Backward time: 3.0814, DDP time: 0.0043, Total iter time: 5.4437 [2020-11-05 21:25:54,955][root][INFO] - ===> Epoch[177](4581/26): Loss -0.0004, Sem 0.2823, dir -0.6845, norm 0.4018, swav 0.0000 LR: 5.762e-02 Score 91.531 Data time: 0.2127, Forward time: 2.2771, Backward time: 3.0816, DDP time: 0.0043, Total iter time: 6.5692 [2020-11-05 21:26:02,150][root][INFO] - ===> Epoch[177](4582/26): Loss -0.0449, Sem 0.2437, dir -0.6913, norm 0.4027, swav 0.0000 LR: 5.761e-02 Score 92.258 Data time: 0.2192, Forward time: 2.2771, Backward time: 3.0819, DDP time: 0.0043, Total iter time: 7.0907 [2020-11-05 21:26:08,841][root][INFO] - ===> Epoch[177](4583/26): Loss -0.0470, Sem 0.2172, dir -0.6526, norm 0.3883, swav 0.0000 LR: 5.760e-02 Score 92.866 Data time: 0.1686, Forward time: 2.2771, Backward time: 3.0821, DDP time: 0.0043, Total iter time: 6.5569 [2020-11-05 21:26:15,630][root][INFO] - ===> Epoch[177](4584/26): Loss -0.0005, Sem 0.2132, dir -0.6328, norm 0.4191, swav 0.0000 LR: 5.759e-02 Score 93.358 Data time: 0.1759, Forward time: 2.2769, Backward time: 3.0825, DDP time: 0.0043, Total iter time: 6.6632 [2020-11-05 21:26:21,235][root][INFO] - ===> Epoch[177](4585/26): Loss -0.0428, Sem 0.2552, dir -0.6905, norm 0.3925, swav 0.0000 LR: 5.758e-02 Score 91.827 Data time: 0.2821, Forward time: 2.2771, Backward time: 3.0823, DDP time: 0.0043, Total iter time: 5.5144 [2020-11-05 21:26:27,561][root][INFO] - ===> Epoch[177](4586/26): Loss 0.0054, Sem 0.2805, dir -0.6816, norm 0.4065, swav 0.0000 LR: 5.757e-02 Score 90.938 Data time: 0.3393, Forward time: 2.2773, Backward time: 3.0822, DDP time: 0.0043, Total iter time: 6.2116 [2020-11-05 21:26:33,232][root][INFO] - ===> Epoch[177](4587/26): Loss -0.0685, Sem 0.2518, dir -0.7032, norm 0.3828, swav 0.0000 LR: 5.756e-02 Score 92.199 Data time: 0.1740, Forward time: 2.2772, Backward time: 3.0823, DDP time: 0.0043, Total iter time: 5.5311 [2020-11-05 21:26:38,898][root][INFO] - ===> Epoch[177](4588/26): Loss -0.1368, Sem 0.2188, dir -0.7124, norm 0.3569, swav 0.0000 LR: 5.755e-02 Score 92.962 Data time: 0.1784, Forward time: 2.2771, Backward time: 3.0823, DDP time: 0.0043, Total iter time: 5.5566 [2020-11-05 21:26:44,836][root][INFO] - ===> Epoch[177](4589/26): Loss 0.0217, Sem 0.2930, dir -0.6901, norm 0.4188, swav 0.0000 LR: 5.754e-02 Score 90.539 Data time: 0.1985, Forward time: 2.2771, Backward time: 3.0824, DDP time: 0.0043, Total iter time: 5.8255 [2020-11-05 21:26:50,819][root][INFO] - ===> Epoch[177](4590/26): Loss -0.1417, Sem 0.2002, dir -0.7041, norm 0.3622, swav 0.0000 LR: 5.753e-02 Score 93.598 Data time: 0.2201, Forward time: 2.2771, Backward time: 3.0825, DDP time: 0.0043, Total iter time: 5.8655 [2020-11-05 21:26:58,286][root][INFO] - ===> Epoch[177](4591/26): Loss 0.0052, Sem 0.2662, dir -0.6706, norm 0.4096, swav 0.0000 LR: 5.752e-02 Score 91.908 Data time: 0.4042, Forward time: 2.2774, Backward time: 3.0825, DDP time: 0.0043, Total iter time: 7.3434 [2020-11-05 21:27:03,068][root][INFO] - ===> Epoch[177](4592/26): Loss -0.0175, Sem 0.2631, dir -0.7065, norm 0.4258, swav 0.0000 LR: 5.751e-02 Score 91.622 Data time: 0.1922, Forward time: 2.2774, Backward time: 3.0823, DDP time: 0.0043, Total iter time: 4.6519 [2020-11-05 21:27:08,041][root][INFO] - ===> Epoch[177](4593/26): Loss -0.1086, Sem 0.2450, dir -0.7145, norm 0.3609, swav 0.0000 LR: 5.750e-02 Score 92.220 Data time: 0.2360, Forward time: 2.2774, Backward time: 3.0821, DDP time: 0.0043, Total iter time: 4.8640 [2020-11-05 21:27:13,636][root][INFO] - ===> Epoch[177](4594/26): Loss -0.0077, Sem 0.2586, dir -0.6985, norm 0.4321, swav 0.0000 LR: 5.749e-02 Score 91.726 Data time: 0.2106, Forward time: 2.2774, Backward time: 3.0821, DDP time: 0.0043, Total iter time: 5.4677 [2020-11-05 21:27:18,868][root][INFO] - ===> Epoch[177](4595/26): Loss -0.0899, Sem 0.2199, dir -0.6855, norm 0.3758, swav 0.0000 LR: 5.748e-02 Score 92.996 Data time: 0.1432, Forward time: 2.2773, Backward time: 3.0821, DDP time: 0.0043, Total iter time: 5.1049 [2020-11-05 21:27:25,317][root][INFO] - ===> Epoch[177](4596/26): Loss -0.0509, Sem 0.2036, dir -0.7020, norm 0.4476, swav 0.0000 LR: 5.747e-02 Score 93.447 Data time: 0.2127, Forward time: 2.2772, Backward time: 3.0823, DDP time: 0.0043, Total iter time: 6.3833 [2020-11-05 21:27:31,493][root][INFO] - ===> Epoch[177](4597/26): Loss -0.0737, Sem 0.2326, dir -0.6817, norm 0.3754, swav 0.0000 LR: 5.747e-02 Score 92.819 Data time: 0.2035, Forward time: 2.2772, Backward time: 3.0824, DDP time: 0.0043, Total iter time: 6.0711 [2020-11-05 21:27:36,954][root][INFO] - ===> Epoch[177](4598/26): Loss -0.0748, Sem 0.2385, dir -0.7017, norm 0.3884, swav 0.0000 LR: 5.746e-02 Score 92.433 Data time: 0.2446, Forward time: 2.2773, Backward time: 3.0823, DDP time: 0.0043, Total iter time: 5.3656 [2020-11-05 21:27:41,970][root][INFO] - ===> Epoch[177](4599/26): Loss -0.0094, Sem 0.2725, dir -0.6937, norm 0.4119, swav 0.0000 LR: 5.745e-02 Score 91.609 Data time: 0.2640, Forward time: 2.2773, Backward time: 3.0820, DDP time: 0.0043, Total iter time: 4.8656 [2020-11-05 21:27:46,784][root][INFO] - ===> Epoch[177](4600/26): Loss -0.0988, Sem 0.2126, dir -0.7169, norm 0.4055, swav 0.0000 LR: 5.744e-02 Score 93.639 Data time: 0.1770, Forward time: 2.2772, Backward time: 3.0820, DDP time: 0.0043, Total iter time: 4.7067 [2020-11-05 21:27:52,636][root][INFO] - ===> Epoch[177](4601/26): Loss -0.1214, Sem 0.2057, dir -0.7236, norm 0.3965, swav 0.0000 LR: 5.743e-02 Score 93.847 Data time: 0.2729, Forward time: 2.2774, Backward time: 3.0818, DDP time: 0.0043, Total iter time: 5.7739 [2020-11-05 21:27:58,217][root][INFO] - ===> Epoch[177](4602/26): Loss -0.0529, Sem 0.2279, dir -0.6850, norm 0.4041, swav 0.0000 LR: 5.742e-02 Score 92.851 Data time: 0.1920, Forward time: 2.2774, Backward time: 3.0818, DDP time: 0.0043, Total iter time: 5.4664 [2020-11-05 21:28:04,678][root][INFO] - ===> Epoch[178](4603/26): Loss -0.0965, Sem 0.2226, dir -0.7081, norm 0.3890, swav 0.0000 LR: 5.741e-02 Score 93.059 Data time: 0.1553, Forward time: 2.2772, Backward time: 3.0821, DDP time: 0.0043, Total iter time: 6.3663 [2020-11-05 21:28:10,888][root][INFO] - ===> Epoch[178](4604/26): Loss -0.0102, Sem 0.2691, dir -0.6995, norm 0.4202, swav 0.0000 LR: 5.740e-02 Score 91.236 Data time: 0.1789, Forward time: 2.2772, Backward time: 3.0823, DDP time: 0.0043, Total iter time: 6.1493 [2020-11-05 21:28:16,352][root][INFO] - ===> Epoch[178](4605/26): Loss 0.0477, Sem 0.3305, dir -0.7106, norm 0.4278, swav 0.0000 LR: 5.739e-02 Score 90.737 Data time: 0.2092, Forward time: 2.2771, Backward time: 3.0822, DDP time: 0.0043, Total iter time: 5.3592 [2020-11-05 21:28:21,613][root][INFO] - ===> Epoch[178](4606/26): Loss -0.1494, Sem 0.2051, dir -0.7099, norm 0.3554, swav 0.0000 LR: 5.738e-02 Score 93.212 Data time: 0.2188, Forward time: 2.2772, Backward time: 3.0821, DDP time: 0.0043, Total iter time: 5.1308 [2020-11-05 21:28:27,236][root][INFO] - ===> Epoch[178](4607/26): Loss -0.1114, Sem 0.2209, dir -0.7021, norm 0.3698, swav 0.0000 LR: 5.737e-02 Score 93.137 Data time: 0.1758, Forward time: 2.2771, Backward time: 3.0822, DDP time: 0.0043, Total iter time: 5.5136 [2020-11-05 21:28:33,010][root][INFO] - ===> Epoch[178](4608/26): Loss -0.0118, Sem 0.2815, dir -0.6748, norm 0.3815, swav 0.0000 LR: 5.736e-02 Score 90.939 Data time: 0.2099, Forward time: 2.2771, Backward time: 3.0822, DDP time: 0.0043, Total iter time: 5.6613 [2020-11-05 21:28:38,910][root][INFO] - ===> Epoch[178](4609/26): Loss -0.0925, Sem 0.2423, dir -0.6985, norm 0.3637, swav 0.0000 LR: 5.735e-02 Score 91.589 Data time: 0.1997, Forward time: 2.2770, Backward time: 3.0822, DDP time: 0.0043, Total iter time: 5.7840 [2020-11-05 21:28:43,926][root][INFO] - ===> Epoch[178](4610/26): Loss -0.0491, Sem 0.2110, dir -0.6648, norm 0.4047, swav 0.0000 LR: 5.734e-02 Score 92.366 Data time: 0.1497, Forward time: 2.2769, Backward time: 3.0822, DDP time: 0.0043, Total iter time: 4.8978 [2020-11-05 21:28:49,291][root][INFO] - ===> Epoch[178](4611/26): Loss -0.0683, Sem 0.2436, dir -0.7072, norm 0.3954, swav 0.0000 LR: 5.733e-02 Score 92.316 Data time: 0.2369, Forward time: 2.2769, Backward time: 3.0821, DDP time: 0.0043, Total iter time: 5.2744 [2020-11-05 21:28:55,086][root][INFO] - ===> Epoch[178](4612/26): Loss -0.0641, Sem 0.2382, dir -0.6959, norm 0.3935, swav 0.0000 LR: 5.732e-02 Score 92.726 Data time: 0.1954, Forward time: 2.2769, Backward time: 3.0821, DDP time: 0.0043, Total iter time: 5.6672 [2020-11-05 21:29:01,985][root][INFO] - ===> Epoch[178](4613/26): Loss -0.1082, Sem 0.2411, dir -0.6895, norm 0.3402, swav 0.0000 LR: 5.731e-02 Score 92.056 Data time: 0.2003, Forward time: 2.2769, Backward time: 3.0824, DDP time: 0.0043, Total iter time: 6.7818 [2020-11-05 21:29:07,055][root][INFO] - ===> Epoch[178](4614/26): Loss 0.0272, Sem 0.2653, dir -0.6804, norm 0.4423, swav 0.0000 LR: 5.730e-02 Score 91.910 Data time: 0.2306, Forward time: 2.2769, Backward time: 3.0822, DDP time: 0.0043, Total iter time: 4.9639 [2020-11-05 21:29:13,271][root][INFO] - ===> Epoch[178](4615/26): Loss -0.0409, Sem 0.2555, dir -0.6911, norm 0.3946, swav 0.0000 LR: 5.729e-02 Score 92.457 Data time: 0.2071, Forward time: 2.2769, Backward time: 3.0823, DDP time: 0.0043, Total iter time: 6.0831 [2020-11-05 21:29:19,335][root][INFO] - ===> Epoch[178](4616/26): Loss -0.0136, Sem 0.2314, dir -0.6587, norm 0.4138, swav 0.0000 LR: 5.728e-02 Score 91.875 Data time: 0.2649, Forward time: 2.2770, Backward time: 3.0823, DDP time: 0.0043, Total iter time: 5.9561 [2020-11-05 21:29:24,073][root][INFO] - ===> Epoch[178](4617/26): Loss -0.1226, Sem 0.2453, dir -0.7298, norm 0.3619, swav 0.0000 LR: 5.727e-02 Score 92.360 Data time: 0.2131, Forward time: 2.2770, Backward time: 3.0820, DDP time: 0.0043, Total iter time: 4.5858 [2020-11-05 21:29:29,515][root][INFO] - ===> Epoch[178](4618/26): Loss -0.0222, Sem 0.2586, dir -0.6804, norm 0.3996, swav 0.0000 LR: 5.726e-02 Score 91.875 Data time: 0.2271, Forward time: 2.2770, Backward time: 3.0820, DDP time: 0.0043, Total iter time: 5.3291 [2020-11-05 21:29:33,499][root][INFO] - ===> Epoch[178](4619/26): Loss -0.1734, Sem 0.1920, dir -0.7181, norm 0.3527, swav 0.0000 LR: 5.725e-02 Score 93.526 Data time: 0.1834, Forward time: 2.2769, Backward time: 3.0817, DDP time: 0.0043, Total iter time: 3.8714 [2020-11-05 21:29:39,189][root][INFO] - ===> Epoch[178](4620/26): Loss -0.1095, Sem 0.2139, dir -0.7176, norm 0.3942, swav 0.0000 LR: 5.725e-02 Score 93.508 Data time: 0.1653, Forward time: 2.2768, Backward time: 3.0818, DDP time: 0.0043, Total iter time: 5.5925 [2020-11-05 21:29:45,411][root][INFO] - ===> Epoch[178](4621/26): Loss 0.0129, Sem 0.2714, dir -0.6905, norm 0.4321, swav 0.0000 LR: 5.724e-02 Score 91.789 Data time: 0.2265, Forward time: 2.2768, Backward time: 3.0819, DDP time: 0.0043, Total iter time: 6.1240 [2020-11-05 21:29:51,209][root][INFO] - ===> Epoch[178](4622/26): Loss 0.0162, Sem 0.2816, dir -0.7076, norm 0.4422, swav 0.0000 LR: 5.723e-02 Score 91.783 Data time: 0.2759, Forward time: 2.2770, Backward time: 3.0817, DDP time: 0.0043, Total iter time: 5.6744 [2020-11-05 21:29:56,570][root][INFO] - ===> Epoch[178](4623/26): Loss -0.1043, Sem 0.2328, dir -0.7187, norm 0.3817, swav 0.0000 LR: 5.722e-02 Score 92.464 Data time: 0.2362, Forward time: 2.2771, Backward time: 3.0816, DDP time: 0.0043, Total iter time: 5.2279 [2020-11-05 21:30:02,402][root][INFO] - ===> Epoch[178](4624/26): Loss -0.0149, Sem 0.2218, dir -0.6470, norm 0.4102, swav 0.0000 LR: 5.721e-02 Score 92.664 Data time: 0.2432, Forward time: 2.2771, Backward time: 3.0815, DDP time: 0.0043, Total iter time: 5.7143 [2020-11-05 21:30:07,915][root][INFO] - ===> Epoch[178](4625/26): Loss -0.0527, Sem 0.2525, dir -0.7134, norm 0.4082, swav 0.0000 LR: 5.720e-02 Score 92.463 Data time: 0.2493, Forward time: 2.2772, Backward time: 3.0814, DDP time: 0.0043, Total iter time: 5.4047 [2020-11-05 21:30:13,166][root][INFO] - ===> Epoch[178](4626/26): Loss -0.1067, Sem 0.2405, dir -0.7345, norm 0.3873, swav 0.0000 LR: 5.719e-02 Score 92.396 Data time: 0.1982, Forward time: 2.2772, Backward time: 3.0813, DDP time: 0.0043, Total iter time: 5.1148 [2020-11-05 21:30:19,357][root][INFO] - ===> Epoch[178](4627/26): Loss -0.0713, Sem 0.2339, dir -0.6960, norm 0.3908, swav 0.0000 LR: 5.718e-02 Score 92.720 Data time: 0.2133, Forward time: 2.2772, Backward time: 3.0814, DDP time: 0.0043, Total iter time: 6.0789 [2020-11-05 21:30:24,579][root][INFO] - ===> Epoch[178](4628/26): Loss -0.0922, Sem 0.2451, dir -0.7195, norm 0.3821, swav 0.0000 LR: 5.717e-02 Score 92.511 Data time: 0.1761, Forward time: 2.2772, Backward time: 3.0813, DDP time: 0.0043, Total iter time: 5.1047 [2020-11-05 21:30:30,459][root][INFO] - ===> Epoch[179](4629/26): Loss -0.0386, Sem 0.2729, dir -0.6909, norm 0.3794, swav 0.0000 LR: 5.716e-02 Score 91.695 Data time: 0.1260, Forward time: 2.2770, Backward time: 3.0816, DDP time: 0.0043, Total iter time: 5.7719 [2020-11-05 21:30:34,724][root][INFO] - ===> Epoch[179](4630/26): Loss -0.0405, Sem 0.2726, dir -0.6913, norm 0.3782, swav 0.0000 LR: 5.715e-02 Score 91.698 Data time: 0.1883, Forward time: 2.2769, Backward time: 3.0813, DDP time: 0.0043, Total iter time: 4.2121 [2020-11-05 21:30:40,150][root][INFO] - ===> Epoch[179](4631/26): Loss -0.1047, Sem 0.2051, dir -0.7033, norm 0.3935, swav 0.0000 LR: 5.714e-02 Score 93.416 Data time: 0.2133, Forward time: 2.2769, Backward time: 3.0813, DDP time: 0.0043, Total iter time: 5.3341 [2020-11-05 21:30:45,934][root][INFO] - ===> Epoch[179](4632/26): Loss -0.0359, Sem 0.2504, dir -0.6932, norm 0.4068, swav 0.0000 LR: 5.713e-02 Score 92.532 Data time: 0.1952, Forward time: 2.2769, Backward time: 3.0813, DDP time: 0.0043, Total iter time: 5.6621 [2020-11-05 21:30:51,890][root][INFO] - ===> Epoch[179](4633/26): Loss -0.0775, Sem 0.2557, dir -0.6992, norm 0.3660, swav 0.0000 LR: 5.712e-02 Score 92.210 Data time: 0.2945, Forward time: 2.2770, Backward time: 3.0812, DDP time: 0.0043, Total iter time: 5.8492 [2020-11-05 21:30:58,013][root][INFO] - ===> Epoch[179](4634/26): Loss -0.0485, Sem 0.2447, dir -0.6858, norm 0.3926, swav 0.0000 LR: 5.711e-02 Score 92.766 Data time: 0.2216, Forward time: 2.2771, Backward time: 3.0812, DDP time: 0.0043, Total iter time: 5.9845 [2020-11-05 21:31:03,914][root][INFO] - ===> Epoch[179](4635/26): Loss -0.0728, Sem 0.2490, dir -0.7056, norm 0.3838, swav 0.0000 LR: 5.710e-02 Score 91.763 Data time: 0.2135, Forward time: 2.2771, Backward time: 3.0813, DDP time: 0.0043, Total iter time: 5.7846 [2020-11-05 21:31:09,647][root][INFO] - ===> Epoch[179](4636/26): Loss -0.1070, Sem 0.1948, dir -0.7218, norm 0.4200, swav 0.0000 LR: 5.709e-02 Score 93.971 Data time: 0.2486, Forward time: 2.2772, Backward time: 3.0811, DDP time: 0.0043, Total iter time: 5.6294 [2020-11-05 21:31:15,944][root][INFO] - ===> Epoch[179](4637/26): Loss -0.0817, Sem 0.2290, dir -0.6651, norm 0.3544, swav 0.0000 LR: 5.708e-02 Score 92.528 Data time: 0.1737, Forward time: 2.2771, Backward time: 3.0813, DDP time: 0.0043, Total iter time: 6.1672 [2020-11-05 21:31:20,609][root][INFO] - ===> Epoch[179](4638/26): Loss -0.1226, Sem 0.2376, dir -0.7185, norm 0.3583, swav 0.0000 LR: 5.707e-02 Score 92.160 Data time: 0.1563, Forward time: 2.2770, Backward time: 3.0813, DDP time: 0.0043, Total iter time: 4.5815 [2020-11-05 21:31:25,990][root][INFO] - ===> Epoch[179](4639/26): Loss -0.0563, Sem 0.2705, dir -0.7337, norm 0.4069, swav 0.0000 LR: 5.706e-02 Score 91.753 Data time: 0.2442, Forward time: 2.2770, Backward time: 3.0811, DDP time: 0.0043, Total iter time: 5.3022 [2020-11-05 21:31:32,649][root][INFO] - ===> Epoch[179](4640/26): Loss 0.0034, Sem 0.2667, dir -0.6692, norm 0.4059, swav 0.0000 LR: 5.705e-02 Score 91.735 Data time: 0.2441, Forward time: 2.2771, Backward time: 3.0812, DDP time: 0.0043, Total iter time: 6.5222 [2020-11-05 21:31:37,877][root][INFO] - ===> Epoch[179](4641/26): Loss -0.1339, Sem 0.1997, dir -0.6951, norm 0.3615, swav 0.0000 LR: 5.704e-02 Score 94.089 Data time: 0.2309, Forward time: 2.2771, Backward time: 3.0811, DDP time: 0.0043, Total iter time: 5.1081 [2020-11-05 21:31:43,441][root][INFO] - ===> Epoch[179](4642/26): Loss -0.0593, Sem 0.2265, dir -0.6930, norm 0.4072, swav 0.0000 LR: 5.703e-02 Score 93.099 Data time: 0.2067, Forward time: 2.2770, Backward time: 3.0812, DDP time: 0.0043, Total iter time: 5.4694 [2020-11-05 21:31:49,246][root][INFO] - ===> Epoch[179](4643/26): Loss -0.0719, Sem 0.2365, dir -0.6734, norm 0.3650, swav 0.0000 LR: 5.702e-02 Score 91.993 Data time: 0.2526, Forward time: 2.2770, Backward time: 3.0812, DDP time: 0.0043, Total iter time: 5.7550 [2020-11-05 21:31:56,123][root][INFO] - ===> Epoch[179](4644/26): Loss -0.0212, Sem 0.2772, dir -0.7139, norm 0.4155, swav 0.0000 LR: 5.702e-02 Score 91.104 Data time: 0.2496, Forward time: 2.2771, Backward time: 3.0813, DDP time: 0.0043, Total iter time: 6.7608 [2020-11-05 21:32:01,349][root][INFO] - ===> Epoch[179](4645/26): Loss -0.0457, Sem 0.2427, dir -0.6957, norm 0.4072, swav 0.0000 LR: 5.701e-02 Score 91.360 Data time: 0.2096, Forward time: 2.2771, Backward time: 3.0811, DDP time: 0.0043, Total iter time: 5.0909 [2020-11-05 21:32:06,396][root][INFO] - ===> Epoch[179](4646/26): Loss -0.0473, Sem 0.2148, dir -0.6640, norm 0.4019, swav 0.0000 LR: 5.700e-02 Score 92.905 Data time: 0.1708, Forward time: 2.2771, Backward time: 3.0811, DDP time: 0.0043, Total iter time: 4.9470 [2020-11-05 21:32:12,311][root][INFO] - ===> Epoch[179](4647/26): Loss -0.0740, Sem 0.2389, dir -0.7095, norm 0.3965, swav 0.0000 LR: 5.699e-02 Score 92.351 Data time: 0.2166, Forward time: 2.2771, Backward time: 3.0811, DDP time: 0.0043, Total iter time: 5.8079 [2020-11-05 21:32:17,686][root][INFO] - ===> Epoch[179](4648/26): Loss -0.0864, Sem 0.2480, dir -0.6977, norm 0.3633, swav 0.0000 LR: 5.698e-02 Score 91.673 Data time: 0.2130, Forward time: 2.2771, Backward time: 3.0810, DDP time: 0.0043, Total iter time: 5.2610 [2020-11-05 21:32:23,419][root][INFO] - ===> Epoch[179](4649/26): Loss -0.0235, Sem 0.2638, dir -0.6896, norm 0.4023, swav 0.0000 LR: 5.697e-02 Score 91.362 Data time: 0.1685, Forward time: 2.2770, Backward time: 3.0811, DDP time: 0.0043, Total iter time: 5.6355 [2020-11-05 21:32:28,778][root][INFO] - ===> Epoch[179](4650/26): Loss -0.0650, Sem 0.2292, dir -0.6911, norm 0.3970, swav 0.0000 LR: 5.696e-02 Score 92.786 Data time: 0.1846, Forward time: 2.2769, Backward time: 3.0811, DDP time: 0.0043, Total iter time: 5.2578 [2020-11-05 21:32:35,379][root][INFO] - ===> Epoch[179](4651/26): Loss -0.0515, Sem 0.2210, dir -0.6750, norm 0.4024, swav 0.0000 LR: 5.695e-02 Score 93.304 Data time: 0.2167, Forward time: 2.2769, Backward time: 3.0813, DDP time: 0.0043, Total iter time: 6.4913 [2020-11-05 21:32:41,115][root][INFO] - ===> Epoch[179](4652/26): Loss 0.0323, Sem 0.2922, dir -0.6833, norm 0.4233, swav 0.0000 LR: 5.694e-02 Score 91.296 Data time: 0.3133, Forward time: 2.2770, Backward time: 3.0811, DDP time: 0.0043, Total iter time: 5.6123 [2020-11-05 21:32:46,830][root][INFO] - ===> Epoch[179](4653/26): Loss -0.0468, Sem 0.2386, dir -0.6739, norm 0.3885, swav 0.0000 LR: 5.693e-02 Score 92.802 Data time: 0.2587, Forward time: 2.2771, Backward time: 3.0810, DDP time: 0.0043, Total iter time: 5.5697 [2020-11-05 21:32:52,832][root][INFO] - ===> Epoch[179](4654/26): Loss -0.0686, Sem 0.2623, dir -0.7029, norm 0.3719, swav 0.0000 LR: 5.692e-02 Score 92.213 Data time: 0.2233, Forward time: 2.2771, Backward time: 3.0810, DDP time: 0.0043, Total iter time: 5.8728 [2020-11-05 21:32:58,523][root][INFO] - ===> Epoch[180](4655/26): Loss -0.1535, Sem 0.2074, dir -0.7213, norm 0.3604, swav 0.0000 LR: 5.691e-02 Score 92.954 Data time: 0.2659, Forward time: 2.2773, Backward time: 3.0809, DDP time: 0.0043, Total iter time: 5.5795 [2020-11-05 21:33:03,200][root][INFO] - ===> Epoch[180](4656/26): Loss -0.0407, Sem 0.2504, dir -0.7028, norm 0.4117, swav 0.0000 LR: 5.690e-02 Score 91.482 Data time: 0.2359, Forward time: 2.2773, Backward time: 3.0806, DDP time: 0.0043, Total iter time: 4.5597 [2020-11-05 21:33:10,049][root][INFO] - ===> Epoch[180](4657/26): Loss -0.0780, Sem 0.2363, dir -0.7204, norm 0.4060, swav 0.0000 LR: 5.689e-02 Score 92.476 Data time: 0.1948, Forward time: 2.2774, Backward time: 3.0808, DDP time: 0.0043, Total iter time: 6.7490 [2020-11-05 21:33:15,841][root][INFO] - ===> Epoch[180](4658/26): Loss -0.1209, Sem 0.2023, dir -0.6949, norm 0.3718, swav 0.0000 LR: 5.688e-02 Score 93.414 Data time: 0.1786, Forward time: 2.2773, Backward time: 3.0809, DDP time: 0.0043, Total iter time: 5.6784 [2020-11-05 21:33:20,129][root][INFO] - ===> Epoch[180](4659/26): Loss -0.0996, Sem 0.2386, dir -0.7077, norm 0.3694, swav 0.0000 LR: 5.687e-02 Score 92.504 Data time: 0.2391, Forward time: 2.2772, Backward time: 3.0806, DDP time: 0.0043, Total iter time: 4.1582 [2020-11-05 21:33:24,874][root][INFO] - ===> Epoch[180](4660/26): Loss -0.0153, Sem 0.2489, dir -0.6758, norm 0.4116, swav 0.0000 LR: 5.686e-02 Score 92.303 Data time: 0.2120, Forward time: 2.2773, Backward time: 3.0804, DDP time: 0.0043, Total iter time: 4.6412 [2020-11-05 21:33:31,466][root][INFO] - ===> Epoch[180](4661/26): Loss -0.0263, Sem 0.2374, dir -0.6978, norm 0.4340, swav 0.0000 LR: 5.685e-02 Score 92.391 Data time: 0.2578, Forward time: 2.2773, Backward time: 3.0805, DDP time: 0.0043, Total iter time: 6.4744 [2020-11-05 21:33:36,275][root][INFO] - ===> Epoch[180](4662/26): Loss -0.0623, Sem 0.2512, dir -0.7101, norm 0.3966, swav 0.0000 LR: 5.684e-02 Score 91.608 Data time: 0.2013, Forward time: 2.2773, Backward time: 3.0803, DDP time: 0.0043, Total iter time: 4.6779 [2020-11-05 21:33:41,781][root][INFO] - ===> Epoch[180](4663/26): Loss -0.0531, Sem 0.2340, dir -0.6939, norm 0.4069, swav 0.0000 LR: 5.683e-02 Score 92.099 Data time: 0.2160, Forward time: 2.2773, Backward time: 3.0803, DDP time: 0.0043, Total iter time: 5.3925 [2020-11-05 21:33:48,342][root][INFO] - ===> Epoch[180](4664/26): Loss -0.1127, Sem 0.2216, dir -0.6989, norm 0.3647, swav 0.0000 LR: 5.682e-02 Score 92.987 Data time: 0.2400, Forward time: 2.2774, Backward time: 3.0804, DDP time: 0.0043, Total iter time: 6.4315 [2020-11-05 21:33:53,627][root][INFO] - ===> Epoch[180](4665/26): Loss -0.0595, Sem 0.2388, dir -0.6803, norm 0.3819, swav 0.0000 LR: 5.681e-02 Score 92.696 Data time: 0.2360, Forward time: 2.2774, Backward time: 3.0802, DDP time: 0.0043, Total iter time: 5.1533 [2020-11-05 21:33:59,777][root][INFO] - ===> Epoch[180](4666/26): Loss -0.0631, Sem 0.2391, dir -0.6867, norm 0.3845, swav 0.0000 LR: 5.680e-02 Score 92.477 Data time: 0.2101, Forward time: 2.2775, Backward time: 3.0803, DDP time: 0.0043, Total iter time: 6.0300 [2020-11-05 21:34:05,132][root][INFO] - ===> Epoch[180](4667/26): Loss -0.0996, Sem 0.2269, dir -0.6960, norm 0.3695, swav 0.0000 LR: 5.679e-02 Score 92.396 Data time: 0.1508, Forward time: 2.2773, Backward time: 3.0803, DDP time: 0.0043, Total iter time: 5.2388 [2020-11-05 21:34:10,463][root][INFO] - ===> Epoch[180](4668/26): Loss -0.1147, Sem 0.2209, dir -0.7175, norm 0.3819, swav 0.0000 LR: 5.679e-02 Score 92.588 Data time: 0.1688, Forward time: 2.2772, Backward time: 3.0803, DDP time: 0.0043, Total iter time: 5.2684 [2020-11-05 21:34:16,427][root][INFO] - ===> Epoch[180](4669/26): Loss -0.0653, Sem 0.2463, dir -0.6957, norm 0.3840, swav 0.0000 LR: 5.678e-02 Score 92.200 Data time: 0.2174, Forward time: 2.2772, Backward time: 3.0804, DDP time: 0.0043, Total iter time: 5.8671 [2020-11-05 21:34:22,253][root][INFO] - ===> Epoch[180](4670/26): Loss -0.0025, Sem 0.2636, dir -0.6798, norm 0.4137, swav 0.0000 LR: 5.677e-02 Score 91.834 Data time: 0.2368, Forward time: 2.2773, Backward time: 3.0803, DDP time: 0.0043, Total iter time: 5.7114 [2020-11-05 21:34:27,403][root][INFO] - ===> Epoch[180](4671/26): Loss -0.0939, Sem 0.2317, dir -0.7109, norm 0.3853, swav 0.0000 LR: 5.676e-02 Score 93.094 Data time: 0.2209, Forward time: 2.2773, Backward time: 3.0802, DDP time: 0.0043, Total iter time: 5.0396 [2020-11-05 21:34:33,065][root][INFO] - ===> Epoch[180](4672/26): Loss -0.0369, Sem 0.2371, dir -0.6873, norm 0.4133, swav 0.0000 LR: 5.675e-02 Score 92.378 Data time: 0.2143, Forward time: 2.2773, Backward time: 3.0801, DDP time: 0.0043, Total iter time: 5.5611 [2020-11-05 21:34:38,429][root][INFO] - ===> Epoch[180](4673/26): Loss -0.0543, Sem 0.2399, dir -0.7145, norm 0.4202, swav 0.0000 LR: 5.674e-02 Score 92.335 Data time: 0.1733, Forward time: 2.2772, Backward time: 3.0802, DDP time: 0.0043, Total iter time: 5.2538 [2020-11-05 21:34:43,713][root][INFO] - ===> Epoch[180](4674/26): Loss -0.0010, Sem 0.2647, dir -0.6394, norm 0.3736, swav 0.0000 LR: 5.673e-02 Score 91.401 Data time: 0.2512, Forward time: 2.2773, Backward time: 3.0800, DDP time: 0.0043, Total iter time: 5.2043 [2020-11-05 21:34:49,831][root][INFO] - ===> Epoch[180](4675/26): Loss -0.0099, Sem 0.2391, dir -0.6682, norm 0.4192, swav 0.0000 LR: 5.672e-02 Score 92.135 Data time: 0.1741, Forward time: 2.2772, Backward time: 3.0801, DDP time: 0.0043, Total iter time: 5.9947 [2020-11-05 21:34:54,967][root][INFO] - ===> Epoch[180](4676/26): Loss -0.0647, Sem 0.2309, dir -0.6831, norm 0.3875, swav 0.0000 LR: 5.671e-02 Score 92.899 Data time: 0.2059, Forward time: 2.2772, Backward time: 3.0800, DDP time: 0.0043, Total iter time: 5.0434 [2020-11-05 21:35:00,235][root][INFO] - ===> Epoch[180](4677/26): Loss -0.0401, Sem 0.2433, dir -0.6740, norm 0.3906, swav 0.0000 LR: 5.670e-02 Score 91.747 Data time: 0.1747, Forward time: 2.2772, Backward time: 3.0800, DDP time: 0.0043, Total iter time: 5.1539 [2020-11-05 21:35:05,561][root][INFO] - ===> Epoch[180](4678/26): Loss -0.0700, Sem 0.2375, dir -0.6917, norm 0.3843, swav 0.0000 LR: 5.669e-02 Score 92.487 Data time: 0.2056, Forward time: 2.2772, Backward time: 3.0799, DDP time: 0.0043, Total iter time: 5.2385 [2020-11-05 21:35:11,910][root][INFO] - ===> Epoch[180](4679/26): Loss -0.0131, Sem 0.2633, dir -0.6683, norm 0.3919, swav 0.0000 LR: 5.668e-02 Score 91.873 Data time: 0.2204, Forward time: 2.2772, Backward time: 3.0800, DDP time: 0.0043, Total iter time: 6.2248 [2020-11-05 21:35:17,202][root][INFO] - ===> Epoch[180](4680/26): Loss -0.0833, Sem 0.2381, dir -0.7205, norm 0.3991, swav 0.0000 LR: 5.667e-02 Score 92.204 Data time: 0.2643, Forward time: 2.2772, Backward time: 3.0798, DDP time: 0.0043, Total iter time: 5.1742 [2020-11-05 21:35:22,793][root][INFO] - ===> Epoch[181](4681/26): Loss -0.0725, Sem 0.2473, dir -0.6825, norm 0.3627, swav 0.0000 LR: 5.666e-02 Score 92.772 Data time: 0.2691, Forward time: 2.2774, Backward time: 3.0797, DDP time: 0.0043, Total iter time: 5.4649 [2020-11-05 21:35:28,245][root][INFO] - ===> Epoch[181](4682/26): Loss -0.0657, Sem 0.2205, dir -0.6887, norm 0.4025, swav 0.0000 LR: 5.665e-02 Score 93.508 Data time: 0.2254, Forward time: 2.2774, Backward time: 3.0795, DDP time: 0.0043, Total iter time: 5.3128 [2020-11-05 21:35:33,650][root][INFO] - ===> Epoch[181](4683/26): Loss -0.0239, Sem 0.2696, dir -0.6841, norm 0.3906, swav 0.0000 LR: 5.664e-02 Score 91.626 Data time: 0.1887, Forward time: 2.2774, Backward time: 3.0795, DDP time: 0.0043, Total iter time: 5.2907 [2020-11-05 21:35:40,741][root][INFO] - ===> Epoch[181](4684/26): Loss -0.0795, Sem 0.2464, dir -0.7219, norm 0.3960, swav 0.0000 LR: 5.663e-02 Score 91.771 Data time: 0.1842, Forward time: 2.2773, Backward time: 3.0799, DDP time: 0.0043, Total iter time: 6.9922 [2020-11-05 21:35:46,677][root][INFO] - ===> Epoch[181](4685/26): Loss -0.1078, Sem 0.1952, dir -0.7018, norm 0.3988, swav 0.0000 LR: 5.662e-02 Score 93.380 Data time: 0.2008, Forward time: 2.2773, Backward time: 3.0799, DDP time: 0.0043, Total iter time: 5.8303 [2020-11-05 21:35:52,129][root][INFO] - ===> Epoch[181](4686/26): Loss -0.0862, Sem 0.2344, dir -0.7048, norm 0.3842, swav 0.0000 LR: 5.661e-02 Score 92.699 Data time: 0.2579, Forward time: 2.2774, Backward time: 3.0797, DDP time: 0.0043, Total iter time: 5.3434 [2020-11-05 21:35:57,207][root][INFO] - ===> Epoch[181](4687/26): Loss -0.0178, Sem 0.2786, dir -0.7180, norm 0.4217, swav 0.0000 LR: 5.660e-02 Score 92.243 Data time: 0.2144, Forward time: 2.2774, Backward time: 3.0796, DDP time: 0.0043, Total iter time: 4.9698 [2020-11-05 21:36:02,539][root][INFO] - ===> Epoch[181](4688/26): Loss -0.0309, Sem 0.2470, dir -0.6814, norm 0.4036, swav 0.0000 LR: 5.659e-02 Score 92.532 Data time: 0.1910, Forward time: 2.2774, Backward time: 3.0795, DDP time: 0.0043, Total iter time: 5.2112 [2020-11-05 21:36:07,746][root][INFO] - ===> Epoch[181](4689/26): Loss -0.1236, Sem 0.2102, dir -0.7046, norm 0.3707, swav 0.0000 LR: 5.658e-02 Score 93.113 Data time: 0.2426, Forward time: 2.2773, Backward time: 3.0794, DDP time: 0.0043, Total iter time: 5.1077 [2020-11-05 21:36:12,887][root][INFO] - ===> Epoch[181](4690/26): Loss -0.0945, Sem 0.2188, dir -0.6951, norm 0.3819, swav 0.0000 LR: 5.657e-02 Score 93.027 Data time: 0.2437, Forward time: 2.2774, Backward time: 3.0793, DDP time: 0.0043, Total iter time: 5.0076 [2020-11-05 21:36:18,463][root][INFO] - ===> Epoch[181](4691/26): Loss 0.0706, Sem 0.2860, dir -0.6539, norm 0.4385, swav 0.0000 LR: 5.656e-02 Score 91.529 Data time: 0.2707, Forward time: 2.2775, Backward time: 3.0791, DDP time: 0.0043, Total iter time: 5.4459 [2020-11-05 21:36:24,280][root][INFO] - ===> Epoch[181](4692/26): Loss 0.0145, Sem 0.2686, dir -0.7145, norm 0.4604, swav 0.0000 LR: 5.656e-02 Score 91.839 Data time: 0.2252, Forward time: 2.2775, Backward time: 3.0791, DDP time: 0.0043, Total iter time: 5.6924 [2020-11-05 21:36:29,578][root][INFO] - ===> Epoch[181](4693/26): Loss -0.0499, Sem 0.2601, dir -0.6909, norm 0.3809, swav 0.0000 LR: 5.655e-02 Score 91.630 Data time: 0.2254, Forward time: 2.2775, Backward time: 3.0790, DDP time: 0.0043, Total iter time: 5.1941 [2020-11-05 21:36:35,480][root][INFO] - ===> Epoch[181](4694/26): Loss -0.1117, Sem 0.2280, dir -0.7004, norm 0.3607, swav 0.0000 LR: 5.654e-02 Score 92.870 Data time: 0.2543, Forward time: 2.2776, Backward time: 3.0789, DDP time: 0.0043, Total iter time: 5.7870 [2020-11-05 21:36:41,742][root][INFO] - ===> Epoch[181](4695/26): Loss -0.0196, Sem 0.2300, dir -0.6646, norm 0.4151, swav 0.0000 LR: 5.653e-02 Score 92.779 Data time: 0.2373, Forward time: 2.2777, Backward time: 3.0789, DDP time: 0.0043, Total iter time: 6.1410 [2020-11-05 21:36:47,103][root][INFO] - ===> Epoch[181](4696/26): Loss -0.1120, Sem 0.2306, dir -0.6887, norm 0.3462, swav 0.0000 LR: 5.652e-02 Score 92.684 Data time: 0.2182, Forward time: 2.2778, Backward time: 3.0788, DDP time: 0.0043, Total iter time: 5.2306 [2020-11-05 21:36:51,809][root][INFO] - ===> Epoch[181](4697/26): Loss -0.1178, Sem 0.2300, dir -0.7038, norm 0.3560, swav 0.0000 LR: 5.651e-02 Score 93.432 Data time: 0.1901, Forward time: 2.2777, Backward time: 3.0786, DDP time: 0.0043, Total iter time: 4.5870 [2020-11-05 21:36:57,593][root][INFO] - ===> Epoch[181](4698/26): Loss -0.0119, Sem 0.2737, dir -0.6981, norm 0.4125, swav 0.0000 LR: 5.650e-02 Score 92.202 Data time: 0.2087, Forward time: 2.2777, Backward time: 3.0786, DDP time: 0.0043, Total iter time: 5.6828 [2020-11-05 21:37:02,966][root][INFO] - ===> Epoch[181](4699/26): Loss -0.0318, Sem 0.2921, dir -0.7266, norm 0.4027, swav 0.0000 LR: 5.649e-02 Score 90.776 Data time: 0.1402, Forward time: 2.2775, Backward time: 3.0787, DDP time: 0.0043, Total iter time: 5.2591 [2020-11-05 21:37:09,335][root][INFO] - ===> Epoch[181](4700/26): Loss -0.1027, Sem 0.2220, dir -0.7174, norm 0.3927, swav 0.0000 LR: 5.648e-02 Score 92.649 Data time: 0.2511, Forward time: 2.2776, Backward time: 3.0787, DDP time: 0.0043, Total iter time: 6.2749 [2020-11-05 21:37:17,397][root][INFO] - ===> Epoch[181](4701/26): Loss -0.0579, Sem 0.2366, dir -0.6959, norm 0.4013, swav 0.0000 LR: 5.647e-02 Score 92.693 Data time: 0.2495, Forward time: 2.2777, Backward time: 3.0791, DDP time: 0.0043, Total iter time: 7.9388 [2020-11-05 21:37:22,720][root][INFO] - ===> Epoch[181](4702/26): Loss -0.1122, Sem 0.2298, dir -0.7321, norm 0.3901, swav 0.0000 LR: 5.646e-02 Score 92.146 Data time: 0.2373, Forward time: 2.2778, Backward time: 3.0790, DDP time: 0.0043, Total iter time: 5.2159 [2020-11-05 21:37:28,046][root][INFO] - ===> Epoch[181](4703/26): Loss -0.0938, Sem 0.2075, dir -0.6867, norm 0.3853, swav 0.0000 LR: 5.645e-02 Score 93.646 Data time: 0.2200, Forward time: 2.2778, Backward time: 3.0789, DDP time: 0.0043, Total iter time: 5.2064 [2020-11-05 21:37:33,004][root][INFO] - ===> Epoch[181](4704/26): Loss -0.0261, Sem 0.2667, dir -0.6814, norm 0.3887, swav 0.0000 LR: 5.644e-02 Score 91.635 Data time: 0.1880, Forward time: 2.2778, Backward time: 3.0787, DDP time: 0.0043, Total iter time: 4.8351 [2020-11-05 21:37:39,772][root][INFO] - ===> Epoch[181](4705/26): Loss -0.0594, Sem 0.2232, dir -0.6853, norm 0.4027, swav 0.0000 LR: 5.643e-02 Score 93.455 Data time: 0.2050, Forward time: 2.2778, Backward time: 3.0790, DDP time: 0.0043, Total iter time: 6.6730 [2020-11-05 21:37:45,814][root][INFO] - ===> Epoch[181](4706/26): Loss -0.0508, Sem 0.2262, dir -0.6878, norm 0.4108, swav 0.0000 LR: 5.642e-02 Score 92.992 Data time: 0.1657, Forward time: 2.2777, Backward time: 3.0791, DDP time: 0.0043, Total iter time: 5.9164 [2020-11-05 21:37:51,438][root][INFO] - ===> Epoch[182](4707/26): Loss -0.0213, Sem 0.2640, dir -0.7088, norm 0.4235, swav 0.0000 LR: 5.641e-02 Score 91.772 Data time: 0.1748, Forward time: 2.2776, Backward time: 3.0792, DDP time: 0.0043, Total iter time: 5.5282 [2020-11-05 21:37:56,636][root][INFO] - ===> Epoch[182](4708/26): Loss -0.0467, Sem 0.2378, dir -0.6936, norm 0.4092, swav 0.0000 LR: 5.640e-02 Score 92.044 Data time: 0.1614, Forward time: 2.2775, Backward time: 3.0792, DDP time: 0.0043, Total iter time: 5.1005 [2020-11-05 21:38:01,695][root][INFO] - ===> Epoch[182](4709/26): Loss -0.1416, Sem 0.2090, dir -0.7316, norm 0.3810, swav 0.0000 LR: 5.639e-02 Score 92.676 Data time: 0.1870, Forward time: 2.2774, Backward time: 3.0791, DDP time: 0.0043, Total iter time: 4.9552 [2020-11-05 21:38:06,155][root][INFO] - ===> Epoch[182](4710/26): Loss -0.1069, Sem 0.2325, dir -0.7120, norm 0.3727, swav 0.0000 LR: 5.638e-02 Score 92.269 Data time: 0.1984, Forward time: 2.2774, Backward time: 3.0789, DDP time: 0.0043, Total iter time: 4.3638 [2020-11-05 21:38:10,902][root][INFO] - ===> Epoch[182](4711/26): Loss 0.0009, Sem 0.2511, dir -0.6850, norm 0.4349, swav 0.0000 LR: 5.637e-02 Score 91.455 Data time: 0.2155, Forward time: 2.2773, Backward time: 3.0787, DDP time: 0.0043, Total iter time: 4.6353 [2020-11-05 21:38:16,262][root][INFO] - ===> Epoch[182](4712/26): Loss -0.0783, Sem 0.2065, dir -0.6933, norm 0.4084, swav 0.0000 LR: 5.636e-02 Score 93.601 Data time: 0.2673, Forward time: 2.2774, Backward time: 3.0785, DDP time: 0.0043, Total iter time: 5.2389 [2020-11-05 21:38:21,656][root][INFO] - ===> Epoch[182](4713/26): Loss -0.0345, Sem 0.2105, dir -0.6620, norm 0.4170, swav 0.0000 LR: 5.635e-02 Score 92.666 Data time: 0.2416, Forward time: 2.2775, Backward time: 3.0784, DDP time: 0.0043, Total iter time: 5.2500 [2020-11-05 21:38:27,265][root][INFO] - ===> Epoch[182](4714/26): Loss -0.0238, Sem 0.2707, dir -0.6968, norm 0.4024, swav 0.0000 LR: 5.634e-02 Score 91.380 Data time: 0.2621, Forward time: 2.2776, Backward time: 3.0782, DDP time: 0.0043, Total iter time: 5.4828 [2020-11-05 21:38:32,890][root][INFO] - ===> Epoch[182](4715/26): Loss 0.0313, Sem 0.2690, dir -0.6648, norm 0.4271, swav 0.0000 LR: 5.633e-02 Score 91.596 Data time: 0.1928, Forward time: 2.2776, Backward time: 3.0782, DDP time: 0.0043, Total iter time: 5.4848 [2020-11-05 21:38:38,501][root][INFO] - ===> Epoch[182](4716/26): Loss -0.0349, Sem 0.2711, dir -0.7132, norm 0.4072, swav 0.0000 LR: 5.633e-02 Score 91.414 Data time: 0.2273, Forward time: 2.2777, Backward time: 3.0781, DDP time: 0.0043, Total iter time: 5.5051 [2020-11-05 21:38:44,475][root][INFO] - ===> Epoch[182](4717/26): Loss -0.0339, Sem 0.2254, dir -0.6831, norm 0.4238, swav 0.0000 LR: 5.632e-02 Score 91.943 Data time: 0.1786, Forward time: 2.2776, Backward time: 3.0782, DDP time: 0.0043, Total iter time: 5.8463 [2020-11-05 21:38:50,785][root][INFO] - ===> Epoch[182](4718/26): Loss -0.0597, Sem 0.2341, dir -0.6826, norm 0.3889, swav 0.0000 LR: 5.631e-02 Score 92.352 Data time: 0.2416, Forward time: 2.2776, Backward time: 3.0783, DDP time: 0.0043, Total iter time: 6.2048 [2020-11-05 21:38:56,620][root][INFO] - ===> Epoch[182](4719/26): Loss -0.0767, Sem 0.2180, dir -0.6928, norm 0.3982, swav 0.0000 LR: 5.630e-02 Score 92.986 Data time: 0.2604, Forward time: 2.2778, Backward time: 3.0782, DDP time: 0.0043, Total iter time: 5.6857 [2020-11-05 21:39:01,250][root][INFO] - ===> Epoch[182](4720/26): Loss -0.0503, Sem 0.2637, dir -0.6921, norm 0.3781, swav 0.0000 LR: 5.629e-02 Score 91.423 Data time: 0.2040, Forward time: 2.2778, Backward time: 3.0779, DDP time: 0.0043, Total iter time: 4.4635 [2020-11-05 21:39:05,248][root][INFO] - ===> Epoch[182](4721/26): Loss -0.0593, Sem 0.2545, dir -0.6860, norm 0.3722, swav 0.0000 LR: 5.628e-02 Score 91.642 Data time: 0.1540, Forward time: 2.2776, Backward time: 3.0777, DDP time: 0.0043, Total iter time: 3.8649 [2020-11-05 21:39:11,062][root][INFO] - ===> Epoch[182](4722/26): Loss -0.0029, Sem 0.2427, dir -0.6544, norm 0.4087, swav 0.0000 LR: 5.627e-02 Score 92.817 Data time: 0.1821, Forward time: 2.2775, Backward time: 3.0778, DDP time: 0.0043, Total iter time: 5.7479 [2020-11-05 21:39:16,815][root][INFO] - ===> Epoch[182](4723/26): Loss -0.0070, Sem 0.2904, dir -0.6692, norm 0.3717, swav 0.0000 LR: 5.626e-02 Score 91.077 Data time: 0.2851, Forward time: 2.2777, Backward time: 3.0777, DDP time: 0.0043, Total iter time: 5.6726 [2020-11-05 21:39:23,324][root][INFO] - ===> Epoch[182](4724/26): Loss -0.0892, Sem 0.2322, dir -0.7019, norm 0.3805, swav 0.0000 LR: 5.625e-02 Score 92.690 Data time: 0.2025, Forward time: 2.2777, Backward time: 3.0778, DDP time: 0.0043, Total iter time: 6.3860 [2020-11-05 21:39:30,186][root][INFO] - ===> Epoch[182](4725/26): Loss -0.0135, Sem 0.2650, dir -0.6779, norm 0.3994, swav 0.0000 LR: 5.624e-02 Score 91.496 Data time: 0.2590, Forward time: 2.2778, Backward time: 3.0779, DDP time: 0.0043, Total iter time: 6.7453 [2020-11-05 21:39:35,400][root][INFO] - ===> Epoch[182](4726/26): Loss -0.0794, Sem 0.2128, dir -0.6874, norm 0.3951, swav 0.0000 LR: 5.623e-02 Score 93.213 Data time: 0.1575, Forward time: 2.2777, Backward time: 3.0779, DDP time: 0.0043, Total iter time: 5.0546 [2020-11-05 21:39:40,402][root][INFO] - ===> Epoch[182](4727/26): Loss -0.0667, Sem 0.2276, dir -0.6857, norm 0.3915, swav 0.0000 LR: 5.622e-02 Score 92.562 Data time: 0.2154, Forward time: 2.2777, Backward time: 3.0778, DDP time: 0.0043, Total iter time: 4.9153 [2020-11-05 21:39:45,910][root][INFO] - ===> Epoch[182](4728/26): Loss -0.1446, Sem 0.2266, dir -0.7216, norm 0.3504, swav 0.0000 LR: 5.621e-02 Score 93.105 Data time: 0.1873, Forward time: 2.2776, Backward time: 3.0778, DDP time: 0.0043, Total iter time: 5.4074 [2020-11-05 21:39:52,576][root][INFO] - ===> Epoch[182](4729/26): Loss -0.0558, Sem 0.2602, dir -0.6957, norm 0.3797, swav 0.0000 LR: 5.620e-02 Score 92.756 Data time: 0.1998, Forward time: 2.2776, Backward time: 3.0780, DDP time: 0.0043, Total iter time: 6.5652 [2020-11-05 21:39:59,548][root][INFO] - ===> Epoch[182](4730/26): Loss -0.0982, Sem 0.2629, dir -0.7363, norm 0.3752, swav 0.0000 LR: 5.619e-02 Score 91.995 Data time: 0.1670, Forward time: 2.2774, Backward time: 3.0784, DDP time: 0.0043, Total iter time: 6.8579 [2020-11-05 21:40:05,352][root][INFO] - ===> Epoch[182](4731/26): Loss -0.0929, Sem 0.2565, dir -0.7176, norm 0.3682, swav 0.0000 LR: 5.618e-02 Score 91.385 Data time: 0.2693, Forward time: 2.2776, Backward time: 3.0783, DDP time: 0.0043, Total iter time: 5.7290 [2020-11-05 21:40:11,540][root][INFO] - ===> Epoch[182](4732/26): Loss -0.0356, Sem 0.2496, dir -0.6945, norm 0.4092, swav 0.0000 LR: 5.617e-02 Score 92.173 Data time: 0.1887, Forward time: 2.2775, Backward time: 3.0784, DDP time: 0.0043, Total iter time: 6.0739 [2020-11-05 21:40:16,523][root][INFO] - ===> Epoch[183](4733/26): Loss -0.0698, Sem 0.2044, dir -0.6966, norm 0.4224, swav 0.0000 LR: 5.616e-02 Score 93.173 Data time: 0.2489, Forward time: 2.2776, Backward time: 3.0782, DDP time: 0.0043, Total iter time: 4.8628 [2020-11-05 21:40:22,202][root][INFO] - ===> Epoch[183](4734/26): Loss -0.0557, Sem 0.2416, dir -0.6882, norm 0.3909, swav 0.0000 LR: 5.615e-02 Score 92.129 Data time: 0.2347, Forward time: 2.2776, Backward time: 3.0781, DDP time: 0.0043, Total iter time: 5.5479 [2020-11-05 21:40:27,373][root][INFO] - ===> Epoch[183](4735/26): Loss -0.0730, Sem 0.2050, dir -0.6710, norm 0.3930, swav 0.0000 LR: 5.614e-02 Score 93.852 Data time: 0.1962, Forward time: 2.2776, Backward time: 3.0780, DDP time: 0.0043, Total iter time: 5.0429 [2020-11-05 21:40:32,420][root][INFO] - ===> Epoch[183](4736/26): Loss -0.1245, Sem 0.2232, dir -0.6980, norm 0.3503, swav 0.0000 LR: 5.613e-02 Score 92.399 Data time: 0.1806, Forward time: 2.2776, Backward time: 3.0779, DDP time: 0.0043, Total iter time: 4.9355 [2020-11-05 21:40:37,311][root][INFO] - ===> Epoch[183](4737/26): Loss -0.0583, Sem 0.2589, dir -0.6944, norm 0.3773, swav 0.0000 LR: 5.612e-02 Score 90.995 Data time: 0.2017, Forward time: 2.2775, Backward time: 3.0778, DDP time: 0.0043, Total iter time: 4.7825 [2020-11-05 21:40:42,487][root][INFO] - ===> Epoch[183](4738/26): Loss -0.0778, Sem 0.2241, dir -0.6857, norm 0.3838, swav 0.0000 LR: 5.611e-02 Score 92.663 Data time: 0.2313, Forward time: 2.2776, Backward time: 3.0776, DDP time: 0.0043, Total iter time: 5.0849 [2020-11-05 21:40:47,665][root][INFO] - ===> Epoch[183](4739/26): Loss -0.0077, Sem 0.2497, dir -0.6787, norm 0.4213, swav 0.0000 LR: 5.610e-02 Score 92.357 Data time: 0.1970, Forward time: 2.2775, Backward time: 3.0775, DDP time: 0.0043, Total iter time: 5.0630 [2020-11-05 21:40:54,098][root][INFO] - ===> Epoch[183](4740/26): Loss -0.0282, Sem 0.2568, dir -0.6890, norm 0.4040, swav 0.0000 LR: 5.609e-02 Score 91.596 Data time: 0.2591, Forward time: 2.2776, Backward time: 3.0776, DDP time: 0.0043, Total iter time: 6.3603 [2020-11-05 21:40:58,922][root][INFO] - ===> Epoch[183](4741/26): Loss -0.0818, Sem 0.2382, dir -0.6975, norm 0.3775, swav 0.0000 LR: 5.609e-02 Score 92.407 Data time: 0.2251, Forward time: 2.2777, Backward time: 3.0774, DDP time: 0.0043, Total iter time: 4.7050 [2020-11-05 21:41:06,604][root][INFO] - ===> Epoch[183](4742/26): Loss -0.0952, Sem 0.2409, dir -0.7036, norm 0.3675, swav 0.0000 LR: 5.608e-02 Score 92.186 Data time: 0.2119, Forward time: 2.2776, Backward time: 3.0778, DDP time: 0.0043, Total iter time: 7.5757 [2020-11-05 21:41:13,093][root][INFO] - ===> Epoch[183](4743/26): Loss -0.0855, Sem 0.2403, dir -0.6987, norm 0.3729, swav 0.0000 LR: 5.607e-02 Score 92.264 Data time: 0.2758, Forward time: 2.2778, Backward time: 3.0778, DDP time: 0.0043, Total iter time: 6.3641 [2020-11-05 21:41:19,263][root][INFO] - ===> Epoch[183](4744/26): Loss 0.0232, Sem 0.2802, dir -0.6663, norm 0.4094, swav 0.0000 LR: 5.606e-02 Score 91.114 Data time: 0.1765, Forward time: 2.2778, Backward time: 3.0779, DDP time: 0.0043, Total iter time: 6.0308 [2020-11-05 21:41:24,459][root][INFO] - ===> Epoch[183](4745/26): Loss -0.0358, Sem 0.2335, dir -0.6913, norm 0.4220, swav 0.0000 LR: 5.605e-02 Score 92.553 Data time: 0.2168, Forward time: 2.2778, Backward time: 3.0778, DDP time: 0.0043, Total iter time: 5.1135 [2020-11-05 21:41:29,744][root][INFO] - ===> Epoch[183](4746/26): Loss -0.0564, Sem 0.2333, dir -0.6899, norm 0.4002, swav 0.0000 LR: 5.604e-02 Score 92.548 Data time: 0.1634, Forward time: 2.2777, Backward time: 3.0778, DDP time: 0.0043, Total iter time: 5.1846 [2020-11-05 21:41:35,369][root][INFO] - ===> Epoch[183](4747/26): Loss -0.0148, Sem 0.2240, dir -0.6535, norm 0.4147, swav 0.0000 LR: 5.603e-02 Score 92.676 Data time: 0.2148, Forward time: 2.2777, Backward time: 3.0777, DDP time: 0.0043, Total iter time: 5.5572 [2020-11-05 21:41:41,355][root][INFO] - ===> Epoch[183](4748/26): Loss -0.0517, Sem 0.1855, dir -0.6510, norm 0.4137, swav 0.0000 LR: 5.602e-02 Score 94.031 Data time: 0.1574, Forward time: 2.2776, Backward time: 3.0779, DDP time: 0.0043, Total iter time: 5.8725 [2020-11-05 21:41:46,093][root][INFO] - ===> Epoch[183](4749/26): Loss -0.0170, Sem 0.2829, dir -0.7187, norm 0.4189, swav 0.0000 LR: 5.601e-02 Score 91.806 Data time: 0.2195, Forward time: 2.2776, Backward time: 3.0777, DDP time: 0.0043, Total iter time: 4.6663 [2020-11-05 21:41:51,839][root][INFO] - ===> Epoch[183](4750/26): Loss -0.1162, Sem 0.2156, dir -0.6935, norm 0.3617, swav 0.0000 LR: 5.600e-02 Score 93.506 Data time: 0.1949, Forward time: 2.2776, Backward time: 3.0777, DDP time: 0.0043, Total iter time: 5.6363 [2020-11-05 21:41:55,979][root][INFO] - ===> Epoch[183](4751/26): Loss -0.0386, Sem 0.2891, dir -0.7119, norm 0.3843, swav 0.0000 LR: 5.599e-02 Score 91.191 Data time: 0.1879, Forward time: 2.2775, Backward time: 3.0774, DDP time: 0.0043, Total iter time: 4.0527 [2020-11-05 21:42:02,950][root][INFO] - ===> Epoch[183](4752/26): Loss -0.0423, Sem 0.2455, dir -0.7077, norm 0.4199, swav 0.0000 LR: 5.598e-02 Score 91.714 Data time: 0.1873, Forward time: 2.2775, Backward time: 3.0778, DDP time: 0.0043, Total iter time: 6.8692 [2020-11-05 21:42:08,514][root][INFO] - ===> Epoch[183](4753/26): Loss -0.0002, Sem 0.2567, dir -0.6859, norm 0.4290, swav 0.0000 LR: 5.597e-02 Score 91.932 Data time: 0.1672, Forward time: 2.2773, Backward time: 3.0778, DDP time: 0.0043, Total iter time: 5.4674 [2020-11-05 21:42:15,921][root][INFO] - ===> Epoch[183](4754/26): Loss -0.0851, Sem 0.2164, dir -0.6984, norm 0.3969, swav 0.0000 LR: 5.596e-02 Score 93.742 Data time: 0.1924, Forward time: 2.2773, Backward time: 3.0782, DDP time: 0.0043, Total iter time: 7.3061 [2020-11-05 21:42:21,486][root][INFO] - ===> Epoch[183](4755/26): Loss -0.1207, Sem 0.1928, dir -0.6861, norm 0.3725, swav 0.0000 LR: 5.595e-02 Score 93.812 Data time: 0.2259, Forward time: 2.2772, Backward time: 3.0782, DDP time: 0.0043, Total iter time: 5.4623 [2020-11-05 21:42:26,920][root][INFO] - ===> Epoch[183](4756/26): Loss -0.0524, Sem 0.2376, dir -0.6866, norm 0.3966, swav 0.0000 LR: 5.594e-02 Score 92.305 Data time: 0.2440, Forward time: 2.2773, Backward time: 3.0781, DDP time: 0.0043, Total iter time: 5.3209 [2020-11-05 21:42:32,048][root][INFO] - ===> Epoch[183](4757/26): Loss -0.1129, Sem 0.2269, dir -0.7228, norm 0.3830, swav 0.0000 LR: 5.593e-02 Score 92.045 Data time: 0.1592, Forward time: 2.2772, Backward time: 3.0781, DDP time: 0.0043, Total iter time: 4.9851 [2020-11-05 21:42:37,395][root][INFO] - ===> Epoch[183](4758/26): Loss -0.0916, Sem 0.2241, dir -0.6884, norm 0.3727, swav 0.0000 LR: 5.592e-02 Score 92.350 Data time: 0.1866, Forward time: 2.2771, Backward time: 3.0780, DDP time: 0.0043, Total iter time: 5.2558 [2020-11-05 21:42:43,266][root][INFO] - ===> Epoch[184](4759/26): Loss -0.0316, Sem 0.2377, dir -0.6651, norm 0.3958, swav 0.0000 LR: 5.591e-02 Score 92.315 Data time: 0.2579, Forward time: 2.2772, Backward time: 3.0780, DDP time: 0.0043, Total iter time: 5.7617 [2020-11-05 21:42:49,329][root][INFO] - ===> Epoch[184](4760/26): Loss -0.0751, Sem 0.2297, dir -0.6892, norm 0.3844, swav 0.0000 LR: 5.590e-02 Score 92.691 Data time: 0.1479, Forward time: 2.2771, Backward time: 3.0782, DDP time: 0.0043, Total iter time: 5.9319 [2020-11-05 21:42:54,963][root][INFO] - ===> Epoch[184](4761/26): Loss -0.1585, Sem 0.1898, dir -0.7195, norm 0.3712, swav 0.0000 LR: 5.589e-02 Score 93.836 Data time: 0.1486, Forward time: 2.2769, Backward time: 3.0783, DDP time: 0.0043, Total iter time: 5.5510 [2020-11-05 21:43:00,171][root][INFO] - ===> Epoch[184](4762/26): Loss -0.0058, Sem 0.2687, dir -0.6762, norm 0.4018, swav 0.0000 LR: 5.588e-02 Score 91.333 Data time: 0.2279, Forward time: 2.2769, Backward time: 3.0782, DDP time: 0.0043, Total iter time: 5.1292 [2020-11-05 21:43:07,389][root][INFO] - ===> Epoch[184](4763/26): Loss -0.0372, Sem 0.2615, dir -0.6954, norm 0.3966, swav 0.0000 LR: 5.587e-02 Score 91.881 Data time: 0.3100, Forward time: 2.2770, Backward time: 3.0784, DDP time: 0.0043, Total iter time: 7.1015 [2020-11-05 21:43:12,956][root][INFO] - ===> Epoch[184](4764/26): Loss -0.0414, Sem 0.2285, dir -0.6810, norm 0.4111, swav 0.0000 LR: 5.586e-02 Score 93.065 Data time: 0.1888, Forward time: 2.2770, Backward time: 3.0784, DDP time: 0.0043, Total iter time: 5.4429 [2020-11-05 21:43:17,397][root][INFO] - ===> Epoch[184](4765/26): Loss -0.0082, Sem 0.2595, dir -0.6635, norm 0.3958, swav 0.0000 LR: 5.585e-02 Score 91.780 Data time: 0.2352, Forward time: 2.2770, Backward time: 3.0781, DDP time: 0.0043, Total iter time: 4.3164 [2020-11-05 21:43:23,493][root][INFO] - ===> Epoch[184](4766/26): Loss -0.0495, Sem 0.2252, dir -0.7098, norm 0.4351, swav 0.0000 LR: 5.585e-02 Score 92.834 Data time: 0.2144, Forward time: 2.2770, Backward time: 3.0782, DDP time: 0.0043, Total iter time: 5.9912 [2020-11-05 21:43:29,317][root][INFO] - ===> Epoch[184](4767/26): Loss -0.0670, Sem 0.2171, dir -0.6833, norm 0.3992, swav 0.0000 LR: 5.584e-02 Score 92.770 Data time: 0.1881, Forward time: 2.2769, Backward time: 3.0783, DDP time: 0.0043, Total iter time: 5.6924 [2020-11-05 21:43:34,829][root][INFO] - ===> Epoch[184](4768/26): Loss -0.0478, Sem 0.2497, dir -0.7030, norm 0.4055, swav 0.0000 LR: 5.583e-02 Score 92.216 Data time: 0.1997, Forward time: 2.2768, Backward time: 3.0783, DDP time: 0.0043, Total iter time: 5.4076 [2020-11-05 21:43:41,192][root][INFO] - ===> Epoch[184](4769/26): Loss -0.0329, Sem 0.2380, dir -0.6962, norm 0.4253, swav 0.0000 LR: 5.582e-02 Score 92.301 Data time: 0.3525, Forward time: 2.2770, Backward time: 3.0782, DDP time: 0.0043, Total iter time: 6.2480 [2020-11-05 21:43:47,166][root][INFO] - ===> Epoch[184](4770/26): Loss -0.0820, Sem 0.2288, dir -0.7000, norm 0.3892, swav 0.0000 LR: 5.581e-02 Score 92.605 Data time: 0.2216, Forward time: 2.2771, Backward time: 3.0782, DDP time: 0.0043, Total iter time: 5.8341 [2020-11-05 21:43:52,466][root][INFO] - ===> Epoch[184](4771/26): Loss -0.1743, Sem 0.2045, dir -0.7211, norm 0.3424, swav 0.0000 LR: 5.580e-02 Score 93.702 Data time: 0.1845, Forward time: 2.2771, Backward time: 3.0781, DDP time: 0.0043, Total iter time: 5.1828 [2020-11-05 21:43:58,653][root][INFO] - ===> Epoch[184](4772/26): Loss -0.1114, Sem 0.2107, dir -0.6851, norm 0.3630, swav 0.0000 LR: 5.579e-02 Score 93.098 Data time: 0.1886, Forward time: 2.2770, Backward time: 3.0783, DDP time: 0.0043, Total iter time: 6.0841 [2020-11-05 21:44:04,118][root][INFO] - ===> Epoch[184](4773/26): Loss -0.0482, Sem 0.2429, dir -0.6806, norm 0.3894, swav 0.0000 LR: 5.578e-02 Score 91.731 Data time: 0.2478, Forward time: 2.2771, Backward time: 3.0781, DDP time: 0.0043, Total iter time: 5.3705 [2020-11-05 21:44:09,156][root][INFO] - ===> Epoch[184](4774/26): Loss 0.0290, Sem 0.2911, dir -0.6672, norm 0.4052, swav 0.0000 LR: 5.577e-02 Score 91.538 Data time: 0.2249, Forward time: 2.2771, Backward time: 3.0780, DDP time: 0.0043, Total iter time: 4.9193 [2020-11-05 21:44:14,011][root][INFO] - ===> Epoch[184](4775/26): Loss -0.1035, Sem 0.2073, dir -0.6766, norm 0.3659, swav 0.0000 LR: 5.576e-02 Score 93.433 Data time: 0.2370, Forward time: 2.2771, Backward time: 3.0778, DDP time: 0.0043, Total iter time: 4.7321 [2020-11-05 21:44:19,828][root][INFO] - ===> Epoch[184](4776/26): Loss -0.0536, Sem 0.2222, dir -0.6838, norm 0.4080, swav 0.0000 LR: 5.575e-02 Score 92.568 Data time: 0.2764, Forward time: 2.2773, Backward time: 3.0776, DDP time: 0.0043, Total iter time: 5.7089 [2020-11-05 21:44:26,616][root][INFO] - ===> Epoch[184](4777/26): Loss -0.0681, Sem 0.2625, dir -0.7135, norm 0.3828, swav 0.0000 LR: 5.574e-02 Score 92.472 Data time: 0.1565, Forward time: 2.2771, Backward time: 3.0781, DDP time: 0.0043, Total iter time: 6.6407 [2020-11-05 21:44:31,745][root][INFO] - ===> Epoch[184](4778/26): Loss -0.0703, Sem 0.2437, dir -0.7183, norm 0.4043, swav 0.0000 LR: 5.573e-02 Score 91.930 Data time: 0.1833, Forward time: 2.2770, Backward time: 3.0780, DDP time: 0.0043, Total iter time: 5.0305 [2020-11-05 21:44:38,043][root][INFO] - ===> Epoch[184](4779/26): Loss -0.0226, Sem 0.2476, dir -0.6946, norm 0.4244, swav 0.0000 LR: 5.572e-02 Score 92.585 Data time: 0.2766, Forward time: 2.2771, Backward time: 3.0780, DDP time: 0.0043, Total iter time: 6.2015 [2020-11-05 21:44:43,764][root][INFO] - ===> Epoch[184](4780/26): Loss -0.0553, Sem 0.2426, dir -0.6711, norm 0.3733, swav 0.0000 LR: 5.571e-02 Score 92.504 Data time: 0.2240, Forward time: 2.2771, Backward time: 3.0780, DDP time: 0.0043, Total iter time: 5.5892 [2020-11-05 21:44:48,719][root][INFO] - ===> Epoch[184](4781/26): Loss -0.0979, Sem 0.2350, dir -0.7110, norm 0.3781, swav 0.0000 LR: 5.570e-02 Score 92.899 Data time: 0.2334, Forward time: 2.2772, Backward time: 3.0778, DDP time: 0.0043, Total iter time: 4.8359 [2020-11-05 21:44:54,653][root][INFO] - ===> Epoch[184](4782/26): Loss -0.1001, Sem 0.2176, dir -0.7239, norm 0.4063, swav 0.0000 LR: 5.569e-02 Score 93.218 Data time: 0.2000, Forward time: 2.2771, Backward time: 3.0778, DDP time: 0.0043, Total iter time: 5.8097 [2020-11-05 21:44:58,934][root][INFO] - ===> Epoch[184](4783/26): Loss -0.0544, Sem 0.2467, dir -0.7120, norm 0.4108, swav 0.0000 LR: 5.568e-02 Score 93.013 Data time: 0.2006, Forward time: 2.2771, Backward time: 3.0776, DDP time: 0.0043, Total iter time: 4.1735 [2020-11-05 21:45:05,351][root][INFO] - ===> Epoch[184](4784/26): Loss -0.1310, Sem 0.2297, dir -0.7036, norm 0.3430, swav 0.0000 LR: 5.567e-02 Score 92.760 Data time: 0.2494, Forward time: 2.2771, Backward time: 3.0777, DDP time: 0.0043, Total iter time: 6.3046 [2020-11-05 21:45:10,506][root][INFO] - ===> Epoch[185](4785/26): Loss -0.1390, Sem 0.2231, dir -0.7212, norm 0.3591, swav 0.0000 LR: 5.566e-02 Score 93.116 Data time: 0.2072, Forward time: 2.2771, Backward time: 3.0775, DDP time: 0.0043, Total iter time: 5.0372 [2020-11-05 21:45:15,777][root][INFO] - ===> Epoch[185](4786/26): Loss -0.1151, Sem 0.2335, dir -0.7002, norm 0.3517, swav 0.0000 LR: 5.565e-02 Score 92.601 Data time: 0.2072, Forward time: 2.2772, Backward time: 3.0774, DDP time: 0.0043, Total iter time: 5.1652 [2020-11-05 21:45:21,894][root][INFO] - ===> Epoch[185](4787/26): Loss -0.0532, Sem 0.2511, dir -0.6832, norm 0.3790, swav 0.0000 LR: 5.564e-02 Score 92.050 Data time: 0.1991, Forward time: 2.2771, Backward time: 3.0776, DDP time: 0.0043, Total iter time: 6.0066 [2020-11-05 21:45:28,247][root][INFO] - ===> Epoch[185](4788/26): Loss -0.0519, Sem 0.2413, dir -0.7015, norm 0.4083, swav 0.0000 LR: 5.563e-02 Score 92.076 Data time: 0.2748, Forward time: 2.2773, Backward time: 3.0775, DDP time: 0.0043, Total iter time: 6.2766 [2020-11-05 21:45:34,299][root][INFO] - ===> Epoch[185](4789/26): Loss -0.0029, Sem 0.2776, dir -0.6782, norm 0.3976, swav 0.0000 LR: 5.562e-02 Score 91.585 Data time: 0.1761, Forward time: 2.2772, Backward time: 3.0776, DDP time: 0.0043, Total iter time: 5.9362 [2020-11-05 21:45:39,440][root][INFO] - ===> Epoch[185](4790/26): Loss -0.0995, Sem 0.2328, dir -0.6845, norm 0.3523, swav 0.0000 LR: 5.561e-02 Score 92.602 Data time: 0.2078, Forward time: 2.2772, Backward time: 3.0776, DDP time: 0.0043, Total iter time: 5.0461 [2020-11-05 21:45:45,348][root][INFO] - ===> Epoch[185](4791/26): Loss -0.0113, Sem 0.2569, dir -0.6771, norm 0.4089, swav 0.0000 LR: 5.561e-02 Score 92.158 Data time: 0.2681, Forward time: 2.2773, Backward time: 3.0775, DDP time: 0.0043, Total iter time: 5.8069 [2020-11-05 21:45:50,509][root][INFO] - ===> Epoch[185](4792/26): Loss -0.0749, Sem 0.2468, dir -0.7145, norm 0.3927, swav 0.0000 LR: 5.560e-02 Score 92.579 Data time: 0.2612, Forward time: 2.2773, Backward time: 3.0773, DDP time: 0.0043, Total iter time: 5.0228 [2020-11-05 21:45:55,920][root][INFO] - ===> Epoch[185](4793/26): Loss -0.0357, Sem 0.2123, dir -0.6813, norm 0.4333, swav 0.0000 LR: 5.559e-02 Score 93.222 Data time: 0.1610, Forward time: 2.2772, Backward time: 3.0773, DDP time: 0.0043, Total iter time: 5.2854 [2020-11-05 21:46:02,149][root][INFO] - ===> Epoch[185](4794/26): Loss 0.0160, Sem 0.2948, dir -0.7064, norm 0.4276, swav 0.0000 LR: 5.558e-02 Score 90.839 Data time: 0.2201, Forward time: 2.2772, Backward time: 3.0774, DDP time: 0.0043, Total iter time: 6.1434 [2020-11-05 21:46:07,498][root][INFO] - ===> Epoch[185](4795/26): Loss -0.1011, Sem 0.2197, dir -0.6949, norm 0.3741, swav 0.0000 LR: 5.557e-02 Score 92.869 Data time: 0.2479, Forward time: 2.2773, Backward time: 3.0773, DDP time: 0.0043, Total iter time: 5.2366 [2020-11-05 21:46:12,625][root][INFO] - ===> Epoch[185](4796/26): Loss -0.0848, Sem 0.2160, dir -0.6770, norm 0.3762, swav 0.0000 LR: 5.556e-02 Score 92.978 Data time: 0.2341, Forward time: 2.2773, Backward time: 3.0771, DDP time: 0.0043, Total iter time: 4.9878 [2020-11-05 21:46:18,193][root][INFO] - ===> Epoch[185](4797/26): Loss -0.1002, Sem 0.2311, dir -0.7165, norm 0.3852, swav 0.0000 LR: 5.555e-02 Score 92.877 Data time: 0.2239, Forward time: 2.2773, Backward time: 3.0770, DDP time: 0.0043, Total iter time: 5.4597 [2020-11-05 21:46:23,583][root][INFO] - ===> Epoch[185](4798/26): Loss -0.0611, Sem 0.2388, dir -0.6771, norm 0.3772, swav 0.0000 LR: 5.554e-02 Score 92.417 Data time: 0.2638, Forward time: 2.2774, Backward time: 3.0769, DDP time: 0.0043, Total iter time: 5.3001 [2020-11-05 21:46:29,782][root][INFO] - ===> Epoch[185](4799/26): Loss 0.0090, Sem 0.2763, dir -0.7005, norm 0.4331, swav 0.0000 LR: 5.553e-02 Score 90.922 Data time: 0.2711, Forward time: 2.2776, Backward time: 3.0768, DDP time: 0.0043, Total iter time: 6.0663 [2020-11-05 21:46:35,346][root][INFO] - ===> Epoch[185](4800/26): Loss -0.0536, Sem 0.2156, dir -0.6686, norm 0.3994, swav 0.0000 LR: 5.552e-02 Score 93.118 Data time: 0.1674, Forward time: 2.2775, Backward time: 3.0769, DDP time: 0.0043, Total iter time: 5.4195 [2020-11-05 21:46:40,467][root][INFO] - ===> Epoch[185](4801/26): Loss -0.0715, Sem 0.2398, dir -0.7101, norm 0.3988, swav 0.0000 LR: 5.551e-02 Score 91.963 Data time: 0.2478, Forward time: 2.2775, Backward time: 3.0767, DDP time: 0.0043, Total iter time: 5.0157 [2020-11-05 21:46:45,247][root][INFO] - ===> Epoch[185](4802/26): Loss -0.1200, Sem 0.2208, dir -0.7115, norm 0.3708, swav 0.0000 LR: 5.550e-02 Score 92.997 Data time: 0.1730, Forward time: 2.2775, Backward time: 3.0765, DDP time: 0.0043, Total iter time: 4.6618 [2020-11-05 21:46:51,565][root][INFO] - ===> Epoch[185](4803/26): Loss -0.0529, Sem 0.2085, dir -0.6677, norm 0.4063, swav 0.0000 LR: 5.549e-02 Score 93.499 Data time: 0.2291, Forward time: 2.2775, Backward time: 3.0767, DDP time: 0.0043, Total iter time: 6.2287 [2020-11-05 21:46:58,607][root][INFO] - ===> Epoch[185](4804/26): Loss -0.0292, Sem 0.2482, dir -0.6745, norm 0.3970, swav 0.0000 LR: 5.548e-02 Score 91.418 Data time: 0.2625, Forward time: 2.2775, Backward time: 3.0769, DDP time: 0.0043, Total iter time: 6.9215 [2020-11-05 21:47:03,520][root][INFO] - ===> Epoch[185](4805/26): Loss -0.0567, Sem 0.2402, dir -0.6996, norm 0.4027, swav 0.0000 LR: 5.547e-02 Score 92.677 Data time: 0.2106, Forward time: 2.2775, Backward time: 3.0768, DDP time: 0.0043, Total iter time: 4.7953 [2020-11-05 21:47:09,545][root][INFO] - ===> Epoch[185](4806/26): Loss 0.0208, Sem 0.2496, dir -0.6726, norm 0.4438, swav 0.0000 LR: 5.546e-02 Score 91.820 Data time: 0.1859, Forward time: 2.2774, Backward time: 3.0768, DDP time: 0.0043, Total iter time: 5.9200 [2020-11-05 21:47:15,179][root][INFO] - ===> Epoch[185](4807/26): Loss -0.1017, Sem 0.2284, dir -0.7174, norm 0.3874, swav 0.0000 LR: 5.545e-02 Score 92.749 Data time: 0.1925, Forward time: 2.2774, Backward time: 3.0769, DDP time: 0.0043, Total iter time: 5.5343 [2020-11-05 21:47:21,661][root][INFO] - ===> Epoch[185](4808/26): Loss -0.0653, Sem 0.2290, dir -0.7072, norm 0.4129, swav 0.0000 LR: 5.544e-02 Score 93.045 Data time: 0.2198, Forward time: 2.2774, Backward time: 3.0770, DDP time: 0.0043, Total iter time: 6.3994 [2020-11-05 21:47:27,894][root][INFO] - ===> Epoch[185](4809/26): Loss -0.0240, Sem 0.2535, dir -0.6909, norm 0.4134, swav 0.0000 LR: 5.543e-02 Score 92.054 Data time: 0.2013, Forward time: 2.2774, Backward time: 3.0771, DDP time: 0.0043, Total iter time: 6.1062 [2020-11-05 21:47:34,108][root][INFO] - ===> Epoch[185](4810/26): Loss -0.0982, Sem 0.2353, dir -0.7232, norm 0.3897, swav 0.0000 LR: 5.542e-02 Score 92.597 Data time: 0.1729, Forward time: 2.2773, Backward time: 3.0773, DDP time: 0.0043, Total iter time: 6.0988 [2020-11-05 21:47:40,985][root][INFO] - ===> Epoch[186](4811/26): Loss -0.0603, Sem 0.2177, dir -0.6994, norm 0.4214, swav 0.0000 LR: 5.541e-02 Score 92.696 Data time: 0.2314, Forward time: 2.2773, Backward time: 3.0775, DDP time: 0.0043, Total iter time: 6.7730 [2020-11-05 21:47:45,964][root][INFO] - ===> Epoch[186](4812/26): Loss -0.0467, Sem 0.2282, dir -0.6749, norm 0.4001, swav 0.0000 LR: 5.540e-02 Score 93.195 Data time: 0.1276, Forward time: 2.2772, Backward time: 3.0775, DDP time: 0.0043, Total iter time: 4.8577 [2020-11-05 21:47:53,141][root][INFO] - ===> Epoch[186](4813/26): Loss -0.0952, Sem 0.2373, dir -0.7142, norm 0.3817, swav 0.0000 LR: 5.539e-02 Score 92.585 Data time: 0.1384, Forward time: 2.2770, Backward time: 3.0780, DDP time: 0.0043, Total iter time: 7.0801 [2020-11-05 21:47:58,020][root][INFO] - ===> Epoch[186](4814/26): Loss -0.1394, Sem 0.2157, dir -0.7296, norm 0.3745, swav 0.0000 LR: 5.538e-02 Score 92.296 Data time: 0.1753, Forward time: 2.2769, Backward time: 3.0779, DDP time: 0.0043, Total iter time: 4.8450 [2020-11-05 21:48:03,511][root][INFO] - ===> Epoch[186](4815/26): Loss -0.0088, Sem 0.2487, dir -0.6755, norm 0.4180, swav 0.0000 LR: 5.537e-02 Score 92.239 Data time: 0.1688, Forward time: 2.2768, Backward time: 3.0780, DDP time: 0.0043, Total iter time: 5.3860 [2020-11-05 21:48:08,986][root][INFO] - ===> Epoch[186](4816/26): Loss -0.0830, Sem 0.2397, dir -0.7013, norm 0.3785, swav 0.0000 LR: 5.536e-02 Score 92.659 Data time: 0.1467, Forward time: 2.2766, Backward time: 3.0781, DDP time: 0.0043, Total iter time: 5.3882 [2020-11-05 21:48:14,692][root][INFO] - ===> Epoch[186](4817/26): Loss -0.1246, Sem 0.2073, dir -0.6882, norm 0.3563, swav 0.0000 LR: 5.536e-02 Score 92.841 Data time: 0.1878, Forward time: 2.2766, Backward time: 3.0781, DDP time: 0.0043, Total iter time: 5.6219 [2020-11-05 21:48:19,899][root][INFO] - ===> Epoch[186](4818/26): Loss -0.0373, Sem 0.2395, dir -0.6770, norm 0.4002, swav 0.0000 LR: 5.535e-02 Score 92.783 Data time: 0.2392, Forward time: 2.2766, Backward time: 3.0780, DDP time: 0.0043, Total iter time: 5.0841 [2020-11-05 21:48:25,497][root][INFO] - ===> Epoch[186](4819/26): Loss -0.1007, Sem 0.2212, dir -0.7064, norm 0.3846, swav 0.0000 LR: 5.534e-02 Score 93.133 Data time: 0.2282, Forward time: 2.2767, Backward time: 3.0779, DDP time: 0.0043, Total iter time: 5.4694 [2020-11-05 21:48:31,988][root][INFO] - ===> Epoch[186](4820/26): Loss 0.0455, Sem 0.2732, dir -0.6388, norm 0.4111, swav 0.0000 LR: 5.533e-02 Score 92.063 Data time: 0.2131, Forward time: 2.2767, Backward time: 3.0780, DDP time: 0.0043, Total iter time: 6.3617 [2020-11-05 21:48:37,873][root][INFO] - ===> Epoch[186](4821/26): Loss -0.1548, Sem 0.1806, dir -0.7195, norm 0.3841, swav 0.0000 LR: 5.532e-02 Score 93.905 Data time: 0.1954, Forward time: 2.2767, Backward time: 3.0780, DDP time: 0.0043, Total iter time: 5.7516 [2020-11-05 21:48:43,484][root][INFO] - ===> Epoch[186](4822/26): Loss -0.0377, Sem 0.2444, dir -0.6832, norm 0.4011, swav 0.0000 LR: 5.531e-02 Score 92.056 Data time: 0.1719, Forward time: 2.2766, Backward time: 3.0781, DDP time: 0.0043, Total iter time: 5.4903 [2020-11-05 21:48:48,655][root][INFO] - ===> Epoch[186](4823/26): Loss -0.0735, Sem 0.2325, dir -0.6871, norm 0.3811, swav 0.0000 LR: 5.530e-02 Score 92.373 Data time: 0.2293, Forward time: 2.2767, Backward time: 3.0779, DDP time: 0.0043, Total iter time: 5.0688 [2020-11-05 21:48:53,205][root][INFO] - ===> Epoch[186](4824/26): Loss -0.0667, Sem 0.2223, dir -0.6847, norm 0.3957, swav 0.0000 LR: 5.529e-02 Score 93.037 Data time: 0.2251, Forward time: 2.2767, Backward time: 3.0776, DDP time: 0.0043, Total iter time: 4.4304 [2020-11-05 21:48:58,706][root][INFO] - ===> Epoch[186](4825/26): Loss -0.1055, Sem 0.2387, dir -0.7375, norm 0.3933, swav 0.0000 LR: 5.528e-02 Score 92.173 Data time: 0.2876, Forward time: 2.2768, Backward time: 3.0775, DDP time: 0.0043, Total iter time: 5.3928 [2020-11-05 21:49:05,138][root][INFO] - ===> Epoch[186](4826/26): Loss -0.0240, Sem 0.2565, dir -0.6924, norm 0.4119, swav 0.0000 LR: 5.527e-02 Score 91.997 Data time: 0.2326, Forward time: 2.2769, Backward time: 3.0776, DDP time: 0.0043, Total iter time: 6.2970 [2020-11-05 21:49:10,771][root][INFO] - ===> Epoch[186](4827/26): Loss -0.0930, Sem 0.2112, dir -0.6971, norm 0.3929, swav 0.0000 LR: 5.526e-02 Score 93.174 Data time: 0.2598, Forward time: 2.2770, Backward time: 3.0774, DDP time: 0.0043, Total iter time: 5.5092 [2020-11-05 21:49:16,708][root][INFO] - ===> Epoch[186](4828/26): Loss -0.0269, Sem 0.2984, dir -0.7198, norm 0.3945, swav 0.0000 LR: 5.525e-02 Score 90.742 Data time: 0.1875, Forward time: 2.2769, Backward time: 3.0775, DDP time: 0.0043, Total iter time: 5.8054 [2020-11-05 21:49:22,375][root][INFO] - ===> Epoch[186](4829/26): Loss 0.0003, Sem 0.2637, dir -0.6788, norm 0.4155, swav 0.0000 LR: 5.524e-02 Score 92.285 Data time: 0.2307, Forward time: 2.2770, Backward time: 3.0774, DDP time: 0.0043, Total iter time: 5.5621 [2020-11-05 21:49:27,004][root][INFO] - ===> Epoch[186](4830/26): Loss -0.1073, Sem 0.2065, dir -0.6956, norm 0.3817, swav 0.0000 LR: 5.523e-02 Score 93.315 Data time: 0.2121, Forward time: 2.2770, Backward time: 3.0772, DDP time: 0.0043, Total iter time: 4.4989 [2020-11-05 21:49:32,581][root][INFO] - ===> Epoch[186](4831/26): Loss -0.0849, Sem 0.2341, dir -0.7001, norm 0.3811, swav 0.0000 LR: 5.522e-02 Score 92.255 Data time: 0.2521, Forward time: 2.2771, Backward time: 3.0771, DDP time: 0.0043, Total iter time: 5.4840 [2020-11-05 21:49:38,458][root][INFO] - ===> Epoch[186](4832/26): Loss 0.0102, Sem 0.2727, dir -0.6799, norm 0.4174, swav 0.0000 LR: 5.521e-02 Score 91.228 Data time: 0.2599, Forward time: 2.2772, Backward time: 3.0770, DDP time: 0.0043, Total iter time: 5.7574 [2020-11-05 21:49:45,340][root][INFO] - ===> Epoch[186](4833/26): Loss -0.0134, Sem 0.2359, dir -0.6694, norm 0.4202, swav 0.0000 LR: 5.520e-02 Score 92.492 Data time: 0.3489, Forward time: 2.2775, Backward time: 3.0769, DDP time: 0.0043, Total iter time: 6.7510 [2020-11-05 21:49:51,419][root][INFO] - ===> Epoch[186](4834/26): Loss 0.0081, Sem 0.2426, dir -0.6519, norm 0.4174, swav 0.0000 LR: 5.519e-02 Score 92.253 Data time: 0.1842, Forward time: 2.2774, Backward time: 3.0770, DDP time: 0.0043, Total iter time: 5.9537 [2020-11-05 21:49:57,434][root][INFO] - ===> Epoch[186](4835/26): Loss -0.0400, Sem 0.2472, dir -0.6787, norm 0.3915, swav 0.0000 LR: 5.518e-02 Score 92.384 Data time: 0.2136, Forward time: 2.2774, Backward time: 3.0771, DDP time: 0.0043, Total iter time: 5.9011 [2020-11-05 21:50:02,683][root][INFO] - ===> Epoch[186](4836/26): Loss -0.0313, Sem 0.2581, dir -0.7286, norm 0.4392, swav 0.0000 LR: 5.517e-02 Score 91.843 Data time: 0.1963, Forward time: 2.2774, Backward time: 3.0770, DDP time: 0.0043, Total iter time: 5.1284 [2020-11-05 21:50:07,360][root][INFO] - ===> Epoch[187](4837/26): Loss -0.1274, Sem 0.2050, dir -0.7030, norm 0.3706, swav 0.0000 LR: 5.516e-02 Score 93.201 Data time: 0.1617, Forward time: 2.2773, Backward time: 3.0769, DDP time: 0.0043, Total iter time: 4.5603 [2020-11-05 21:50:11,884][root][INFO] - ===> Epoch[187](4838/26): Loss -0.0751, Sem 0.2330, dir -0.6792, norm 0.3711, swav 0.0000 LR: 5.515e-02 Score 92.953 Data time: 0.1566, Forward time: 2.2771, Backward time: 3.0769, DDP time: 0.0043, Total iter time: 4.4483 [2020-11-05 21:50:17,703][root][INFO] - ===> Epoch[187](4839/26): Loss -0.0722, Sem 0.2525, dir -0.7125, norm 0.3878, swav 0.0000 LR: 5.514e-02 Score 91.670 Data time: 0.2244, Forward time: 2.2771, Backward time: 3.0768, DDP time: 0.0043, Total iter time: 5.7371 [2020-11-05 21:50:23,743][root][INFO] - ===> Epoch[187](4840/26): Loss -0.0180, Sem 0.2983, dir -0.7271, norm 0.4108, swav 0.0000 LR: 5.513e-02 Score 90.506 Data time: 0.1853, Forward time: 2.2771, Backward time: 3.0770, DDP time: 0.0043, Total iter time: 5.9432 [2020-11-05 21:50:29,359][root][INFO] - ===> Epoch[187](4841/26): Loss -0.0370, Sem 0.2269, dir -0.6591, norm 0.3953, swav 0.0000 LR: 5.512e-02 Score 92.551 Data time: 0.2013, Forward time: 2.2770, Backward time: 3.0770, DDP time: 0.0043, Total iter time: 5.5057 [2020-11-05 21:50:34,285][root][INFO] - ===> Epoch[187](4842/26): Loss -0.1052, Sem 0.2134, dir -0.6928, norm 0.3742, swav 0.0000 LR: 5.512e-02 Score 93.040 Data time: 0.1997, Forward time: 2.2770, Backward time: 3.0768, DDP time: 0.0043, Total iter time: 4.8074 [2020-11-05 21:50:39,854][root][INFO] - ===> Epoch[187](4843/26): Loss -0.1084, Sem 0.2079, dir -0.6952, norm 0.3789, swav 0.0000 LR: 5.511e-02 Score 92.908 Data time: 0.2711, Forward time: 2.2771, Backward time: 3.0767, DDP time: 0.0043, Total iter time: 5.4700 [2020-11-05 21:50:45,602][root][INFO] - ===> Epoch[187](4844/26): Loss -0.0944, Sem 0.2457, dir -0.7238, norm 0.3836, swav 0.0000 LR: 5.510e-02 Score 92.057 Data time: 0.1506, Forward time: 2.2770, Backward time: 3.0768, DDP time: 0.0043, Total iter time: 5.6120 [2020-11-05 21:50:51,282][root][INFO] - ===> Epoch[187](4845/26): Loss 0.0155, Sem 0.2820, dir -0.6683, norm 0.4017, swav 0.0000 LR: 5.509e-02 Score 90.942 Data time: 0.2001, Forward time: 2.2769, Backward time: 3.0768, DDP time: 0.0043, Total iter time: 5.5724 [2020-11-05 21:50:57,200][root][INFO] - ===> Epoch[187](4846/26): Loss -0.0528, Sem 0.2426, dir -0.7110, norm 0.4156, swav 0.0000 LR: 5.508e-02 Score 92.252 Data time: 0.2421, Forward time: 2.2770, Backward time: 3.0768, DDP time: 0.0043, Total iter time: 5.8258 [2020-11-05 21:51:03,366][root][INFO] - ===> Epoch[187](4847/26): Loss -0.0066, Sem 0.2564, dir -0.6901, norm 0.4271, swav 0.0000 LR: 5.507e-02 Score 91.597 Data time: 0.1882, Forward time: 2.2770, Backward time: 3.0769, DDP time: 0.0043, Total iter time: 6.0495 [2020-11-05 21:51:08,221][root][INFO] - ===> Epoch[187](4848/26): Loss -0.0965, Sem 0.2367, dir -0.7103, norm 0.3771, swav 0.0000 LR: 5.506e-02 Score 92.658 Data time: 0.2521, Forward time: 2.2770, Backward time: 3.0767, DDP time: 0.0043, Total iter time: 4.7414 [2020-11-05 21:51:13,726][root][INFO] - ===> Epoch[187](4849/26): Loss -0.1384, Sem 0.2088, dir -0.7194, norm 0.3721, swav 0.0000 LR: 5.505e-02 Score 93.209 Data time: 0.2076, Forward time: 2.2770, Backward time: 3.0767, DDP time: 0.0043, Total iter time: 5.4020 [2020-11-05 21:51:19,433][root][INFO] - ===> Epoch[187](4850/26): Loss -0.0392, Sem 0.2479, dir -0.6837, norm 0.3966, swav 0.0000 LR: 5.504e-02 Score 92.163 Data time: 0.2058, Forward time: 2.2770, Backward time: 3.0767, DDP time: 0.0043, Total iter time: 5.6105 [2020-11-05 21:51:24,785][root][INFO] - ===> Epoch[187](4851/26): Loss -0.0307, Sem 0.2192, dir -0.6796, norm 0.4298, swav 0.0000 LR: 5.503e-02 Score 93.415 Data time: 0.2372, Forward time: 2.2770, Backward time: 3.0766, DDP time: 0.0043, Total iter time: 5.2441 [2020-11-05 21:51:30,783][root][INFO] - ===> Epoch[187](4852/26): Loss -0.1279, Sem 0.2111, dir -0.7179, norm 0.3788, swav 0.0000 LR: 5.502e-02 Score 92.957 Data time: 0.1612, Forward time: 2.2769, Backward time: 3.0767, DDP time: 0.0043, Total iter time: 5.8728 [2020-11-05 21:51:35,348][root][INFO] - ===> Epoch[187](4853/26): Loss -0.1643, Sem 0.1890, dir -0.7064, norm 0.3531, swav 0.0000 LR: 5.501e-02 Score 93.904 Data time: 0.2262, Forward time: 2.2769, Backward time: 3.0765, DDP time: 0.0043, Total iter time: 4.4646 [2020-11-05 21:51:41,326][root][INFO] - ===> Epoch[187](4854/26): Loss -0.0266, Sem 0.2146, dir -0.6724, norm 0.4312, swav 0.0000 LR: 5.500e-02 Score 93.172 Data time: 0.2843, Forward time: 2.2771, Backward time: 3.0764, DDP time: 0.0043, Total iter time: 5.8666 [2020-11-05 21:51:47,311][root][INFO] - ===> Epoch[187](4855/26): Loss -0.0619, Sem 0.2533, dir -0.7060, norm 0.3908, swav 0.0000 LR: 5.499e-02 Score 92.083 Data time: 0.2455, Forward time: 2.2771, Backward time: 3.0763, DDP time: 0.0043, Total iter time: 5.8305 [2020-11-05 21:51:52,464][root][INFO] - ===> Epoch[187](4856/26): Loss -0.1010, Sem 0.2096, dir -0.6879, norm 0.3772, swav 0.0000 LR: 5.498e-02 Score 92.839 Data time: 0.1864, Forward time: 2.2771, Backward time: 3.0762, DDP time: 0.0043, Total iter time: 5.0253 [2020-11-05 21:51:57,441][root][INFO] - ===> Epoch[187](4857/26): Loss -0.0677, Sem 0.2396, dir -0.7019, norm 0.3946, swav 0.0000 LR: 5.497e-02 Score 92.165 Data time: 0.1751, Forward time: 2.2770, Backward time: 3.0762, DDP time: 0.0043, Total iter time: 4.8806 [2020-11-05 21:52:03,197][root][INFO] - ===> Epoch[187](4858/26): Loss -0.0194, Sem 0.2690, dir -0.6964, norm 0.4080, swav 0.0000 LR: 5.496e-02 Score 91.124 Data time: 0.1956, Forward time: 2.2769, Backward time: 3.0763, DDP time: 0.0043, Total iter time: 5.6647 [2020-11-05 21:52:08,157][root][INFO] - ===> Epoch[187](4859/26): Loss 0.0224, Sem 0.2302, dir -0.6926, norm 0.4848, swav 0.0000 LR: 5.495e-02 Score 93.455 Data time: 0.2303, Forward time: 2.2770, Backward time: 3.0761, DDP time: 0.0043, Total iter time: 4.8448 [2020-11-05 21:52:14,100][root][INFO] - ===> Epoch[187](4860/26): Loss -0.1106, Sem 0.2376, dir -0.7331, norm 0.3850, swav 0.0000 LR: 5.494e-02 Score 91.879 Data time: 0.1714, Forward time: 2.2769, Backward time: 3.0762, DDP time: 0.0043, Total iter time: 5.8215 [2020-11-05 21:52:19,096][root][INFO] - ===> Epoch[187](4861/26): Loss 0.0268, Sem 0.2708, dir -0.6478, norm 0.4038, swav 0.0000 LR: 5.493e-02 Score 91.829 Data time: 0.1584, Forward time: 2.2768, Backward time: 3.0762, DDP time: 0.0043, Total iter time: 4.8889 [2020-11-05 21:52:24,545][root][INFO] - ===> Epoch[187](4862/26): Loss -0.0920, Sem 0.2257, dir -0.7079, norm 0.3901, swav 0.0000 LR: 5.492e-02 Score 92.874 Data time: 0.1963, Forward time: 2.2768, Backward time: 3.0761, DDP time: 0.0043, Total iter time: 5.3645 [2020-11-05 21:52:30,217][root][INFO] - ===> Epoch[188](4863/26): Loss -0.1186, Sem 0.2330, dir -0.7025, norm 0.3510, swav 0.0000 LR: 5.491e-02 Score 92.576 Data time: 0.1606, Forward time: 2.2767, Backward time: 3.0762, DDP time: 0.0043, Total iter time: 5.5549 [2020-11-05 21:52:36,847][root][INFO] - ===> Epoch[188](4864/26): Loss -0.0395, Sem 0.2639, dir -0.6990, norm 0.3956, swav 0.0000 LR: 5.490e-02 Score 91.842 Data time: 0.1602, Forward time: 2.2765, Backward time: 3.0765, DDP time: 0.0043, Total iter time: 6.5229 [2020-11-05 21:52:42,228][root][INFO] - ===> Epoch[188](4865/26): Loss -0.0484, Sem 0.2222, dir -0.6639, norm 0.3933, swav 0.0000 LR: 5.489e-02 Score 93.561 Data time: 0.2318, Forward time: 2.2766, Backward time: 3.0764, DDP time: 0.0043, Total iter time: 5.2762 [2020-11-05 21:52:48,266][root][INFO] - ===> Epoch[188](4866/26): Loss -0.0847, Sem 0.2417, dir -0.7214, norm 0.3950, swav 0.0000 LR: 5.488e-02 Score 91.889 Data time: 0.3047, Forward time: 2.2767, Backward time: 3.0763, DDP time: 0.0043, Total iter time: 5.9144 [2020-11-05 21:52:54,146][root][INFO] - ===> Epoch[188](4867/26): Loss 0.0125, Sem 0.2586, dir -0.6668, norm 0.4208, swav 0.0000 LR: 5.487e-02 Score 91.718 Data time: 0.2222, Forward time: 2.2767, Backward time: 3.0763, DDP time: 0.0043, Total iter time: 5.7617 [2020-11-05 21:52:59,099][root][INFO] - ===> Epoch[188](4868/26): Loss 0.0013, Sem 0.2539, dir -0.6923, norm 0.4397, swav 0.0000 LR: 5.486e-02 Score 91.400 Data time: 0.2082, Forward time: 2.2767, Backward time: 3.0762, DDP time: 0.0043, Total iter time: 4.8155 [2020-11-05 21:53:04,995][root][INFO] - ===> Epoch[188](4869/26): Loss -0.0062, Sem 0.3032, dir -0.6999, norm 0.3905, swav 0.0000 LR: 5.486e-02 Score 90.344 Data time: 0.2039, Forward time: 2.2767, Backward time: 3.0763, DDP time: 0.0043, Total iter time: 5.7848 [2020-11-05 21:53:11,125][root][INFO] - ===> Epoch[188](4870/26): Loss 0.0017, Sem 0.2799, dir -0.6617, norm 0.3835, swav 0.0000 LR: 5.485e-02 Score 91.638 Data time: 0.2053, Forward time: 2.2766, Backward time: 3.0764, DDP time: 0.0043, Total iter time: 6.0119 [2020-11-05 21:53:17,726][root][INFO] - ===> Epoch[188](4871/26): Loss -0.1055, Sem 0.2076, dir -0.7150, norm 0.4019, swav 0.0000 LR: 5.484e-02 Score 93.907 Data time: 0.2438, Forward time: 2.2767, Backward time: 3.0765, DDP time: 0.0043, Total iter time: 6.4979 [2020-11-05 21:53:23,184][root][INFO] - ===> Epoch[188](4872/26): Loss -0.0221, Sem 0.2756, dir -0.7271, norm 0.4294, swav 0.0000 LR: 5.483e-02 Score 91.338 Data time: 0.2524, Forward time: 2.2768, Backward time: 3.0763, DDP time: 0.0043, Total iter time: 5.3011 [2020-11-05 21:53:28,401][root][INFO] - ===> Epoch[188](4873/26): Loss -0.1047, Sem 0.2104, dir -0.7022, norm 0.3871, swav 0.0000 LR: 5.482e-02 Score 93.672 Data time: 0.1792, Forward time: 2.2767, Backward time: 3.0762, DDP time: 0.0043, Total iter time: 5.0898 [2020-11-05 21:53:33,143][root][INFO] - ===> Epoch[188](4874/26): Loss -0.1640, Sem 0.2002, dir -0.7395, norm 0.3753, swav 0.0000 LR: 5.481e-02 Score 93.290 Data time: 0.1793, Forward time: 2.2767, Backward time: 3.0761, DDP time: 0.0043, Total iter time: 4.6300 [2020-11-05 21:53:37,581][root][INFO] - ===> Epoch[188](4875/26): Loss -0.1224, Sem 0.2089, dir -0.7110, norm 0.3797, swav 0.0000 LR: 5.480e-02 Score 93.496 Data time: 0.1873, Forward time: 2.2766, Backward time: 3.0759, DDP time: 0.0043, Total iter time: 4.3341 [2020-11-05 21:53:45,243][root][INFO] - ===> Epoch[188](4876/26): Loss -0.0277, Sem 0.2396, dir -0.6617, norm 0.3945, swav 0.0000 LR: 5.479e-02 Score 92.691 Data time: 0.1790, Forward time: 2.2765, Backward time: 3.0764, DDP time: 0.0043, Total iter time: 7.5375 [2020-11-05 21:53:52,093][root][INFO] - ===> Epoch[188](4877/26): Loss 0.0535, Sem 0.2981, dir -0.6515, norm 0.4070, swav 0.0000 LR: 5.478e-02 Score 91.411 Data time: 0.2471, Forward time: 2.2766, Backward time: 3.0765, DDP time: 0.0043, Total iter time: 6.7556 [2020-11-05 21:53:57,713][root][INFO] - ===> Epoch[188](4878/26): Loss -0.0795, Sem 0.2396, dir -0.7028, norm 0.3838, swav 0.0000 LR: 5.477e-02 Score 92.223 Data time: 0.2619, Forward time: 2.2767, Backward time: 3.0763, DDP time: 0.0043, Total iter time: 5.4875 [2020-11-05 21:54:03,549][root][INFO] - ===> Epoch[188](4879/26): Loss -0.0358, Sem 0.2346, dir -0.6792, norm 0.4088, swav 0.0000 LR: 5.476e-02 Score 92.682 Data time: 0.2578, Forward time: 2.2769, Backward time: 3.0762, DDP time: 0.0043, Total iter time: 5.7118 [2020-11-05 21:54:09,567][root][INFO] - ===> Epoch[188](4880/26): Loss -0.1026, Sem 0.2285, dir -0.7021, norm 0.3710, swav 0.0000 LR: 5.475e-02 Score 92.239 Data time: 0.1726, Forward time: 2.2768, Backward time: 3.0764, DDP time: 0.0043, Total iter time: 5.8958 [2020-11-05 21:54:15,030][root][INFO] - ===> Epoch[188](4881/26): Loss -0.1515, Sem 0.2278, dir -0.7462, norm 0.3669, swav 0.0000 LR: 5.474e-02 Score 93.171 Data time: 0.3025, Forward time: 2.2769, Backward time: 3.0762, DDP time: 0.0043, Total iter time: 5.3689 [2020-11-05 21:54:19,737][root][INFO] - ===> Epoch[188](4882/26): Loss -0.0522, Sem 0.2438, dir -0.7006, norm 0.4046, swav 0.0000 LR: 5.473e-02 Score 91.782 Data time: 0.1710, Forward time: 2.2768, Backward time: 3.0761, DDP time: 0.0043, Total iter time: 4.5955 [2020-11-05 21:54:26,177][root][INFO] - ===> Epoch[188](4883/26): Loss -0.1008, Sem 0.2365, dir -0.7211, norm 0.3838, swav 0.0000 LR: 5.472e-02 Score 91.494 Data time: 0.1638, Forward time: 2.2767, Backward time: 3.0763, DDP time: 0.0043, Total iter time: 6.3249 [2020-11-05 21:54:31,628][root][INFO] - ===> Epoch[188](4884/26): Loss -0.0791, Sem 0.2506, dir -0.7041, norm 0.3743, swav 0.0000 LR: 5.471e-02 Score 92.376 Data time: 0.1968, Forward time: 2.2767, Backward time: 3.0763, DDP time: 0.0043, Total iter time: 5.3644 [2020-11-05 21:54:36,513][root][INFO] - ===> Epoch[188](4885/26): Loss -0.1057, Sem 0.1933, dir -0.6789, norm 0.3799, swav 0.0000 LR: 5.470e-02 Score 93.418 Data time: 0.2134, Forward time: 2.2767, Backward time: 3.0761, DDP time: 0.0043, Total iter time: 4.7680 [2020-11-05 21:54:43,130][root][INFO] - ===> Epoch[188](4886/26): Loss -0.0931, Sem 0.2270, dir -0.6956, norm 0.3755, swav 0.0000 LR: 5.469e-02 Score 92.764 Data time: 0.2437, Forward time: 2.2768, Backward time: 3.0762, DDP time: 0.0043, Total iter time: 6.5085 [2020-11-05 21:54:48,815][root][INFO] - ===> Epoch[188](4887/26): Loss -0.1042, Sem 0.2444, dir -0.7141, norm 0.3655, swav 0.0000 LR: 5.468e-02 Score 92.066 Data time: 0.2343, Forward time: 2.2768, Backward time: 3.0761, DDP time: 0.0043, Total iter time: 5.5341 [2020-11-05 21:54:54,318][root][INFO] - ===> Epoch[188](4888/26): Loss -0.1235, Sem 0.2092, dir -0.7003, norm 0.3677, swav 0.0000 LR: 5.467e-02 Score 93.771 Data time: 0.2660, Forward time: 2.2769, Backward time: 3.0760, DDP time: 0.0043, Total iter time: 5.3938 [2020-11-05 21:55:00,252][root][INFO] - ===> Epoch[189](4889/26): Loss -0.1258, Sem 0.2120, dir -0.7147, norm 0.3769, swav 0.0000 LR: 5.466e-02 Score 93.393 Data time: 0.2068, Forward time: 2.2769, Backward time: 3.0760, DDP time: 0.0043, Total iter time: 5.8181 [2020-11-05 21:55:06,462][root][INFO] - ===> Epoch[189](4890/26): Loss -0.0697, Sem 0.2459, dir -0.6879, norm 0.3723, swav 0.0000 LR: 5.465e-02 Score 92.040 Data time: 0.1907, Forward time: 2.2769, Backward time: 3.0761, DDP time: 0.0043, Total iter time: 6.1086 [2020-11-05 21:55:11,399][root][INFO] - ===> Epoch[189](4891/26): Loss -0.0381, Sem 0.2338, dir -0.7084, norm 0.4366, swav 0.0000 LR: 5.464e-02 Score 92.391 Data time: 0.1665, Forward time: 2.2768, Backward time: 3.0761, DDP time: 0.0043, Total iter time: 4.8365 [2020-11-05 21:55:16,196][root][INFO] - ===> Epoch[189](4892/26): Loss -0.0131, Sem 0.2451, dir -0.6750, norm 0.4168, swav 0.0000 LR: 5.463e-02 Score 92.667 Data time: 0.2053, Forward time: 2.2767, Backward time: 3.0759, DDP time: 0.0043, Total iter time: 4.6865 [2020-11-05 21:55:20,860][root][INFO] - ===> Epoch[189](4893/26): Loss -0.2005, Sem 0.2026, dir -0.7393, norm 0.3362, swav 0.0000 LR: 5.462e-02 Score 93.406 Data time: 0.2014, Forward time: 2.2767, Backward time: 3.0757, DDP time: 0.0043, Total iter time: 4.5420 [2020-11-05 21:55:27,387][root][INFO] - ===> Epoch[189](4894/26): Loss -0.1003, Sem 0.2398, dir -0.7251, norm 0.3850, swav 0.0000 LR: 5.461e-02 Score 92.388 Data time: 0.1680, Forward time: 2.2766, Backward time: 3.0760, DDP time: 0.0043, Total iter time: 6.4027 [2020-11-05 21:55:32,983][root][INFO] - ===> Epoch[189](4895/26): Loss -0.0797, Sem 0.2413, dir -0.7004, norm 0.3793, swav 0.0000 LR: 5.461e-02 Score 91.899 Data time: 0.2456, Forward time: 2.2767, Backward time: 3.0759, DDP time: 0.0043, Total iter time: 5.5056 [2020-11-05 21:55:37,813][root][INFO] - ===> Epoch[189](4896/26): Loss -0.0829, Sem 0.2057, dir -0.6652, norm 0.3766, swav 0.0000 LR: 5.460e-02 Score 93.245 Data time: 0.2307, Forward time: 2.2768, Backward time: 3.0756, DDP time: 0.0043, Total iter time: 4.7113 [2020-11-05 21:55:44,938][root][INFO] - ===> Epoch[189](4897/26): Loss -0.1079, Sem 0.2046, dir -0.7019, norm 0.3893, swav 0.0000 LR: 5.459e-02 Score 93.514 Data time: 0.2099, Forward time: 2.2768, Backward time: 3.0759, DDP time: 0.0043, Total iter time: 6.9980 [2020-11-05 21:55:51,646][root][INFO] - ===> Epoch[189](4898/26): Loss -0.0560, Sem 0.2249, dir -0.6883, norm 0.4074, swav 0.0000 LR: 5.458e-02 Score 93.136 Data time: 0.2067, Forward time: 2.2767, Backward time: 3.0761, DDP time: 0.0043, Total iter time: 6.5919 [2020-11-05 21:55:57,120][root][INFO] - ===> Epoch[189](4899/26): Loss -0.0731, Sem 0.2420, dir -0.6916, norm 0.3765, swav 0.0000 LR: 5.457e-02 Score 92.563 Data time: 0.2268, Forward time: 2.2768, Backward time: 3.0760, DDP time: 0.0043, Total iter time: 5.3733 [2020-11-05 21:56:02,790][root][INFO] - ===> Epoch[189](4900/26): Loss 0.0035, Sem 0.2717, dir -0.6792, norm 0.4110, swav 0.0000 LR: 5.456e-02 Score 92.174 Data time: 0.2433, Forward time: 2.2769, Backward time: 3.0759, DDP time: 0.0043, Total iter time: 5.5512 [2020-11-05 21:56:08,365][root][INFO] - ===> Epoch[189](4901/26): Loss -0.0439, Sem 0.2304, dir -0.6683, norm 0.3940, swav 0.0000 LR: 5.455e-02 Score 92.891 Data time: 0.1818, Forward time: 2.2768, Backward time: 3.0759, DDP time: 0.0043, Total iter time: 5.4366 [2020-11-05 21:56:14,619][root][INFO] - ===> Epoch[189](4902/26): Loss 0.0127, Sem 0.2560, dir -0.6910, norm 0.4477, swav 0.0000 LR: 5.454e-02 Score 92.015 Data time: 0.2397, Forward time: 2.2769, Backward time: 3.0760, DDP time: 0.0043, Total iter time: 6.1769 [2020-11-05 21:56:20,718][root][INFO] - ===> Epoch[189](4903/26): Loss -0.0211, Sem 0.2318, dir -0.6563, norm 0.4034, swav 0.0000 LR: 5.453e-02 Score 92.252 Data time: 0.3189, Forward time: 2.2770, Backward time: 3.0759, DDP time: 0.0043, Total iter time: 5.9725 [2020-11-05 21:56:26,359][root][INFO] - ===> Epoch[189](4904/26): Loss -0.1270, Sem 0.2139, dir -0.7193, norm 0.3784, swav 0.0000 LR: 5.452e-02 Score 92.948 Data time: 0.2688, Forward time: 2.2771, Backward time: 3.0757, DDP time: 0.0043, Total iter time: 5.4736 [2020-11-05 21:56:32,060][root][INFO] - ===> Epoch[189](4905/26): Loss -0.1034, Sem 0.2050, dir -0.6990, norm 0.3905, swav 0.0000 LR: 5.451e-02 Score 93.534 Data time: 0.2942, Forward time: 2.2773, Backward time: 3.0756, DDP time: 0.0043, Total iter time: 5.5743 [2020-11-05 21:56:38,237][root][INFO] - ===> Epoch[189](4906/26): Loss -0.0273, Sem 0.2657, dir -0.7031, norm 0.4102, swav 0.0000 LR: 5.450e-02 Score 91.881 Data time: 0.2827, Forward time: 2.2774, Backward time: 3.0755, DDP time: 0.0043, Total iter time: 6.0524 [2020-11-05 21:56:43,948][root][INFO] - ===> Epoch[189](4907/26): Loss -0.0576, Sem 0.2370, dir -0.6741, norm 0.3794, swav 0.0000 LR: 5.449e-02 Score 92.125 Data time: 0.2264, Forward time: 2.2775, Backward time: 3.0754, DDP time: 0.0043, Total iter time: 5.5616 [2020-11-05 21:56:49,615][root][INFO] - ===> Epoch[189](4908/26): Loss -0.1029, Sem 0.2312, dir -0.7089, norm 0.3748, swav 0.0000 LR: 5.448e-02 Score 92.483 Data time: 0.1914, Forward time: 2.2774, Backward time: 3.0754, DDP time: 0.0043, Total iter time: 5.5581 [2020-11-05 21:56:54,890][root][INFO] - ===> Epoch[189](4909/26): Loss -0.1540, Sem 0.1908, dir -0.7150, norm 0.3703, swav 0.0000 LR: 5.447e-02 Score 94.023 Data time: 0.2086, Forward time: 2.2774, Backward time: 3.0753, DDP time: 0.0043, Total iter time: 5.1949 [2020-11-05 21:56:59,209][root][INFO] - ===> Epoch[189](4910/26): Loss -0.1751, Sem 0.1872, dir -0.7198, norm 0.3574, swav 0.0000 LR: 5.446e-02 Score 94.286 Data time: 0.2080, Forward time: 2.2774, Backward time: 3.0751, DDP time: 0.0043, Total iter time: 4.2085 [2020-11-05 21:57:04,032][root][INFO] - ===> Epoch[189](4911/26): Loss -0.0416, Sem 0.2339, dir -0.6829, norm 0.4075, swav 0.0000 LR: 5.445e-02 Score 92.893 Data time: 0.2229, Forward time: 2.2775, Backward time: 3.0749, DDP time: 0.0043, Total iter time: 4.7132 [2020-11-05 21:57:09,335][root][INFO] - ===> Epoch[189](4912/26): Loss -0.1185, Sem 0.2143, dir -0.7130, norm 0.3802, swav 0.0000 LR: 5.444e-02 Score 93.641 Data time: 0.2129, Forward time: 2.2774, Backward time: 3.0748, DDP time: 0.0043, Total iter time: 5.1675 [2020-11-05 21:57:16,051][root][INFO] - ===> Epoch[189](4913/26): Loss -0.0730, Sem 0.2123, dir -0.6666, norm 0.3813, swav 0.0000 LR: 5.443e-02 Score 93.326 Data time: 0.2203, Forward time: 2.2774, Backward time: 3.0749, DDP time: 0.0043, Total iter time: 6.6040 [2020-11-05 21:57:21,742][root][INFO] - ===> Epoch[189](4914/26): Loss -0.0260, Sem 0.2485, dir -0.6807, norm 0.4062, swav 0.0000 LR: 5.442e-02 Score 91.959 Data time: 0.2101, Forward time: 2.2774, Backward time: 3.0749, DDP time: 0.0043, Total iter time: 5.5687 [2020-11-05 21:57:27,155][root][INFO] - ===> Epoch[190](4915/26): Loss -0.0501, Sem 0.2514, dir -0.7015, norm 0.4000, swav 0.0000 LR: 5.441e-02 Score 92.566 Data time: 0.1920, Forward time: 2.2774, Backward time: 3.0749, DDP time: 0.0043, Total iter time: 5.2899 [2020-11-05 21:57:32,996][root][INFO] - ===> Epoch[190](4916/26): Loss -0.1076, Sem 0.2308, dir -0.6998, norm 0.3614, swav 0.0000 LR: 5.440e-02 Score 93.092 Data time: 0.2131, Forward time: 2.2774, Backward time: 3.0749, DDP time: 0.0043, Total iter time: 5.7032 [2020-11-05 21:57:39,535][root][INFO] - ===> Epoch[190](4917/26): Loss -0.0749, Sem 0.2315, dir -0.7048, norm 0.3984, swav 0.0000 LR: 5.439e-02 Score 92.510 Data time: 0.3681, Forward time: 2.2776, Backward time: 3.0748, DDP time: 0.0043, Total iter time: 6.4053 [2020-11-05 21:57:45,131][root][INFO] - ===> Epoch[190](4918/26): Loss -0.0235, Sem 0.2758, dir -0.7106, norm 0.4113, swav 0.0000 LR: 5.438e-02 Score 91.273 Data time: 0.2377, Forward time: 2.2778, Backward time: 3.0747, DDP time: 0.0043, Total iter time: 5.4533 [2020-11-05 21:57:51,276][root][INFO] - ===> Epoch[190](4919/26): Loss -0.0085, Sem 0.2585, dir -0.6720, norm 0.4051, swav 0.0000 LR: 5.437e-02 Score 91.587 Data time: 0.1662, Forward time: 2.2777, Backward time: 3.0749, DDP time: 0.0043, Total iter time: 6.0012 [2020-11-05 21:57:57,001][root][INFO] - ===> Epoch[190](4920/26): Loss -0.1135, Sem 0.2072, dir -0.7147, norm 0.3939, swav 0.0000 LR: 5.436e-02 Score 93.119 Data time: 0.2071, Forward time: 2.2777, Backward time: 3.0749, DDP time: 0.0043, Total iter time: 5.6319 [2020-11-05 21:58:01,730][root][INFO] - ===> Epoch[190](4921/26): Loss -0.0497, Sem 0.2428, dir -0.7004, norm 0.4079, swav 0.0000 LR: 5.435e-02 Score 92.287 Data time: 0.2177, Forward time: 2.2777, Backward time: 3.0747, DDP time: 0.0043, Total iter time: 4.6119 [2020-11-05 21:58:07,608][root][INFO] - ===> Epoch[190](4922/26): Loss 0.0476, Sem 0.2806, dir -0.6592, norm 0.4262, swav 0.0000 LR: 5.435e-02 Score 90.758 Data time: 0.2926, Forward time: 2.2778, Backward time: 3.0745, DDP time: 0.0043, Total iter time: 5.7539 [2020-11-05 21:58:13,469][root][INFO] - ===> Epoch[190](4923/26): Loss -0.1170, Sem 0.2004, dir -0.6893, norm 0.3719, swav 0.0000 LR: 5.434e-02 Score 93.427 Data time: 0.1991, Forward time: 2.2778, Backward time: 3.0746, DDP time: 0.0043, Total iter time: 5.7497 [2020-11-05 21:58:18,476][root][INFO] - ===> Epoch[190](4924/26): Loss -0.0251, Sem 0.2719, dir -0.6955, norm 0.3985, swav 0.0000 LR: 5.433e-02 Score 91.736 Data time: 0.2052, Forward time: 2.2778, Backward time: 3.0744, DDP time: 0.0043, Total iter time: 4.9059 [2020-11-05 21:58:23,335][root][INFO] - ===> Epoch[190](4925/26): Loss -0.0909, Sem 0.2388, dir -0.7096, norm 0.3800, swav 0.0000 LR: 5.432e-02 Score 92.504 Data time: 0.1513, Forward time: 2.2776, Backward time: 3.0744, DDP time: 0.0043, Total iter time: 4.7421 [2020-11-05 21:58:28,809][root][INFO] - ===> Epoch[190](4926/26): Loss -0.0814, Sem 0.2297, dir -0.6944, norm 0.3833, swav 0.0000 LR: 5.431e-02 Score 92.569 Data time: 0.2504, Forward time: 2.2776, Backward time: 3.0743, DDP time: 0.0043, Total iter time: 5.3649 [2020-11-05 21:58:34,234][root][INFO] - ===> Epoch[190](4927/26): Loss -0.0526, Sem 0.2345, dir -0.6955, norm 0.4083, swav 0.0000 LR: 5.430e-02 Score 92.188 Data time: 0.2688, Forward time: 2.2777, Backward time: 3.0742, DDP time: 0.0043, Total iter time: 5.3027 [2020-11-05 21:58:39,681][root][INFO] - ===> Epoch[190](4928/26): Loss -0.1327, Sem 0.2314, dir -0.7180, norm 0.3538, swav 0.0000 LR: 5.429e-02 Score 92.521 Data time: 0.2746, Forward time: 2.2778, Backward time: 3.0740, DDP time: 0.0043, Total iter time: 5.3190 [2020-11-05 21:58:45,749][root][INFO] - ===> Epoch[190](4929/26): Loss -0.0514, Sem 0.2559, dir -0.6923, norm 0.3850, swav 0.0000 LR: 5.428e-02 Score 92.592 Data time: 0.3008, Forward time: 2.2780, Backward time: 3.0739, DDP time: 0.0043, Total iter time: 5.9418 [2020-11-05 21:58:52,207][root][INFO] - ===> Epoch[190](4930/26): Loss -0.0549, Sem 0.2288, dir -0.6719, norm 0.3882, swav 0.0000 LR: 5.427e-02 Score 93.169 Data time: 0.2211, Forward time: 2.2781, Backward time: 3.0740, DDP time: 0.0043, Total iter time: 6.3175 [2020-11-05 21:58:56,865][root][INFO] - ===> Epoch[190](4931/26): Loss -0.1112, Sem 0.2348, dir -0.7025, norm 0.3566, swav 0.0000 LR: 5.426e-02 Score 92.476 Data time: 0.1421, Forward time: 2.2779, Backward time: 3.0739, DDP time: 0.0043, Total iter time: 4.5330 [2020-11-05 21:59:02,373][root][INFO] - ===> Epoch[190](4932/26): Loss -0.0653, Sem 0.2462, dir -0.6930, norm 0.3815, swav 0.0000 LR: 5.425e-02 Score 92.138 Data time: 0.1814, Forward time: 2.2779, Backward time: 3.0739, DDP time: 0.0043, Total iter time: 5.4572 [2020-11-05 21:59:08,657][root][INFO] - ===> Epoch[190](4933/26): Loss -0.1357, Sem 0.2028, dir -0.7118, norm 0.3733, swav 0.0000 LR: 5.424e-02 Score 93.875 Data time: 0.1921, Forward time: 2.2778, Backward time: 3.0741, DDP time: 0.0043, Total iter time: 6.1821 [2020-11-05 21:59:15,579][root][INFO] - ===> Epoch[190](4934/26): Loss -0.1124, Sem 0.2127, dir -0.6899, norm 0.3648, swav 0.0000 LR: 5.423e-02 Score 93.160 Data time: 0.3926, Forward time: 2.2780, Backward time: 3.0741, DDP time: 0.0043, Total iter time: 6.8271 [2020-11-05 21:59:20,902][root][INFO] - ===> Epoch[190](4935/26): Loss -0.0312, Sem 0.2597, dir -0.7038, norm 0.4129, swav 0.0000 LR: 5.422e-02 Score 91.132 Data time: 0.2129, Forward time: 2.2780, Backward time: 3.0740, DDP time: 0.0043, Total iter time: 5.1744 [2020-11-05 21:59:27,755][root][INFO] - ===> Epoch[190](4936/26): Loss -0.1041, Sem 0.2249, dir -0.7074, norm 0.3783, swav 0.0000 LR: 5.421e-02 Score 92.353 Data time: 0.2300, Forward time: 2.2780, Backward time: 3.0742, DDP time: 0.0043, Total iter time: 6.7411 [2020-11-05 21:59:33,597][root][INFO] - ===> Epoch[190](4937/26): Loss -0.0636, Sem 0.2387, dir -0.6994, norm 0.3971, swav 0.0000 LR: 5.420e-02 Score 92.214 Data time: 0.2121, Forward time: 2.2780, Backward time: 3.0742, DDP time: 0.0043, Total iter time: 5.7356 [2020-11-05 21:59:38,750][root][INFO] - ===> Epoch[190](4938/26): Loss -0.0592, Sem 0.2592, dir -0.7285, norm 0.4101, swav 0.0000 LR: 5.419e-02 Score 91.538 Data time: 0.2155, Forward time: 2.2780, Backward time: 3.0741, DDP time: 0.0043, Total iter time: 5.0405 [2020-11-05 21:59:46,324][root][INFO] - ===> Epoch[190](4939/26): Loss -0.0822, Sem 0.2019, dir -0.6724, norm 0.3883, swav 0.0000 LR: 5.418e-02 Score 93.635 Data time: 0.3842, Forward time: 2.2783, Backward time: 3.0742, DDP time: 0.0043, Total iter time: 7.4647 [2020-11-05 21:59:51,448][root][INFO] - ===> Epoch[190](4940/26): Loss -0.0006, Sem 0.2857, dir -0.6953, norm 0.4090, swav 0.0000 LR: 5.417e-02 Score 91.410 Data time: 0.2088, Forward time: 2.2783, Backward time: 3.0740, DDP time: 0.0043, Total iter time: 4.9932 [2020-11-05 21:59:55,952][root][INFO] - ===> Epoch[191](4941/26): Loss -0.0746, Sem 0.2035, dir -0.6475, norm 0.3693, swav 0.0000 LR: 5.416e-02 Score 93.449 Data time: 0.1840, Forward time: 2.2783, Backward time: 3.0738, DDP time: 0.0043, Total iter time: 4.3947 [2020-11-05 22:00:02,073][root][INFO] - ===> Epoch[191](4942/26): Loss -0.1014, Sem 0.2403, dir -0.7114, norm 0.3697, swav 0.0000 LR: 5.415e-02 Score 92.047 Data time: 0.1876, Forward time: 2.2782, Backward time: 3.0740, DDP time: 0.0043, Total iter time: 6.0141 [2020-11-05 22:00:07,334][root][INFO] - ===> Epoch[191](4943/26): Loss -0.0802, Sem 0.2422, dir -0.6883, norm 0.3659, swav 0.0000 LR: 5.414e-02 Score 92.375 Data time: 0.2200, Forward time: 2.2782, Backward time: 3.0738, DDP time: 0.0043, Total iter time: 5.1468 [2020-11-05 22:00:13,798][root][INFO] - ===> Epoch[191](4944/26): Loss -0.1122, Sem 0.2273, dir -0.7130, norm 0.3735, swav 0.0000 LR: 5.413e-02 Score 92.175 Data time: 0.2270, Forward time: 2.2783, Backward time: 3.0739, DDP time: 0.0043, Total iter time: 6.3601 [2020-11-05 22:00:18,730][root][INFO] - ===> Epoch[191](4945/26): Loss -0.0902, Sem 0.2218, dir -0.7007, norm 0.3887, swav 0.0000 LR: 5.412e-02 Score 93.125 Data time: 0.1713, Forward time: 2.2782, Backward time: 3.0739, DDP time: 0.0043, Total iter time: 4.8118 [2020-11-05 22:00:24,153][root][INFO] - ===> Epoch[191](4946/26): Loss -0.0170, Sem 0.2800, dir -0.6898, norm 0.3928, swav 0.0000 LR: 5.411e-02 Score 90.978 Data time: 0.2106, Forward time: 2.2782, Backward time: 3.0738, DDP time: 0.0043, Total iter time: 5.3281 [2020-11-05 22:00:29,350][root][INFO] - ===> Epoch[191](4947/26): Loss -0.0554, Sem 0.2566, dir -0.7096, norm 0.3976, swav 0.0000 LR: 5.410e-02 Score 92.504 Data time: 0.2054, Forward time: 2.2782, Backward time: 3.0737, DDP time: 0.0043, Total iter time: 5.0587 [2020-11-05 22:00:34,967][root][INFO] - ===> Epoch[191](4948/26): Loss -0.1374, Sem 0.2174, dir -0.7165, norm 0.3617, swav 0.0000 LR: 5.409e-02 Score 92.445 Data time: 0.2011, Forward time: 2.2781, Backward time: 3.0737, DDP time: 0.0043, Total iter time: 5.4980 [2020-11-05 22:00:40,182][root][INFO] - ===> Epoch[191](4949/26): Loss -0.0292, Sem 0.2502, dir -0.6872, norm 0.4078, swav 0.0000 LR: 5.409e-02 Score 91.364 Data time: 0.2265, Forward time: 2.2781, Backward time: 3.0736, DDP time: 0.0043, Total iter time: 5.0871 [2020-11-05 22:00:45,812][root][INFO] - ===> Epoch[191](4950/26): Loss -0.0850, Sem 0.2097, dir -0.6610, norm 0.3664, swav 0.0000 LR: 5.408e-02 Score 93.955 Data time: 0.2740, Forward time: 2.2782, Backward time: 3.0735, DDP time: 0.0043, Total iter time: 5.4923 [2020-11-05 22:00:52,160][root][INFO] - ===> Epoch[191](4951/26): Loss -0.0330, Sem 0.2462, dir -0.6820, norm 0.4027, swav 0.0000 LR: 5.407e-02 Score 92.380 Data time: 0.2323, Forward time: 2.2783, Backward time: 3.0735, DDP time: 0.0043, Total iter time: 6.2232 [2020-11-05 22:00:57,606][root][INFO] - ===> Epoch[191](4952/26): Loss 0.0401, Sem 0.2895, dir -0.6788, norm 0.4294, swav 0.0000 LR: 5.406e-02 Score 91.953 Data time: 0.2044, Forward time: 2.2783, Backward time: 3.0735, DDP time: 0.0043, Total iter time: 5.3190 [2020-11-05 22:01:02,530][root][INFO] - ===> Epoch[191](4953/26): Loss -0.0466, Sem 0.2366, dir -0.6839, norm 0.4006, swav 0.0000 LR: 5.405e-02 Score 92.698 Data time: 0.2360, Forward time: 2.2782, Backward time: 3.0734, DDP time: 0.0043, Total iter time: 4.8050 [2020-11-05 22:01:08,566][root][INFO] - ===> Epoch[191](4954/26): Loss -0.0572, Sem 0.2706, dir -0.7164, norm 0.3886, swav 0.0000 LR: 5.404e-02 Score 91.275 Data time: 0.3095, Forward time: 2.2784, Backward time: 3.0732, DDP time: 0.0043, Total iter time: 5.9288 [2020-11-05 22:01:14,050][root][INFO] - ===> Epoch[191](4955/26): Loss -0.0254, Sem 0.2381, dir -0.6741, norm 0.4106, swav 0.0000 LR: 5.403e-02 Score 92.362 Data time: 0.2250, Forward time: 2.2784, Backward time: 3.0731, DDP time: 0.0043, Total iter time: 5.3565 [2020-11-05 22:01:20,283][root][INFO] - ===> Epoch[191](4956/26): Loss -0.0070, Sem 0.2540, dir -0.6732, norm 0.4122, swav 0.0000 LR: 5.402e-02 Score 92.243 Data time: 0.1987, Forward time: 2.2784, Backward time: 3.0732, DDP time: 0.0043, Total iter time: 6.1108 [2020-11-05 22:01:26,340][root][INFO] - ===> Epoch[191](4957/26): Loss -0.0226, Sem 0.2764, dir -0.7160, norm 0.4170, swav 0.0000 LR: 5.401e-02 Score 90.779 Data time: 0.1858, Forward time: 2.2784, Backward time: 3.0733, DDP time: 0.0043, Total iter time: 5.9524 [2020-11-05 22:01:33,716][root][INFO] - ===> Epoch[191](4958/26): Loss -0.0940, Sem 0.2419, dir -0.7192, norm 0.3833, swav 0.0000 LR: 5.400e-02 Score 92.481 Data time: 0.2165, Forward time: 2.2784, Backward time: 3.0737, DDP time: 0.0043, Total iter time: 7.2960 [2020-11-05 22:01:40,607][root][INFO] - ===> Epoch[191](4959/26): Loss -0.0974, Sem 0.2115, dir -0.6991, norm 0.3901, swav 0.0000 LR: 5.399e-02 Score 93.008 Data time: 0.2623, Forward time: 2.2785, Backward time: 3.0737, DDP time: 0.0043, Total iter time: 6.7829 [2020-11-05 22:01:45,068][root][INFO] - ===> Epoch[191](4960/26): Loss -0.0747, Sem 0.2455, dir -0.7306, norm 0.4103, swav 0.0000 LR: 5.398e-02 Score 92.377 Data time: 0.2033, Forward time: 2.2785, Backward time: 3.0735, DDP time: 0.0043, Total iter time: 4.3280 [2020-11-05 22:01:50,740][root][INFO] - ===> Epoch[191](4961/26): Loss -0.1241, Sem 0.2347, dir -0.7367, norm 0.3780, swav 0.0000 LR: 5.397e-02 Score 92.487 Data time: 0.2253, Forward time: 2.2785, Backward time: 3.0735, DDP time: 0.0043, Total iter time: 5.5576 [2020-11-05 22:01:56,591][root][INFO] - ===> Epoch[191](4962/26): Loss -0.0598, Sem 0.2594, dir -0.6918, norm 0.3725, swav 0.0000 LR: 5.396e-02 Score 91.971 Data time: 0.2199, Forward time: 2.2785, Backward time: 3.0735, DDP time: 0.0043, Total iter time: 5.7140 [2020-11-05 22:02:02,675][root][INFO] - ===> Epoch[191](4963/26): Loss -0.0281, Sem 0.2629, dir -0.6888, norm 0.3978, swav 0.0000 LR: 5.395e-02 Score 91.682 Data time: 0.2406, Forward time: 2.2786, Backward time: 3.0734, DDP time: 0.0043, Total iter time: 5.9592 [2020-11-05 22:02:07,438][root][INFO] - ===> Epoch[191](4964/26): Loss -0.0496, Sem 0.2296, dir -0.6826, norm 0.4034, swav 0.0000 LR: 5.394e-02 Score 93.023 Data time: 0.1903, Forward time: 2.2786, Backward time: 3.0733, DDP time: 0.0043, Total iter time: 4.6338 [2020-11-05 22:02:12,097][root][INFO] - ===> Epoch[191](4965/26): Loss -0.0126, Sem 0.2279, dir -0.6562, norm 0.4157, swav 0.0000 LR: 5.393e-02 Score 93.200 Data time: 0.2313, Forward time: 2.2786, Backward time: 3.0731, DDP time: 0.0043, Total iter time: 4.5478 [2020-11-05 22:02:18,438][root][INFO] - ===> Epoch[191](4966/26): Loss -0.0399, Sem 0.2709, dir -0.6984, norm 0.3875, swav 0.0000 LR: 5.392e-02 Score 91.728 Data time: 0.1746, Forward time: 2.2785, Backward time: 3.0733, DDP time: 0.0043, Total iter time: 6.2152 [2020-11-05 22:02:23,167][root][INFO] - ===> Epoch[192](4967/26): Loss -0.0611, Sem 0.2333, dir -0.6911, norm 0.3966, swav 0.0000 LR: 5.391e-02 Score 92.180 Data time: 0.2012, Forward time: 2.2785, Backward time: 3.0731, DDP time: 0.0043, Total iter time: 4.6318 [2020-11-05 22:02:28,813][root][INFO] - ===> Epoch[192](4968/26): Loss 0.0864, Sem 0.2587, dir -0.6306, norm 0.4584, swav 0.0000 LR: 5.390e-02 Score 91.912 Data time: 0.2384, Forward time: 2.2785, Backward time: 3.0730, DDP time: 0.0043, Total iter time: 5.5509 [2020-11-05 22:02:34,257][root][INFO] - ===> Epoch[192](4969/26): Loss -0.0992, Sem 0.2095, dir -0.6884, norm 0.3797, swav 0.0000 LR: 5.389e-02 Score 93.235 Data time: 0.2195, Forward time: 2.2785, Backward time: 3.0730, DDP time: 0.0043, Total iter time: 5.2974 [2020-11-05 22:02:39,926][root][INFO] - ===> Epoch[192](4970/26): Loss -0.0694, Sem 0.2130, dir -0.6910, norm 0.4086, swav 0.0000 LR: 5.388e-02 Score 93.312 Data time: 0.2333, Forward time: 2.2786, Backward time: 3.0729, DDP time: 0.0043, Total iter time: 5.5409 [2020-11-05 22:02:45,345][root][INFO] - ===> Epoch[192](4971/26): Loss -0.0861, Sem 0.2075, dir -0.6834, norm 0.3897, swav 0.0000 LR: 5.387e-02 Score 93.758 Data time: 0.2063, Forward time: 2.2786, Backward time: 3.0728, DDP time: 0.0043, Total iter time: 5.2865 [2020-11-05 22:02:50,527][root][INFO] - ===> Epoch[192](4972/26): Loss -0.0999, Sem 0.2103, dir -0.7080, norm 0.3978, swav 0.0000 LR: 5.386e-02 Score 93.006 Data time: 0.1866, Forward time: 2.2785, Backward time: 3.0728, DDP time: 0.0043, Total iter time: 5.0606 [2020-11-05 22:02:57,788][root][INFO] - ===> Epoch[192](4973/26): Loss -0.1003, Sem 0.2507, dir -0.7237, norm 0.3726, swav 0.0000 LR: 5.385e-02 Score 92.467 Data time: 0.1593, Forward time: 2.2784, Backward time: 3.0732, DDP time: 0.0043, Total iter time: 7.1675 [2020-11-05 22:03:04,728][root][INFO] - ===> Epoch[192](4974/26): Loss -0.0062, Sem 0.3015, dir -0.7018, norm 0.3942, swav 0.0000 LR: 5.384e-02 Score 90.697 Data time: 0.3579, Forward time: 2.2786, Backward time: 3.0732, DDP time: 0.0043, Total iter time: 6.8630 [2020-11-05 22:03:09,756][root][INFO] - ===> Epoch[192](4975/26): Loss -0.0482, Sem 0.2155, dir -0.6801, norm 0.4163, swav 0.0000 LR: 5.383e-02 Score 92.957 Data time: 0.2393, Forward time: 2.2786, Backward time: 3.0730, DDP time: 0.0043, Total iter time: 4.8975 [2020-11-05 22:03:14,933][root][INFO] - ===> Epoch[192](4976/26): Loss -0.1540, Sem 0.1821, dir -0.7249, norm 0.3888, swav 0.0000 LR: 5.382e-02 Score 94.555 Data time: 0.1641, Forward time: 2.2785, Backward time: 3.0730, DDP time: 0.0043, Total iter time: 5.0406 [2020-11-05 22:03:20,240][root][INFO] - ===> Epoch[192](4977/26): Loss -0.0543, Sem 0.2186, dir -0.6857, norm 0.4127, swav 0.0000 LR: 5.382e-02 Score 92.985 Data time: 0.1756, Forward time: 2.2784, Backward time: 3.0730, DDP time: 0.0043, Total iter time: 5.2050 [2020-11-05 22:03:25,485][root][INFO] - ===> Epoch[192](4978/26): Loss -0.0883, Sem 0.2218, dir -0.6933, norm 0.3832, swav 0.0000 LR: 5.381e-02 Score 92.345 Data time: 0.2128, Forward time: 2.2784, Backward time: 3.0730, DDP time: 0.0043, Total iter time: 5.1277 [2020-11-05 22:03:31,129][root][INFO] - ===> Epoch[192](4979/26): Loss -0.0335, Sem 0.2606, dir -0.6953, norm 0.4012, swav 0.0000 LR: 5.380e-02 Score 92.129 Data time: 0.2045, Forward time: 2.2784, Backward time: 3.0730, DDP time: 0.0043, Total iter time: 5.5431 [2020-11-05 22:03:37,373][root][INFO] - ===> Epoch[192](4980/26): Loss -0.0307, Sem 0.2325, dir -0.6544, norm 0.3912, swav 0.0000 LR: 5.379e-02 Score 92.411 Data time: 0.2259, Forward time: 2.2784, Backward time: 3.0731, DDP time: 0.0043, Total iter time: 6.1181 [2020-11-05 22:03:43,561][root][INFO] - ===> Epoch[192](4981/26): Loss -0.0401, Sem 0.2436, dir -0.6883, norm 0.4046, swav 0.0000 LR: 5.378e-02 Score 92.712 Data time: 0.3042, Forward time: 2.2785, Backward time: 3.0730, DDP time: 0.0043, Total iter time: 6.0436 [2020-11-05 22:03:50,143][root][INFO] - ===> Epoch[192](4982/26): Loss -0.0758, Sem 0.2434, dir -0.6952, norm 0.3761, swav 0.0000 LR: 5.377e-02 Score 92.263 Data time: 0.2702, Forward time: 2.2787, Backward time: 3.0730, DDP time: 0.0043, Total iter time: 6.4587 [2020-11-05 22:03:55,716][root][INFO] - ===> Epoch[192](4983/26): Loss -0.0597, Sem 0.2153, dir -0.6561, norm 0.3812, swav 0.0000 LR: 5.376e-02 Score 93.218 Data time: 0.1969, Forward time: 2.2787, Backward time: 3.0730, DDP time: 0.0043, Total iter time: 5.4398 [2020-11-05 22:04:00,003][root][INFO] - ===> Epoch[192](4984/26): Loss -0.1010, Sem 0.1923, dir -0.6865, norm 0.3932, swav 0.0000 LR: 5.375e-02 Score 94.141 Data time: 0.1852, Forward time: 2.2786, Backward time: 3.0727, DDP time: 0.0043, Total iter time: 4.1725 [2020-11-05 22:04:08,654][root][INFO] - ===> Epoch[192](4985/26): Loss 0.0876, Sem 0.2899, dir -0.6626, norm 0.4603, swav 0.0000 LR: 5.374e-02 Score 92.054 Data time: 0.1873, Forward time: 2.2785, Backward time: 3.0734, DDP time: 0.0043, Total iter time: 8.5366 [2020-11-05 22:04:14,433][root][INFO] - ===> Epoch[192](4986/26): Loss -0.0774, Sem 0.2317, dir -0.7146, norm 0.4055, swav 0.0000 LR: 5.373e-02 Score 92.119 Data time: 0.2430, Forward time: 2.2786, Backward time: 3.0733, DDP time: 0.0043, Total iter time: 5.6714 [2020-11-05 22:04:19,403][root][INFO] - ===> Epoch[192](4987/26): Loss -0.1096, Sem 0.2299, dir -0.7251, norm 0.3857, swav 0.0000 LR: 5.372e-02 Score 92.778 Data time: 0.1796, Forward time: 2.2785, Backward time: 3.0733, DDP time: 0.0043, Total iter time: 4.8438 [2020-11-05 22:04:23,776][root][INFO] - ===> Epoch[192](4988/26): Loss -0.1246, Sem 0.1926, dir -0.7055, norm 0.3883, swav 0.0000 LR: 5.371e-02 Score 93.744 Data time: 0.2188, Forward time: 2.2785, Backward time: 3.0730, DDP time: 0.0043, Total iter time: 4.2854 [2020-11-05 22:04:29,888][root][INFO] - ===> Epoch[192](4989/26): Loss -0.0018, Sem 0.2578, dir -0.6845, norm 0.4250, swav 0.0000 LR: 5.370e-02 Score 92.605 Data time: 0.2270, Forward time: 2.2785, Backward time: 3.0730, DDP time: 0.0043, Total iter time: 5.9980 [2020-11-05 22:04:35,875][root][INFO] - ===> Epoch[192](4990/26): Loss -0.1799, Sem 0.1892, dir -0.7177, norm 0.3487, swav 0.0000 LR: 5.369e-02 Score 93.668 Data time: 0.2081, Forward time: 2.2785, Backward time: 3.0731, DDP time: 0.0043, Total iter time: 5.8459 [2020-11-05 22:04:43,057][root][INFO] - ===> Epoch[192](4991/26): Loss 0.0052, Sem 0.2907, dir -0.6988, norm 0.4133, swav 0.0000 LR: 5.368e-02 Score 90.698 Data time: 0.1915, Forward time: 2.2784, Backward time: 3.0734, DDP time: 0.0043, Total iter time: 7.0631 [2020-11-05 22:04:47,959][root][INFO] - ===> Epoch[192](4992/26): Loss -0.0873, Sem 0.2056, dir -0.6832, norm 0.3902, swav 0.0000 LR: 5.367e-02 Score 92.787 Data time: 0.1668, Forward time: 2.2783, Backward time: 3.0733, DDP time: 0.0043, Total iter time: 4.7887 [2020-11-05 22:04:54,032][root][INFO] - ===> Epoch[193](4993/26): Loss 0.0064, Sem 0.2309, dir -0.6520, norm 0.4275, swav 0.0000 LR: 5.366e-02 Score 92.302 Data time: 0.2112, Forward time: 2.2783, Backward time: 3.0734, DDP time: 0.0043, Total iter time: 5.9659 [2020-11-05 22:04:58,423][root][INFO] - ===> Epoch[193](4994/26): Loss -0.1454, Sem 0.1900, dir -0.6976, norm 0.3623, swav 0.0000 LR: 5.365e-02 Score 93.318 Data time: 0.1588, Forward time: 2.2782, Backward time: 3.0732, DDP time: 0.0043, Total iter time: 4.2377 [2020-11-05 22:05:03,664][root][INFO] - ===> Epoch[193](4995/26): Loss -0.0899, Sem 0.2173, dir -0.7029, norm 0.3956, swav 0.0000 LR: 5.364e-02 Score 93.066 Data time: 0.2353, Forward time: 2.2782, Backward time: 3.0731, DDP time: 0.0043, Total iter time: 5.1488 [2020-11-05 22:05:09,215][root][INFO] - ===> Epoch[193](4996/26): Loss -0.0627, Sem 0.2681, dir -0.6798, norm 0.3490, swav 0.0000 LR: 5.363e-02 Score 92.080 Data time: 0.2240, Forward time: 2.2783, Backward time: 3.0731, DDP time: 0.0043, Total iter time: 5.3999 [2020-11-05 22:05:15,180][root][INFO] - ===> Epoch[193](4997/26): Loss -0.1041, Sem 0.1921, dir -0.6718, norm 0.3757, swav 0.0000 LR: 5.362e-02 Score 93.834 Data time: 0.1916, Forward time: 2.2782, Backward time: 3.0731, DDP time: 0.0043, Total iter time: 5.8546 [2020-11-05 22:05:20,162][root][INFO] - ===> Epoch[193](4998/26): Loss -0.0805, Sem 0.2354, dir -0.6948, norm 0.3788, swav 0.0000 LR: 5.361e-02 Score 92.224 Data time: 0.1700, Forward time: 2.2781, Backward time: 3.0731, DDP time: 0.0043, Total iter time: 4.8625 [2020-11-05 22:05:25,822][root][INFO] - ===> Epoch[193](4999/26): Loss -0.1010, Sem 0.2156, dir -0.7054, norm 0.3888, swav 0.0000 LR: 5.360e-02 Score 92.861 Data time: 0.2594, Forward time: 2.2782, Backward time: 3.0730, DDP time: 0.0043, Total iter time: 5.5517 [2020-11-05 22:05:32,938][root][INFO] - ===> Epoch[193](5000/26): Loss -0.0760, Sem 0.2318, dir -0.6987, norm 0.3909, swav 0.0000 LR: 5.359e-02 Score 92.296 Data time: 0.2482, Forward time: 2.2783, Backward time: 3.0732, DDP time: 0.0043, Total iter time: 6.9643 [2020-11-05 22:05:33,616][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-11-05 22:05:33,861][root][INFO] - ===> Start testing [2020-11-05 22:07:04,797][root][INFO] - 101/312: Data time: 0.0053, Iter time: 0.1627 Loss 0.109 (AVG: 0.453) Score 96.971 (AVG: 87.847) mIOU 65.640 mAP 74.267 mAcc 75.956 IOU: 80.919 96.615 63.826 65.971 91.494 79.025 72.482 52.306 46.771 74.623 25.040 70.668 50.724 62.740 54.518 49.660 90.444 55.565 79.788 49.613 mAP: 81.613 95.897 64.576 59.331 89.851 86.362 70.475 67.878 65.045 77.128 40.038 65.420 69.405 80.616 67.213 87.773 96.705 78.794 83.372 57.856 mAcc: 92.207 98.502 82.479 75.288 97.029 89.518 78.585 67.104 58.370 94.958 30.559 84.813 76.738 74.824 61.781 59.181 93.871 60.212 87.589 55.509 [2020-11-05 22:08:19,459][root][INFO] - 201/312: Data time: 0.0088, Iter time: 0.1304 Loss 0.013 (AVG: 0.487) Score 99.936 (AVG: 86.957) mIOU 64.739 mAP 73.351 mAcc 74.924 IOU: 80.816 96.470 58.946 74.958 89.573 79.730 66.848 55.645 50.953 72.269 24.907 64.003 50.150 58.624 44.842 48.122 89.768 56.025 83.866 48.275 mAP: 81.947 96.322 63.558 71.218 89.282 84.456 69.829 68.329 62.948 73.969 39.300 57.218 68.617 74.676 59.874 89.832 95.060 79.492 81.553 59.541 mAcc: 91.920 98.522 79.804 81.600 95.786 89.598 74.243 71.607 61.166 93.149 31.864 75.495 75.324 73.137 49.756 58.247 92.321 60.750 88.828 55.371 [2020-11-05 22:09:42,159][root][INFO] - 301/312: Data time: 0.0072, Iter time: 0.3952 Loss 0.212 (AVG: 0.482) Score 93.530 (AVG: 87.147) mIOU 65.643 mAP 73.450 mAcc 75.772 IOU: 81.556 96.361 58.428 78.115 89.147 83.241 67.785 53.249 51.885 75.623 22.962 62.479 54.355 62.586 42.777 55.134 87.702 58.236 85.065 46.174 mAP: 81.593 96.111 64.707 73.377 89.427 82.650 71.227 66.169 63.651 73.839 40.167 58.797 69.706 77.772 54.409 90.088 94.127 80.177 82.711 58.300 mAcc: 91.836 98.503 78.447 83.279 95.577 92.240 75.244 68.911 64.697 93.683 28.630 76.561 76.808 77.796 48.813 66.468 89.873 63.907 90.430 53.744 [2020-11-05 22:09:51,937][root][INFO] - 312/312: Data time: 0.0028, Iter time: 0.2050 Loss 0.190 (AVG: 0.483) Score 93.547 (AVG: 87.165) mIOU 65.693 mAP 73.447 mAcc 75.866 IOU: 81.689 96.294 59.017 77.859 89.173 83.770 67.496 53.863 51.827 74.439 22.800 62.496 53.723 62.675 44.992 55.115 86.933 58.834 85.065 45.807 mAP: 81.743 95.928 64.065 72.772 89.485 82.991 71.075 66.057 63.521 72.853 40.699 59.094 69.618 78.158 55.349 90.088 94.167 80.466 82.711 58.097 mAcc: 91.874 98.476 79.160 82.826 95.620 92.555 74.808 69.281 64.921 92.457 28.447 76.964 77.017 77.779 51.274 66.468 89.133 64.504 90.430 53.325 [2020-11-05 22:09:51,941][root][INFO] - Finished test. Elapsed time: 258.0750 [2020-11-05 22:10:04,549][root][INFO] - [2020-11-05 22:10:04,550][root][INFO] - ################################################################ [2020-11-05 22:10:04,550][root][INFO] - what : AP AP_50% AP_25% [2020-11-05 22:10:04,550][root][INFO] - ################################################################ [2020-11-05 22:10:04,550][root][INFO] - cabinet : 0.169 0.383 0.635 [2020-11-05 22:10:04,550][root][INFO] - bed : 0.373 0.722 0.836 [2020-11-05 22:10:04,550][root][INFO] - chair : 0.486 0.669 0.754 [2020-11-05 22:10:04,550][root][INFO] - sofa : 0.397 0.654 0.819 [2020-11-05 22:10:04,550][root][INFO] - table : 0.258 0.486 0.598 [2020-11-05 22:10:04,550][root][INFO] - door : 0.184 0.369 0.529 [2020-11-05 22:10:04,550][root][INFO] - window : 0.053 0.177 0.360 [2020-11-05 22:10:04,550][root][INFO] - bookshelf : 0.220 0.553 0.767 [2020-11-05 22:10:04,550][root][INFO] - picture : 0.069 0.158 0.274 [2020-11-05 22:10:04,550][root][INFO] - counter : 0.057 0.240 0.529 [2020-11-05 22:10:04,550][root][INFO] - desk : 0.032 0.130 0.418 [2020-11-05 22:10:04,551][root][INFO] - curtain : 0.175 0.349 0.584 [2020-11-05 22:10:04,551][root][INFO] - refrigerator : 0.212 0.400 0.445 [2020-11-05 22:10:04,551][root][INFO] - shower curtain : 0.432 0.587 0.634 [2020-11-05 22:10:04,551][root][INFO] - toilet : 0.677 0.876 0.891 [2020-11-05 22:10:04,551][root][INFO] - sink : 0.178 0.533 0.788 [2020-11-05 22:10:04,551][root][INFO] - bathtub : 0.598 0.823 0.857 [2020-11-05 22:10:04,551][root][INFO] - otherfurniture : 0.241 0.404 0.579 [2020-11-05 22:10:04,551][root][INFO] - ---------------------------------------------------------------- [2020-11-05 22:10:04,551][root][INFO] - average : 0.267 0.473 0.628 [2020-11-05 22:10:04,551][root][INFO] - [2020-11-05 22:10:04,829][root][INFO] - Summary name validation/mAP@0.5 is illegal; using validation/mAP_0.5 instead. [2020-11-05 22:10:05,651][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34Cbest_val.pth [2020-11-05 22:10:05,859][root][INFO] - Current best mIoU: 65.693 at iter 5000 [2020-11-05 22:10:10,602][root][INFO] - ===> Epoch[193](5001/26): Loss -0.0170, Sem 0.2558, dir -0.6830, norm 0.4103, swav 0.0000 LR: 5.358e-02 Score 91.869 Data time: 0.1899, Forward time: 2.2782, Backward time: 3.0730, DDP time: 0.0043, Total iter time: 4.7369 [2020-11-05 22:10:18,000][root][INFO] - ===> Epoch[193](5002/26): Loss -0.1221, Sem 0.2210, dir -0.7196, norm 0.3765, swav 0.0000 LR: 5.357e-02 Score 93.880 Data time: 0.1600, Forward time: 2.2781, Backward time: 3.0734, DDP time: 0.0043, Total iter time: 7.2503 [2020-11-05 22:10:23,581][root][INFO] - ===> Epoch[193](5003/26): Loss -0.1550, Sem 0.2130, dir -0.7208, norm 0.3528, swav 0.0000 LR: 5.356e-02 Score 93.787 Data time: 0.1473, Forward time: 2.2780, Backward time: 3.0736, DDP time: 0.0043, Total iter time: 5.4959 [2020-11-05 22:10:30,738][root][INFO] - ===> Epoch[193](5004/26): Loss -0.0451, Sem 0.2640, dir -0.7062, norm 0.3971, swav 0.0000 LR: 5.355e-02 Score 91.331 Data time: 0.2523, Forward time: 2.2780, Backward time: 3.0738, DDP time: 0.0043, Total iter time: 7.0894 [2020-11-05 22:10:36,261][root][INFO] - ===> Epoch[193](5005/26): Loss -0.0731, Sem 0.2239, dir -0.6809, norm 0.3840, swav 0.0000 LR: 5.355e-02 Score 92.960 Data time: 0.2642, Forward time: 2.2781, Backward time: 3.0736, DDP time: 0.0043, Total iter time: 5.3928 [2020-11-05 22:10:42,432][root][INFO] - ===> Epoch[193](5006/26): Loss -0.1622, Sem 0.2047, dir -0.7294, norm 0.3625, swav 0.0000 LR: 5.354e-02 Score 93.659 Data time: 0.2372, Forward time: 2.2782, Backward time: 3.0736, DDP time: 0.0043, Total iter time: 6.0414 [2020-11-05 22:10:48,379][root][INFO] - ===> Epoch[193](5007/26): Loss -0.0441, Sem 0.2282, dir -0.7024, norm 0.4301, swav 0.0000 LR: 5.353e-02 Score 92.987 Data time: 0.2564, Forward time: 2.2783, Backward time: 3.0736, DDP time: 0.0043, Total iter time: 5.8381 [2020-11-05 22:10:54,701][root][INFO] - ===> Epoch[193](5008/26): Loss -0.1399, Sem 0.1886, dir -0.6903, norm 0.3618, swav 0.0000 LR: 5.352e-02 Score 94.119 Data time: 0.1635, Forward time: 2.2781, Backward time: 3.0739, DDP time: 0.0043, Total iter time: 6.1750 [2020-11-05 22:11:00,692][root][INFO] - ===> Epoch[193](5009/26): Loss -0.0775, Sem 0.2337, dir -0.7119, norm 0.4007, swav 0.0000 LR: 5.351e-02 Score 92.085 Data time: 0.2224, Forward time: 2.2781, Backward time: 3.0740, DDP time: 0.0043, Total iter time: 5.9190 [2020-11-05 22:11:06,110][root][INFO] - ===> Epoch[193](5010/26): Loss -0.1623, Sem 0.1724, dir -0.7293, norm 0.3945, swav 0.0000 LR: 5.350e-02 Score 94.473 Data time: 0.1881, Forward time: 2.2781, Backward time: 3.0740, DDP time: 0.0043, Total iter time: 5.3132 [2020-11-05 22:11:11,650][root][INFO] - ===> Epoch[193](5011/26): Loss -0.1071, Sem 0.2110, dir -0.7159, norm 0.3978, swav 0.0000 LR: 5.349e-02 Score 93.017 Data time: 0.1946, Forward time: 2.2780, Backward time: 3.0740, DDP time: 0.0043, Total iter time: 5.4400 [2020-11-05 22:11:16,778][root][INFO] - ===> Epoch[193](5012/26): Loss -0.1225, Sem 0.2146, dir -0.7180, norm 0.3809, swav 0.0000 LR: 5.348e-02 Score 93.462 Data time: 0.2201, Forward time: 2.2780, Backward time: 3.0739, DDP time: 0.0043, Total iter time: 4.9870 [2020-11-05 22:11:22,862][root][INFO] - ===> Epoch[193](5013/26): Loss -0.0423, Sem 0.2190, dir -0.6556, norm 0.3942, swav 0.0000 LR: 5.347e-02 Score 93.724 Data time: 0.2166, Forward time: 2.2780, Backward time: 3.0740, DDP time: 0.0043, Total iter time: 5.9586 [2020-11-05 22:11:29,136][root][INFO] - ===> Epoch[193](5014/26): Loss -0.0189, Sem 0.2628, dir -0.7035, norm 0.4218, swav 0.0000 LR: 5.346e-02 Score 92.215 Data time: 0.3061, Forward time: 2.2781, Backward time: 3.0739, DDP time: 0.0043, Total iter time: 6.1592 [2020-11-05 22:11:33,976][root][INFO] - ===> Epoch[193](5015/26): Loss -0.1510, Sem 0.1874, dir -0.7007, norm 0.3623, swav 0.0000 LR: 5.345e-02 Score 94.031 Data time: 0.2258, Forward time: 2.2782, Backward time: 3.0737, DDP time: 0.0043, Total iter time: 4.7045 [2020-11-05 22:11:40,371][root][INFO] - ===> Epoch[193](5016/26): Loss -0.0093, Sem 0.2193, dir -0.6819, norm 0.4533, swav 0.0000 LR: 5.344e-02 Score 93.318 Data time: 0.2488, Forward time: 2.2781, Backward time: 3.0738, DDP time: 0.0043, Total iter time: 6.2693 [2020-11-05 22:11:47,538][root][INFO] - ===> Epoch[193](5017/26): Loss 0.0036, Sem 0.2427, dir -0.6447, norm 0.4056, swav 0.0000 LR: 5.343e-02 Score 91.564 Data time: 0.2339, Forward time: 2.2782, Backward time: 3.0740, DDP time: 0.0043, Total iter time: 7.0523 [2020-11-05 22:11:53,154][root][INFO] - ===> Epoch[193](5018/26): Loss -0.0870, Sem 0.2170, dir -0.6899, norm 0.3859, swav 0.0000 LR: 5.342e-02 Score 92.964 Data time: 0.2309, Forward time: 2.2782, Backward time: 3.0739, DDP time: 0.0043, Total iter time: 5.4969 [2020-11-05 22:11:58,910][root][INFO] - ===> Epoch[194](5019/26): Loss -0.1488, Sem 0.1814, dir -0.6849, norm 0.3547, swav 0.0000 LR: 5.341e-02 Score 94.129 Data time: 0.1759, Forward time: 2.2781, Backward time: 3.0740, DDP time: 0.0043, Total iter time: 5.6304 [2020-11-05 22:12:05,727][root][INFO] - ===> Epoch[194](5020/26): Loss -0.0264, Sem 0.2198, dir -0.6540, norm 0.4078, swav 0.0000 LR: 5.340e-02 Score 92.820 Data time: 0.4103, Forward time: 2.2784, Backward time: 3.0740, DDP time: 0.0043, Total iter time: 6.7209 [2020-11-05 22:12:11,426][root][INFO] - ===> Epoch[194](5021/26): Loss -0.0402, Sem 0.2733, dir -0.7013, norm 0.3878, swav 0.0000 LR: 5.339e-02 Score 92.060 Data time: 0.2539, Forward time: 2.2785, Backward time: 3.0739, DDP time: 0.0043, Total iter time: 5.5695 [2020-11-05 22:12:17,822][root][INFO] - ===> Epoch[194](5022/26): Loss -0.0460, Sem 0.2435, dir -0.6896, norm 0.4001, swav 0.0000 LR: 5.338e-02 Score 93.223 Data time: 0.1889, Forward time: 2.2784, Backward time: 3.0740, DDP time: 0.0043, Total iter time: 6.2965 [2020-11-05 22:12:23,236][root][INFO] - ===> Epoch[194](5023/26): Loss -0.1328, Sem 0.2042, dir -0.7013, norm 0.3643, swav 0.0000 LR: 5.337e-02 Score 93.868 Data time: 0.1809, Forward time: 2.2784, Backward time: 3.0740, DDP time: 0.0043, Total iter time: 5.3224 [2020-11-05 22:12:29,093][root][INFO] - ===> Epoch[194](5024/26): Loss 0.0120, Sem 0.2358, dir -0.6292, norm 0.4055, swav 0.0000 LR: 5.336e-02 Score 92.640 Data time: 0.2366, Forward time: 2.2784, Backward time: 3.0740, DDP time: 0.0043, Total iter time: 5.7738 [2020-11-05 22:12:33,722][root][INFO] - ===> Epoch[194](5025/26): Loss -0.0999, Sem 0.1856, dir -0.6750, norm 0.3895, swav 0.0000 LR: 5.335e-02 Score 93.916 Data time: 0.1779, Forward time: 2.2784, Backward time: 3.0739, DDP time: 0.0043, Total iter time: 4.4971 [2020-11-05 22:12:40,925][root][INFO] - ===> Epoch[194](5026/26): Loss -0.0626, Sem 0.2250, dir -0.6898, norm 0.4022, swav 0.0000 LR: 5.334e-02 Score 92.845 Data time: 0.2965, Forward time: 2.2785, Backward time: 3.0740, DDP time: 0.0043, Total iter time: 7.1125 [2020-11-05 22:12:45,976][root][INFO] - ===> Epoch[194](5027/26): Loss -0.0648, Sem 0.2366, dir -0.6918, norm 0.3904, swav 0.0000 LR: 5.333e-02 Score 92.476 Data time: 0.2624, Forward time: 2.2786, Backward time: 3.0738, DDP time: 0.0043, Total iter time: 4.9224 [2020-11-05 22:12:51,865][root][INFO] - ===> Epoch[194](5028/26): Loss -0.0769, Sem 0.2371, dir -0.7070, norm 0.3931, swav 0.0000 LR: 5.332e-02 Score 93.007 Data time: 0.2708, Forward time: 2.2787, Backward time: 3.0737, DDP time: 0.0043, Total iter time: 5.7693 [2020-11-05 22:12:57,248][root][INFO] - ===> Epoch[194](5029/26): Loss -0.1140, Sem 0.1984, dir -0.6822, norm 0.3698, swav 0.0000 LR: 5.331e-02 Score 93.703 Data time: 0.1745, Forward time: 2.2786, Backward time: 3.0737, DDP time: 0.0043, Total iter time: 5.2623 [2020-11-05 22:13:02,316][root][INFO] - ===> Epoch[194](5030/26): Loss -0.1068, Sem 0.2364, dir -0.7303, norm 0.3871, swav 0.0000 LR: 5.330e-02 Score 92.240 Data time: 0.2317, Forward time: 2.2787, Backward time: 3.0735, DDP time: 0.0043, Total iter time: 4.9831 [2020-11-05 22:13:07,457][root][INFO] - ===> Epoch[194](5031/26): Loss -0.0751, Sem 0.2260, dir -0.6921, norm 0.3911, swav 0.0000 LR: 5.329e-02 Score 92.862 Data time: 0.2057, Forward time: 2.2787, Backward time: 3.0734, DDP time: 0.0043, Total iter time: 5.0195 [2020-11-05 22:13:14,012][root][INFO] - ===> Epoch[194](5032/26): Loss -0.0483, Sem 0.2586, dir -0.7150, norm 0.4081, swav 0.0000 LR: 5.328e-02 Score 92.110 Data time: 0.1748, Forward time: 2.2785, Backward time: 3.0737, DDP time: 0.0043, Total iter time: 6.4415 [2020-11-05 22:13:19,952][root][INFO] - ===> Epoch[194](5033/26): Loss -0.0183, Sem 0.2627, dir -0.7039, norm 0.4230, swav 0.0000 LR: 5.328e-02 Score 91.275 Data time: 0.2578, Forward time: 2.2787, Backward time: 3.0736, DDP time: 0.0043, Total iter time: 5.8422 [2020-11-05 22:13:25,503][root][INFO] - ===> Epoch[194](5034/26): Loss -0.1221, Sem 0.2075, dir -0.7273, norm 0.3978, swav 0.0000 LR: 5.327e-02 Score 93.274 Data time: 0.2343, Forward time: 2.2787, Backward time: 3.0735, DDP time: 0.0043, Total iter time: 5.4160 [2020-11-05 22:13:30,394][root][INFO] - ===> Epoch[194](5035/26): Loss -0.1407, Sem 0.1819, dir -0.6985, norm 0.3759, swav 0.0000 LR: 5.326e-02 Score 94.156 Data time: 0.1775, Forward time: 2.2786, Backward time: 3.0734, DDP time: 0.0043, Total iter time: 4.7608 [2020-11-05 22:13:35,665][root][INFO] - ===> Epoch[194](5036/26): Loss -0.1199, Sem 0.2093, dir -0.7179, norm 0.3887, swav 0.0000 LR: 5.325e-02 Score 93.778 Data time: 0.2205, Forward time: 2.2787, Backward time: 3.0733, DDP time: 0.0043, Total iter time: 5.1600 [2020-11-05 22:13:40,948][root][INFO] - ===> Epoch[194](5037/26): Loss -0.1071, Sem 0.2208, dir -0.7073, norm 0.3794, swav 0.0000 LR: 5.324e-02 Score 92.986 Data time: 0.1671, Forward time: 2.2785, Backward time: 3.0733, DDP time: 0.0043, Total iter time: 5.1541 [2020-11-05 22:13:46,253][root][INFO] - ===> Epoch[194](5038/26): Loss -0.0524, Sem 0.2275, dir -0.6982, norm 0.4184, swav 0.0000 LR: 5.323e-02 Score 92.113 Data time: 0.2353, Forward time: 2.2786, Backward time: 3.0732, DDP time: 0.0043, Total iter time: 5.2051 [2020-11-05 22:13:51,975][root][INFO] - ===> Epoch[194](5039/26): Loss -0.1328, Sem 0.2103, dir -0.7048, norm 0.3617, swav 0.0000 LR: 5.322e-02 Score 92.704 Data time: 0.1989, Forward time: 2.2786, Backward time: 3.0732, DDP time: 0.0043, Total iter time: 5.6095 [2020-11-05 22:13:57,409][root][INFO] - ===> Epoch[194](5040/26): Loss -0.0865, Sem 0.2220, dir -0.6810, norm 0.3725, swav 0.0000 LR: 5.321e-02 Score 93.269 Data time: 0.2417, Forward time: 2.2786, Backward time: 3.0731, DDP time: 0.0043, Total iter time: 5.3033 [2020-11-05 22:14:03,283][root][INFO] - ===> Epoch[194](5041/26): Loss -0.1062, Sem 0.2278, dir -0.7016, norm 0.3675, swav 0.0000 LR: 5.320e-02 Score 93.219 Data time: 0.2678, Forward time: 2.2787, Backward time: 3.0730, DDP time: 0.0043, Total iter time: 5.7281 [2020-11-05 22:14:08,829][root][INFO] - ===> Epoch[194](5042/26): Loss -0.1496, Sem 0.2189, dir -0.7190, norm 0.3506, swav 0.0000 LR: 5.319e-02 Score 93.110 Data time: 0.2736, Forward time: 2.2788, Backward time: 3.0728, DDP time: 0.0043, Total iter time: 5.4029 [2020-11-05 22:14:15,064][root][INFO] - ===> Epoch[194](5043/26): Loss -0.0684, Sem 0.2417, dir -0.6972, norm 0.3871, swav 0.0000 LR: 5.318e-02 Score 92.031 Data time: 0.2969, Forward time: 2.2790, Backward time: 3.0727, DDP time: 0.0043, Total iter time: 6.1257 [2020-11-05 22:14:19,579][root][INFO] - ===> Epoch[194](5044/26): Loss -0.0766, Sem 0.2558, dir -0.7235, norm 0.3911, swav 0.0000 LR: 5.317e-02 Score 91.949 Data time: 0.1911, Forward time: 2.2790, Backward time: 3.0725, DDP time: 0.0043, Total iter time: 4.3709 [2020-11-05 22:14:25,568][root][INFO] - ===> Epoch[195](5045/26): Loss -0.0008, Sem 0.2500, dir -0.6864, norm 0.4355, swav 0.0000 LR: 5.316e-02 Score 91.549 Data time: 0.1724, Forward time: 2.2789, Backward time: 3.0727, DDP time: 0.0043, Total iter time: 5.8889 [2020-11-05 22:14:31,925][root][INFO] - ===> Epoch[195](5046/26): Loss -0.0974, Sem 0.2201, dir -0.7115, norm 0.3940, swav 0.0000 LR: 5.315e-02 Score 93.232 Data time: 0.1716, Forward time: 2.2788, Backward time: 3.0729, DDP time: 0.0043, Total iter time: 6.2826 [2020-11-05 22:14:36,872][root][INFO] - ===> Epoch[195](5047/26): Loss -0.0484, Sem 0.2221, dir -0.6712, norm 0.4008, swav 0.0000 LR: 5.314e-02 Score 93.237 Data time: 0.1540, Forward time: 2.2787, Backward time: 3.0729, DDP time: 0.0043, Total iter time: 4.8524 [2020-11-05 22:14:43,317][root][INFO] - ===> Epoch[195](5048/26): Loss -0.1509, Sem 0.1866, dir -0.7112, norm 0.3737, swav 0.0000 LR: 5.313e-02 Score 93.725 Data time: 0.2227, Forward time: 2.2787, Backward time: 3.0730, DDP time: 0.0043, Total iter time: 6.3833 [2020-11-05 22:14:48,089][root][INFO] - ===> Epoch[195](5049/26): Loss -0.1592, Sem 0.1992, dir -0.7095, norm 0.3511, swav 0.0000 LR: 5.312e-02 Score 94.115 Data time: 0.2401, Forward time: 2.2787, Backward time: 3.0728, DDP time: 0.0043, Total iter time: 4.6325 [2020-11-05 22:14:53,513][root][INFO] - ===> Epoch[195](5050/26): Loss -0.0967, Sem 0.2397, dir -0.7149, norm 0.3785, swav 0.0000 LR: 5.311e-02 Score 91.890 Data time: 0.2182, Forward time: 2.2787, Backward time: 3.0727, DDP time: 0.0043, Total iter time: 5.3087 [2020-11-05 22:14:58,878][root][INFO] - ===> Epoch[195](5051/26): Loss -0.1293, Sem 0.2213, dir -0.7301, norm 0.3795, swav 0.0000 LR: 5.310e-02 Score 92.927 Data time: 0.2175, Forward time: 2.2787, Backward time: 3.0726, DDP time: 0.0043, Total iter time: 5.2535 [2020-11-05 22:15:06,295][root][INFO] - ===> Epoch[195](5052/26): Loss -0.0843, Sem 0.2390, dir -0.6914, norm 0.3681, swav 0.0000 LR: 5.309e-02 Score 92.828 Data time: 0.2814, Forward time: 2.2788, Backward time: 3.0728, DDP time: 0.0043, Total iter time: 7.3139 [2020-11-05 22:15:12,440][root][INFO] - ===> Epoch[195](5053/26): Loss -0.0496, Sem 0.2431, dir -0.7092, norm 0.4165, swav 0.0000 LR: 5.308e-02 Score 92.570 Data time: 0.3051, Forward time: 2.2789, Backward time: 3.0728, DDP time: 0.0043, Total iter time: 5.9899 [2020-11-05 22:15:17,943][root][INFO] - ===> Epoch[195](5054/26): Loss -0.1199, Sem 0.2298, dir -0.7029, norm 0.3531, swav 0.0000 LR: 5.307e-02 Score 92.377 Data time: 0.1699, Forward time: 2.2788, Backward time: 3.0728, DDP time: 0.0043, Total iter time: 5.3853 [2020-11-05 22:15:23,593][root][INFO] - ===> Epoch[195](5055/26): Loss -0.0977, Sem 0.2338, dir -0.7032, norm 0.3717, swav 0.0000 LR: 5.306e-02 Score 92.936 Data time: 0.2173, Forward time: 2.2788, Backward time: 3.0728, DDP time: 0.0043, Total iter time: 5.5391 [2020-11-05 22:15:28,272][root][INFO] - ===> Epoch[195](5056/26): Loss -0.1184, Sem 0.1985, dir -0.7060, norm 0.3891, swav 0.0000 LR: 5.305e-02 Score 93.740 Data time: 0.2080, Forward time: 2.2788, Backward time: 3.0726, DDP time: 0.0043, Total iter time: 4.5764 [2020-11-05 22:15:34,447][root][INFO] - ===> Epoch[195](5057/26): Loss -0.0952, Sem 0.1913, dir -0.6655, norm 0.3790, swav 0.0000 LR: 5.304e-02 Score 93.471 Data time: 0.1342, Forward time: 2.2787, Backward time: 3.0729, DDP time: 0.0043, Total iter time: 6.0622 [2020-11-05 22:15:40,699][root][INFO] - ===> Epoch[195](5058/26): Loss -0.0695, Sem 0.2130, dir -0.6936, norm 0.4111, swav 0.0000 LR: 5.303e-02 Score 93.158 Data time: 0.1892, Forward time: 2.2786, Backward time: 3.0731, DDP time: 0.0043, Total iter time: 6.1756 [2020-11-05 22:15:46,813][root][INFO] - ===> Epoch[195](5059/26): Loss -0.0670, Sem 0.2263, dir -0.6714, norm 0.3781, swav 0.0000 LR: 5.302e-02 Score 93.188 Data time: 0.2074, Forward time: 2.2786, Backward time: 3.0731, DDP time: 0.0043, Total iter time: 6.0003 [2020-11-05 22:15:55,485][root][INFO] - ===> Epoch[195](5060/26): Loss -0.0843, Sem 0.2111, dir -0.6976, norm 0.4022, swav 0.0000 LR: 5.301e-02 Score 94.024 Data time: 0.2168, Forward time: 2.2786, Backward time: 3.0737, DDP time: 0.0043, Total iter time: 8.5363 [2020-11-05 22:16:00,825][root][INFO] - ===> Epoch[195](5061/26): Loss -0.0824, Sem 0.2095, dir -0.7157, norm 0.4239, swav 0.0000 LR: 5.300e-02 Score 93.124 Data time: 0.1853, Forward time: 2.2785, Backward time: 3.0737, DDP time: 0.0043, Total iter time: 5.2190 [2020-11-05 22:16:07,293][root][INFO] - ===> Epoch[195](5062/26): Loss -0.0808, Sem 0.2140, dir -0.6944, norm 0.3996, swav 0.0000 LR: 5.300e-02 Score 93.443 Data time: 0.2183, Forward time: 2.2785, Backward time: 3.0738, DDP time: 0.0043, Total iter time: 6.3492 [2020-11-05 22:16:11,958][root][INFO] - ===> Epoch[195](5063/26): Loss -0.1023, Sem 0.2352, dir -0.7132, norm 0.3757, swav 0.0000 LR: 5.299e-02 Score 92.106 Data time: 0.1764, Forward time: 2.2784, Backward time: 3.0737, DDP time: 0.0043, Total iter time: 4.5548 [2020-11-05 22:16:17,007][root][INFO] - ===> Epoch[195](5064/26): Loss -0.0985, Sem 0.2176, dir -0.7085, norm 0.3925, swav 0.0000 LR: 5.298e-02 Score 92.998 Data time: 0.2051, Forward time: 2.2784, Backward time: 3.0736, DDP time: 0.0043, Total iter time: 4.9689 [2020-11-05 22:16:22,920][root][INFO] - ===> Epoch[195](5065/26): Loss -0.1006, Sem 0.2033, dir -0.6955, norm 0.3915, swav 0.0000 LR: 5.297e-02 Score 92.979 Data time: 0.1815, Forward time: 2.2783, Backward time: 3.0737, DDP time: 0.0043, Total iter time: 5.7979 [2020-11-05 22:16:29,016][root][INFO] - ===> Epoch[195](5066/26): Loss -0.0850, Sem 0.2211, dir -0.6918, norm 0.3858, swav 0.0000 LR: 5.296e-02 Score 93.110 Data time: 0.2451, Forward time: 2.2783, Backward time: 3.0738, DDP time: 0.0043, Total iter time: 5.9848 [2020-11-05 22:16:34,884][root][INFO] - ===> Epoch[195](5067/26): Loss -0.0874, Sem 0.2349, dir -0.7074, norm 0.3851, swav 0.0000 LR: 5.295e-02 Score 92.500 Data time: 0.2540, Forward time: 2.2784, Backward time: 3.0737, DDP time: 0.0043, Total iter time: 5.7326 [2020-11-05 22:16:40,563][root][INFO] - ===> Epoch[195](5068/26): Loss 0.0033, Sem 0.2384, dir -0.6547, norm 0.4196, swav 0.0000 LR: 5.294e-02 Score 92.986 Data time: 0.2683, Forward time: 2.2785, Backward time: 3.0736, DDP time: 0.0043, Total iter time: 5.5390 [2020-11-05 22:16:46,926][root][INFO] - ===> Epoch[195](5069/26): Loss -0.0994, Sem 0.2210, dir -0.7263, norm 0.4059, swav 0.0000 LR: 5.293e-02 Score 92.970 Data time: 0.1770, Forward time: 2.2784, Backward time: 3.0738, DDP time: 0.0043, Total iter time: 6.2192 [2020-11-05 22:16:52,012][root][INFO] - ===> Epoch[195](5070/26): Loss -0.1104, Sem 0.2075, dir -0.7173, norm 0.3994, swav 0.0000 LR: 5.292e-02 Score 93.135 Data time: 0.2133, Forward time: 2.2784, Backward time: 3.0736, DDP time: 0.0043, Total iter time: 4.9601 [2020-11-05 22:16:57,631][root][INFO] - ===> Epoch[196](5071/26): Loss -0.0925, Sem 0.2051, dir -0.7241, norm 0.4266, swav 0.0000 LR: 5.291e-02 Score 93.008 Data time: 0.1617, Forward time: 2.2783, Backward time: 3.0737, DDP time: 0.0043, Total iter time: 5.4898 [2020-11-05 22:17:03,014][root][INFO] - ===> Epoch[196](5072/26): Loss -0.0314, Sem 0.2768, dir -0.6977, norm 0.3895, swav 0.0000 LR: 5.290e-02 Score 91.067 Data time: 0.2091, Forward time: 2.2782, Backward time: 3.0737, DDP time: 0.0043, Total iter time: 5.2937 [2020-11-05 22:17:07,722][root][INFO] - ===> Epoch[196](5073/26): Loss -0.0899, Sem 0.2123, dir -0.6974, norm 0.3951, swav 0.0000 LR: 5.289e-02 Score 93.310 Data time: 0.2223, Forward time: 2.2783, Backward time: 3.0735, DDP time: 0.0043, Total iter time: 4.5925 [2020-11-05 22:17:13,137][root][INFO] - ===> Epoch[196](5074/26): Loss -0.0421, Sem 0.2445, dir -0.6725, norm 0.3860, swav 0.0000 LR: 5.288e-02 Score 92.626 Data time: 0.1595, Forward time: 2.2781, Backward time: 3.0736, DDP time: 0.0043, Total iter time: 5.2894 [2020-11-05 22:17:19,393][root][INFO] - ===> Epoch[196](5075/26): Loss -0.0855, Sem 0.2200, dir -0.6897, norm 0.3842, swav 0.0000 LR: 5.287e-02 Score 92.973 Data time: 0.2120, Forward time: 2.2781, Backward time: 3.0737, DDP time: 0.0043, Total iter time: 6.1650 [2020-11-05 22:17:25,419][root][INFO] - ===> Epoch[196](5076/26): Loss -0.0365, Sem 0.2647, dir -0.6909, norm 0.3896, swav 0.0000 LR: 5.286e-02 Score 92.196 Data time: 0.1912, Forward time: 2.2780, Backward time: 3.0738, DDP time: 0.0043, Total iter time: 5.9103 [2020-11-05 22:17:30,625][root][INFO] - ===> Epoch[196](5077/26): Loss -0.0829, Sem 0.2482, dir -0.7018, norm 0.3707, swav 0.0000 LR: 5.285e-02 Score 92.368 Data time: 0.1186, Forward time: 2.2778, Backward time: 3.0740, DDP time: 0.0043, Total iter time: 5.1221 [2020-11-05 22:17:36,801][root][INFO] - ===> Epoch[196](5078/26): Loss -0.0984, Sem 0.2371, dir -0.7343, norm 0.3988, swav 0.0000 LR: 5.284e-02 Score 92.874 Data time: 0.1937, Forward time: 2.2778, Backward time: 3.0741, DDP time: 0.0043, Total iter time: 6.0915 [2020-11-05 22:17:42,831][root][INFO] - ===> Epoch[196](5079/26): Loss 0.0091, Sem 0.2154, dir -0.6427, norm 0.4364, swav 0.0000 LR: 5.283e-02 Score 93.123 Data time: 0.2662, Forward time: 2.2779, Backward time: 3.0740, DDP time: 0.0043, Total iter time: 5.8999 [2020-11-05 22:17:48,095][root][INFO] - ===> Epoch[196](5080/26): Loss -0.0568, Sem 0.2365, dir -0.6676, norm 0.3744, swav 0.0000 LR: 5.282e-02 Score 92.007 Data time: 0.2022, Forward time: 2.2779, Backward time: 3.0739, DDP time: 0.0043, Total iter time: 5.1144 [2020-11-05 22:17:52,892][root][INFO] - ===> Epoch[196](5081/26): Loss -0.1086, Sem 0.2369, dir -0.7130, norm 0.3676, swav 0.0000 LR: 5.281e-02 Score 92.795 Data time: 0.1837, Forward time: 2.2778, Backward time: 3.0738, DDP time: 0.0043, Total iter time: 4.6555 [2020-11-05 22:17:58,208][root][INFO] - ===> Epoch[196](5082/26): Loss -0.1055, Sem 0.2264, dir -0.6996, norm 0.3676, swav 0.0000 LR: 5.280e-02 Score 93.511 Data time: 0.1877, Forward time: 2.2778, Backward time: 3.0738, DDP time: 0.0043, Total iter time: 5.2008 [2020-11-05 22:18:03,254][root][INFO] - ===> Epoch[196](5083/26): Loss -0.1577, Sem 0.1909, dir -0.7049, norm 0.3562, swav 0.0000 LR: 5.279e-02 Score 93.864 Data time: 0.1758, Forward time: 2.2777, Backward time: 3.0737, DDP time: 0.0043, Total iter time: 4.9457 [2020-11-05 22:18:08,774][root][INFO] - ===> Epoch[196](5084/26): Loss -0.0654, Sem 0.2458, dir -0.6814, norm 0.3702, swav 0.0000 LR: 5.278e-02 Score 92.191 Data time: 0.1793, Forward time: 2.2776, Backward time: 3.0738, DDP time: 0.0043, Total iter time: 5.4290 [2020-11-05 22:18:15,570][root][INFO] - ===> Epoch[196](5085/26): Loss -0.0587, Sem 0.2538, dir -0.6979, norm 0.3854, swav 0.0000 LR: 5.277e-02 Score 92.106 Data time: 0.1936, Forward time: 2.2776, Backward time: 3.0740, DDP time: 0.0043, Total iter time: 6.6727 [2020-11-05 22:18:20,955][root][INFO] - ===> Epoch[196](5086/26): Loss -0.1381, Sem 0.2044, dir -0.7096, norm 0.3672, swav 0.0000 LR: 5.276e-02 Score 92.852 Data time: 0.2745, Forward time: 2.2776, Backward time: 3.0739, DDP time: 0.0043, Total iter time: 5.2743 [2020-11-05 22:18:27,830][root][INFO] - ===> Epoch[196](5087/26): Loss -0.1343, Sem 0.2330, dir -0.7187, norm 0.3514, swav 0.0000 LR: 5.275e-02 Score 92.314 Data time: 0.1653, Forward time: 2.2775, Backward time: 3.0742, DDP time: 0.0043, Total iter time: 6.7507 [2020-11-05 22:18:33,663][root][INFO] - ===> Epoch[196](5088/26): Loss -0.0483, Sem 0.2233, dir -0.6682, norm 0.3966, swav 0.0000 LR: 5.274e-02 Score 93.461 Data time: 0.1924, Forward time: 2.2775, Backward time: 3.0742, DDP time: 0.0043, Total iter time: 5.7471 [2020-11-05 22:18:38,864][root][INFO] - ===> Epoch[196](5089/26): Loss -0.0947, Sem 0.2260, dir -0.6984, norm 0.3776, swav 0.0000 LR: 5.273e-02 Score 92.645 Data time: 0.1224, Forward time: 2.2773, Backward time: 3.0743, DDP time: 0.0043, Total iter time: 5.0854 [2020-11-05 22:18:44,380][root][INFO] - ===> Epoch[196](5090/26): Loss -0.0713, Sem 0.2325, dir -0.6975, norm 0.3938, swav 0.0000 LR: 5.272e-02 Score 92.216 Data time: 0.2192, Forward time: 2.2773, Backward time: 3.0743, DDP time: 0.0043, Total iter time: 5.4525 [2020-11-05 22:18:50,136][root][INFO] - ===> Epoch[196](5091/26): Loss -0.1102, Sem 0.1903, dir -0.6886, norm 0.3881, swav 0.0000 LR: 5.272e-02 Score 93.742 Data time: 0.1822, Forward time: 2.2773, Backward time: 3.0743, DDP time: 0.0043, Total iter time: 5.6406 [2020-11-05 22:18:57,008][root][INFO] - ===> Epoch[196](5092/26): Loss -0.0888, Sem 0.2396, dir -0.7086, norm 0.3802, swav 0.0000 LR: 5.271e-02 Score 92.060 Data time: 0.1247, Forward time: 2.2771, Backward time: 3.0748, DDP time: 0.0043, Total iter time: 6.7717 [2020-11-05 22:19:01,739][root][INFO] - ===> Epoch[196](5093/26): Loss -0.0720, Sem 0.2556, dir -0.7167, norm 0.3891, swav 0.0000 LR: 5.270e-02 Score 92.088 Data time: 0.1877, Forward time: 2.2771, Backward time: 3.0746, DDP time: 0.0043, Total iter time: 4.6451 [2020-11-05 22:19:06,864][root][INFO] - ===> Epoch[196](5094/26): Loss -0.1334, Sem 0.2334, dir -0.7344, norm 0.3675, swav 0.0000 LR: 5.269e-02 Score 92.189 Data time: 0.2444, Forward time: 2.2771, Backward time: 3.0745, DDP time: 0.0043, Total iter time: 5.0164 [2020-11-05 22:19:13,995][root][INFO] - ===> Epoch[196](5095/26): Loss -0.0020, Sem 0.2526, dir -0.6873, norm 0.4327, swav 0.0000 LR: 5.268e-02 Score 92.223 Data time: 0.2063, Forward time: 2.2771, Backward time: 3.0747, DDP time: 0.0043, Total iter time: 6.9823 [2020-11-05 22:19:20,153][root][INFO] - ===> Epoch[196](5096/26): Loss -0.0553, Sem 0.2558, dir -0.7383, norm 0.4272, swav 0.0000 LR: 5.267e-02 Score 92.160 Data time: 0.1945, Forward time: 2.2771, Backward time: 3.0748, DDP time: 0.0043, Total iter time: 6.0281 [2020-11-05 22:19:25,771][root][INFO] - ===> Epoch[197](5097/26): Loss 0.0034, Sem 0.2559, dir -0.6547, norm 0.4021, swav 0.0000 LR: 5.266e-02 Score 91.425 Data time: 0.1730, Forward time: 2.2770, Backward time: 3.0749, DDP time: 0.0043, Total iter time: 5.5228 [2020-11-05 22:19:30,892][root][INFO] - ===> Epoch[197](5098/26): Loss -0.1438, Sem 0.2161, dir -0.7294, norm 0.3694, swav 0.0000 LR: 5.265e-02 Score 93.416 Data time: 0.1778, Forward time: 2.2769, Backward time: 3.0748, DDP time: 0.0043, Total iter time: 5.0184 [2020-11-05 22:19:36,535][root][INFO] - ===> Epoch[197](5099/26): Loss -0.0537, Sem 0.2417, dir -0.7055, norm 0.4101, swav 0.0000 LR: 5.264e-02 Score 92.716 Data time: 0.2699, Forward time: 2.2770, Backward time: 3.0747, DDP time: 0.0043, Total iter time: 5.5468 [2020-11-05 22:19:41,629][root][INFO] - ===> Epoch[197](5100/26): Loss -0.1579, Sem 0.1901, dir -0.7258, norm 0.3778, swav 0.0000 LR: 5.263e-02 Score 93.704 Data time: 0.1775, Forward time: 2.2770, Backward time: 3.0746, DDP time: 0.0043, Total iter time: 4.9642 [2020-11-05 22:19:47,433][root][INFO] - ===> Epoch[197](5101/26): Loss -0.1716, Sem 0.1774, dir -0.7269, norm 0.3779, swav 0.0000 LR: 5.262e-02 Score 94.187 Data time: 0.2371, Forward time: 2.2770, Backward time: 3.0746, DDP time: 0.0043, Total iter time: 5.7115 [2020-11-05 22:19:52,659][root][INFO] - ===> Epoch[197](5102/26): Loss -0.0848, Sem 0.2090, dir -0.6967, norm 0.4030, swav 0.0000 LR: 5.261e-02 Score 93.488 Data time: 0.1914, Forward time: 2.2770, Backward time: 3.0745, DDP time: 0.0043, Total iter time: 5.1236 [2020-11-05 22:19:59,012][root][INFO] - ===> Epoch[197](5103/26): Loss -0.1242, Sem 0.2099, dir -0.6824, norm 0.3484, swav 0.0000 LR: 5.260e-02 Score 92.891 Data time: 0.2889, Forward time: 2.2771, Backward time: 3.0745, DDP time: 0.0043, Total iter time: 6.2518 [2020-11-05 22:20:03,966][root][INFO] - ===> Epoch[197](5104/26): Loss -0.1429, Sem 0.1978, dir -0.7059, norm 0.3652, swav 0.0000 LR: 5.259e-02 Score 93.273 Data time: 0.2015, Forward time: 2.2771, Backward time: 3.0744, DDP time: 0.0043, Total iter time: 4.8308 [2020-11-05 22:20:11,561][root][INFO] - ===> Epoch[197](5105/26): Loss -0.0294, Sem 0.2458, dir -0.6512, norm 0.3760, swav 0.0000 LR: 5.258e-02 Score 92.009 Data time: 0.2211, Forward time: 2.2771, Backward time: 3.0747, DDP time: 0.0043, Total iter time: 7.4935 [2020-11-05 22:20:16,563][root][INFO] - ===> Epoch[197](5106/26): Loss -0.0844, Sem 0.1936, dir -0.6804, norm 0.4024, swav 0.0000 LR: 5.257e-02 Score 94.308 Data time: 0.1916, Forward time: 2.2771, Backward time: 3.0746, DDP time: 0.0043, Total iter time: 4.8973 [2020-11-05 22:20:22,058][root][INFO] - ===> Epoch[197](5107/26): Loss -0.0615, Sem 0.2258, dir -0.6862, norm 0.3989, swav 0.0000 LR: 5.256e-02 Score 92.965 Data time: 0.1632, Forward time: 2.2770, Backward time: 3.0746, DDP time: 0.0043, Total iter time: 5.3922 [2020-11-05 22:20:28,738][root][INFO] - ===> Epoch[197](5108/26): Loss -0.0119, Sem 0.2738, dir -0.6829, norm 0.3972, swav 0.0000 LR: 5.255e-02 Score 91.837 Data time: 0.1931, Forward time: 2.2769, Backward time: 3.0749, DDP time: 0.0043, Total iter time: 6.6169 [2020-11-05 22:20:34,166][root][INFO] - ===> Epoch[197](5109/26): Loss -0.0908, Sem 0.2419, dir -0.7253, norm 0.3926, swav 0.0000 LR: 5.254e-02 Score 92.580 Data time: 0.2099, Forward time: 2.2769, Backward time: 3.0749, DDP time: 0.0043, Total iter time: 5.3546 [2020-11-05 22:20:40,844][root][INFO] - ===> Epoch[197](5110/26): Loss -0.1308, Sem 0.1977, dir -0.7062, norm 0.3778, swav 0.0000 LR: 5.253e-02 Score 93.417 Data time: 0.1736, Forward time: 2.2768, Backward time: 3.0751, DDP time: 0.0043, Total iter time: 6.5685 [2020-11-05 22:20:45,313][root][INFO] - ===> Epoch[197](5111/26): Loss -0.1443, Sem 0.1935, dir -0.7126, norm 0.3749, swav 0.0000 LR: 5.252e-02 Score 93.563 Data time: 0.2218, Forward time: 2.2768, Backward time: 3.0749, DDP time: 0.0043, Total iter time: 4.3773 [2020-11-05 22:20:51,295][root][INFO] - ===> Epoch[197](5112/26): Loss -0.0806, Sem 0.2361, dir -0.7106, norm 0.3939, swav 0.0000 LR: 5.251e-02 Score 92.712 Data time: 0.2876, Forward time: 2.2769, Backward time: 3.0748, DDP time: 0.0043, Total iter time: 5.8834 [2020-11-05 22:20:57,736][root][INFO] - ===> Epoch[197](5113/26): Loss -0.1261, Sem 0.2142, dir -0.7172, norm 0.3769, swav 0.0000 LR: 5.250e-02 Score 93.696 Data time: 0.2680, Forward time: 2.2770, Backward time: 3.0749, DDP time: 0.0043, Total iter time: 6.3130 [2020-11-05 22:21:04,492][root][INFO] - ===> Epoch[197](5114/26): Loss -0.0479, Sem 0.2099, dir -0.6557, norm 0.3980, swav 0.0000 LR: 5.249e-02 Score 93.458 Data time: 0.2347, Forward time: 2.2771, Backward time: 3.0750, DDP time: 0.0043, Total iter time: 6.6496 [2020-11-05 22:21:10,191][root][INFO] - ===> Epoch[197](5115/26): Loss -0.1426, Sem 0.2049, dir -0.6961, norm 0.3486, swav 0.0000 LR: 5.248e-02 Score 92.718 Data time: 0.1852, Forward time: 2.2770, Backward time: 3.0750, DDP time: 0.0043, Total iter time: 5.5589 [2020-11-05 22:21:16,247][root][INFO] - ===> Epoch[197](5116/26): Loss -0.1203, Sem 0.2164, dir -0.7225, norm 0.3857, swav 0.0000 LR: 5.247e-02 Score 93.176 Data time: 0.2087, Forward time: 2.2770, Backward time: 3.0751, DDP time: 0.0043, Total iter time: 5.9549 [2020-11-05 22:21:22,307][root][INFO] - ===> Epoch[197](5117/26): Loss -0.0681, Sem 0.2058, dir -0.6702, norm 0.3963, swav 0.0000 LR: 5.246e-02 Score 93.394 Data time: 0.2089, Forward time: 2.2770, Backward time: 3.0751, DDP time: 0.0043, Total iter time: 5.9348 [2020-11-05 22:21:27,867][root][INFO] - ===> Epoch[197](5118/26): Loss -0.1520, Sem 0.1962, dir -0.7128, norm 0.3646, swav 0.0000 LR: 5.245e-02 Score 93.649 Data time: 0.2463, Forward time: 2.2771, Backward time: 3.0750, DDP time: 0.0043, Total iter time: 5.4482 [2020-11-05 22:21:32,702][root][INFO] - ===> Epoch[197](5119/26): Loss -0.2036, Sem 0.1711, dir -0.7354, norm 0.3607, swav 0.0000 LR: 5.244e-02 Score 94.613 Data time: 0.1756, Forward time: 2.2770, Backward time: 3.0749, DDP time: 0.0043, Total iter time: 4.7053 [2020-11-05 22:21:38,324][root][INFO] - ===> Epoch[197](5120/26): Loss -0.0895, Sem 0.2397, dir -0.7069, norm 0.3778, swav 0.0000 LR: 5.243e-02 Score 92.560 Data time: 0.1911, Forward time: 2.2770, Backward time: 3.0749, DDP time: 0.0043, Total iter time: 5.5268 [2020-11-05 22:21:42,939][root][INFO] - ===> Epoch[197](5121/26): Loss -0.1655, Sem 0.2122, dir -0.7449, norm 0.3672, swav 0.0000 LR: 5.243e-02 Score 93.575 Data time: 0.1566, Forward time: 2.2769, Backward time: 3.0748, DDP time: 0.0043, Total iter time: 4.5076 [2020-11-05 22:21:48,560][root][INFO] - ===> Epoch[197](5122/26): Loss -0.0680, Sem 0.2443, dir -0.6878, norm 0.3755, swav 0.0000 LR: 5.242e-02 Score 91.450 Data time: 0.1946, Forward time: 2.2769, Backward time: 3.0748, DDP time: 0.0043, Total iter time: 5.5435 [2020-11-05 22:21:53,761][root][INFO] - ===> Epoch[198](5123/26): Loss -0.0646, Sem 0.2075, dir -0.7013, norm 0.4292, swav 0.0000 LR: 5.241e-02 Score 93.224 Data time: 0.1941, Forward time: 2.2768, Backward time: 3.0747, DDP time: 0.0043, Total iter time: 5.0775 [2020-11-05 22:22:00,801][root][INFO] - ===> Epoch[198](5124/26): Loss -0.0314, Sem 0.2720, dir -0.6985, norm 0.3951, swav 0.0000 LR: 5.240e-02 Score 91.786 Data time: 0.1775, Forward time: 2.2768, Backward time: 3.0750, DDP time: 0.0043, Total iter time: 6.9147 [2020-11-05 22:22:07,109][root][INFO] - ===> Epoch[198](5125/26): Loss -0.0928, Sem 0.2403, dir -0.7141, norm 0.3810, swav 0.0000 LR: 5.239e-02 Score 92.683 Data time: 0.2923, Forward time: 2.2769, Backward time: 3.0750, DDP time: 0.0043, Total iter time: 6.2185 [2020-11-05 22:22:13,404][root][INFO] - ===> Epoch[198](5126/26): Loss 0.0075, Sem 0.2859, dir -0.6725, norm 0.3941, swav 0.0000 LR: 5.238e-02 Score 90.488 Data time: 0.2060, Forward time: 2.2769, Backward time: 3.0751, DDP time: 0.0043, Total iter time: 6.1553 [2020-11-05 22:22:19,863][root][INFO] - ===> Epoch[198](5127/26): Loss -0.1448, Sem 0.1930, dir -0.6961, norm 0.3584, swav 0.0000 LR: 5.237e-02 Score 93.596 Data time: 0.2062, Forward time: 2.2768, Backward time: 3.0753, DDP time: 0.0043, Total iter time: 6.3254 [2020-11-05 22:22:25,363][root][INFO] - ===> Epoch[198](5128/26): Loss -0.0397, Sem 0.2510, dir -0.6702, norm 0.3795, swav 0.0000 LR: 5.236e-02 Score 92.400 Data time: 0.2349, Forward time: 2.2769, Backward time: 3.0752, DDP time: 0.0043, Total iter time: 5.3829 [2020-11-05 22:22:30,382][root][INFO] - ===> Epoch[198](5129/26): Loss -0.1577, Sem 0.2140, dir -0.7320, norm 0.3603, swav 0.0000 LR: 5.235e-02 Score 93.714 Data time: 0.1724, Forward time: 2.2768, Backward time: 3.0751, DDP time: 0.0043, Total iter time: 4.8905 [2020-11-05 22:22:37,375][root][INFO] - ===> Epoch[198](5130/26): Loss -0.0325, Sem 0.2597, dir -0.6980, norm 0.4058, swav 0.0000 LR: 5.234e-02 Score 91.545 Data time: 0.2088, Forward time: 2.2768, Backward time: 3.0754, DDP time: 0.0043, Total iter time: 6.9038 [2020-11-05 22:22:42,664][root][INFO] - ===> Epoch[198](5131/26): Loss -0.0653, Sem 0.2365, dir -0.6981, norm 0.3962, swav 0.0000 LR: 5.233e-02 Score 92.498 Data time: 0.2392, Forward time: 2.2768, Backward time: 3.0753, DDP time: 0.0043, Total iter time: 5.1792 [2020-11-05 22:22:48,236][root][INFO] - ===> Epoch[198](5132/26): Loss -0.0597, Sem 0.2325, dir -0.6809, norm 0.3887, swav 0.0000 LR: 5.232e-02 Score 92.803 Data time: 0.2170, Forward time: 2.2768, Backward time: 3.0752, DDP time: 0.0043, Total iter time: 5.4380 [2020-11-05 22:22:53,289][root][INFO] - ===> Epoch[198](5133/26): Loss -0.1198, Sem 0.2177, dir -0.7073, norm 0.3698, swav 0.0000 LR: 5.231e-02 Score 93.121 Data time: 0.1560, Forward time: 2.2767, Backward time: 3.0752, DDP time: 0.0043, Total iter time: 4.9020 [2020-11-05 22:22:59,445][root][INFO] - ===> Epoch[198](5134/26): Loss -0.0401, Sem 0.2288, dir -0.6895, norm 0.4206, swav 0.0000 LR: 5.230e-02 Score 93.204 Data time: 0.1950, Forward time: 2.2766, Backward time: 3.0753, DDP time: 0.0043, Total iter time: 6.0693 [2020-11-05 22:23:06,226][root][INFO] - ===> Epoch[198](5135/26): Loss -0.0449, Sem 0.2254, dir -0.6725, norm 0.4023, swav 0.0000 LR: 5.229e-02 Score 92.545 Data time: 0.1913, Forward time: 2.2766, Backward time: 3.0756, DDP time: 0.0043, Total iter time: 6.6632 [2020-11-05 22:23:11,498][root][INFO] - ===> Epoch[198](5136/26): Loss -0.0978, Sem 0.2323, dir -0.7149, norm 0.3848, swav 0.0000 LR: 5.228e-02 Score 92.791 Data time: 0.2174, Forward time: 2.2766, Backward time: 3.0755, DDP time: 0.0043, Total iter time: 5.1553 [2020-11-05 22:23:17,105][root][INFO] - ===> Epoch[198](5137/26): Loss -0.1910, Sem 0.1789, dir -0.7185, norm 0.3485, swav 0.0000 LR: 5.227e-02 Score 94.084 Data time: 0.2366, Forward time: 2.2766, Backward time: 3.0754, DDP time: 0.0043, Total iter time: 5.4892 [2020-11-05 22:23:24,757][root][INFO] - ===> Epoch[198](5138/26): Loss -0.0588, Sem 0.2110, dir -0.6512, norm 0.3814, swav 0.0000 LR: 5.226e-02 Score 93.176 Data time: 0.3114, Forward time: 2.2768, Backward time: 3.0756, DDP time: 0.0043, Total iter time: 7.5271 [2020-11-05 22:23:30,898][root][INFO] - ===> Epoch[198](5139/26): Loss -0.1272, Sem 0.1913, dir -0.6926, norm 0.3741, swav 0.0000 LR: 5.225e-02 Score 93.537 Data time: 0.2825, Forward time: 2.2769, Backward time: 3.0755, DDP time: 0.0043, Total iter time: 5.9922 [2020-11-05 22:23:36,362][root][INFO] - ===> Epoch[198](5140/26): Loss -0.0200, Sem 0.2261, dir -0.6878, norm 0.4417, swav 0.0000 LR: 5.224e-02 Score 92.676 Data time: 0.2640, Forward time: 2.2770, Backward time: 3.0754, DDP time: 0.0043, Total iter time: 5.3450 [2020-11-05 22:23:41,233][root][INFO] - ===> Epoch[198](5141/26): Loss -0.1318, Sem 0.2095, dir -0.6999, norm 0.3586, swav 0.0000 LR: 5.223e-02 Score 93.803 Data time: 0.2116, Forward time: 2.2770, Backward time: 3.0753, DDP time: 0.0043, Total iter time: 4.7511 [2020-11-05 22:23:46,906][root][INFO] - ===> Epoch[198](5142/26): Loss -0.0387, Sem 0.2382, dir -0.6885, norm 0.4116, swav 0.0000 LR: 5.222e-02 Score 91.928 Data time: 0.1839, Forward time: 2.2769, Backward time: 3.0753, DDP time: 0.0043, Total iter time: 5.5740 [2020-11-05 22:23:52,821][root][INFO] - ===> Epoch[198](5143/26): Loss -0.1073, Sem 0.2038, dir -0.7190, norm 0.4080, swav 0.0000 LR: 5.221e-02 Score 93.665 Data time: 0.1848, Forward time: 2.2768, Backward time: 3.0754, DDP time: 0.0043, Total iter time: 5.7993 [2020-11-05 22:23:57,546][root][INFO] - ===> Epoch[198](5144/26): Loss -0.1216, Sem 0.2168, dir -0.7131, norm 0.3746, swav 0.0000 LR: 5.220e-02 Score 93.187 Data time: 0.1755, Forward time: 2.2768, Backward time: 3.0753, DDP time: 0.0043, Total iter time: 4.6285 [2020-11-05 22:24:03,399][root][INFO] - ===> Epoch[198](5145/26): Loss -0.0838, Sem 0.2588, dir -0.7062, norm 0.3636, swav 0.0000 LR: 5.219e-02 Score 91.807 Data time: 0.1491, Forward time: 2.2766, Backward time: 3.0754, DDP time: 0.0043, Total iter time: 5.7614 [2020-11-05 22:24:09,369][root][INFO] - ===> Epoch[198](5146/26): Loss -0.1046, Sem 0.2258, dir -0.7175, norm 0.3871, swav 0.0000 LR: 5.218e-02 Score 93.080 Data time: 0.1313, Forward time: 2.2765, Backward time: 3.0756, DDP time: 0.0043, Total iter time: 5.9173 [2020-11-05 22:24:14,560][root][INFO] - ===> Epoch[198](5147/26): Loss -0.0341, Sem 0.2587, dir -0.6805, norm 0.3877, swav 0.0000 LR: 5.217e-02 Score 92.147 Data time: 0.1581, Forward time: 2.2764, Backward time: 3.0757, DDP time: 0.0043, Total iter time: 5.1185 [2020-11-05 22:24:20,225][root][INFO] - ===> Epoch[198](5148/26): Loss -0.1192, Sem 0.2217, dir -0.7161, norm 0.3753, swav 0.0000 LR: 5.216e-02 Score 92.747 Data time: 0.1647, Forward time: 2.2763, Backward time: 3.0757, DDP time: 0.0043, Total iter time: 5.5660 [2020-11-05 22:24:25,074][root][INFO] - ===> Epoch[199](5149/26): Loss -0.0626, Sem 0.2741, dir -0.7161, norm 0.3794, swav 0.0000 LR: 5.215e-02 Score 90.662 Data time: 0.1769, Forward time: 2.2761, Backward time: 3.0757, DDP time: 0.0043, Total iter time: 4.7288 [2020-11-05 22:24:30,719][root][INFO] - ===> Epoch[199](5150/26): Loss -0.0885, Sem 0.2133, dir -0.7050, norm 0.4031, swav 0.0000 LR: 5.214e-02 Score 92.760 Data time: 0.1731, Forward time: 2.2760, Backward time: 3.0758, DDP time: 0.0043, Total iter time: 5.5614 [2020-11-05 22:24:37,247][root][INFO] - ===> Epoch[199](5151/26): Loss -0.0515, Sem 0.2302, dir -0.6905, norm 0.4087, swav 0.0000 LR: 5.213e-02 Score 92.495 Data time: 0.3616, Forward time: 2.2762, Backward time: 3.0758, DDP time: 0.0043, Total iter time: 6.4196 [2020-11-05 22:24:42,396][root][INFO] - ===> Epoch[199](5152/26): Loss -0.1476, Sem 0.1898, dir -0.7066, norm 0.3691, swav 0.0000 LR: 5.213e-02 Score 94.258 Data time: 0.1812, Forward time: 2.2762, Backward time: 3.0757, DDP time: 0.0043, Total iter time: 5.0216 [2020-11-05 22:24:47,139][root][INFO] - ===> Epoch[199](5153/26): Loss -0.1041, Sem 0.1966, dir -0.7061, norm 0.4055, swav 0.0000 LR: 5.212e-02 Score 93.644 Data time: 0.1993, Forward time: 2.2761, Backward time: 3.0755, DDP time: 0.0043, Total iter time: 4.6570 [2020-11-05 22:24:52,847][root][INFO] - ===> Epoch[199](5154/26): Loss -0.0249, Sem 0.2655, dir -0.7069, norm 0.4165, swav 0.0000 LR: 5.211e-02 Score 91.896 Data time: 0.2471, Forward time: 2.2762, Backward time: 3.0755, DDP time: 0.0043, Total iter time: 5.5934 [2020-11-05 22:24:58,612][root][INFO] - ===> Epoch[199](5155/26): Loss -0.0591, Sem 0.2302, dir -0.6494, norm 0.3600, swav 0.0000 LR: 5.210e-02 Score 92.643 Data time: 0.2325, Forward time: 2.2762, Backward time: 3.0754, DDP time: 0.0043, Total iter time: 5.6316 [2020-11-05 22:25:03,269][root][INFO] - ===> Epoch[199](5156/26): Loss -0.2024, Sem 0.1723, dir -0.7064, norm 0.3318, swav 0.0000 LR: 5.209e-02 Score 94.531 Data time: 0.1980, Forward time: 2.2762, Backward time: 3.0752, DDP time: 0.0043, Total iter time: 4.5339 [2020-11-05 22:25:09,597][root][INFO] - ===> Epoch[199](5157/26): Loss -0.1243, Sem 0.2169, dir -0.7226, norm 0.3814, swav 0.0000 LR: 5.208e-02 Score 92.943 Data time: 0.2015, Forward time: 2.2762, Backward time: 3.0754, DDP time: 0.0043, Total iter time: 6.2410 [2020-11-05 22:25:16,647][root][INFO] - ===> Epoch[199](5158/26): Loss -0.1259, Sem 0.1983, dir -0.7003, norm 0.3761, swav 0.0000 LR: 5.207e-02 Score 93.281 Data time: 0.2557, Forward time: 2.2762, Backward time: 3.0756, DDP time: 0.0043, Total iter time: 6.9397 [2020-11-05 22:25:22,683][root][INFO] - ===> Epoch[199](5159/26): Loss -0.0430, Sem 0.2199, dir -0.6656, norm 0.4027, swav 0.0000 LR: 5.206e-02 Score 93.101 Data time: 0.2340, Forward time: 2.2763, Backward time: 3.0755, DDP time: 0.0043, Total iter time: 5.9122 [2020-11-05 22:25:28,384][root][INFO] - ===> Epoch[199](5160/26): Loss -0.0626, Sem 0.2212, dir -0.6859, norm 0.4021, swav 0.0000 LR: 5.205e-02 Score 92.634 Data time: 0.1357, Forward time: 2.2761, Backward time: 3.0757, DDP time: 0.0043, Total iter time: 5.5677 [2020-11-05 22:25:33,630][root][INFO] - ===> Epoch[199](5161/26): Loss -0.1342, Sem 0.2028, dir -0.7001, norm 0.3631, swav 0.0000 LR: 5.204e-02 Score 93.295 Data time: 0.2608, Forward time: 2.2762, Backward time: 3.0756, DDP time: 0.0043, Total iter time: 5.1595 [2020-11-05 22:25:39,506][root][INFO] - ===> Epoch[199](5162/26): Loss -0.1392, Sem 0.2370, dir -0.7351, norm 0.3588, swav 0.0000 LR: 5.203e-02 Score 91.967 Data time: 0.2402, Forward time: 2.2762, Backward time: 3.0756, DDP time: 0.0044, Total iter time: 5.7605 [2020-11-05 22:25:46,355][root][INFO] - ===> Epoch[199](5163/26): Loss -0.1286, Sem 0.1829, dir -0.6908, norm 0.3793, swav 0.0000 LR: 5.202e-02 Score 94.025 Data time: 0.2192, Forward time: 2.2762, Backward time: 3.0757, DDP time: 0.0044, Total iter time: 6.7269 [2020-11-05 22:25:52,452][root][INFO] - ===> Epoch[199](5164/26): Loss -0.1292, Sem 0.2219, dir -0.7317, norm 0.3806, swav 0.0000 LR: 5.201e-02 Score 92.405 Data time: 0.2176, Forward time: 2.2762, Backward time: 3.0758, DDP time: 0.0044, Total iter time: 5.9725 [2020-11-05 22:25:58,153][root][INFO] - ===> Epoch[199](5165/26): Loss -0.1031, Sem 0.2322, dir -0.7163, norm 0.3809, swav 0.0000 LR: 5.200e-02 Score 92.865 Data time: 0.2045, Forward time: 2.2762, Backward time: 3.0758, DDP time: 0.0044, Total iter time: 5.5655 [2020-11-05 22:26:04,866][root][INFO] - ===> Epoch[199](5166/26): Loss -0.0556, Sem 0.2457, dir -0.6944, norm 0.3931, swav 0.0000 LR: 5.199e-02 Score 93.053 Data time: 0.1977, Forward time: 2.2762, Backward time: 3.0760, DDP time: 0.0044, Total iter time: 6.5977 [2020-11-05 22:26:11,681][root][INFO] - ===> Epoch[199](5167/26): Loss -0.1133, Sem 0.2162, dir -0.7014, norm 0.3719, swav 0.0000 LR: 5.198e-02 Score 92.987 Data time: 0.2339, Forward time: 2.2762, Backward time: 3.0762, DDP time: 0.0044, Total iter time: 6.7024 [2020-11-05 22:26:17,243][root][INFO] - ===> Epoch[199](5168/26): Loss -0.0665, Sem 0.2628, dir -0.7151, norm 0.3858, swav 0.0000 LR: 5.197e-02 Score 91.794 Data time: 0.2431, Forward time: 2.2762, Backward time: 3.0761, DDP time: 0.0044, Total iter time: 5.4370 [2020-11-05 22:26:21,755][root][INFO] - ===> Epoch[199](5169/26): Loss -0.1099, Sem 0.2205, dir -0.7086, norm 0.3781, swav 0.0000 LR: 5.196e-02 Score 92.655 Data time: 0.1919, Forward time: 2.2762, Backward time: 3.0759, DDP time: 0.0044, Total iter time: 4.3834 [2020-11-05 22:26:27,778][root][INFO] - ===> Epoch[199](5170/26): Loss -0.1222, Sem 0.1973, dir -0.7208, norm 0.4013, swav 0.0000 LR: 5.195e-02 Score 93.772 Data time: 0.1890, Forward time: 2.2762, Backward time: 3.0760, DDP time: 0.0044, Total iter time: 5.9288 [2020-11-05 22:26:33,729][root][INFO] - ===> Epoch[199](5171/26): Loss -0.0855, Sem 0.2171, dir -0.6710, norm 0.3684, swav 0.0000 LR: 5.194e-02 Score 92.973 Data time: 0.1803, Forward time: 2.2761, Backward time: 3.0761, DDP time: 0.0044, Total iter time: 5.8270 [2020-11-05 22:26:38,200][root][INFO] - ===> Epoch[199](5172/26): Loss -0.1347, Sem 0.1806, dir -0.6905, norm 0.3752, swav 0.0000 LR: 5.193e-02 Score 94.027 Data time: 0.2044, Forward time: 2.2761, Backward time: 3.0759, DDP time: 0.0044, Total iter time: 4.3750 [2020-11-05 22:26:43,201][root][INFO] - ===> Epoch[199](5173/26): Loss -0.0891, Sem 0.2490, dir -0.7264, norm 0.3882, swav 0.0000 LR: 5.192e-02 Score 92.604 Data time: 0.2100, Forward time: 2.2761, Backward time: 3.0757, DDP time: 0.0044, Total iter time: 4.8994 [2020-11-05 22:26:48,821][root][INFO] - ===> Epoch[199](5174/26): Loss -0.0046, Sem 0.2386, dir -0.6491, norm 0.4060, swav 0.0000 LR: 5.191e-02 Score 92.315 Data time: 0.1861, Forward time: 2.2760, Backward time: 3.0758, DDP time: 0.0044, Total iter time: 5.5054 [2020-11-05 22:26:55,691][root][INFO] - ===> Epoch[200](5175/26): Loss -0.0567, Sem 0.2243, dir -0.6672, norm 0.3862, swav 0.0000 LR: 5.190e-02 Score 92.754 Data time: 0.1807, Forward time: 2.2760, Backward time: 3.0760, DDP time: 0.0044, Total iter time: 6.7665 [2020-11-05 22:27:00,450][root][INFO] - ===> Epoch[200](5176/26): Loss -0.1001, Sem 0.2191, dir -0.7103, norm 0.3910, swav 0.0000 LR: 5.189e-02 Score 92.862 Data time: 0.1444, Forward time: 2.2759, Backward time: 3.0760, DDP time: 0.0044, Total iter time: 4.6440 [2020-11-05 22:27:05,854][root][INFO] - ===> Epoch[200](5177/26): Loss -0.1213, Sem 0.1993, dir -0.7072, norm 0.3866, swav 0.0000 LR: 5.188e-02 Score 94.402 Data time: 0.1895, Forward time: 2.2758, Backward time: 3.0760, DDP time: 0.0044, Total iter time: 5.3123 [2020-11-05 22:27:11,840][root][INFO] - ===> Epoch[200](5178/26): Loss -0.1583, Sem 0.2107, dir -0.7088, norm 0.3398, swav 0.0000 LR: 5.187e-02 Score 92.567 Data time: 0.2406, Forward time: 2.2758, Backward time: 3.0760, DDP time: 0.0044, Total iter time: 5.8408 [2020-11-05 22:27:17,942][root][INFO] - ===> Epoch[200](5179/26): Loss -0.0762, Sem 0.2050, dir -0.6735, norm 0.3923, swav 0.0000 LR: 5.186e-02 Score 93.199 Data time: 0.2492, Forward time: 2.2759, Backward time: 3.0760, DDP time: 0.0044, Total iter time: 5.9905 [2020-11-05 22:27:23,147][root][INFO] - ===> Epoch[200](5180/26): Loss -0.1458, Sem 0.1938, dir -0.7229, norm 0.3833, swav 0.0000 LR: 5.185e-02 Score 93.757 Data time: 0.2397, Forward time: 2.2760, Backward time: 3.0758, DDP time: 0.0044, Total iter time: 5.0462 [2020-11-05 22:27:28,281][root][INFO] - ===> Epoch[200](5181/26): Loss -0.1216, Sem 0.2046, dir -0.7170, norm 0.3907, swav 0.0000 LR: 5.184e-02 Score 93.265 Data time: 0.2484, Forward time: 2.2760, Backward time: 3.0756, DDP time: 0.0044, Total iter time: 5.0191 [2020-11-05 22:27:34,679][root][INFO] - ===> Epoch[200](5182/26): Loss -0.0989, Sem 0.2159, dir -0.6991, norm 0.3843, swav 0.0000 LR: 5.183e-02 Score 93.109 Data time: 0.2336, Forward time: 2.2761, Backward time: 3.0757, DDP time: 0.0044, Total iter time: 6.2711 [2020-11-05 22:27:40,503][root][INFO] - ===> Epoch[200](5183/26): Loss -0.0852, Sem 0.2648, dir -0.7042, norm 0.3542, swav 0.0000 LR: 5.183e-02 Score 91.755 Data time: 0.2138, Forward time: 2.2761, Backward time: 3.0757, DDP time: 0.0044, Total iter time: 5.6915 [2020-11-05 22:27:46,995][root][INFO] - ===> Epoch[200](5184/26): Loss -0.1057, Sem 0.2286, dir -0.7147, norm 0.3805, swav 0.0000 LR: 5.182e-02 Score 92.871 Data time: 0.2418, Forward time: 2.2761, Backward time: 3.0758, DDP time: 0.0044, Total iter time: 6.3836 [2020-11-05 22:27:52,748][root][INFO] - ===> Epoch[200](5185/26): Loss -0.1261, Sem 0.2156, dir -0.7135, norm 0.3718, swav 0.0000 LR: 5.181e-02 Score 93.086 Data time: 0.1730, Forward time: 2.2761, Backward time: 3.0758, DDP time: 0.0044, Total iter time: 5.6278 [2020-11-05 22:27:57,405][root][INFO] - ===> Epoch[200](5186/26): Loss -0.1410, Sem 0.2052, dir -0.6882, norm 0.3420, swav 0.0000 LR: 5.180e-02 Score 93.314 Data time: 0.2046, Forward time: 2.2761, Backward time: 3.0756, DDP time: 0.0044, Total iter time: 4.5836 [2020-11-05 22:28:03,448][root][INFO] - ===> Epoch[200](5187/26): Loss -0.0655, Sem 0.2210, dir -0.6904, norm 0.4038, swav 0.0000 LR: 5.179e-02 Score 92.947 Data time: 0.2023, Forward time: 2.2760, Backward time: 3.0757, DDP time: 0.0044, Total iter time: 5.9452 [2020-11-05 22:28:08,821][root][INFO] - ===> Epoch[200](5188/26): Loss -0.0210, Sem 0.2606, dir -0.6740, norm 0.3923, swav 0.0000 LR: 5.178e-02 Score 92.221 Data time: 0.1813, Forward time: 2.2760, Backward time: 3.0757, DDP time: 0.0044, Total iter time: 5.2664 [2020-11-05 22:28:14,422][root][INFO] - ===> Epoch[200](5189/26): Loss -0.1293, Sem 0.2280, dir -0.7200, norm 0.3626, swav 0.0000 LR: 5.177e-02 Score 92.404 Data time: 0.2059, Forward time: 2.2759, Backward time: 3.0757, DDP time: 0.0044, Total iter time: 5.4799 [2020-11-05 22:28:20,094][root][INFO] - ===> Epoch[200](5190/26): Loss -0.1596, Sem 0.2042, dir -0.7128, norm 0.3490, swav 0.0000 LR: 5.176e-02 Score 93.287 Data time: 0.2948, Forward time: 2.2760, Backward time: 3.0756, DDP time: 0.0044, Total iter time: 5.5656 [2020-11-05 22:28:27,060][root][INFO] - ===> Epoch[200](5191/26): Loss -0.0314, Sem 0.2355, dir -0.6833, norm 0.4164, swav 0.0000 LR: 5.175e-02 Score 92.124 Data time: 0.1952, Forward time: 2.2760, Backward time: 3.0759, DDP time: 0.0044, Total iter time: 6.8413 [2020-11-05 22:28:34,961][root][INFO] - ===> Epoch[200](5192/26): Loss -0.0662, Sem 0.2391, dir -0.6917, norm 0.3864, swav 0.0000 LR: 5.174e-02 Score 91.944 Data time: 0.4235, Forward time: 2.2763, Backward time: 3.0760, DDP time: 0.0044, Total iter time: 7.7915 [2020-11-05 22:28:41,628][root][INFO] - ===> Epoch[200](5193/26): Loss -0.1195, Sem 0.2079, dir -0.7058, norm 0.3785, swav 0.0000 LR: 5.173e-02 Score 93.110 Data time: 0.3466, Forward time: 2.2764, Backward time: 3.0760, DDP time: 0.0044, Total iter time: 6.5329 [2020-11-05 22:28:46,286][root][INFO] - ===> Epoch[200](5194/26): Loss -0.1789, Sem 0.1686, dir -0.7172, norm 0.3697, swav 0.0000 LR: 5.172e-02 Score 94.289 Data time: 0.1373, Forward time: 2.2763, Backward time: 3.0759, DDP time: 0.0044, Total iter time: 4.5142 [2020-11-05 22:28:51,982][root][INFO] - ===> Epoch[200](5195/26): Loss -0.1046, Sem 0.2294, dir -0.6986, norm 0.3646, swav 0.0000 LR: 5.171e-02 Score 92.660 Data time: 0.1516, Forward time: 2.2762, Backward time: 3.0760, DDP time: 0.0044, Total iter time: 5.6182 [2020-11-05 22:28:57,369][root][INFO] - ===> Epoch[200](5196/26): Loss -0.0680, Sem 0.2330, dir -0.6860, norm 0.3850, swav 0.0000 LR: 5.170e-02 Score 93.185 Data time: 0.1742, Forward time: 2.2761, Backward time: 3.0760, DDP time: 0.0044, Total iter time: 5.3205 [2020-11-05 22:29:02,861][root][INFO] - ===> Epoch[200](5197/26): Loss -0.1096, Sem 0.2234, dir -0.7405, norm 0.4075, swav 0.0000 LR: 5.169e-02 Score 92.547 Data time: 0.2023, Forward time: 2.2761, Backward time: 3.0760, DDP time: 0.0044, Total iter time: 5.3944 [2020-11-05 22:29:09,576][root][INFO] - ===> Epoch[200](5198/26): Loss -0.0817, Sem 0.2325, dir -0.6885, norm 0.3744, swav 0.0000 LR: 5.168e-02 Score 92.628 Data time: 0.1741, Forward time: 2.2760, Backward time: 3.0763, DDP time: 0.0044, Total iter time: 6.5913 [2020-11-05 22:29:15,165][root][INFO] - ===> Epoch[200](5199/26): Loss -0.1714, Sem 0.2132, dir -0.7203, norm 0.3357, swav 0.0000 LR: 5.167e-02 Score 93.278 Data time: 0.1806, Forward time: 2.2759, Backward time: 3.0763, DDP time: 0.0044, Total iter time: 5.5049 [2020-11-05 22:29:20,976][root][INFO] - ===> Epoch[200](5200/26): Loss -0.1143, Sem 0.2049, dir -0.6905, norm 0.3713, swav 0.0000 LR: 5.166e-02 Score 93.049 Data time: 0.1787, Forward time: 2.2758, Backward time: 3.0764, DDP time: 0.0044, Total iter time: 5.7019 [2020-11-05 22:29:28,125][root][INFO] - ===> Epoch[201](5201/26): Loss -0.0450, Sem 0.2242, dir -0.6953, norm 0.4261, swav 0.0000 LR: 5.165e-02 Score 92.749 Data time: 0.3016, Forward time: 2.2759, Backward time: 3.0765, DDP time: 0.0044, Total iter time: 7.0633 [2020-11-05 22:29:33,390][root][INFO] - ===> Epoch[201](5202/26): Loss -0.0928, Sem 0.2116, dir -0.6888, norm 0.3843, swav 0.0000 LR: 5.164e-02 Score 93.346 Data time: 0.2478, Forward time: 2.2760, Backward time: 3.0764, DDP time: 0.0044, Total iter time: 5.1153 [2020-11-05 22:29:38,703][root][INFO] - ===> Epoch[201](5203/26): Loss -0.0607, Sem 0.2287, dir -0.6985, norm 0.4090, swav 0.0000 LR: 5.163e-02 Score 92.812 Data time: 0.2273, Forward time: 2.2761, Backward time: 3.0762, DDP time: 0.0044, Total iter time: 5.1868 [2020-11-05 22:29:44,250][root][INFO] - ===> Epoch[201](5204/26): Loss -0.1058, Sem 0.2329, dir -0.7295, norm 0.3907, swav 0.0000 LR: 5.162e-02 Score 92.639 Data time: 0.1837, Forward time: 2.2760, Backward time: 3.0763, DDP time: 0.0044, Total iter time: 5.4072 [2020-11-05 22:29:49,578][root][INFO] - ===> Epoch[201](5205/26): Loss -0.0835, Sem 0.2620, dir -0.7524, norm 0.4070, swav 0.0000 LR: 5.161e-02 Score 92.335 Data time: 0.2540, Forward time: 2.2761, Backward time: 3.0761, DDP time: 0.0044, Total iter time: 5.2493 [2020-11-05 22:29:54,738][root][INFO] - ===> Epoch[201](5206/26): Loss -0.1540, Sem 0.1782, dir -0.7057, norm 0.3735, swav 0.0000 LR: 5.160e-02 Score 94.091 Data time: 0.2097, Forward time: 2.2761, Backward time: 3.0760, DDP time: 0.0044, Total iter time: 5.0371 [2020-11-05 22:30:00,767][root][INFO] - ===> Epoch[201](5207/26): Loss -0.0737, Sem 0.2141, dir -0.6784, norm 0.3907, swav 0.0000 LR: 5.159e-02 Score 93.101 Data time: 0.2008, Forward time: 2.2761, Backward time: 3.0761, DDP time: 0.0044, Total iter time: 5.9185 [2020-11-05 22:30:06,448][root][INFO] - ===> Epoch[201](5208/26): Loss -0.0381, Sem 0.2453, dir -0.6554, norm 0.3720, swav 0.0000 LR: 5.158e-02 Score 91.623 Data time: 0.1887, Forward time: 2.2760, Backward time: 3.0761, DDP time: 0.0044, Total iter time: 5.5779 [2020-11-05 22:30:12,771][root][INFO] - ===> Epoch[201](5209/26): Loss -0.1786, Sem 0.1754, dir -0.7178, norm 0.3639, swav 0.0000 LR: 5.157e-02 Score 94.839 Data time: 0.1243, Forward time: 2.2759, Backward time: 3.0764, DDP time: 0.0044, Total iter time: 6.2175 [2020-11-05 22:30:18,548][root][INFO] - ===> Epoch[201](5210/26): Loss -0.1551, Sem 0.1570, dir -0.6965, norm 0.3844, swav 0.0000 LR: 5.156e-02 Score 95.262 Data time: 0.2201, Forward time: 2.2758, Backward time: 3.0764, DDP time: 0.0044, Total iter time: 5.6873 [2020-11-05 22:30:25,809][root][INFO] - ===> Epoch[201](5211/26): Loss -0.1106, Sem 0.1956, dir -0.6822, norm 0.3760, swav 0.0000 LR: 5.155e-02 Score 94.081 Data time: 0.3271, Forward time: 2.2760, Backward time: 3.0766, DDP time: 0.0044, Total iter time: 7.1526 [2020-11-05 22:30:31,248][root][INFO] - ===> Epoch[201](5212/26): Loss -0.1523, Sem 0.1992, dir -0.7369, norm 0.3854, swav 0.0000 LR: 5.154e-02 Score 93.863 Data time: 0.2938, Forward time: 2.2761, Backward time: 3.0764, DDP time: 0.0044, Total iter time: 5.2734 [2020-11-05 22:30:36,502][root][INFO] - ===> Epoch[201](5213/26): Loss -0.1237, Sem 0.2044, dir -0.7209, norm 0.3928, swav 0.0000 LR: 5.153e-02 Score 93.517 Data time: 0.2007, Forward time: 2.2760, Backward time: 3.0763, DDP time: 0.0044, Total iter time: 5.1379 [2020-11-05 22:30:41,630][root][INFO] - ===> Epoch[201](5214/26): Loss -0.1419, Sem 0.1677, dir -0.7049, norm 0.3954, swav 0.0000 LR: 5.152e-02 Score 94.365 Data time: 0.2377, Forward time: 2.2761, Backward time: 3.0761, DDP time: 0.0044, Total iter time: 5.0076 [2020-11-05 22:30:48,699][root][INFO] - ===> Epoch[201](5215/26): Loss -0.0806, Sem 0.2368, dir -0.7035, norm 0.3861, swav 0.0000 LR: 5.152e-02 Score 93.009 Data time: 0.2587, Forward time: 2.2762, Backward time: 3.0763, DDP time: 0.0044, Total iter time: 6.9493 [2020-11-05 22:30:56,198][root][INFO] - ===> Epoch[201](5216/26): Loss -0.1459, Sem 0.1804, dir -0.7114, norm 0.3851, swav 0.0000 LR: 5.151e-02 Score 94.126 Data time: 0.2498, Forward time: 2.2762, Backward time: 3.0766, DDP time: 0.0044, Total iter time: 7.3564 [2020-11-05 22:31:01,179][root][INFO] - ===> Epoch[201](5217/26): Loss -0.0979, Sem 0.2199, dir -0.7203, norm 0.4025, swav 0.0000 LR: 5.150e-02 Score 92.919 Data time: 0.1838, Forward time: 2.2761, Backward time: 3.0765, DDP time: 0.0044, Total iter time: 4.8580 [2020-11-05 22:31:06,601][root][INFO] - ===> Epoch[201](5218/26): Loss -0.0182, Sem 0.2104, dir -0.6541, norm 0.4255, swav 0.0000 LR: 5.149e-02 Score 92.524 Data time: 0.1486, Forward time: 2.2760, Backward time: 3.0765, DDP time: 0.0044, Total iter time: 5.3144 [2020-11-05 22:31:13,584][root][INFO] - ===> Epoch[201](5219/26): Loss -0.0953, Sem 0.2298, dir -0.7107, norm 0.3857, swav 0.0000 LR: 5.148e-02 Score 93.006 Data time: 0.2341, Forward time: 2.2761, Backward time: 3.0767, DDP time: 0.0044, Total iter time: 6.8838 [2020-11-05 22:31:18,758][root][INFO] - ===> Epoch[201](5220/26): Loss -0.0613, Sem 0.2044, dir -0.6653, norm 0.3995, swav 0.0000 LR: 5.147e-02 Score 93.555 Data time: 0.2656, Forward time: 2.2761, Backward time: 3.0766, DDP time: 0.0044, Total iter time: 5.0296 [2020-11-05 22:31:24,646][root][INFO] - ===> Epoch[201](5221/26): Loss -0.1387, Sem 0.1851, dir -0.7190, norm 0.3952, swav 0.0000 LR: 5.146e-02 Score 94.168 Data time: 0.2739, Forward time: 2.2762, Backward time: 3.0765, DDP time: 0.0044, Total iter time: 5.7477 [2020-11-05 22:31:28,946][root][INFO] - ===> Epoch[201](5222/26): Loss -0.1118, Sem 0.2368, dir -0.7266, norm 0.3780, swav 0.0000 LR: 5.145e-02 Score 92.582 Data time: 0.1672, Forward time: 2.2762, Backward time: 3.0763, DDP time: 0.0044, Total iter time: 4.1589 [2020-11-05 22:31:34,347][root][INFO] - ===> Epoch[201](5223/26): Loss -0.0183, Sem 0.2483, dir -0.6554, norm 0.3889, swav 0.0000 LR: 5.144e-02 Score 92.188 Data time: 0.2874, Forward time: 2.2763, Backward time: 3.0761, DDP time: 0.0044, Total iter time: 5.3033 [2020-11-05 22:31:40,559][root][INFO] - ===> Epoch[201](5224/26): Loss -0.1774, Sem 0.1847, dir -0.7298, norm 0.3678, swav 0.0000 LR: 5.143e-02 Score 93.896 Data time: 0.2901, Forward time: 2.2764, Backward time: 3.0760, DDP time: 0.0044, Total iter time: 6.0995 [2020-11-05 22:31:47,039][root][INFO] - ===> Epoch[201](5225/26): Loss -0.1369, Sem 0.2287, dir -0.7287, norm 0.3630, swav 0.0000 LR: 5.142e-02 Score 93.239 Data time: 0.1932, Forward time: 2.2764, Backward time: 3.0762, DDP time: 0.0044, Total iter time: 6.3696 [2020-11-05 22:31:52,795][root][INFO] - ===> Epoch[201](5226/26): Loss -0.0458, Sem 0.2391, dir -0.6964, norm 0.4115, swav 0.0000 LR: 5.141e-02 Score 92.111 Data time: 0.1859, Forward time: 2.2764, Backward time: 3.0762, DDP time: 0.0044, Total iter time: 5.6406 [2020-11-05 22:31:57,984][root][INFO] - ===> Epoch[202](5227/26): Loss -0.1162, Sem 0.2024, dir -0.6885, norm 0.3698, swav 0.0000 LR: 5.140e-02 Score 93.134 Data time: 0.1495, Forward time: 2.2762, Backward time: 3.0762, DDP time: 0.0044, Total iter time: 5.0894 [2020-11-05 22:32:03,379][root][INFO] - ===> Epoch[202](5228/26): Loss -0.0684, Sem 0.2320, dir -0.6928, norm 0.3924, swav 0.0000 LR: 5.139e-02 Score 92.899 Data time: 0.1820, Forward time: 2.2762, Backward time: 3.0762, DDP time: 0.0044, Total iter time: 5.3284 [2020-11-05 22:32:10,033][root][INFO] - ===> Epoch[202](5229/26): Loss -0.0567, Sem 0.2022, dir -0.6748, norm 0.4159, swav 0.0000 LR: 5.138e-02 Score 93.528 Data time: 0.1976, Forward time: 2.2762, Backward time: 3.0764, DDP time: 0.0044, Total iter time: 6.5474 [2020-11-05 22:32:15,646][root][INFO] - ===> Epoch[202](5230/26): Loss -0.0392, Sem 0.2293, dir -0.6552, norm 0.3867, swav 0.0000 LR: 5.137e-02 Score 92.007 Data time: 0.1921, Forward time: 2.2762, Backward time: 3.0764, DDP time: 0.0044, Total iter time: 5.4737 [2020-11-05 22:32:21,433][root][INFO] - ===> Epoch[202](5231/26): Loss -0.0295, Sem 0.2471, dir -0.6801, norm 0.4035, swav 0.0000 LR: 5.136e-02 Score 92.338 Data time: 0.2006, Forward time: 2.2761, Backward time: 3.0765, DDP time: 0.0044, Total iter time: 5.6441 [2020-11-05 22:32:27,163][root][INFO] - ===> Epoch[202](5232/26): Loss -0.0933, Sem 0.2134, dir -0.6977, norm 0.3911, swav 0.0000 LR: 5.135e-02 Score 93.405 Data time: 0.2386, Forward time: 2.2761, Backward time: 3.0765, DDP time: 0.0044, Total iter time: 5.6316 [2020-11-05 22:32:32,729][root][INFO] - ===> Epoch[202](5233/26): Loss -0.0765, Sem 0.2384, dir -0.7098, norm 0.3948, swav 0.0000 LR: 5.134e-02 Score 92.761 Data time: 0.2581, Forward time: 2.2762, Backward time: 3.0764, DDP time: 0.0044, Total iter time: 5.4440 [2020-11-05 22:32:40,358][root][INFO] - ===> Epoch[202](5234/26): Loss -0.0798, Sem 0.2459, dir -0.6898, norm 0.3641, swav 0.0000 LR: 5.133e-02 Score 91.811 Data time: 0.1566, Forward time: 2.2761, Backward time: 3.0768, DDP time: 0.0044, Total iter time: 7.4876 [2020-11-05 22:32:46,086][root][INFO] - ===> Epoch[202](5235/26): Loss -0.1167, Sem 0.2128, dir -0.7009, norm 0.3713, swav 0.0000 LR: 5.132e-02 Score 93.689 Data time: 0.1635, Forward time: 2.2759, Backward time: 3.0769, DDP time: 0.0044, Total iter time: 5.6485 [2020-11-05 22:32:51,353][root][INFO] - ===> Epoch[202](5236/26): Loss -0.1008, Sem 0.2150, dir -0.6899, norm 0.3741, swav 0.0000 LR: 5.131e-02 Score 92.868 Data time: 0.2271, Forward time: 2.2760, Backward time: 3.0768, DDP time: 0.0044, Total iter time: 5.2082 [2020-11-05 22:32:56,979][root][INFO] - ===> Epoch[202](5237/26): Loss -0.0990, Sem 0.1946, dir -0.6742, norm 0.3806, swav 0.0000 LR: 5.130e-02 Score 93.896 Data time: 0.1920, Forward time: 2.2759, Backward time: 3.0768, DDP time: 0.0044, Total iter time: 5.5117 [2020-11-05 22:33:03,663][root][INFO] - ===> Epoch[202](5238/26): Loss -0.1186, Sem 0.2361, dir -0.7411, norm 0.3865, swav 0.0000 LR: 5.129e-02 Score 92.707 Data time: 0.2063, Forward time: 2.2759, Backward time: 3.0770, DDP time: 0.0044, Total iter time: 6.5919 [2020-11-05 22:33:08,593][root][INFO] - ===> Epoch[202](5239/26): Loss -0.0812, Sem 0.1996, dir -0.6760, norm 0.3953, swav 0.0000 LR: 5.128e-02 Score 93.201 Data time: 0.1321, Forward time: 2.2758, Backward time: 3.0770, DDP time: 0.0044, Total iter time: 4.8189 [2020-11-05 22:33:14,907][root][INFO] - ===> Epoch[202](5240/26): Loss -0.0833, Sem 0.2034, dir -0.6651, norm 0.3784, swav 0.0000 LR: 5.127e-02 Score 94.160 Data time: 0.2210, Forward time: 2.2758, Backward time: 3.0771, DDP time: 0.0044, Total iter time: 6.2285 [2020-11-05 22:33:20,094][root][INFO] - ===> Epoch[202](5241/26): Loss -0.1808, Sem 0.1865, dir -0.7433, norm 0.3760, swav 0.0000 LR: 5.126e-02 Score 94.008 Data time: 0.1987, Forward time: 2.2758, Backward time: 3.0770, DDP time: 0.0044, Total iter time: 5.0558 [2020-11-05 22:33:25,682][root][INFO] - ===> Epoch[202](5242/26): Loss -0.0627, Sem 0.2259, dir -0.6777, norm 0.3891, swav 0.0000 LR: 5.125e-02 Score 92.671 Data time: 0.2700, Forward time: 2.2759, Backward time: 3.0769, DDP time: 0.0044, Total iter time: 5.4748 [2020-11-05 22:33:31,397][root][INFO] - ===> Epoch[202](5243/26): Loss -0.1481, Sem 0.1961, dir -0.7120, norm 0.3677, swav 0.0000 LR: 5.124e-02 Score 93.862 Data time: 0.2057, Forward time: 2.2759, Backward time: 3.0769, DDP time: 0.0044, Total iter time: 5.6003 [2020-11-05 22:33:38,392][root][INFO] - ===> Epoch[202](5244/26): Loss -0.0926, Sem 0.2067, dir -0.6931, norm 0.3938, swav 0.0000 LR: 5.123e-02 Score 93.085 Data time: 0.2106, Forward time: 2.2759, Backward time: 3.0771, DDP time: 0.0044, Total iter time: 6.8773 [2020-11-05 22:33:43,459][root][INFO] - ===> Epoch[202](5245/26): Loss -0.0523, Sem 0.2187, dir -0.6760, norm 0.4050, swav 0.0000 LR: 5.122e-02 Score 92.769 Data time: 0.2287, Forward time: 2.2759, Backward time: 3.0770, DDP time: 0.0044, Total iter time: 4.9338 [2020-11-05 22:33:49,315][root][INFO] - ===> Epoch[202](5246/26): Loss -0.0640, Sem 0.2170, dir -0.7058, norm 0.4248, swav 0.0000 LR: 5.121e-02 Score 93.185 Data time: 0.1464, Forward time: 2.2757, Backward time: 3.0771, DDP time: 0.0044, Total iter time: 5.7401 [2020-11-05 22:33:55,165][root][INFO] - ===> Epoch[202](5247/26): Loss -0.0753, Sem 0.2186, dir -0.6699, norm 0.3760, swav 0.0000 LR: 5.121e-02 Score 93.115 Data time: 0.1932, Forward time: 2.2757, Backward time: 3.0772, DDP time: 0.0044, Total iter time: 5.7365 [2020-11-05 22:34:00,553][root][INFO] - ===> Epoch[202](5248/26): Loss -0.0838, Sem 0.1927, dir -0.6631, norm 0.3865, swav 0.0000 LR: 5.120e-02 Score 93.331 Data time: 0.2167, Forward time: 2.2757, Backward time: 3.0772, DDP time: 0.0044, Total iter time: 5.2553 [2020-11-05 22:34:05,502][root][INFO] - ===> Epoch[202](5249/26): Loss -0.0904, Sem 0.2388, dir -0.7045, norm 0.3753, swav 0.0000 LR: 5.119e-02 Score 92.659 Data time: 0.2280, Forward time: 2.2757, Backward time: 3.0770, DDP time: 0.0044, Total iter time: 4.8290 [2020-11-05 22:34:12,901][root][INFO] - ===> Epoch[202](5250/26): Loss -0.0560, Sem 0.2115, dir -0.6898, norm 0.4222, swav 0.0000 LR: 5.118e-02 Score 92.992 Data time: 0.3885, Forward time: 2.2759, Backward time: 3.0770, DDP time: 0.0044, Total iter time: 7.2805 [2020-11-05 22:34:18,506][root][INFO] - ===> Epoch[202](5251/26): Loss -0.0733, Sem 0.2437, dir -0.7042, norm 0.3872, swav 0.0000 LR: 5.117e-02 Score 92.177 Data time: 0.1922, Forward time: 2.2759, Backward time: 3.0770, DDP time: 0.0044, Total iter time: 5.4667 [2020-11-05 22:34:24,747][root][INFO] - ===> Epoch[202](5252/26): Loss -0.0740, Sem 0.2123, dir -0.6897, norm 0.4033, swav 0.0000 LR: 5.116e-02 Score 93.315 Data time: 0.2091, Forward time: 2.2759, Backward time: 3.0771, DDP time: 0.0044, Total iter time: 6.1148 [2020-11-05 22:34:30,880][root][INFO] - ===> Epoch[203](5253/26): Loss -0.1159, Sem 0.2148, dir -0.7196, norm 0.3889, swav 0.0000 LR: 5.115e-02 Score 93.015 Data time: 0.2875, Forward time: 2.2761, Backward time: 3.0770, DDP time: 0.0044, Total iter time: 6.0339 [2020-11-05 22:34:37,000][root][INFO] - ===> Epoch[203](5254/26): Loss -0.1345, Sem 0.1930, dir -0.7132, norm 0.3857, swav 0.0000 LR: 5.114e-02 Score 93.641 Data time: 0.1853, Forward time: 2.2760, Backward time: 3.0771, DDP time: 0.0044, Total iter time: 5.9943 [2020-11-05 22:34:42,952][root][INFO] - ===> Epoch[203](5255/26): Loss -0.0336, Sem 0.2135, dir -0.6546, norm 0.4075, swav 0.0000 LR: 5.113e-02 Score 93.591 Data time: 0.2218, Forward time: 2.2760, Backward time: 3.0772, DDP time: 0.0044, Total iter time: 5.8197 [2020-11-05 22:34:49,283][root][INFO] - ===> Epoch[203](5256/26): Loss -0.0685, Sem 0.2177, dir -0.6878, norm 0.4016, swav 0.0000 LR: 5.112e-02 Score 92.825 Data time: 0.1416, Forward time: 2.2759, Backward time: 3.0774, DDP time: 0.0044, Total iter time: 6.1769 [2020-11-05 22:34:54,902][root][INFO] - ===> Epoch[203](5257/26): Loss -0.0583, Sem 0.2586, dir -0.7173, norm 0.4004, swav 0.0000 LR: 5.111e-02 Score 91.508 Data time: 0.1229, Forward time: 2.2757, Backward time: 3.0776, DDP time: 0.0044, Total iter time: 5.5602 [2020-11-05 22:35:00,514][root][INFO] - ===> Epoch[203](5258/26): Loss -0.0213, Sem 0.2443, dir -0.7009, norm 0.4354, swav 0.0000 LR: 5.110e-02 Score 92.454 Data time: 0.1757, Forward time: 2.2757, Backward time: 3.0776, DDP time: 0.0044, Total iter time: 5.5654 [2020-11-05 22:35:06,298][root][INFO] - ===> Epoch[203](5259/26): Loss -0.0181, Sem 0.2741, dir -0.6688, norm 0.3766, swav 0.0000 LR: 5.109e-02 Score 91.001 Data time: 0.1941, Forward time: 2.2756, Backward time: 3.0777, DDP time: 0.0044, Total iter time: 5.6861 [2020-11-05 22:35:11,864][root][INFO] - ===> Epoch[203](5260/26): Loss -0.1743, Sem 0.2208, dir -0.7428, norm 0.3476, swav 0.0000 LR: 5.108e-02 Score 92.432 Data time: 0.1835, Forward time: 2.2756, Backward time: 3.0777, DDP time: 0.0044, Total iter time: 5.4449 [2020-11-05 22:35:16,621][root][INFO] - ===> Epoch[203](5261/26): Loss -0.0892, Sem 0.2236, dir -0.6802, norm 0.3674, swav 0.0000 LR: 5.107e-02 Score 93.485 Data time: 0.1801, Forward time: 2.2755, Backward time: 3.0776, DDP time: 0.0044, Total iter time: 4.6597 [2020-11-05 22:35:22,639][root][INFO] - ===> Epoch[203](5262/26): Loss -0.1146, Sem 0.2097, dir -0.7201, norm 0.3958, swav 0.0000 LR: 5.106e-02 Score 93.687 Data time: 0.1717, Forward time: 2.2754, Backward time: 3.0777, DDP time: 0.0044, Total iter time: 5.9243 [2020-11-05 22:35:28,786][root][INFO] - ===> Epoch[203](5263/26): Loss -0.0427, Sem 0.2050, dir -0.6461, norm 0.3984, swav 0.0000 LR: 5.105e-02 Score 93.355 Data time: 0.2270, Forward time: 2.2754, Backward time: 3.0778, DDP time: 0.0044, Total iter time: 6.0849 [2020-11-05 22:35:34,133][root][INFO] - ===> Epoch[203](5264/26): Loss -0.0358, Sem 0.2439, dir -0.6945, norm 0.4149, swav 0.0000 LR: 5.104e-02 Score 92.557 Data time: 0.1844, Forward time: 2.2754, Backward time: 3.0778, DDP time: 0.0044, Total iter time: 5.2143 [2020-11-05 22:35:40,879][root][INFO] - ===> Epoch[203](5265/26): Loss -0.0655, Sem 0.2323, dir -0.6981, norm 0.4003, swav 0.0000 LR: 5.103e-02 Score 92.265 Data time: 0.2304, Forward time: 2.2754, Backward time: 3.0779, DDP time: 0.0044, Total iter time: 6.6138 [2020-11-05 22:35:45,374][root][INFO] - ===> Epoch[203](5266/26): Loss -0.1199, Sem 0.2312, dir -0.7243, norm 0.3732, swav 0.0000 LR: 5.102e-02 Score 92.668 Data time: 0.1360, Forward time: 2.2753, Backward time: 3.0778, DDP time: 0.0044, Total iter time: 4.3722 [2020-11-05 22:35:50,453][root][INFO] - ===> Epoch[203](5267/26): Loss -0.1208, Sem 0.1981, dir -0.7053, norm 0.3864, swav 0.0000 LR: 5.101e-02 Score 93.737 Data time: 0.1704, Forward time: 2.2752, Backward time: 3.0778, DDP time: 0.0044, Total iter time: 4.9975 [2020-11-05 22:35:56,149][root][INFO] - ===> Epoch[203](5268/26): Loss -0.0805, Sem 0.1832, dir -0.6835, norm 0.4198, swav 0.0000 LR: 5.100e-02 Score 94.420 Data time: 0.1981, Forward time: 2.2751, Backward time: 3.0778, DDP time: 0.0044, Total iter time: 5.6035 [2020-11-05 22:36:01,030][root][INFO] - ===> Epoch[203](5269/26): Loss -0.1589, Sem 0.1981, dir -0.7399, norm 0.3829, swav 0.0000 LR: 5.099e-02 Score 94.285 Data time: 0.2435, Forward time: 2.2752, Backward time: 3.0776, DDP time: 0.0044, Total iter time: 4.7573 [2020-11-05 22:36:06,689][root][INFO] - ===> Epoch[203](5270/26): Loss -0.1384, Sem 0.1890, dir -0.7045, norm 0.3771, swav 0.0000 LR: 5.098e-02 Score 93.677 Data time: 0.2429, Forward time: 2.2752, Backward time: 3.0776, DDP time: 0.0044, Total iter time: 5.5393 [2020-11-05 22:36:13,533][root][INFO] - ===> Epoch[203](5271/26): Loss -0.0280, Sem 0.2430, dir -0.6793, norm 0.4083, swav 0.0000 LR: 5.097e-02 Score 92.452 Data time: 0.3622, Forward time: 2.2754, Backward time: 3.0776, DDP time: 0.0044, Total iter time: 6.6872 [2020-11-05 22:36:18,540][root][INFO] - ===> Epoch[203](5272/26): Loss -0.0318, Sem 0.2449, dir -0.7124, norm 0.4357, swav 0.0000 LR: 5.096e-02 Score 92.151 Data time: 0.1595, Forward time: 2.2753, Backward time: 3.0775, DDP time: 0.0044, Total iter time: 4.8479 [2020-11-05 22:36:24,710][root][INFO] - ===> Epoch[203](5273/26): Loss -0.1517, Sem 0.1974, dir -0.7187, norm 0.3695, swav 0.0000 LR: 5.095e-02 Score 93.541 Data time: 0.2073, Forward time: 2.2753, Backward time: 3.0776, DDP time: 0.0044, Total iter time: 6.0572 [2020-11-05 22:36:31,405][root][INFO] - ===> Epoch[203](5274/26): Loss -0.1327, Sem 0.2133, dir -0.7281, norm 0.3821, swav 0.0000 LR: 5.094e-02 Score 93.583 Data time: 0.1395, Forward time: 2.2752, Backward time: 3.0779, DDP time: 0.0044, Total iter time: 6.5695 [2020-11-05 22:36:36,997][root][INFO] - ===> Epoch[203](5275/26): Loss -0.2206, Sem 0.1604, dir -0.7395, norm 0.3585, swav 0.0000 LR: 5.093e-02 Score 94.623 Data time: 0.1860, Forward time: 2.2751, Backward time: 3.0779, DDP time: 0.0044, Total iter time: 5.5306 [2020-11-05 22:36:42,617][root][INFO] - ===> Epoch[203](5276/26): Loss -0.1064, Sem 0.1754, dir -0.6748, norm 0.3930, swav 0.0000 LR: 5.092e-02 Score 94.234 Data time: 0.2395, Forward time: 2.2752, Backward time: 3.0778, DDP time: 0.0044, Total iter time: 5.4907 [2020-11-05 22:36:48,531][root][INFO] - ===> Epoch[203](5277/26): Loss -0.0755, Sem 0.2349, dir -0.7082, norm 0.3978, swav 0.0000 LR: 5.091e-02 Score 92.189 Data time: 0.2036, Forward time: 2.2752, Backward time: 3.0779, DDP time: 0.0044, Total iter time: 5.7806 [2020-11-05 22:36:53,903][root][INFO] - ===> Epoch[203](5278/26): Loss -0.0840, Sem 0.2389, dir -0.7198, norm 0.3969, swav 0.0000 LR: 5.090e-02 Score 92.760 Data time: 0.2485, Forward time: 2.2752, Backward time: 3.0777, DDP time: 0.0044, Total iter time: 5.2239 [2020-11-05 22:36:59,758][root][INFO] - ===> Epoch[204](5279/26): Loss -0.1067, Sem 0.2232, dir -0.6856, norm 0.3558, swav 0.0000 LR: 5.089e-02 Score 92.966 Data time: 0.1583, Forward time: 2.2751, Backward time: 3.0778, DDP time: 0.0044, Total iter time: 5.7443 [2020-11-05 22:37:05,953][root][INFO] - ===> Epoch[204](5280/26): Loss -0.1219, Sem 0.2061, dir -0.7041, norm 0.3760, swav 0.0000 LR: 5.089e-02 Score 93.816 Data time: 0.2694, Forward time: 2.2752, Backward time: 3.0779, DDP time: 0.0044, Total iter time: 6.0992 [2020-11-05 22:37:12,242][root][INFO] - ===> Epoch[204](5281/26): Loss -0.1034, Sem 0.2172, dir -0.6976, norm 0.3770, swav 0.0000 LR: 5.088e-02 Score 93.267 Data time: 0.2256, Forward time: 2.2752, Backward time: 3.0779, DDP time: 0.0044, Total iter time: 6.1509 [2020-11-05 22:37:17,517][root][INFO] - ===> Epoch[204](5282/26): Loss -0.1209, Sem 0.1806, dir -0.6828, norm 0.3813, swav 0.0000 LR: 5.087e-02 Score 94.416 Data time: 0.1867, Forward time: 2.2752, Backward time: 3.0779, DDP time: 0.0044, Total iter time: 5.1540 [2020-11-05 22:37:23,127][root][INFO] - ===> Epoch[204](5283/26): Loss -0.0821, Sem 0.2082, dir -0.6695, norm 0.3792, swav 0.0000 LR: 5.086e-02 Score 93.859 Data time: 0.1835, Forward time: 2.2751, Backward time: 3.0779, DDP time: 0.0044, Total iter time: 5.4812 [2020-11-05 22:37:30,066][root][INFO] - ===> Epoch[204](5284/26): Loss -0.1660, Sem 0.1877, dir -0.7039, norm 0.3503, swav 0.0000 LR: 5.085e-02 Score 94.040 Data time: 0.2262, Forward time: 2.2752, Backward time: 3.0781, DDP time: 0.0044, Total iter time: 6.8377 [2020-11-05 22:37:35,905][root][INFO] - ===> Epoch[204](5285/26): Loss -0.1493, Sem 0.2048, dir -0.7049, norm 0.3509, swav 0.0000 LR: 5.084e-02 Score 93.688 Data time: 0.1850, Forward time: 2.2751, Backward time: 3.0781, DDP time: 0.0044, Total iter time: 5.7280 [2020-11-05 22:37:43,703][root][INFO] - ===> Epoch[204](5286/26): Loss -0.1063, Sem 0.2090, dir -0.6677, norm 0.3524, swav 0.0000 LR: 5.083e-02 Score 93.363 Data time: 0.1496, Forward time: 2.2750, Backward time: 3.0786, DDP time: 0.0044, Total iter time: 7.6861 [2020-11-05 22:37:48,335][root][INFO] - ===> Epoch[204](5287/26): Loss -0.0999, Sem 0.2117, dir -0.7103, norm 0.3986, swav 0.0000 LR: 5.082e-02 Score 93.537 Data time: 0.1905, Forward time: 2.2749, Backward time: 3.0785, DDP time: 0.0044, Total iter time: 4.5525 [2020-11-05 22:37:54,384][root][INFO] - ===> Epoch[204](5288/26): Loss -0.1255, Sem 0.1982, dir -0.7198, norm 0.3961, swav 0.0000 LR: 5.081e-02 Score 93.347 Data time: 0.1926, Forward time: 2.2749, Backward time: 3.0786, DDP time: 0.0044, Total iter time: 5.9373 [2020-11-05 22:37:59,395][root][INFO] - ===> Epoch[204](5289/26): Loss -0.1363, Sem 0.1822, dir -0.6906, norm 0.3721, swav 0.0000 LR: 5.080e-02 Score 94.038 Data time: 0.1836, Forward time: 2.2748, Backward time: 3.0785, DDP time: 0.0044, Total iter time: 4.9103 [2020-11-05 22:38:05,036][root][INFO] - ===> Epoch[204](5290/26): Loss -0.1216, Sem 0.2100, dir -0.6952, norm 0.3636, swav 0.0000 LR: 5.079e-02 Score 92.681 Data time: 0.2088, Forward time: 2.2748, Backward time: 3.0785, DDP time: 0.0044, Total iter time: 5.5352 [2020-11-05 22:38:10,382][root][INFO] - ===> Epoch[204](5291/26): Loss -0.1245, Sem 0.2073, dir -0.7092, norm 0.3773, swav 0.0000 LR: 5.078e-02 Score 92.848 Data time: 0.2594, Forward time: 2.2749, Backward time: 3.0784, DDP time: 0.0044, Total iter time: 5.2249 [2020-11-05 22:38:15,844][root][INFO] - ===> Epoch[204](5292/26): Loss -0.1288, Sem 0.1768, dir -0.6985, norm 0.3929, swav 0.0000 LR: 5.077e-02 Score 94.418 Data time: 0.2483, Forward time: 2.2749, Backward time: 3.0783, DDP time: 0.0044, Total iter time: 5.3444 [2020-11-05 22:38:20,906][root][INFO] - ===> Epoch[204](5293/26): Loss -0.1078, Sem 0.1778, dir -0.6806, norm 0.3949, swav 0.0000 LR: 5.076e-02 Score 94.484 Data time: 0.2377, Forward time: 2.2750, Backward time: 3.0781, DDP time: 0.0044, Total iter time: 4.9338 [2020-11-05 22:38:26,007][root][INFO] - ===> Epoch[204](5294/26): Loss -0.1083, Sem 0.2201, dir -0.7035, norm 0.3752, swav 0.0000 LR: 5.075e-02 Score 92.801 Data time: 0.2168, Forward time: 2.2750, Backward time: 3.0779, DDP time: 0.0044, Total iter time: 4.9966 [2020-11-05 22:38:32,210][root][INFO] - ===> Epoch[204](5295/26): Loss -0.0102, Sem 0.2676, dir -0.6969, norm 0.4191, swav 0.0000 LR: 5.074e-02 Score 92.554 Data time: 0.3166, Forward time: 2.2751, Backward time: 3.0779, DDP time: 0.0044, Total iter time: 6.0872 [2020-11-05 22:38:38,305][root][INFO] - ===> Epoch[204](5296/26): Loss -0.1127, Sem 0.1931, dir -0.6918, norm 0.3860, swav 0.0000 LR: 5.073e-02 Score 93.796 Data time: 0.2588, Forward time: 2.2752, Backward time: 3.0779, DDP time: 0.0044, Total iter time: 5.9666 [2020-11-05 22:38:43,404][root][INFO] - ===> Epoch[204](5297/26): Loss -0.0985, Sem 0.2119, dir -0.7063, norm 0.3959, swav 0.0000 LR: 5.072e-02 Score 93.228 Data time: 0.2256, Forward time: 2.2752, Backward time: 3.0777, DDP time: 0.0044, Total iter time: 4.9802 [2020-11-05 22:38:49,523][root][INFO] - ===> Epoch[204](5298/26): Loss -0.0921, Sem 0.2342, dir -0.7059, norm 0.3796, swav 0.0000 LR: 5.071e-02 Score 92.065 Data time: 0.2041, Forward time: 2.2752, Backward time: 3.0778, DDP time: 0.0044, Total iter time: 5.9993 [2020-11-05 22:38:55,574][root][INFO] - ===> Epoch[204](5299/26): Loss -0.1732, Sem 0.2027, dir -0.7352, norm 0.3594, swav 0.0000 LR: 5.070e-02 Score 92.950 Data time: 0.2691, Forward time: 2.2753, Backward time: 3.0778, DDP time: 0.0044, Total iter time: 5.9338 [2020-11-05 22:39:01,830][root][INFO] - ===> Epoch[204](5300/26): Loss -0.2158, Sem 0.1784, dir -0.7411, norm 0.3469, swav 0.0000 LR: 5.069e-02 Score 94.076 Data time: 0.1956, Forward time: 2.2752, Backward time: 3.0779, DDP time: 0.0044, Total iter time: 6.1390 [2020-11-05 22:39:07,136][root][INFO] - ===> Epoch[204](5301/26): Loss -0.1017, Sem 0.2182, dir -0.6887, norm 0.3689, swav 0.0000 LR: 5.068e-02 Score 93.559 Data time: 0.2031, Forward time: 2.2752, Backward time: 3.0779, DDP time: 0.0044, Total iter time: 5.1980 [2020-11-05 22:39:12,547][root][INFO] - ===> Epoch[204](5302/26): Loss -0.1229, Sem 0.2140, dir -0.6943, norm 0.3574, swav 0.0000 LR: 5.067e-02 Score 92.420 Data time: 0.2385, Forward time: 2.2752, Backward time: 3.0778, DDP time: 0.0044, Total iter time: 5.3097 [2020-11-05 22:39:19,061][root][INFO] - ===> Epoch[204](5303/26): Loss -0.0560, Sem 0.2296, dir -0.6900, norm 0.4045, swav 0.0000 LR: 5.066e-02 Score 92.752 Data time: 0.2906, Forward time: 2.2753, Backward time: 3.0778, DDP time: 0.0044, Total iter time: 6.3834 [2020-11-05 22:39:24,263][root][INFO] - ===> Epoch[204](5304/26): Loss -0.0253, Sem 0.2163, dir -0.6541, norm 0.4125, swav 0.0000 LR: 5.065e-02 Score 93.403 Data time: 0.2178, Forward time: 2.2753, Backward time: 3.0777, DDP time: 0.0044, Total iter time: 5.0649 [2020-11-05 22:39:30,643][root][INFO] - ===> Epoch[205](5305/26): Loss 0.0111, Sem 0.2713, dir -0.6739, norm 0.4138, swav 0.0000 LR: 5.064e-02 Score 91.838 Data time: 0.3514, Forward time: 2.2755, Backward time: 3.0776, DDP time: 0.0044, Total iter time: 6.2747 [2020-11-05 22:39:36,804][root][INFO] - ===> Epoch[205](5306/26): Loss -0.1123, Sem 0.2169, dir -0.6966, norm 0.3674, swav 0.0000 LR: 5.063e-02 Score 93.084 Data time: 0.2154, Forward time: 2.2756, Backward time: 3.0777, DDP time: 0.0044, Total iter time: 6.0192 [2020-11-05 22:39:42,360][root][INFO] - ===> Epoch[205](5307/26): Loss -0.1228, Sem 0.2122, dir -0.6942, norm 0.3593, swav 0.0000 LR: 5.062e-02 Score 93.244 Data time: 0.1839, Forward time: 2.2755, Backward time: 3.0777, DDP time: 0.0044, Total iter time: 5.4417 [2020-11-05 22:39:47,417][root][INFO] - ===> Epoch[205](5308/26): Loss -0.1419, Sem 0.2217, dir -0.7462, norm 0.3827, swav 0.0000 LR: 5.061e-02 Score 92.896 Data time: 0.2184, Forward time: 2.2755, Backward time: 3.0775, DDP time: 0.0044, Total iter time: 4.9445 [2020-11-05 22:39:52,570][root][INFO] - ===> Epoch[205](5309/26): Loss -0.1861, Sem 0.1852, dir -0.7252, norm 0.3538, swav 0.0000 LR: 5.060e-02 Score 94.172 Data time: 0.2432, Forward time: 2.2755, Backward time: 3.0774, DDP time: 0.0044, Total iter time: 5.0448 [2020-11-05 22:39:59,198][root][INFO] - ===> Epoch[205](5310/26): Loss -0.0778, Sem 0.2259, dir -0.6969, norm 0.3932, swav 0.0000 LR: 5.059e-02 Score 93.169 Data time: 0.3435, Forward time: 2.2757, Backward time: 3.0774, DDP time: 0.0044, Total iter time: 6.5169 [2020-11-05 22:40:05,150][root][INFO] - ===> Epoch[205](5311/26): Loss -0.0721, Sem 0.2291, dir -0.6754, norm 0.3742, swav 0.0000 LR: 5.058e-02 Score 92.384 Data time: 0.3101, Forward time: 2.2758, Backward time: 3.0773, DDP time: 0.0044, Total iter time: 5.8293 [2020-11-05 22:40:10,471][root][INFO] - ===> Epoch[205](5312/26): Loss -0.1116, Sem 0.2134, dir -0.7088, norm 0.3838, swav 0.0000 LR: 5.057e-02 Score 92.985 Data time: 0.1716, Forward time: 2.2757, Backward time: 3.0773, DDP time: 0.0044, Total iter time: 5.1936 [2020-11-05 22:40:16,037][root][INFO] - ===> Epoch[205](5313/26): Loss -0.1143, Sem 0.1947, dir -0.6801, norm 0.3711, swav 0.0000 LR: 5.056e-02 Score 93.742 Data time: 0.2098, Forward time: 2.2758, Backward time: 3.0773, DDP time: 0.0044, Total iter time: 5.4904 [2020-11-05 22:40:21,834][root][INFO] - ===> Epoch[205](5314/26): Loss -0.1276, Sem 0.2235, dir -0.7276, norm 0.3764, swav 0.0000 LR: 5.056e-02 Score 92.486 Data time: 0.1820, Forward time: 2.2757, Backward time: 3.0773, DDP time: 0.0044, Total iter time: 5.6750 [2020-11-05 22:40:27,842][root][INFO] - ===> Epoch[205](5315/26): Loss -0.0872, Sem 0.2120, dir -0.6999, norm 0.4007, swav 0.0000 LR: 5.055e-02 Score 92.547 Data time: 0.2522, Forward time: 2.2757, Backward time: 3.0773, DDP time: 0.0044, Total iter time: 5.9005 [2020-11-05 22:40:33,674][root][INFO] - ===> Epoch[205](5316/26): Loss -0.0747, Sem 0.2368, dir -0.6871, norm 0.3756, swav 0.0000 LR: 5.054e-02 Score 92.862 Data time: 0.2197, Forward time: 2.2758, Backward time: 3.0773, DDP time: 0.0044, Total iter time: 5.7029 [2020-11-05 22:40:38,156][root][INFO] - ===> Epoch[205](5317/26): Loss -0.1719, Sem 0.2163, dir -0.7533, norm 0.3652, swav 0.0000 LR: 5.053e-02 Score 93.084 Data time: 0.1975, Forward time: 2.2757, Backward time: 3.0771, DDP time: 0.0044, Total iter time: 4.3524 [2020-11-05 22:40:43,504][root][INFO] - ===> Epoch[205](5318/26): Loss -0.0752, Sem 0.2092, dir -0.6833, norm 0.3989, swav 0.0000 LR: 5.052e-02 Score 93.181 Data time: 0.1872, Forward time: 2.2757, Backward time: 3.0771, DDP time: 0.0044, Total iter time: 5.2526 [2020-11-05 22:40:47,906][root][INFO] - ===> Epoch[205](5319/26): Loss -0.0449, Sem 0.2495, dir -0.7266, norm 0.4323, swav 0.0000 LR: 5.051e-02 Score 92.148 Data time: 0.1911, Forward time: 2.2756, Backward time: 3.0769, DDP time: 0.0044, Total iter time: 4.2927 [2020-11-05 22:40:53,391][root][INFO] - ===> Epoch[205](5320/26): Loss -0.0527, Sem 0.2345, dir -0.6924, norm 0.4052, swav 0.0000 LR: 5.050e-02 Score 92.494 Data time: 0.2181, Forward time: 2.2756, Backward time: 3.0769, DDP time: 0.0044, Total iter time: 5.3964 [2020-11-05 22:40:58,856][root][INFO] - ===> Epoch[205](5321/26): Loss -0.0752, Sem 0.2214, dir -0.6838, norm 0.3871, swav 0.0000 LR: 5.049e-02 Score 92.905 Data time: 0.2267, Forward time: 2.2757, Backward time: 3.0768, DDP time: 0.0044, Total iter time: 5.3500 [2020-11-05 22:41:04,538][root][INFO] - ===> Epoch[205](5322/26): Loss -0.1292, Sem 0.1980, dir -0.7193, norm 0.3920, swav 0.0000 LR: 5.048e-02 Score 93.674 Data time: 0.2225, Forward time: 2.2757, Backward time: 3.0767, DDP time: 0.0044, Total iter time: 5.5363 [2020-11-05 22:41:10,583][root][INFO] - ===> Epoch[205](5323/26): Loss -0.0740, Sem 0.2348, dir -0.6858, norm 0.3770, swav 0.0000 LR: 5.047e-02 Score 92.844 Data time: 0.1161, Forward time: 2.2755, Backward time: 3.0769, DDP time: 0.0044, Total iter time: 5.9458 [2020-11-05 22:41:16,443][root][INFO] - ===> Epoch[205](5324/26): Loss -0.1123, Sem 0.2256, dir -0.7189, norm 0.3810, swav 0.0000 LR: 5.046e-02 Score 92.882 Data time: 0.1680, Forward time: 2.2754, Backward time: 3.0771, DDP time: 0.0044, Total iter time: 5.7856 [2020-11-05 22:41:23,539][root][INFO] - ===> Epoch[205](5325/26): Loss 0.0017, Sem 0.2822, dir -0.6896, norm 0.4091, swav 0.0000 LR: 5.045e-02 Score 91.005 Data time: 0.1964, Forward time: 2.2754, Backward time: 3.0774, DDP time: 0.0044, Total iter time: 6.9798 [2020-11-05 22:41:28,214][root][INFO] - ===> Epoch[205](5326/26): Loss -0.0929, Sem 0.2109, dir -0.6919, norm 0.3881, swav 0.0000 LR: 5.044e-02 Score 93.938 Data time: 0.2199, Forward time: 2.2754, Backward time: 3.0771, DDP time: 0.0044, Total iter time: 4.5579 [2020-11-05 22:41:33,562][root][INFO] - ===> Epoch[205](5327/26): Loss -0.1384, Sem 0.1768, dir -0.7009, norm 0.3857, swav 0.0000 LR: 5.043e-02 Score 94.597 Data time: 0.1849, Forward time: 2.2753, Backward time: 3.0771, DDP time: 0.0044, Total iter time: 5.2333 [2020-11-05 22:41:39,356][root][INFO] - ===> Epoch[205](5328/26): Loss -0.0459, Sem 0.2599, dir -0.7003, norm 0.3945, swav 0.0000 LR: 5.042e-02 Score 91.620 Data time: 0.2334, Forward time: 2.2754, Backward time: 3.0771, DDP time: 0.0044, Total iter time: 5.6840 [2020-11-05 22:41:44,798][root][INFO] - ===> Epoch[205](5329/26): Loss -0.0942, Sem 0.2320, dir -0.6854, norm 0.3592, swav 0.0000 LR: 5.041e-02 Score 92.739 Data time: 0.2482, Forward time: 2.2754, Backward time: 3.0770, DDP time: 0.0044, Total iter time: 5.3146 [2020-11-05 22:41:50,409][root][INFO] - ===> Epoch[205](5330/26): Loss -0.1071, Sem 0.2107, dir -0.6995, norm 0.3817, swav 0.0000 LR: 5.040e-02 Score 93.437 Data time: 0.1642, Forward time: 2.2753, Backward time: 3.0771, DDP time: 0.0044, Total iter time: 5.4947 [2020-11-05 22:41:56,829][root][INFO] - ===> Epoch[206](5331/26): Loss -0.0794, Sem 0.2336, dir -0.6817, norm 0.3687, swav 0.0000 LR: 5.039e-02 Score 92.602 Data time: 0.1938, Forward time: 2.2753, Backward time: 3.0772, DDP time: 0.0044, Total iter time: 6.3223 [2020-11-05 22:42:03,352][root][INFO] - ===> Epoch[206](5332/26): Loss -0.0259, Sem 0.2586, dir -0.6713, norm 0.3869, swav 0.0000 LR: 5.038e-02 Score 91.908 Data time: 0.3120, Forward time: 2.2754, Backward time: 3.0772, DDP time: 0.0044, Total iter time: 6.2121 [2020-11-05 22:42:09,611][root][INFO] - ===> Epoch[206](5333/26): Loss -0.0489, Sem 0.2312, dir -0.7001, norm 0.4200, swav 0.0000 LR: 5.037e-02 Score 92.545 Data time: 0.2490, Forward time: 2.2755, Backward time: 3.0772, DDP time: 0.0044, Total iter time: 6.1456 [2020-11-05 22:42:15,784][root][INFO] - ===> Epoch[206](5334/26): Loss -0.1191, Sem 0.1892, dir -0.6971, norm 0.3888, swav 0.0000 LR: 5.036e-02 Score 94.484 Data time: 0.2092, Forward time: 2.2755, Backward time: 3.0773, DDP time: 0.0044, Total iter time: 6.0677 [2020-11-05 22:42:21,631][root][INFO] - ===> Epoch[206](5335/26): Loss -0.1363, Sem 0.1991, dir -0.7138, norm 0.3783, swav 0.0000 LR: 5.035e-02 Score 93.434 Data time: 0.1842, Forward time: 2.2754, Backward time: 3.0774, DDP time: 0.0044, Total iter time: 5.7345 [2020-11-05 22:42:26,873][root][INFO] - ===> Epoch[206](5336/26): Loss -0.1395, Sem 0.1720, dir -0.6971, norm 0.3855, swav 0.0000 LR: 5.034e-02 Score 94.887 Data time: 0.1900, Forward time: 2.2754, Backward time: 3.0773, DDP time: 0.0044, Total iter time: 5.1304 [2020-11-05 22:42:33,551][root][INFO] - ===> Epoch[206](5337/26): Loss -0.0773, Sem 0.2314, dir -0.6944, norm 0.3858, swav 0.0000 LR: 5.033e-02 Score 93.105 Data time: 0.2569, Forward time: 2.2754, Backward time: 3.0774, DDP time: 0.0044, Total iter time: 6.5792 [2020-11-05 22:42:39,555][root][INFO] - ===> Epoch[206](5338/26): Loss -0.1207, Sem 0.2220, dir -0.7370, norm 0.3943, swav 0.0000 LR: 5.032e-02 Score 92.389 Data time: 0.2518, Forward time: 2.2755, Backward time: 3.0774, DDP time: 0.0044, Total iter time: 5.8842 [2020-11-05 22:42:45,202][root][INFO] - ===> Epoch[206](5339/26): Loss -0.0998, Sem 0.2250, dir -0.7193, norm 0.3945, swav 0.0000 LR: 5.031e-02 Score 93.296 Data time: 0.2374, Forward time: 2.2756, Backward time: 3.0773, DDP time: 0.0044, Total iter time: 5.5159 [2020-11-05 22:42:50,503][root][INFO] - ===> Epoch[206](5340/26): Loss -0.0126, Sem 0.2238, dir -0.6421, norm 0.4057, swav 0.0000 LR: 5.030e-02 Score 92.965 Data time: 0.1958, Forward time: 2.2755, Backward time: 3.0773, DDP time: 0.0044, Total iter time: 5.1819 [2020-11-05 22:42:56,912][root][INFO] - ===> Epoch[206](5341/26): Loss -0.0784, Sem 0.2439, dir -0.7126, norm 0.3904, swav 0.0000 LR: 5.029e-02 Score 92.084 Data time: 0.3677, Forward time: 2.2757, Backward time: 3.0772, DDP time: 0.0044, Total iter time: 6.3126 [2020-11-05 22:43:02,428][root][INFO] - ===> Epoch[206](5342/26): Loss -0.0993, Sem 0.1936, dir -0.6950, norm 0.4021, swav 0.0000 LR: 5.028e-02 Score 93.514 Data time: 0.1663, Forward time: 2.2756, Backward time: 3.0773, DDP time: 0.0044, Total iter time: 5.3842 [2020-11-05 22:43:07,821][root][INFO] - ===> Epoch[206](5343/26): Loss -0.2176, Sem 0.1653, dir -0.7206, norm 0.3378, swav 0.0000 LR: 5.027e-02 Score 94.279 Data time: 0.2660, Forward time: 2.2757, Backward time: 3.0771, DDP time: 0.0044, Total iter time: 5.2910 [2020-11-05 22:43:14,651][root][INFO] - ===> Epoch[206](5344/26): Loss -0.1059, Sem 0.2011, dir -0.6825, norm 0.3755, swav 0.0000 LR: 5.026e-02 Score 93.420 Data time: 0.1668, Forward time: 2.2756, Backward time: 3.0774, DDP time: 0.0044, Total iter time: 6.7096 [2020-11-05 22:43:19,624][root][INFO] - ===> Epoch[206](5345/26): Loss -0.1026, Sem 0.2063, dir -0.6848, norm 0.3760, swav 0.0000 LR: 5.025e-02 Score 93.036 Data time: 0.2416, Forward time: 2.2756, Backward time: 3.0772, DDP time: 0.0044, Total iter time: 4.9050 [2020-11-05 22:43:26,598][root][INFO] - ===> Epoch[206](5346/26): Loss -0.1823, Sem 0.1668, dir -0.7181, norm 0.3690, swav 0.0000 LR: 5.024e-02 Score 94.464 Data time: 0.2702, Forward time: 2.2758, Backward time: 3.0773, DDP time: 0.0044, Total iter time: 6.8748 [2020-11-05 22:43:32,506][root][INFO] - ===> Epoch[206](5347/26): Loss -0.1014, Sem 0.2181, dir -0.7150, norm 0.3954, swav 0.0000 LR: 5.023e-02 Score 92.761 Data time: 0.2466, Forward time: 2.2758, Backward time: 3.0773, DDP time: 0.0044, Total iter time: 5.7824 [2020-11-05 22:43:39,054][root][INFO] - ===> Epoch[206](5348/26): Loss -0.0855, Sem 0.2283, dir -0.6781, norm 0.3643, swav 0.0000 LR: 5.023e-02 Score 92.806 Data time: 0.2031, Forward time: 2.2758, Backward time: 3.0775, DDP time: 0.0044, Total iter time: 6.4347 [2020-11-05 22:43:44,270][root][INFO] - ===> Epoch[206](5349/26): Loss -0.0893, Sem 0.2128, dir -0.6867, norm 0.3847, swav 0.0000 LR: 5.022e-02 Score 93.329 Data time: 0.1979, Forward time: 2.2757, Backward time: 3.0774, DDP time: 0.0044, Total iter time: 5.1206 [2020-11-05 22:43:49,703][root][INFO] - ===> Epoch[206](5350/26): Loss -0.0058, Sem 0.2353, dir -0.6634, norm 0.4223, swav 0.0000 LR: 5.021e-02 Score 92.989 Data time: 0.2463, Forward time: 2.2758, Backward time: 3.0773, DDP time: 0.0044, Total iter time: 5.3195 [2020-11-05 22:43:54,558][root][INFO] - ===> Epoch[206](5351/26): Loss -0.0935, Sem 0.2129, dir -0.6941, norm 0.3877, swav 0.0000 LR: 5.020e-02 Score 92.687 Data time: 0.1956, Forward time: 2.2758, Backward time: 3.0771, DDP time: 0.0044, Total iter time: 4.7353 [2020-11-05 22:43:59,687][root][INFO] - ===> Epoch[206](5352/26): Loss -0.0604, Sem 0.2615, dir -0.7157, norm 0.3938, swav 0.0000 LR: 5.019e-02 Score 91.525 Data time: 0.2259, Forward time: 2.2758, Backward time: 3.0770, DDP time: 0.0044, Total iter time: 5.0234 [2020-11-05 22:44:05,277][root][INFO] - ===> Epoch[206](5353/26): Loss -0.1013, Sem 0.2168, dir -0.7033, norm 0.3852, swav 0.0000 LR: 5.018e-02 Score 92.745 Data time: 0.3052, Forward time: 2.2759, Backward time: 3.0769, DDP time: 0.0044, Total iter time: 5.4558 [2020-11-05 22:44:12,290][root][INFO] - ===> Epoch[206](5354/26): Loss -0.1049, Sem 0.2043, dir -0.6869, norm 0.3777, swav 0.0000 LR: 5.017e-02 Score 93.506 Data time: 0.2852, Forward time: 2.2760, Backward time: 3.0770, DDP time: 0.0044, Total iter time: 6.8932 [2020-11-05 22:44:17,392][root][INFO] - ===> Epoch[206](5355/26): Loss -0.1252, Sem 0.2132, dir -0.7425, norm 0.4041, swav 0.0000 LR: 5.016e-02 Score 93.127 Data time: 0.1504, Forward time: 2.2759, Backward time: 3.0769, DDP time: 0.0044, Total iter time: 4.9558 [2020-11-05 22:44:22,843][root][INFO] - ===> Epoch[206](5356/26): Loss -0.0654, Sem 0.2319, dir -0.6805, norm 0.3833, swav 0.0000 LR: 5.015e-02 Score 92.448 Data time: 0.1871, Forward time: 2.2759, Backward time: 3.0769, DDP time: 0.0044, Total iter time: 5.3386 [2020-11-05 22:44:27,499][root][INFO] - ===> Epoch[207](5357/26): Loss -0.0916, Sem 0.2296, dir -0.6919, norm 0.3706, swav 0.0000 LR: 5.014e-02 Score 92.999 Data time: 0.2184, Forward time: 2.2759, Backward time: 3.0768, DDP time: 0.0044, Total iter time: 4.5488 [2020-11-05 22:44:32,651][root][INFO] - ===> Epoch[207](5358/26): Loss -0.1493, Sem 0.2128, dir -0.7248, norm 0.3627, swav 0.0000 LR: 5.013e-02 Score 93.479 Data time: 0.2123, Forward time: 2.2758, Backward time: 3.0767, DDP time: 0.0044, Total iter time: 5.0216 [2020-11-05 22:44:38,387][root][INFO] - ===> Epoch[207](5359/26): Loss -0.0423, Sem 0.2180, dir -0.6843, norm 0.4240, swav 0.0000 LR: 5.012e-02 Score 92.558 Data time: 0.1945, Forward time: 2.2758, Backward time: 3.0767, DDP time: 0.0044, Total iter time: 5.6217 [2020-11-05 22:44:44,143][root][INFO] - ===> Epoch[207](5360/26): Loss -0.0932, Sem 0.2525, dir -0.7124, norm 0.3667, swav 0.0000 LR: 5.011e-02 Score 92.255 Data time: 0.1854, Forward time: 2.2757, Backward time: 3.0768, DDP time: 0.0044, Total iter time: 5.6326 [2020-11-05 22:44:51,154][root][INFO] - ===> Epoch[207](5361/26): Loss -0.0834, Sem 0.2055, dir -0.6871, norm 0.3982, swav 0.0000 LR: 5.010e-02 Score 93.830 Data time: 0.2103, Forward time: 2.2757, Backward time: 3.0770, DDP time: 0.0044, Total iter time: 6.9169 [2020-11-05 22:44:56,854][root][INFO] - ===> Epoch[207](5362/26): Loss -0.1246, Sem 0.1970, dir -0.6960, norm 0.3744, swav 0.0000 LR: 5.009e-02 Score 93.259 Data time: 0.1822, Forward time: 2.2757, Backward time: 3.0770, DDP time: 0.0044, Total iter time: 5.5544 [2020-11-05 22:45:02,111][root][INFO] - ===> Epoch[207](5363/26): Loss -0.0817, Sem 0.2186, dir -0.6798, norm 0.3794, swav 0.0000 LR: 5.008e-02 Score 93.196 Data time: 0.2037, Forward time: 2.2756, Backward time: 3.0770, DDP time: 0.0044, Total iter time: 5.1552 [2020-11-05 22:45:08,506][root][INFO] - ===> Epoch[207](5364/26): Loss -0.1101, Sem 0.2169, dir -0.7096, norm 0.3826, swav 0.0000 LR: 5.007e-02 Score 92.920 Data time: 0.3527, Forward time: 2.2758, Backward time: 3.0769, DDP time: 0.0044, Total iter time: 6.2743 [2020-11-05 22:45:13,842][root][INFO] - ===> Epoch[207](5365/26): Loss -0.0391, Sem 0.2359, dir -0.6959, norm 0.4209, swav 0.0000 LR: 5.006e-02 Score 92.439 Data time: 0.2357, Forward time: 2.2759, Backward time: 3.0768, DDP time: 0.0044, Total iter time: 5.1974 [2020-11-05 22:45:19,594][root][INFO] - ===> Epoch[207](5366/26): Loss -0.1168, Sem 0.1951, dir -0.6832, norm 0.3712, swav 0.0000 LR: 5.005e-02 Score 93.631 Data time: 0.2635, Forward time: 2.2760, Backward time: 3.0767, DDP time: 0.0044, Total iter time: 5.6251 [2020-11-05 22:45:25,164][root][INFO] - ===> Epoch[207](5367/26): Loss -0.1016, Sem 0.2019, dir -0.7216, norm 0.4181, swav 0.0000 LR: 5.004e-02 Score 93.689 Data time: 0.1705, Forward time: 2.2759, Backward time: 3.0767, DDP time: 0.0044, Total iter time: 5.4486 [2020-11-05 22:45:30,513][root][INFO] - ===> Epoch[207](5368/26): Loss -0.0844, Sem 0.1862, dir -0.6731, norm 0.4025, swav 0.0000 LR: 5.003e-02 Score 93.929 Data time: 0.2237, Forward time: 2.2759, Backward time: 3.0766, DDP time: 0.0044, Total iter time: 5.2337 [2020-11-05 22:45:36,282][root][INFO] - ===> Epoch[207](5369/26): Loss -0.1061, Sem 0.2348, dir -0.7360, norm 0.3951, swav 0.0000 LR: 5.002e-02 Score 92.314 Data time: 0.2010, Forward time: 2.2759, Backward time: 3.0766, DDP time: 0.0044, Total iter time: 5.6498 [2020-11-05 22:45:40,887][root][INFO] - ===> Epoch[207](5370/26): Loss -0.0873, Sem 0.2022, dir -0.6781, norm 0.3886, swav 0.0000 LR: 5.001e-02 Score 93.625 Data time: 0.1882, Forward time: 2.2759, Backward time: 3.0765, DDP time: 0.0044, Total iter time: 4.4952 [2020-11-05 22:45:45,506][root][INFO] - ===> Epoch[207](5371/26): Loss -0.0436, Sem 0.2662, dir -0.7115, norm 0.4017, swav 0.0000 LR: 5.000e-02 Score 92.420 Data time: 0.2258, Forward time: 2.2759, Backward time: 3.0762, DDP time: 0.0044, Total iter time: 4.5167 [2020-11-05 22:45:52,006][root][INFO] - ===> Epoch[207](5372/26): Loss -0.1003, Sem 0.2231, dir -0.7184, norm 0.3951, swav 0.0000 LR: 4.999e-02 Score 92.657 Data time: 0.1868, Forward time: 2.2758, Backward time: 3.0764, DDP time: 0.0044, Total iter time: 6.3814 [2020-11-05 22:45:56,813][root][INFO] - ===> Epoch[207](5373/26): Loss -0.2114, Sem 0.1885, dir -0.7388, norm 0.3389, swav 0.0000 LR: 4.998e-02 Score 94.369 Data time: 0.2258, Forward time: 2.2758, Backward time: 3.0763, DDP time: 0.0044, Total iter time: 4.7211 [2020-11-05 22:46:02,239][root][INFO] - ===> Epoch[207](5374/26): Loss -0.0979, Sem 0.2250, dir -0.6909, norm 0.3680, swav 0.0000 LR: 4.997e-02 Score 92.864 Data time: 0.2269, Forward time: 2.2758, Backward time: 3.0762, DDP time: 0.0044, Total iter time: 5.3121 [2020-11-05 22:46:06,731][root][INFO] - ===> Epoch[207](5375/26): Loss -0.1502, Sem 0.2165, dir -0.7399, norm 0.3733, swav 0.0000 LR: 4.996e-02 Score 92.873 Data time: 0.2072, Forward time: 2.2758, Backward time: 3.0760, DDP time: 0.0044, Total iter time: 4.3810 [2020-11-05 22:46:12,250][root][INFO] - ===> Epoch[207](5376/26): Loss -0.0697, Sem 0.2364, dir -0.7278, norm 0.4217, swav 0.0000 LR: 4.995e-02 Score 92.569 Data time: 0.2768, Forward time: 2.2759, Backward time: 3.0759, DDP time: 0.0044, Total iter time: 5.4112 [2020-11-05 22:46:18,212][root][INFO] - ===> Epoch[207](5377/26): Loss 0.0064, Sem 0.2539, dir -0.6581, norm 0.4106, swav 0.0000 LR: 4.994e-02 Score 91.640 Data time: 0.2754, Forward time: 2.2760, Backward time: 3.0758, DDP time: 0.0044, Total iter time: 5.8215 [2020-11-05 22:46:24,360][root][INFO] - ===> Epoch[207](5378/26): Loss -0.0842, Sem 0.2360, dir -0.6870, norm 0.3669, swav 0.0000 LR: 4.993e-02 Score 92.840 Data time: 0.2863, Forward time: 2.2761, Backward time: 3.0757, DDP time: 0.0044, Total iter time: 6.0201 [2020-11-05 22:46:29,340][root][INFO] - ===> Epoch[207](5379/26): Loss -0.1979, Sem 0.1718, dir -0.7207, norm 0.3510, swav 0.0000 LR: 4.992e-02 Score 94.672 Data time: 0.2370, Forward time: 2.2762, Backward time: 3.0755, DDP time: 0.0044, Total iter time: 4.8621 [2020-11-05 22:46:35,228][root][INFO] - ===> Epoch[207](5380/26): Loss -0.0733, Sem 0.2511, dir -0.6967, norm 0.3722, swav 0.0000 LR: 4.991e-02 Score 91.694 Data time: 0.3262, Forward time: 2.2763, Backward time: 3.0754, DDP time: 0.0044, Total iter time: 5.7684 [2020-11-05 22:46:40,398][root][INFO] - ===> Epoch[207](5381/26): Loss -0.0840, Sem 0.2681, dir -0.7448, norm 0.3927, swav 0.0000 LR: 4.990e-02 Score 91.847 Data time: 0.2160, Forward time: 2.2763, Backward time: 3.0753, DDP time: 0.0044, Total iter time: 5.0305 [2020-11-05 22:46:45,312][root][INFO] - ===> Epoch[207](5382/26): Loss -0.1546, Sem 0.2336, dir -0.7312, norm 0.3430, swav 0.0000 LR: 4.989e-02 Score 91.677 Data time: 0.2039, Forward time: 2.2763, Backward time: 3.0751, DDP time: 0.0044, Total iter time: 4.8143 [2020-11-05 22:46:51,876][root][INFO] - ===> Epoch[208](5383/26): Loss -0.1299, Sem 0.1993, dir -0.6955, norm 0.3662, swav 0.0000 LR: 4.988e-02 Score 93.721 Data time: 0.2186, Forward time: 2.2764, Backward time: 3.0753, DDP time: 0.0044, Total iter time: 6.4565 [2020-11-05 22:46:57,789][root][INFO] - ===> Epoch[208](5384/26): Loss -0.1685, Sem 0.1815, dir -0.7217, norm 0.3716, swav 0.0000 LR: 4.988e-02 Score 94.020 Data time: 0.1873, Forward time: 2.2763, Backward time: 3.0753, DDP time: 0.0044, Total iter time: 5.7958 [2020-11-05 22:47:03,741][root][INFO] - ===> Epoch[208](5385/26): Loss -0.1426, Sem 0.1774, dir -0.6935, norm 0.3735, swav 0.0000 LR: 4.987e-02 Score 94.177 Data time: 0.2297, Forward time: 2.2763, Backward time: 3.0754, DDP time: 0.0044, Total iter time: 5.8636 [2020-11-05 22:47:10,127][root][INFO] - ===> Epoch[208](5386/26): Loss -0.0515, Sem 0.2522, dir -0.7056, norm 0.4018, swav 0.0000 LR: 4.986e-02 Score 92.382 Data time: 0.2956, Forward time: 2.2765, Backward time: 3.0753, DDP time: 0.0044, Total iter time: 6.2553 [2020-11-05 22:47:15,980][root][INFO] - ===> Epoch[208](5387/26): Loss -0.1577, Sem 0.1924, dir -0.7122, norm 0.3621, swav 0.0000 LR: 4.985e-02 Score 93.789 Data time: 0.2803, Forward time: 2.2766, Backward time: 3.0752, DDP time: 0.0044, Total iter time: 5.7184 [2020-11-05 22:47:21,594][root][INFO] - ===> Epoch[208](5388/26): Loss -0.1375, Sem 0.1893, dir -0.6995, norm 0.3727, swav 0.0000 LR: 4.984e-02 Score 94.007 Data time: 0.1767, Forward time: 2.2766, Backward time: 3.0752, DDP time: 0.0044, Total iter time: 5.4966 [2020-11-05 22:47:27,600][root][INFO] - ===> Epoch[208](5389/26): Loss -0.0647, Sem 0.2203, dir -0.6787, norm 0.3938, swav 0.0000 LR: 4.983e-02 Score 93.094 Data time: 0.1853, Forward time: 2.2765, Backward time: 3.0753, DDP time: 0.0044, Total iter time: 5.9158 [2020-11-05 22:47:34,378][root][INFO] - ===> Epoch[208](5390/26): Loss -0.1441, Sem 0.1946, dir -0.7170, norm 0.3783, swav 0.0000 LR: 4.982e-02 Score 93.781 Data time: 0.2505, Forward time: 2.2766, Backward time: 3.0755, DDP time: 0.0044, Total iter time: 6.6768 [2020-11-05 22:47:40,228][root][INFO] - ===> Epoch[208](5391/26): Loss -0.1185, Sem 0.1898, dir -0.6884, norm 0.3801, swav 0.0000 LR: 4.981e-02 Score 94.161 Data time: 0.2829, Forward time: 2.2767, Backward time: 3.0753, DDP time: 0.0044, Total iter time: 5.7265 [2020-11-05 22:47:46,263][root][INFO] - ===> Epoch[208](5392/26): Loss -0.1308, Sem 0.2032, dir -0.7329, norm 0.3989, swav 0.0000 LR: 4.980e-02 Score 93.419 Data time: 0.2697, Forward time: 2.2768, Backward time: 3.0753, DDP time: 0.0044, Total iter time: 5.9097 [2020-11-05 22:47:51,406][root][INFO] - ===> Epoch[208](5393/26): Loss -0.1663, Sem 0.1879, dir -0.7082, norm 0.3541, swav 0.0000 LR: 4.979e-02 Score 93.625 Data time: 0.2548, Forward time: 2.2769, Backward time: 3.0751, DDP time: 0.0044, Total iter time: 5.0188 [2020-11-05 22:47:57,405][root][INFO] - ===> Epoch[208](5394/26): Loss -0.1428, Sem 0.1792, dir -0.6781, norm 0.3560, swav 0.0000 LR: 4.978e-02 Score 94.429 Data time: 0.1910, Forward time: 2.2768, Backward time: 3.0752, DDP time: 0.0044, Total iter time: 5.9008 [2020-11-05 22:48:03,446][root][INFO] - ===> Epoch[208](5395/26): Loss -0.0627, Sem 0.2242, dir -0.6758, norm 0.3890, swav 0.0000 LR: 4.977e-02 Score 92.657 Data time: 0.2621, Forward time: 2.2769, Backward time: 3.0751, DDP time: 0.0044, Total iter time: 5.9554 [2020-11-05 22:48:09,015][root][INFO] - ===> Epoch[208](5396/26): Loss -0.0138, Sem 0.2304, dir -0.6534, norm 0.4093, swav 0.0000 LR: 4.976e-02 Score 92.325 Data time: 0.2352, Forward time: 2.2770, Backward time: 3.0750, DDP time: 0.0044, Total iter time: 5.4474 [2020-11-05 22:48:14,299][root][INFO] - ===> Epoch[208](5397/26): Loss -0.0636, Sem 0.2362, dir -0.6892, norm 0.3893, swav 0.0000 LR: 4.975e-02 Score 92.841 Data time: 0.2596, Forward time: 2.2771, Backward time: 3.0749, DDP time: 0.0044, Total iter time: 5.1699 [2020-11-05 22:48:19,856][root][INFO] - ===> Epoch[208](5398/26): Loss -0.0828, Sem 0.2378, dir -0.7139, norm 0.3934, swav 0.0000 LR: 4.974e-02 Score 92.701 Data time: 0.2406, Forward time: 2.2771, Backward time: 3.0748, DDP time: 0.0044, Total iter time: 5.4406 [2020-11-05 22:48:26,743][root][INFO] - ===> Epoch[208](5399/26): Loss -0.0869, Sem 0.1980, dir -0.6838, norm 0.3989, swav 0.0000 LR: 4.973e-02 Score 93.436 Data time: 0.1555, Forward time: 2.2770, Backward time: 3.0751, DDP time: 0.0044, Total iter time: 6.7817 [2020-11-05 22:48:33,180][root][INFO] - ===> Epoch[208](5400/26): Loss -0.0943, Sem 0.2063, dir -0.6802, norm 0.3796, swav 0.0000 LR: 4.972e-02 Score 92.901 Data time: 0.2384, Forward time: 2.2771, Backward time: 3.0752, DDP time: 0.0044, Total iter time: 6.3624 [2020-11-05 22:48:38,266][root][INFO] - ===> Epoch[208](5401/26): Loss -0.1794, Sem 0.1914, dir -0.7340, norm 0.3631, swav 0.0000 LR: 4.971e-02 Score 93.864 Data time: 0.2044, Forward time: 2.2771, Backward time: 3.0750, DDP time: 0.0044, Total iter time: 4.9723 [2020-11-05 22:48:43,096][root][INFO] - ===> Epoch[208](5402/26): Loss -0.1472, Sem 0.2055, dir -0.7257, norm 0.3731, swav 0.0000 LR: 4.970e-02 Score 93.209 Data time: 0.2320, Forward time: 2.2771, Backward time: 3.0748, DDP time: 0.0044, Total iter time: 4.7218 [2020-11-05 22:48:49,187][root][INFO] - ===> Epoch[208](5403/26): Loss -0.0604, Sem 0.2488, dir -0.7209, norm 0.4118, swav 0.0000 LR: 4.969e-02 Score 92.351 Data time: 0.3113, Forward time: 2.2773, Backward time: 3.0747, DDP time: 0.0044, Total iter time: 5.9825 [2020-11-05 22:48:55,070][root][INFO] - ===> Epoch[208](5404/26): Loss -0.0896, Sem 0.2078, dir -0.6794, norm 0.3820, swav 0.0000 LR: 4.968e-02 Score 92.872 Data time: 0.2620, Forward time: 2.2774, Backward time: 3.0746, DDP time: 0.0044, Total iter time: 5.7371 [2020-11-05 22:48:59,829][root][INFO] - ===> Epoch[208](5405/26): Loss -0.1917, Sem 0.1890, dir -0.7508, norm 0.3701, swav 0.0000 LR: 4.967e-02 Score 93.599 Data time: 0.1220, Forward time: 2.2772, Backward time: 3.0746, DDP time: 0.0044, Total iter time: 4.6283 [2020-11-05 22:49:04,660][root][INFO] - ===> Epoch[208](5406/26): Loss -0.0875, Sem 0.1990, dir -0.6750, norm 0.3885, swav 0.0000 LR: 4.966e-02 Score 93.278 Data time: 0.1643, Forward time: 2.2771, Backward time: 3.0746, DDP time: 0.0044, Total iter time: 4.7311 [2020-11-05 22:49:09,485][root][INFO] - ===> Epoch[208](5407/26): Loss -0.1447, Sem 0.1883, dir -0.6995, norm 0.3666, swav 0.0000 LR: 4.965e-02 Score 93.546 Data time: 0.1728, Forward time: 2.2771, Backward time: 3.0745, DDP time: 0.0044, Total iter time: 4.7366 [2020-11-05 22:49:15,393][root][INFO] - ===> Epoch[208](5408/26): Loss -0.1179, Sem 0.1979, dir -0.6760, norm 0.3601, swav 0.0000 LR: 4.964e-02 Score 93.474 Data time: 0.1832, Forward time: 2.2770, Backward time: 3.0746, DDP time: 0.0044, Total iter time: 5.8021 [2020-11-05 22:49:19,860][root][INFO] - ===> Epoch[209](5409/26): Loss -0.1163, Sem 0.2075, dir -0.7020, norm 0.3781, swav 0.0000 LR: 4.963e-02 Score 93.166 Data time: 0.1791, Forward time: 2.2769, Backward time: 3.0745, DDP time: 0.0044, Total iter time: 4.3535 [2020-11-05 22:49:26,061][root][INFO] - ===> Epoch[209](5410/26): Loss -0.0210, Sem 0.2546, dir -0.6732, norm 0.3976, swav 0.0000 LR: 4.962e-02 Score 91.396 Data time: 0.2092, Forward time: 2.2768, Backward time: 3.0746, DDP time: 0.0044, Total iter time: 6.1297 [2020-11-05 22:49:32,137][root][INFO] - ===> Epoch[209](5411/26): Loss -0.1031, Sem 0.2193, dir -0.6968, norm 0.3743, swav 0.0000 LR: 4.961e-02 Score 93.254 Data time: 0.2254, Forward time: 2.2769, Backward time: 3.0746, DDP time: 0.0044, Total iter time: 5.9542 [2020-11-05 22:49:37,532][root][INFO] - ===> Epoch[209](5412/26): Loss -0.0401, Sem 0.2388, dir -0.6806, norm 0.4017, swav 0.0000 LR: 4.960e-02 Score 92.828 Data time: 0.2151, Forward time: 2.2769, Backward time: 3.0745, DDP time: 0.0044, Total iter time: 5.2750 [2020-11-05 22:49:42,472][root][INFO] - ===> Epoch[209](5413/26): Loss -0.1324, Sem 0.1921, dir -0.6912, norm 0.3666, swav 0.0000 LR: 4.959e-02 Score 93.822 Data time: 0.1688, Forward time: 2.2768, Backward time: 3.0744, DDP time: 0.0044, Total iter time: 4.8261 [2020-11-05 22:49:48,636][root][INFO] - ===> Epoch[209](5414/26): Loss -0.0703, Sem 0.2061, dir -0.6729, norm 0.3965, swav 0.0000 LR: 4.958e-02 Score 93.472 Data time: 0.1674, Forward time: 2.2767, Backward time: 3.0746, DDP time: 0.0044, Total iter time: 6.0658 [2020-11-05 22:49:53,116][root][INFO] - ===> Epoch[209](5415/26): Loss -0.2139, Sem 0.1503, dir -0.7293, norm 0.3652, swav 0.0000 LR: 4.957e-02 Score 95.153 Data time: 0.2204, Forward time: 2.2767, Backward time: 3.0744, DDP time: 0.0044, Total iter time: 4.3666 [2020-11-05 22:49:59,334][root][INFO] - ===> Epoch[209](5416/26): Loss -0.0668, Sem 0.2280, dir -0.6837, norm 0.3889, swav 0.0000 LR: 4.956e-02 Score 92.332 Data time: 0.2886, Forward time: 2.2769, Backward time: 3.0743, DDP time: 0.0044, Total iter time: 6.1130 [2020-11-05 22:50:04,570][root][INFO] - ===> Epoch[209](5417/26): Loss -0.1822, Sem 0.1926, dir -0.7313, norm 0.3566, swav 0.0000 LR: 4.955e-02 Score 93.450 Data time: 0.2483, Forward time: 2.2769, Backward time: 3.0742, DDP time: 0.0044, Total iter time: 5.1096 [2020-11-05 22:50:09,403][root][INFO] - ===> Epoch[209](5418/26): Loss -0.1151, Sem 0.1970, dir -0.7148, norm 0.4027, swav 0.0000 LR: 4.954e-02 Score 93.845 Data time: 0.2373, Forward time: 2.2770, Backward time: 3.0740, DDP time: 0.0044, Total iter time: 4.7102 [2020-11-05 22:50:16,218][root][INFO] - ===> Epoch[209](5419/26): Loss -0.1214, Sem 0.2433, dir -0.7434, norm 0.3788, swav 0.0000 LR: 4.953e-02 Score 92.675 Data time: 0.2922, Forward time: 2.2771, Backward time: 3.0740, DDP time: 0.0044, Total iter time: 6.6991 [2020-11-05 22:50:22,333][root][INFO] - ===> Epoch[209](5420/26): Loss -0.1108, Sem 0.2265, dir -0.7058, norm 0.3686, swav 0.0000 LR: 4.953e-02 Score 92.721 Data time: 0.2559, Forward time: 2.2772, Backward time: 3.0740, DDP time: 0.0044, Total iter time: 5.9730 [2020-11-05 22:50:27,207][root][INFO] - ===> Epoch[209](5421/26): Loss -0.0877, Sem 0.1909, dir -0.6677, norm 0.3891, swav 0.0000 LR: 4.952e-02 Score 93.773 Data time: 0.2392, Forward time: 2.2772, Backward time: 3.0738, DDP time: 0.0044, Total iter time: 4.7530 [2020-11-05 22:50:32,767][root][INFO] - ===> Epoch[209](5422/26): Loss -0.1196, Sem 0.2074, dir -0.7133, norm 0.3863, swav 0.0000 LR: 4.951e-02 Score 93.398 Data time: 0.2245, Forward time: 2.2773, Backward time: 3.0737, DDP time: 0.0044, Total iter time: 5.4562 [2020-11-05 22:50:39,346][root][INFO] - ===> Epoch[209](5423/26): Loss -0.1040, Sem 0.1844, dir -0.6755, norm 0.3871, swav 0.0000 LR: 4.950e-02 Score 94.042 Data time: 0.2031, Forward time: 2.2772, Backward time: 3.0739, DDP time: 0.0044, Total iter time: 6.4535 [2020-11-05 22:50:44,888][root][INFO] - ===> Epoch[209](5424/26): Loss -0.1347, Sem 0.1915, dir -0.7088, norm 0.3826, swav 0.0000 LR: 4.949e-02 Score 93.956 Data time: 0.2343, Forward time: 2.2773, Backward time: 3.0738, DDP time: 0.0044, Total iter time: 5.4270 [2020-11-05 22:50:50,394][root][INFO] - ===> Epoch[209](5425/26): Loss -0.1172, Sem 0.1770, dir -0.6855, norm 0.3912, swav 0.0000 LR: 4.948e-02 Score 93.993 Data time: 0.2097, Forward time: 2.2773, Backward time: 3.0738, DDP time: 0.0044, Total iter time: 5.3797 [2020-11-05 22:50:57,755][root][INFO] - ===> Epoch[209](5426/26): Loss -0.1339, Sem 0.1831, dir -0.7020, norm 0.3850, swav 0.0000 LR: 4.947e-02 Score 93.871 Data time: 0.2717, Forward time: 2.2774, Backward time: 3.0739, DDP time: 0.0044, Total iter time: 7.2520 [2020-11-05 22:51:03,772][root][INFO] - ===> Epoch[209](5427/26): Loss -0.1354, Sem 0.2035, dir -0.7082, norm 0.3693, swav 0.0000 LR: 4.946e-02 Score 92.867 Data time: 0.2404, Forward time: 2.2775, Backward time: 3.0739, DDP time: 0.0044, Total iter time: 5.8761 [2020-11-05 22:51:09,194][root][INFO] - ===> Epoch[209](5428/26): Loss -0.1368, Sem 0.1811, dir -0.7255, norm 0.4076, swav 0.0000 LR: 4.945e-02 Score 94.216 Data time: 0.2403, Forward time: 2.2775, Backward time: 3.0738, DDP time: 0.0044, Total iter time: 5.2791 [2020-11-05 22:51:15,351][root][INFO] - ===> Epoch[209](5429/26): Loss -0.1054, Sem 0.2048, dir -0.6851, norm 0.3749, swav 0.0000 LR: 4.944e-02 Score 93.186 Data time: 0.2234, Forward time: 2.2775, Backward time: 3.0739, DDP time: 0.0044, Total iter time: 6.0417 [2020-11-05 22:51:21,671][root][INFO] - ===> Epoch[209](5430/26): Loss -0.1128, Sem 0.1762, dir -0.7047, norm 0.4157, swav 0.0000 LR: 4.943e-02 Score 93.986 Data time: 0.3581, Forward time: 2.2777, Backward time: 3.0738, DDP time: 0.0044, Total iter time: 6.2000 [2020-11-05 22:51:28,260][root][INFO] - ===> Epoch[209](5431/26): Loss -0.1261, Sem 0.2056, dir -0.7101, norm 0.3785, swav 0.0000 LR: 4.942e-02 Score 93.233 Data time: 0.2343, Forward time: 2.2777, Backward time: 3.0739, DDP time: 0.0044, Total iter time: 6.4685 [2020-11-05 22:51:34,291][root][INFO] - ===> Epoch[209](5432/26): Loss -0.0986, Sem 0.2237, dir -0.7177, norm 0.3954, swav 0.0000 LR: 4.941e-02 Score 93.043 Data time: 0.2044, Forward time: 2.2777, Backward time: 3.0740, DDP time: 0.0044, Total iter time: 5.9097 [2020-11-05 22:51:40,130][root][INFO] - ===> Epoch[209](5433/26): Loss -0.1058, Sem 0.1885, dir -0.6890, norm 0.3947, swav 0.0000 LR: 4.940e-02 Score 93.758 Data time: 0.2335, Forward time: 2.2777, Backward time: 3.0740, DDP time: 0.0044, Total iter time: 5.7483 [2020-11-05 22:51:45,976][root][INFO] - ===> Epoch[209](5434/26): Loss -0.0890, Sem 0.2182, dir -0.7038, norm 0.3967, swav 0.0000 LR: 4.939e-02 Score 93.034 Data time: 0.1692, Forward time: 2.2777, Backward time: 3.0740, DDP time: 0.0044, Total iter time: 5.7073 [2020-11-05 22:51:50,504][root][INFO] - ===> Epoch[210](5435/26): Loss -0.1051, Sem 0.1863, dir -0.6734, norm 0.3820, swav 0.0000 LR: 4.938e-02 Score 94.351 Data time: 0.1546, Forward time: 2.2775, Backward time: 3.0740, DDP time: 0.0044, Total iter time: 4.4297 [2020-11-05 22:51:55,225][root][INFO] - ===> Epoch[210](5436/26): Loss -0.0523, Sem 0.2426, dir -0.7064, norm 0.4115, swav 0.0000 LR: 4.937e-02 Score 91.639 Data time: 0.2058, Forward time: 2.2775, Backward time: 3.0738, DDP time: 0.0044, Total iter time: 4.6520 [2020-11-05 22:52:00,453][root][INFO] - ===> Epoch[210](5437/26): Loss -0.1292, Sem 0.2019, dir -0.7051, norm 0.3740, swav 0.0000 LR: 4.936e-02 Score 93.819 Data time: 0.2293, Forward time: 2.2775, Backward time: 3.0737, DDP time: 0.0044, Total iter time: 5.1195 [2020-11-05 22:52:05,883][root][INFO] - ===> Epoch[210](5438/26): Loss -0.0927, Sem 0.1837, dir -0.6694, norm 0.3930, swav 0.0000 LR: 4.935e-02 Score 94.340 Data time: 0.2493, Forward time: 2.2776, Backward time: 3.0736, DDP time: 0.0044, Total iter time: 5.3118 [2020-11-05 22:52:11,500][root][INFO] - ===> Epoch[210](5439/26): Loss -0.1028, Sem 0.2180, dir -0.7219, norm 0.4011, swav 0.0000 LR: 4.934e-02 Score 93.620 Data time: 0.2037, Forward time: 2.2776, Backward time: 3.0736, DDP time: 0.0044, Total iter time: 5.4898 [2020-11-05 22:52:17,449][root][INFO] - ===> Epoch[210](5440/26): Loss -0.0561, Sem 0.2083, dir -0.6680, norm 0.4035, swav 0.0000 LR: 4.933e-02 Score 93.254 Data time: 0.2229, Forward time: 2.2775, Backward time: 3.0736, DDP time: 0.0044, Total iter time: 5.8225 [2020-11-05 22:52:22,280][root][INFO] - ===> Epoch[210](5441/26): Loss -0.0724, Sem 0.2186, dir -0.6813, norm 0.3903, swav 0.0000 LR: 4.932e-02 Score 93.138 Data time: 0.2016, Forward time: 2.2775, Backward time: 3.0735, DDP time: 0.0044, Total iter time: 4.7408 [2020-11-05 22:52:26,937][root][INFO] - ===> Epoch[210](5442/26): Loss -0.1513, Sem 0.2215, dir -0.7461, norm 0.3733, swav 0.0000 LR: 4.931e-02 Score 93.536 Data time: 0.1300, Forward time: 2.2773, Backward time: 3.0735, DDP time: 0.0044, Total iter time: 4.5556 [2020-11-05 22:52:32,298][root][INFO] - ===> Epoch[210](5443/26): Loss -0.0411, Sem 0.2142, dir -0.6651, norm 0.4097, swav 0.0000 LR: 4.930e-02 Score 93.179 Data time: 0.1960, Forward time: 2.2773, Backward time: 3.0735, DDP time: 0.0044, Total iter time: 5.2944 [2020-11-05 22:52:38,174][root][INFO] - ===> Epoch[210](5444/26): Loss 0.0108, Sem 0.2845, dir -0.6889, norm 0.4152, swav 0.0000 LR: 4.929e-02 Score 91.343 Data time: 0.2452, Forward time: 2.2774, Backward time: 3.0734, DDP time: 0.0044, Total iter time: 5.7715 [2020-11-05 22:52:43,768][root][INFO] - ===> Epoch[210](5445/26): Loss -0.1764, Sem 0.2182, dir -0.7443, norm 0.3498, swav 0.0000 LR: 4.928e-02 Score 92.880 Data time: 0.1341, Forward time: 2.2773, Backward time: 3.0735, DDP time: 0.0044, Total iter time: 5.4547 [2020-11-05 22:52:48,869][root][INFO] - ===> Epoch[210](5446/26): Loss -0.0538, Sem 0.2457, dir -0.6761, norm 0.3766, swav 0.0000 LR: 4.927e-02 Score 91.987 Data time: 0.1834, Forward time: 2.2772, Backward time: 3.0735, DDP time: 0.0044, Total iter time: 5.0140 [2020-11-05 22:52:53,990][root][INFO] - ===> Epoch[210](5447/26): Loss -0.0571, Sem 0.2147, dir -0.6646, norm 0.3928, swav 0.0000 LR: 4.926e-02 Score 92.861 Data time: 0.1855, Forward time: 2.2772, Backward time: 3.0734, DDP time: 0.0044, Total iter time: 5.0186 [2020-11-05 22:53:00,770][root][INFO] - ===> Epoch[210](5448/26): Loss -0.1447, Sem 0.1863, dir -0.7014, norm 0.3704, swav 0.0000 LR: 4.925e-02 Score 93.408 Data time: 0.1623, Forward time: 2.2770, Backward time: 3.0737, DDP time: 0.0044, Total iter time: 6.6533 [2020-11-05 22:53:07,460][root][INFO] - ===> Epoch[210](5449/26): Loss -0.1549, Sem 0.1770, dir -0.7068, norm 0.3749, swav 0.0000 LR: 4.924e-02 Score 94.673 Data time: 0.1718, Forward time: 2.2769, Backward time: 3.0740, DDP time: 0.0044, Total iter time: 6.6188 [2020-11-05 22:53:15,003][root][INFO] - ===> Epoch[210](5450/26): Loss -0.1337, Sem 0.2033, dir -0.7148, norm 0.3777, swav 0.0000 LR: 4.923e-02 Score 93.329 Data time: 0.2002, Forward time: 2.2769, Backward time: 3.0743, DDP time: 0.0044, Total iter time: 7.4503 [2020-11-05 22:53:21,237][root][INFO] - ===> Epoch[210](5451/26): Loss -0.0845, Sem 0.2197, dir -0.6930, norm 0.3887, swav 0.0000 LR: 4.922e-02 Score 93.404 Data time: 0.1962, Forward time: 2.2769, Backward time: 3.0744, DDP time: 0.0044, Total iter time: 6.1312 [2020-11-05 22:53:27,878][root][INFO] - ===> Epoch[210](5452/26): Loss -0.1043, Sem 0.2072, dir -0.6761, norm 0.3646, swav 0.0000 LR: 4.921e-02 Score 93.471 Data time: 0.2342, Forward time: 2.2769, Backward time: 3.0746, DDP time: 0.0044, Total iter time: 6.5207 [2020-11-05 22:53:34,042][root][INFO] - ===> Epoch[210](5453/26): Loss -0.0951, Sem 0.2118, dir -0.7220, norm 0.4151, swav 0.0000 LR: 4.920e-02 Score 93.333 Data time: 0.1654, Forward time: 2.2768, Backward time: 3.0747, DDP time: 0.0044, Total iter time: 6.0168 [2020-11-05 22:53:38,455][root][INFO] - ===> Epoch[210](5454/26): Loss -0.1168, Sem 0.1917, dir -0.6957, norm 0.3873, swav 0.0000 LR: 4.919e-02 Score 93.589 Data time: 0.1527, Forward time: 2.2767, Backward time: 3.0746, DDP time: 0.0044, Total iter time: 4.2927 [2020-11-05 22:53:43,983][root][INFO] - ===> Epoch[210](5455/26): Loss -0.0999, Sem 0.2210, dir -0.7006, norm 0.3797, swav 0.0000 LR: 4.918e-02 Score 92.691 Data time: 0.2450, Forward time: 2.2767, Backward time: 3.0746, DDP time: 0.0044, Total iter time: 5.4372 [2020-11-05 22:53:49,938][root][INFO] - ===> Epoch[210](5456/26): Loss -0.1212, Sem 0.1989, dir -0.7046, norm 0.3845, swav 0.0000 LR: 4.917e-02 Score 93.489 Data time: 0.1984, Forward time: 2.2767, Backward time: 3.0746, DDP time: 0.0044, Total iter time: 5.8146 [2020-11-05 22:53:54,769][root][INFO] - ===> Epoch[210](5457/26): Loss -0.1148, Sem 0.2313, dir -0.7085, norm 0.3623, swav 0.0000 LR: 4.916e-02 Score 92.774 Data time: 0.2549, Forward time: 2.2767, Backward time: 3.0744, DDP time: 0.0044, Total iter time: 4.6978 [2020-11-05 22:54:00,308][root][INFO] - ===> Epoch[210](5458/26): Loss -0.1525, Sem 0.1745, dir -0.6948, norm 0.3678, swav 0.0000 LR: 4.916e-02 Score 94.386 Data time: 0.1800, Forward time: 2.2767, Backward time: 3.0744, DDP time: 0.0044, Total iter time: 5.4365 [2020-11-05 22:54:07,588][root][INFO] - ===> Epoch[210](5459/26): Loss -0.1456, Sem 0.2045, dir -0.7166, norm 0.3664, swav 0.0000 LR: 4.915e-02 Score 93.361 Data time: 0.1630, Forward time: 2.2766, Backward time: 3.0748, DDP time: 0.0044, Total iter time: 7.1985 [2020-11-05 22:54:13,555][root][INFO] - ===> Epoch[210](5460/26): Loss -0.1743, Sem 0.1977, dir -0.7395, norm 0.3675, swav 0.0000 LR: 4.914e-02 Score 93.804 Data time: 0.1621, Forward time: 2.2764, Backward time: 3.0750, DDP time: 0.0044, Total iter time: 5.8683 [2020-11-05 22:54:19,481][root][INFO] - ===> Epoch[211](5461/26): Loss -0.1183, Sem 0.2066, dir -0.7146, norm 0.3897, swav 0.0000 LR: 4.913e-02 Score 93.363 Data time: 0.2397, Forward time: 2.2765, Backward time: 3.0749, DDP time: 0.0044, Total iter time: 5.8617 [2020-11-05 22:54:25,849][root][INFO] - ===> Epoch[211](5462/26): Loss -0.1152, Sem 0.1868, dir -0.6993, norm 0.3973, swav 0.0000 LR: 4.912e-02 Score 93.949 Data time: 0.1897, Forward time: 2.2765, Backward time: 3.0750, DDP time: 0.0044, Total iter time: 6.2466 [2020-11-05 22:54:31,995][root][INFO] - ===> Epoch[211](5463/26): Loss -0.0649, Sem 0.2169, dir -0.7059, norm 0.4240, swav 0.0000 LR: 4.911e-02 Score 93.312 Data time: 0.2025, Forward time: 2.2765, Backward time: 3.0751, DDP time: 0.0044, Total iter time: 6.0234 [2020-11-05 22:54:38,036][root][INFO] - ===> Epoch[211](5464/26): Loss -0.0547, Sem 0.2547, dir -0.7019, norm 0.3925, swav 0.0000 LR: 4.910e-02 Score 92.322 Data time: 0.2636, Forward time: 2.2765, Backward time: 3.0752, DDP time: 0.0044, Total iter time: 5.9223 [2020-11-05 22:54:44,510][root][INFO] - ===> Epoch[211](5465/26): Loss -0.0424, Sem 0.2134, dir -0.6976, norm 0.4419, swav 0.0000 LR: 4.909e-02 Score 94.009 Data time: 0.2266, Forward time: 2.2766, Backward time: 3.0752, DDP time: 0.0044, Total iter time: 6.3448 [2020-11-05 22:54:49,686][root][INFO] - ===> Epoch[211](5466/26): Loss -0.1993, Sem 0.1777, dir -0.7502, norm 0.3733, swav 0.0000 LR: 4.908e-02 Score 94.533 Data time: 0.1734, Forward time: 2.2765, Backward time: 3.0752, DDP time: 0.0044, Total iter time: 5.0474 [2020-11-05 22:54:56,020][root][INFO] - ===> Epoch[211](5467/26): Loss -0.1507, Sem 0.2196, dir -0.7320, norm 0.3617, swav 0.0000 LR: 4.907e-02 Score 92.988 Data time: 0.2447, Forward time: 2.2765, Backward time: 3.0753, DDP time: 0.0044, Total iter time: 6.2393 [2020-11-05 22:55:02,222][root][INFO] - ===> Epoch[211](5468/26): Loss -0.0834, Sem 0.2222, dir -0.7056, norm 0.4000, swav 0.0000 LR: 4.906e-02 Score 91.988 Data time: 0.1889, Forward time: 2.2764, Backward time: 3.0755, DDP time: 0.0044, Total iter time: 6.0704 [2020-11-05 22:55:07,599][root][INFO] - ===> Epoch[211](5469/26): Loss -0.1008, Sem 0.1802, dir -0.6841, norm 0.4030, swav 0.0000 LR: 4.905e-02 Score 94.008 Data time: 0.1967, Forward time: 2.2763, Backward time: 3.0754, DDP time: 0.0044, Total iter time: 5.2646 [2020-11-05 22:55:13,298][root][INFO] - ===> Epoch[211](5470/26): Loss -0.1199, Sem 0.2260, dir -0.7182, norm 0.3723, swav 0.0000 LR: 4.904e-02 Score 92.629 Data time: 0.2364, Forward time: 2.2764, Backward time: 3.0754, DDP time: 0.0044, Total iter time: 5.5699 [2020-11-05 22:55:19,158][root][INFO] - ===> Epoch[211](5471/26): Loss -0.1450, Sem 0.1956, dir -0.7018, norm 0.3612, swav 0.0000 LR: 4.903e-02 Score 94.544 Data time: 0.2701, Forward time: 2.2765, Backward time: 3.0753, DDP time: 0.0044, Total iter time: 5.7463 [2020-11-05 22:55:24,374][root][INFO] - ===> Epoch[211](5472/26): Loss -0.1540, Sem 0.2075, dir -0.7136, norm 0.3521, swav 0.0000 LR: 4.902e-02 Score 93.403 Data time: 0.1448, Forward time: 2.2764, Backward time: 3.0753, DDP time: 0.0044, Total iter time: 5.1095 [2020-11-05 22:55:29,776][root][INFO] - ===> Epoch[211](5473/26): Loss -0.1315, Sem 0.2010, dir -0.7137, norm 0.3812, swav 0.0000 LR: 4.901e-02 Score 93.646 Data time: 0.2008, Forward time: 2.2763, Backward time: 3.0753, DDP time: 0.0044, Total iter time: 5.3076 [2020-11-05 22:55:34,865][root][INFO] - ===> Epoch[211](5474/26): Loss -0.0824, Sem 0.2247, dir -0.6899, norm 0.3827, swav 0.0000 LR: 4.900e-02 Score 92.967 Data time: 0.2122, Forward time: 2.2763, Backward time: 3.0752, DDP time: 0.0044, Total iter time: 4.9796 [2020-11-05 22:55:40,494][root][INFO] - ===> Epoch[211](5475/26): Loss -0.1332, Sem 0.2029, dir -0.7010, norm 0.3649, swav 0.0000 LR: 4.899e-02 Score 92.911 Data time: 0.2347, Forward time: 2.2763, Backward time: 3.0752, DDP time: 0.0044, Total iter time: 5.5098 [2020-11-05 22:55:47,174][root][INFO] - ===> Epoch[211](5476/26): Loss -0.0879, Sem 0.2559, dir -0.7238, norm 0.3800, swav 0.0000 LR: 4.898e-02 Score 91.725 Data time: 0.2754, Forward time: 2.2764, Backward time: 3.0753, DDP time: 0.0044, Total iter time: 6.5629 [2020-11-05 22:55:52,703][root][INFO] - ===> Epoch[211](5477/26): Loss -0.0198, Sem 0.2467, dir -0.6721, norm 0.4056, swav 0.0000 LR: 4.897e-02 Score 91.695 Data time: 0.2498, Forward time: 2.2764, Backward time: 3.0752, DDP time: 0.0044, Total iter time: 5.3827 [2020-11-05 22:55:58,699][root][INFO] - ===> Epoch[211](5478/26): Loss -0.0745, Sem 0.2472, dir -0.6788, norm 0.3570, swav 0.0000 LR: 4.896e-02 Score 92.445 Data time: 0.2477, Forward time: 2.2765, Backward time: 3.0751, DDP time: 0.0044, Total iter time: 5.8811 [2020-11-05 22:56:04,893][root][INFO] - ===> Epoch[211](5479/26): Loss -0.1270, Sem 0.2131, dir -0.7183, norm 0.3782, swav 0.0000 LR: 4.895e-02 Score 93.167 Data time: 0.1516, Forward time: 2.2764, Backward time: 3.0753, DDP time: 0.0044, Total iter time: 6.0787 [2020-11-05 22:56:10,000][root][INFO] - ===> Epoch[211](5480/26): Loss -0.1665, Sem 0.1892, dir -0.7150, norm 0.3593, swav 0.0000 LR: 4.894e-02 Score 93.650 Data time: 0.2330, Forward time: 2.2764, Backward time: 3.0752, DDP time: 0.0044, Total iter time: 5.0148 [2020-11-05 22:56:15,666][root][INFO] - ===> Epoch[211](5481/26): Loss -0.0439, Sem 0.1916, dir -0.6572, norm 0.4217, swav 0.0000 LR: 4.893e-02 Score 93.607 Data time: 0.2502, Forward time: 2.2765, Backward time: 3.0751, DDP time: 0.0044, Total iter time: 5.5583 [2020-11-05 22:56:21,671][root][INFO] - ===> Epoch[211](5482/26): Loss -0.1285, Sem 0.1973, dir -0.6988, norm 0.3729, swav 0.0000 LR: 4.892e-02 Score 93.980 Data time: 0.2053, Forward time: 2.2764, Backward time: 3.0752, DDP time: 0.0044, Total iter time: 5.8753 [2020-11-05 22:56:28,709][root][INFO] - ===> Epoch[211](5483/26): Loss -0.1173, Sem 0.1956, dir -0.6971, norm 0.3841, swav 0.0000 LR: 4.891e-02 Score 94.032 Data time: 0.2561, Forward time: 2.2765, Backward time: 3.0753, DDP time: 0.0044, Total iter time: 6.9321 [2020-11-05 22:56:35,809][root][INFO] - ===> Epoch[211](5484/26): Loss -0.0556, Sem 0.2014, dir -0.6551, norm 0.3981, swav 0.0000 LR: 4.890e-02 Score 93.258 Data time: 0.2278, Forward time: 2.2766, Backward time: 3.0755, DDP time: 0.0044, Total iter time: 6.9707 [2020-11-05 22:56:41,932][root][INFO] - ===> Epoch[211](5485/26): Loss -0.1065, Sem 0.2063, dir -0.7053, norm 0.3926, swav 0.0000 LR: 4.889e-02 Score 93.347 Data time: 0.2572, Forward time: 2.2767, Backward time: 3.0755, DDP time: 0.0044, Total iter time: 5.9817 [2020-11-05 22:56:47,690][root][INFO] - ===> Epoch[211](5486/26): Loss -0.1809, Sem 0.1995, dir -0.7271, norm 0.3467, swav 0.0000 LR: 4.888e-02 Score 93.355 Data time: 0.1888, Forward time: 2.2766, Backward time: 3.0755, DDP time: 0.0044, Total iter time: 5.6223 [2020-11-05 22:56:54,130][root][INFO] - ===> Epoch[212](5487/26): Loss -0.1226, Sem 0.2027, dir -0.7095, norm 0.3841, swav 0.0000 LR: 4.887e-02 Score 93.405 Data time: 0.2031, Forward time: 2.2766, Backward time: 3.0757, DDP time: 0.0044, Total iter time: 6.3302 [2020-11-05 22:57:01,003][root][INFO] - ===> Epoch[212](5488/26): Loss -0.0850, Sem 0.2129, dir -0.6865, norm 0.3885, swav 0.0000 LR: 4.886e-02 Score 94.153 Data time: 0.3511, Forward time: 2.2768, Backward time: 3.0757, DDP time: 0.0044, Total iter time: 6.7738 [2020-11-05 22:57:06,889][root][INFO] - ===> Epoch[212](5489/26): Loss -0.1532, Sem 0.1783, dir -0.7033, norm 0.3718, swav 0.0000 LR: 4.885e-02 Score 94.038 Data time: 0.2059, Forward time: 2.2768, Backward time: 3.0757, DDP time: 0.0044, Total iter time: 5.7558 [2020-11-05 22:57:12,053][root][INFO] - ===> Epoch[212](5490/26): Loss -0.1389, Sem 0.2046, dir -0.6812, norm 0.3377, swav 0.0000 LR: 4.884e-02 Score 93.434 Data time: 0.1676, Forward time: 2.2767, Backward time: 3.0757, DDP time: 0.0044, Total iter time: 5.0475 [2020-11-05 22:57:17,047][root][INFO] - ===> Epoch[212](5491/26): Loss -0.1294, Sem 0.2179, dir -0.7216, norm 0.3743, swav 0.0000 LR: 4.883e-02 Score 92.801 Data time: 0.2018, Forward time: 2.2767, Backward time: 3.0755, DDP time: 0.0044, Total iter time: 4.9087 [2020-11-05 22:57:22,344][root][INFO] - ===> Epoch[212](5492/26): Loss -0.1704, Sem 0.1715, dir -0.7207, norm 0.3788, swav 0.0000 LR: 4.882e-02 Score 94.412 Data time: 0.2434, Forward time: 2.2768, Backward time: 3.0754, DDP time: 0.0044, Total iter time: 5.1619 [2020-11-05 22:57:27,830][root][INFO] - ===> Epoch[212](5493/26): Loss -0.1385, Sem 0.1773, dir -0.6928, norm 0.3771, swav 0.0000 LR: 4.881e-02 Score 94.347 Data time: 0.2008, Forward time: 2.2768, Backward time: 3.0754, DDP time: 0.0044, Total iter time: 5.3395 [2020-11-05 22:57:33,051][root][INFO] - ===> Epoch[212](5494/26): Loss -0.1135, Sem 0.2184, dir -0.6984, norm 0.3665, swav 0.0000 LR: 4.880e-02 Score 93.101 Data time: 0.2140, Forward time: 2.2768, Backward time: 3.0753, DDP time: 0.0044, Total iter time: 5.1245 [2020-11-05 22:57:39,129][root][INFO] - ===> Epoch[212](5495/26): Loss -0.1347, Sem 0.1965, dir -0.6984, norm 0.3672, swav 0.0000 LR: 4.879e-02 Score 93.719 Data time: 0.2097, Forward time: 2.2767, Backward time: 3.0754, DDP time: 0.0044, Total iter time: 5.9638 [2020-11-05 22:57:44,312][root][INFO] - ===> Epoch[212](5496/26): Loss -0.1140, Sem 0.2186, dir -0.7126, norm 0.3800, swav 0.0000 LR: 4.878e-02 Score 93.268 Data time: 0.1720, Forward time: 2.2766, Backward time: 3.0754, DDP time: 0.0044, Total iter time: 5.0645 [2020-11-05 22:57:49,302][root][INFO] - ===> Epoch[212](5497/26): Loss -0.0903, Sem 0.1954, dir -0.6913, norm 0.4055, swav 0.0000 LR: 4.878e-02 Score 93.488 Data time: 0.1789, Forward time: 2.2765, Backward time: 3.0753, DDP time: 0.0044, Total iter time: 4.9193 [2020-11-05 22:57:55,128][root][INFO] - ===> Epoch[212](5498/26): Loss -0.1302, Sem 0.1848, dir -0.7048, norm 0.3897, swav 0.0000 LR: 4.877e-02 Score 93.833 Data time: 0.1614, Forward time: 2.2764, Backward time: 3.0755, DDP time: 0.0044, Total iter time: 5.7108 [2020-11-05 22:58:03,609][root][INFO] - ===> Epoch[212](5499/26): Loss -0.1272, Sem 0.2139, dir -0.7204, norm 0.3793, swav 0.0000 LR: 4.876e-02 Score 93.112 Data time: 0.3989, Forward time: 2.2766, Backward time: 3.0757, DDP time: 0.0044, Total iter time: 8.4020 [2020-11-05 22:58:09,714][root][INFO] - ===> Epoch[212](5500/26): Loss -0.0662, Sem 0.2324, dir -0.6933, norm 0.3946, swav 0.0000 LR: 4.875e-02 Score 93.605 Data time: 0.1913, Forward time: 2.2766, Backward time: 3.0758, DDP time: 0.0044, Total iter time: 5.9465 [2020-11-05 22:58:10,389][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-11-05 22:58:10,623][root][INFO] - ===> Start testing [2020-11-05 22:59:39,006][root][INFO] - 101/312: Data time: 0.0050, Iter time: 0.2085 Loss 1.734 (AVG: 0.514) Score 67.458 (AVG: 86.589) mIOU 64.209 mAP 72.752 mAcc 73.832 IOU: 80.155 96.314 60.379 77.699 90.805 78.566 65.681 56.429 56.589 67.378 17.866 54.626 56.526 49.029 51.737 47.041 92.301 51.221 80.688 53.155 mAP: 79.020 96.076 60.289 69.787 91.290 79.809 68.792 68.929 68.550 77.094 42.172 53.861 68.806 67.776 67.527 86.832 97.234 73.063 74.792 63.347 mAcc: 94.368 98.357 76.889 83.733 94.940 92.032 75.408 67.988 65.295 83.159 20.051 63.327 78.305 60.825 66.274 51.537 93.474 61.838 88.617 60.221 [2020-11-05 23:01:00,297][root][INFO] - 201/312: Data time: 0.0080, Iter time: 0.3486 Loss 0.311 (AVG: 0.472) Score 90.687 (AVG: 87.741) mIOU 65.811 mAP 73.475 mAcc 75.353 IOU: 82.287 96.385 58.885 78.770 90.297 80.764 68.577 58.310 55.813 75.114 17.869 60.572 57.363 62.059 44.673 43.669 91.523 56.525 85.929 50.836 mAP: 80.726 95.778 62.135 71.519 90.291 78.683 70.402 69.554 67.221 71.707 37.941 58.796 65.936 78.160 62.850 89.201 95.911 77.104 85.381 60.212 mAcc: 94.700 98.389 78.046 83.011 94.754 92.569 79.449 69.043 63.437 87.366 20.443 69.206 74.451 70.466 59.340 62.277 92.818 66.329 92.463 58.496 [2020-11-05 23:02:20,769][root][INFO] - 301/312: Data time: 0.0072, Iter time: 0.2131 Loss 0.418 (AVG: 0.486) Score 88.242 (AVG: 87.422) mIOU 65.434 mAP 73.303 mAcc 75.067 IOU: 81.814 96.336 55.455 80.645 90.119 81.407 70.734 54.681 48.172 72.335 20.153 62.521 56.720 64.405 40.517 49.218 89.806 58.465 86.037 49.147 mAP: 80.957 95.678 61.786 73.735 90.544 81.853 71.425 68.763 62.710 71.215 40.348 59.341 65.172 76.870 56.920 89.226 95.741 79.972 84.992 58.814 mAcc: 94.595 98.442 75.671 84.368 95.434 91.485 80.873 64.563 56.194 85.752 23.521 71.158 74.091 72.639 55.495 67.933 91.318 68.881 92.524 56.401 [2020-11-05 23:02:29,131][root][INFO] - 312/312: Data time: 0.0041, Iter time: 0.3782 Loss 1.439 (AVG: 0.488) Score 65.835 (AVG: 87.372) mIOU 65.293 mAP 73.179 mAcc 74.796 IOU: 81.877 96.294 55.709 79.575 90.081 81.377 70.536 54.679 49.675 73.367 20.354 62.627 56.490 63.692 40.784 45.515 90.079 59.207 85.324 48.623 mAP: 81.098 95.632 62.169 73.000 90.638 81.394 71.235 68.787 62.896 71.853 41.338 58.643 64.933 76.607 57.090 89.342 95.848 80.418 82.271 58.380 mAcc: 94.672 98.401 75.754 83.185 95.390 91.600 80.678 64.624 57.659 86.218 23.774 71.550 74.563 72.309 55.977 60.801 91.556 69.593 91.707 55.903 [2020-11-05 23:02:29,133][root][INFO] - Finished test. Elapsed time: 258.5078 [2020-11-05 23:02:41,079][root][INFO] - [2020-11-05 23:02:41,080][root][INFO] - ################################################################ [2020-11-05 23:02:41,080][root][INFO] - what : AP AP_50% AP_25% [2020-11-05 23:02:41,080][root][INFO] - ################################################################ [2020-11-05 23:02:41,080][root][INFO] - cabinet : 0.142 0.327 0.600 [2020-11-05 23:02:41,080][root][INFO] - bed : 0.376 0.719 0.825 [2020-11-05 23:02:41,080][root][INFO] - chair : 0.481 0.690 0.777 [2020-11-05 23:02:41,080][root][INFO] - sofa : 0.385 0.652 0.850 [2020-11-05 23:02:41,080][root][INFO] - table : 0.307 0.527 0.631 [2020-11-05 23:02:41,080][root][INFO] - door : 0.190 0.346 0.470 [2020-11-05 23:02:41,080][root][INFO] - window : 0.071 0.188 0.364 [2020-11-05 23:02:41,080][root][INFO] - bookshelf : 0.223 0.538 0.777 [2020-11-05 23:02:41,080][root][INFO] - picture : 0.050 0.117 0.234 [2020-11-05 23:02:41,080][root][INFO] - counter : 0.047 0.193 0.586 [2020-11-05 23:02:41,080][root][INFO] - desk : 0.041 0.161 0.475 [2020-11-05 23:02:41,080][root][INFO] - curtain : 0.152 0.351 0.574 [2020-11-05 23:02:41,080][root][INFO] - refrigerator : 0.248 0.432 0.455 [2020-11-05 23:02:41,080][root][INFO] - shower curtain : 0.437 0.616 0.617 [2020-11-05 23:02:41,080][root][INFO] - toilet : 0.764 0.952 0.952 [2020-11-05 23:02:41,080][root][INFO] - sink : 0.179 0.472 0.751 [2020-11-05 23:02:41,081][root][INFO] - bathtub : 0.574 0.798 0.846 [2020-11-05 23:02:41,081][root][INFO] - otherfurniture : 0.260 0.415 0.602 [2020-11-05 23:02:41,081][root][INFO] - ---------------------------------------------------------------- [2020-11-05 23:02:41,081][root][INFO] - average : 0.274 0.472 0.633 [2020-11-05 23:02:41,081][root][INFO] - [2020-11-05 23:02:41,347][root][INFO] - Summary name validation/mAP@0.5 is illegal; using validation/mAP_0.5 instead. [2020-11-05 23:02:41,349][root][INFO] - Current best mIoU: 65.693 at iter 5000 [2020-11-05 23:02:44,881][root][INFO] - ===> Epoch[212](5501/26): Loss -0.1905, Sem 0.1704, dir -0.7083, norm 0.3474, swav 0.0000 LR: 4.874e-02 Score 94.255 Data time: 0.1282, Forward time: 2.2765, Backward time: 3.0755, DDP time: 0.0044, Total iter time: 3.5249 [2020-11-05 23:02:51,054][root][INFO] - ===> Epoch[212](5502/26): Loss -0.1639, Sem 0.1957, dir -0.7308, norm 0.3712, swav 0.0000 LR: 4.873e-02 Score 93.778 Data time: 0.1693, Forward time: 2.2764, Backward time: 3.0757, DDP time: 0.0044, Total iter time: 6.0743 [2020-11-05 23:02:57,668][root][INFO] - ===> Epoch[212](5503/26): Loss -0.1269, Sem 0.2120, dir -0.7036, norm 0.3647, swav 0.0000 LR: 4.872e-02 Score 93.427 Data time: 0.1762, Forward time: 2.2763, Backward time: 3.0760, DDP time: 0.0044, Total iter time: 6.5008 [2020-11-05 23:03:02,897][root][INFO] - ===> Epoch[212](5504/26): Loss -0.0785, Sem 0.2115, dir -0.6815, norm 0.3915, swav 0.0000 LR: 4.871e-02 Score 92.993 Data time: 0.2179, Forward time: 2.2762, Backward time: 3.0760, DDP time: 0.0044, Total iter time: 5.1254 [2020-11-05 23:03:07,629][root][INFO] - ===> Epoch[212](5505/26): Loss -0.1161, Sem 0.2099, dir -0.6763, norm 0.3503, swav 0.0000 LR: 4.870e-02 Score 93.083 Data time: 0.2147, Forward time: 2.2762, Backward time: 3.0758, DDP time: 0.0044, Total iter time: 4.6036 [2020-11-05 23:03:13,010][root][INFO] - ===> Epoch[212](5506/26): Loss -0.0843, Sem 0.2277, dir -0.7074, norm 0.3954, swav 0.0000 LR: 4.869e-02 Score 93.222 Data time: 0.2930, Forward time: 2.2763, Backward time: 3.0756, DDP time: 0.0044, Total iter time: 5.2659 [2020-11-05 23:03:19,100][root][INFO] - ===> Epoch[212](5507/26): Loss -0.1326, Sem 0.2068, dir -0.7262, norm 0.3868, swav 0.0000 LR: 4.868e-02 Score 93.942 Data time: 0.2383, Forward time: 2.2763, Backward time: 3.0756, DDP time: 0.0044, Total iter time: 5.9526 [2020-11-05 23:03:24,907][root][INFO] - ===> Epoch[212](5508/26): Loss -0.1812, Sem 0.1785, dir -0.7382, norm 0.3786, swav 0.0000 LR: 4.867e-02 Score 94.255 Data time: 0.1728, Forward time: 2.2762, Backward time: 3.0757, DDP time: 0.0044, Total iter time: 5.6872 [2020-11-05 23:03:31,563][root][INFO] - ===> Epoch[212](5509/26): Loss -0.1412, Sem 0.1877, dir -0.7256, norm 0.3967, swav 0.0000 LR: 4.866e-02 Score 94.221 Data time: 0.1833, Forward time: 2.2762, Backward time: 3.0759, DDP time: 0.0044, Total iter time: 6.5362 [2020-11-05 23:03:40,002][root][INFO] - ===> Epoch[212](5510/26): Loss -0.1024, Sem 0.2046, dir -0.6982, norm 0.3912, swav 0.0000 LR: 4.865e-02 Score 93.329 Data time: 0.2199, Forward time: 2.2762, Backward time: 3.0764, DDP time: 0.0044, Total iter time: 8.3504 [2020-11-05 23:03:46,359][root][INFO] - ===> Epoch[212](5511/26): Loss -0.0997, Sem 0.2258, dir -0.6997, norm 0.3742, swav 0.0000 LR: 4.864e-02 Score 93.045 Data time: 0.2169, Forward time: 2.2762, Backward time: 3.0765, DDP time: 0.0044, Total iter time: 6.2534 [2020-11-05 23:03:52,324][root][INFO] - ===> Epoch[212](5512/26): Loss -0.1274, Sem 0.2059, dir -0.7223, norm 0.3889, swav 0.0000 LR: 4.863e-02 Score 93.062 Data time: 0.2562, Forward time: 2.2762, Backward time: 3.0765, DDP time: 0.0044, Total iter time: 5.8486 [2020-11-05 23:03:57,083][root][INFO] - ===> Epoch[213](5513/26): Loss -0.2001, Sem 0.1836, dir -0.7353, norm 0.3516, swav 0.0000 LR: 4.862e-02 Score 93.806 Data time: 0.2058, Forward time: 2.2762, Backward time: 3.0764, DDP time: 0.0044, Total iter time: 4.6324 [2020-11-05 23:04:02,107][root][INFO] - ===> Epoch[213](5514/26): Loss -0.1612, Sem 0.2096, dir -0.7472, norm 0.3763, swav 0.0000 LR: 4.861e-02 Score 93.071 Data time: 0.2069, Forward time: 2.2761, Backward time: 3.0763, DDP time: 0.0044, Total iter time: 4.9148 [2020-11-05 23:04:07,656][root][INFO] - ===> Epoch[213](5515/26): Loss -0.1110, Sem 0.2100, dir -0.7087, norm 0.3877, swav 0.0000 LR: 4.860e-02 Score 93.481 Data time: 0.2596, Forward time: 2.2761, Backward time: 3.0763, DDP time: 0.0044, Total iter time: 5.4398 [2020-11-05 23:04:14,611][root][INFO] - ===> Epoch[213](5516/26): Loss -0.0230, Sem 0.2190, dir -0.6646, norm 0.4226, swav 0.0000 LR: 4.859e-02 Score 92.677 Data time: 0.3754, Forward time: 2.2763, Backward time: 3.0762, DDP time: 0.0044, Total iter time: 6.8531 [2020-11-05 23:04:20,052][root][INFO] - ===> Epoch[213](5517/26): Loss -0.0782, Sem 0.2004, dir -0.6726, norm 0.3940, swav 0.0000 LR: 4.858e-02 Score 93.829 Data time: 0.2604, Forward time: 2.2764, Backward time: 3.0761, DDP time: 0.0044, Total iter time: 5.3151 [2020-11-05 23:04:25,057][root][INFO] - ===> Epoch[213](5518/26): Loss -0.2048, Sem 0.1770, dir -0.7163, norm 0.3345, swav 0.0000 LR: 4.857e-02 Score 94.307 Data time: 0.2063, Forward time: 2.2764, Backward time: 3.0760, DDP time: 0.0044, Total iter time: 4.8976 [2020-11-05 23:04:30,579][root][INFO] - ===> Epoch[213](5519/26): Loss -0.1105, Sem 0.2200, dir -0.6932, norm 0.3627, swav 0.0000 LR: 4.856e-02 Score 92.495 Data time: 0.2174, Forward time: 2.2763, Backward time: 3.0760, DDP time: 0.0044, Total iter time: 5.4290 [2020-11-05 23:04:35,073][root][INFO] - ===> Epoch[213](5520/26): Loss -0.1486, Sem 0.1936, dir -0.7452, norm 0.4029, swav 0.0000 LR: 4.855e-02 Score 93.770 Data time: 0.2248, Forward time: 2.2763, Backward time: 3.0758, DDP time: 0.0044, Total iter time: 4.4054 [2020-11-05 23:04:39,669][root][INFO] - ===> Epoch[213](5521/26): Loss -0.1873, Sem 0.1702, dir -0.7319, norm 0.3745, swav 0.0000 LR: 4.854e-02 Score 94.423 Data time: 0.2262, Forward time: 2.2763, Backward time: 3.0756, DDP time: 0.0044, Total iter time: 4.4827 [2020-11-05 23:04:45,777][root][INFO] - ===> Epoch[213](5522/26): Loss -0.1537, Sem 0.1901, dir -0.7172, norm 0.3733, swav 0.0000 LR: 4.853e-02 Score 94.259 Data time: 0.2666, Forward time: 2.2764, Backward time: 3.0756, DDP time: 0.0044, Total iter time: 6.0193 [2020-11-05 23:04:53,346][root][INFO] - ===> Epoch[213](5523/26): Loss -0.1254, Sem 0.2116, dir -0.7022, norm 0.3652, swav 0.0000 LR: 4.852e-02 Score 93.562 Data time: 0.2855, Forward time: 2.2765, Backward time: 3.0757, DDP time: 0.0044, Total iter time: 7.4285 [2020-11-05 23:04:59,904][root][INFO] - ===> Epoch[213](5524/26): Loss -0.1025, Sem 0.2109, dir -0.6961, norm 0.3827, swav 0.0000 LR: 4.851e-02 Score 93.393 Data time: 0.1851, Forward time: 2.2765, Backward time: 3.0759, DDP time: 0.0044, Total iter time: 6.4161 [2020-11-05 23:05:04,761][root][INFO] - ===> Epoch[213](5525/26): Loss -0.1292, Sem 0.1764, dir -0.6964, norm 0.3908, swav 0.0000 LR: 4.850e-02 Score 94.563 Data time: 0.2441, Forward time: 2.2765, Backward time: 3.0757, DDP time: 0.0044, Total iter time: 4.7482 [2020-11-05 23:05:10,183][root][INFO] - ===> Epoch[213](5526/26): Loss -0.1566, Sem 0.2032, dir -0.7318, norm 0.3719, swav 0.0000 LR: 4.849e-02 Score 93.536 Data time: 0.1539, Forward time: 2.2764, Backward time: 3.0758, DDP time: 0.0044, Total iter time: 5.3056 [2020-11-05 23:05:15,804][root][INFO] - ===> Epoch[213](5527/26): Loss -0.1589, Sem 0.2170, dir -0.7485, norm 0.3726, swav 0.0000 LR: 4.848e-02 Score 92.565 Data time: 0.1725, Forward time: 2.2763, Backward time: 3.0759, DDP time: 0.0044, Total iter time: 5.5408 [2020-11-05 23:05:21,334][root][INFO] - ===> Epoch[213](5528/26): Loss -0.1171, Sem 0.1826, dir -0.6886, norm 0.3890, swav 0.0000 LR: 4.847e-02 Score 94.017 Data time: 0.2514, Forward time: 2.2763, Backward time: 3.0758, DDP time: 0.0044, Total iter time: 5.4332 [2020-11-05 23:05:26,742][root][INFO] - ===> Epoch[213](5529/26): Loss -0.1905, Sem 0.1836, dir -0.7306, norm 0.3564, swav 0.0000 LR: 4.846e-02 Score 93.576 Data time: 0.1834, Forward time: 2.2763, Backward time: 3.0758, DDP time: 0.0044, Total iter time: 5.2800 [2020-11-05 23:05:33,368][root][INFO] - ===> Epoch[213](5530/26): Loss -0.0222, Sem 0.2631, dir -0.6824, norm 0.3971, swav 0.0000 LR: 4.845e-02 Score 92.239 Data time: 0.2724, Forward time: 2.2763, Backward time: 3.0759, DDP time: 0.0044, Total iter time: 6.5179 [2020-11-05 23:05:38,816][root][INFO] - ===> Epoch[213](5531/26): Loss -0.1174, Sem 0.2226, dir -0.7091, norm 0.3692, swav 0.0000 LR: 4.844e-02 Score 93.087 Data time: 0.2088, Forward time: 2.2763, Backward time: 3.0758, DDP time: 0.0044, Total iter time: 5.3101 [2020-11-05 23:05:44,966][root][INFO] - ===> Epoch[213](5532/26): Loss -0.0552, Sem 0.2115, dir -0.6805, norm 0.4138, swav 0.0000 LR: 4.843e-02 Score 92.974 Data time: 0.2232, Forward time: 2.2764, Backward time: 3.0759, DDP time: 0.0044, Total iter time: 6.0187 [2020-11-05 23:05:50,855][root][INFO] - ===> Epoch[213](5533/26): Loss -0.0954, Sem 0.2135, dir -0.6844, norm 0.3755, swav 0.0000 LR: 4.842e-02 Score 92.832 Data time: 0.2151, Forward time: 2.2763, Backward time: 3.0759, DDP time: 0.0044, Total iter time: 5.7618 [2020-11-05 23:05:56,225][root][INFO] - ===> Epoch[213](5534/26): Loss -0.0959, Sem 0.2074, dir -0.7096, norm 0.4062, swav 0.0000 LR: 4.841e-02 Score 93.319 Data time: 0.1961, Forward time: 2.2763, Backward time: 3.0759, DDP time: 0.0044, Total iter time: 5.2497 [2020-11-05 23:06:01,890][root][INFO] - ===> Epoch[213](5535/26): Loss -0.1255, Sem 0.2111, dir -0.7086, norm 0.3720, swav 0.0000 LR: 4.840e-02 Score 93.608 Data time: 0.1842, Forward time: 2.2762, Backward time: 3.0759, DDP time: 0.0044, Total iter time: 5.5554 [2020-11-05 23:06:07,225][root][INFO] - ===> Epoch[213](5536/26): Loss -0.0291, Sem 0.2263, dir -0.6480, norm 0.3927, swav 0.0000 LR: 4.839e-02 Score 92.792 Data time: 0.2287, Forward time: 2.2762, Backward time: 3.0759, DDP time: 0.0044, Total iter time: 5.2352 [2020-11-05 23:06:12,512][root][INFO] - ===> Epoch[213](5537/26): Loss -0.1642, Sem 0.2130, dir -0.7250, norm 0.3478, swav 0.0000 LR: 4.839e-02 Score 93.186 Data time: 0.2703, Forward time: 2.2763, Backward time: 3.0757, DDP time: 0.0044, Total iter time: 5.1699 [2020-11-05 23:06:17,215][root][INFO] - ===> Epoch[213](5538/26): Loss -0.2482, Sem 0.1547, dir -0.7551, norm 0.3522, swav 0.0000 LR: 4.838e-02 Score 94.955 Data time: 0.2033, Forward time: 2.2763, Backward time: 3.0755, DDP time: 0.0044, Total iter time: 4.5827 [2020-11-05 23:06:22,052][root][INFO] - ===> Epoch[214](5539/26): Loss -0.1606, Sem 0.1811, dir -0.7125, norm 0.3708, swav 0.0000 LR: 4.837e-02 Score 94.205 Data time: 0.2004, Forward time: 2.2762, Backward time: 3.0754, DDP time: 0.0044, Total iter time: 4.7344 [2020-11-05 23:06:27,597][root][INFO] - ===> Epoch[214](5540/26): Loss -0.0574, Sem 0.2168, dir -0.6762, norm 0.4020, swav 0.0000 LR: 4.836e-02 Score 92.858 Data time: 0.2264, Forward time: 2.2763, Backward time: 3.0753, DDP time: 0.0044, Total iter time: 5.4573 [2020-11-05 23:06:33,539][root][INFO] - ===> Epoch[214](5541/26): Loss -0.0468, Sem 0.2290, dir -0.6901, norm 0.4143, swav 0.0000 LR: 4.835e-02 Score 92.282 Data time: 0.1690, Forward time: 2.2762, Backward time: 3.0755, DDP time: 0.0044, Total iter time: 5.8276 [2020-11-05 23:06:39,063][root][INFO] - ===> Epoch[214](5542/26): Loss -0.1620, Sem 0.2046, dir -0.7250, norm 0.3585, swav 0.0000 LR: 4.834e-02 Score 92.982 Data time: 0.2126, Forward time: 2.2762, Backward time: 3.0754, DDP time: 0.0044, Total iter time: 5.4354 [2020-11-05 23:06:44,788][root][INFO] - ===> Epoch[214](5543/26): Loss -0.0727, Sem 0.2101, dir -0.6971, norm 0.4144, swav 0.0000 LR: 4.833e-02 Score 93.052 Data time: 0.1827, Forward time: 2.2762, Backward time: 3.0754, DDP time: 0.0044, Total iter time: 5.6079 [2020-11-05 23:06:50,525][root][INFO] - ===> Epoch[214](5544/26): Loss -0.1245, Sem 0.2012, dir -0.7162, norm 0.3905, swav 0.0000 LR: 4.832e-02 Score 93.665 Data time: 0.1558, Forward time: 2.2760, Backward time: 3.0756, DDP time: 0.0044, Total iter time: 5.6309 [2020-11-05 23:06:56,614][root][INFO] - ===> Epoch[214](5545/26): Loss -0.1657, Sem 0.1878, dir -0.7042, norm 0.3507, swav 0.0000 LR: 4.831e-02 Score 94.399 Data time: 0.2947, Forward time: 2.2762, Backward time: 3.0755, DDP time: 0.0044, Total iter time: 5.9991 [2020-11-05 23:07:03,190][root][INFO] - ===> Epoch[214](5546/26): Loss -0.0794, Sem 0.2042, dir -0.7018, norm 0.4182, swav 0.0000 LR: 4.830e-02 Score 93.211 Data time: 0.1763, Forward time: 2.2761, Backward time: 3.0757, DDP time: 0.0044, Total iter time: 6.4435 [2020-11-05 23:07:07,897][root][INFO] - ===> Epoch[214](5547/26): Loss -0.1502, Sem 0.1998, dir -0.6979, norm 0.3479, swav 0.0000 LR: 4.829e-02 Score 94.013 Data time: 0.2160, Forward time: 2.2761, Backward time: 3.0755, DDP time: 0.0044, Total iter time: 4.6041 [2020-11-05 23:07:13,270][root][INFO] - ===> Epoch[214](5548/26): Loss -0.2026, Sem 0.1591, dir -0.7277, norm 0.3660, swav 0.0000 LR: 4.828e-02 Score 94.597 Data time: 0.1735, Forward time: 2.2760, Backward time: 3.0755, DDP time: 0.0044, Total iter time: 5.2570 [2020-11-05 23:07:18,910][root][INFO] - ===> Epoch[214](5549/26): Loss -0.1670, Sem 0.1984, dir -0.7146, norm 0.3492, swav 0.0000 LR: 4.827e-02 Score 93.497 Data time: 0.2304, Forward time: 2.2760, Backward time: 3.0755, DDP time: 0.0044, Total iter time: 5.5203 [2020-11-05 23:07:25,112][root][INFO] - ===> Epoch[214](5550/26): Loss -0.0641, Sem 0.2216, dir -0.6954, norm 0.4097, swav 0.0000 LR: 4.826e-02 Score 93.082 Data time: 0.1813, Forward time: 2.2760, Backward time: 3.0756, DDP time: 0.0044, Total iter time: 6.0722 [2020-11-05 23:07:30,202][root][INFO] - ===> Epoch[214](5551/26): Loss -0.0706, Sem 0.2368, dir -0.6897, norm 0.3823, swav 0.0000 LR: 4.825e-02 Score 93.299 Data time: 0.2083, Forward time: 2.2759, Backward time: 3.0756, DDP time: 0.0044, Total iter time: 4.9718 [2020-11-05 23:07:35,894][root][INFO] - ===> Epoch[214](5552/26): Loss -0.0408, Sem 0.2122, dir -0.6442, norm 0.3912, swav 0.0000 LR: 4.824e-02 Score 92.530 Data time: 0.2664, Forward time: 2.2760, Backward time: 3.0755, DDP time: 0.0044, Total iter time: 5.5836 [2020-11-05 23:07:42,365][root][INFO] - ===> Epoch[214](5553/26): Loss -0.0618, Sem 0.2552, dir -0.7083, norm 0.3912, swav 0.0000 LR: 4.823e-02 Score 92.496 Data time: 0.1861, Forward time: 2.2760, Backward time: 3.0756, DDP time: 0.0044, Total iter time: 6.3439 [2020-11-05 23:07:48,672][root][INFO] - ===> Epoch[214](5554/26): Loss -0.0785, Sem 0.2225, dir -0.6886, norm 0.3876, swav 0.0000 LR: 4.822e-02 Score 92.492 Data time: 0.1885, Forward time: 2.2759, Backward time: 3.0758, DDP time: 0.0044, Total iter time: 6.2201 [2020-11-05 23:07:54,903][root][INFO] - ===> Epoch[214](5555/26): Loss -0.1026, Sem 0.2169, dir -0.6792, norm 0.3597, swav 0.0000 LR: 4.821e-02 Score 92.935 Data time: 0.2967, Forward time: 2.2760, Backward time: 3.0757, DDP time: 0.0044, Total iter time: 6.1339 [2020-11-05 23:08:01,894][root][INFO] - ===> Epoch[214](5556/26): Loss -0.1579, Sem 0.2085, dir -0.7202, norm 0.3537, swav 0.0000 LR: 4.820e-02 Score 93.263 Data time: 0.2643, Forward time: 2.2762, Backward time: 3.0758, DDP time: 0.0044, Total iter time: 6.8533 [2020-11-05 23:08:07,255][root][INFO] - ===> Epoch[214](5557/26): Loss -0.1233, Sem 0.2277, dir -0.7158, norm 0.3649, swav 0.0000 LR: 4.819e-02 Score 92.876 Data time: 0.2333, Forward time: 2.2762, Backward time: 3.0757, DDP time: 0.0044, Total iter time: 5.2361 [2020-11-05 23:08:11,787][root][INFO] - ===> Epoch[214](5558/26): Loss -0.0934, Sem 0.2275, dir -0.7159, norm 0.3950, swav 0.0000 LR: 4.818e-02 Score 93.149 Data time: 0.1591, Forward time: 2.2761, Backward time: 3.0756, DDP time: 0.0044, Total iter time: 4.4209 [2020-11-05 23:08:17,165][root][INFO] - ===> Epoch[214](5559/26): Loss -0.1214, Sem 0.2078, dir -0.7018, norm 0.3726, swav 0.0000 LR: 4.817e-02 Score 93.196 Data time: 0.2043, Forward time: 2.2761, Backward time: 3.0756, DDP time: 0.0044, Total iter time: 5.2805 [2020-11-05 23:08:22,378][root][INFO] - ===> Epoch[214](5560/26): Loss -0.1204, Sem 0.1985, dir -0.7213, norm 0.4024, swav 0.0000 LR: 4.816e-02 Score 93.547 Data time: 0.2080, Forward time: 2.2760, Backward time: 3.0755, DDP time: 0.0044, Total iter time: 5.0888 [2020-11-05 23:08:28,554][root][INFO] - ===> Epoch[214](5561/26): Loss -0.0789, Sem 0.2383, dir -0.7039, norm 0.3867, swav 0.0000 LR: 4.815e-02 Score 92.085 Data time: 0.2826, Forward time: 2.2761, Backward time: 3.0755, DDP time: 0.0044, Total iter time: 6.0687 [2020-11-05 23:08:35,312][root][INFO] - ===> Epoch[214](5562/26): Loss -0.1438, Sem 0.1926, dir -0.7201, norm 0.3838, swav 0.0000 LR: 4.814e-02 Score 94.457 Data time: 0.2676, Forward time: 2.2763, Backward time: 3.0755, DDP time: 0.0044, Total iter time: 6.6300 [2020-11-05 23:08:41,636][root][INFO] - ===> Epoch[214](5563/26): Loss -0.0607, Sem 0.2021, dir -0.6967, norm 0.4339, swav 0.0000 LR: 4.813e-02 Score 93.095 Data time: 0.2283, Forward time: 2.2763, Backward time: 3.0756, DDP time: 0.0044, Total iter time: 6.2034 [2020-11-05 23:08:46,698][root][INFO] - ===> Epoch[214](5564/26): Loss -0.0494, Sem 0.2281, dir -0.6708, norm 0.3933, swav 0.0000 LR: 4.812e-02 Score 92.550 Data time: 0.2519, Forward time: 2.2764, Backward time: 3.0754, DDP time: 0.0044, Total iter time: 4.9430 [2020-11-05 23:08:52,357][root][INFO] - ===> Epoch[215](5565/26): Loss -0.1525, Sem 0.1824, dir -0.7184, norm 0.3835, swav 0.0000 LR: 4.811e-02 Score 94.330 Data time: 0.2552, Forward time: 2.2764, Backward time: 3.0753, DDP time: 0.0044, Total iter time: 5.5251 [2020-11-05 23:08:56,698][root][INFO] - ===> Epoch[215](5566/26): Loss -0.0658, Sem 0.2212, dir -0.6571, norm 0.3701, swav 0.0000 LR: 4.810e-02 Score 93.122 Data time: 0.1890, Forward time: 2.2764, Backward time: 3.0751, DDP time: 0.0044, Total iter time: 4.2242 [2020-11-05 23:09:02,419][root][INFO] - ===> Epoch[215](5567/26): Loss -0.1543, Sem 0.1859, dir -0.7041, norm 0.3640, swav 0.0000 LR: 4.809e-02 Score 94.174 Data time: 0.2550, Forward time: 2.2765, Backward time: 3.0750, DDP time: 0.0044, Total iter time: 5.6211 [2020-11-05 23:09:07,235][root][INFO] - ===> Epoch[215](5568/26): Loss -0.2041, Sem 0.1939, dir -0.7413, norm 0.3433, swav 0.0000 LR: 4.808e-02 Score 94.316 Data time: 0.1907, Forward time: 2.2764, Backward time: 3.0749, DDP time: 0.0044, Total iter time: 4.6796 [2020-11-05 23:09:12,459][root][INFO] - ===> Epoch[215](5569/26): Loss -0.1287, Sem 0.1942, dir -0.7045, norm 0.3816, swav 0.0000 LR: 4.807e-02 Score 93.716 Data time: 0.2197, Forward time: 2.2764, Backward time: 3.0748, DDP time: 0.0044, Total iter time: 5.1394 [2020-11-05 23:09:17,531][root][INFO] - ===> Epoch[215](5570/26): Loss -0.0421, Sem 0.2280, dir -0.6610, norm 0.3909, swav 0.0000 LR: 4.806e-02 Score 92.979 Data time: 0.2614, Forward time: 2.2765, Backward time: 3.0747, DDP time: 0.0044, Total iter time: 4.9550 [2020-11-05 23:09:23,157][root][INFO] - ===> Epoch[215](5571/26): Loss -0.0742, Sem 0.2092, dir -0.6979, norm 0.4145, swav 0.0000 LR: 4.805e-02 Score 93.457 Data time: 0.1940, Forward time: 2.2764, Backward time: 3.0747, DDP time: 0.0044, Total iter time: 5.5043 [2020-11-05 23:09:28,234][root][INFO] - ===> Epoch[215](5572/26): Loss -0.0859, Sem 0.2070, dir -0.6962, norm 0.4032, swav 0.0000 LR: 4.804e-02 Score 93.359 Data time: 0.1509, Forward time: 2.2763, Backward time: 3.0747, DDP time: 0.0044, Total iter time: 4.9773 [2020-11-05 23:09:33,884][root][INFO] - ===> Epoch[215](5573/26): Loss -0.1134, Sem 0.2049, dir -0.7186, norm 0.4003, swav 0.0000 LR: 4.803e-02 Score 94.046 Data time: 0.1756, Forward time: 2.2762, Backward time: 3.0748, DDP time: 0.0044, Total iter time: 5.5747 [2020-11-05 23:09:39,975][root][INFO] - ===> Epoch[215](5574/26): Loss -0.0626, Sem 0.2138, dir -0.6782, norm 0.4018, swav 0.0000 LR: 4.802e-02 Score 93.197 Data time: 0.2376, Forward time: 2.2762, Backward time: 3.0748, DDP time: 0.0044, Total iter time: 5.9757 [2020-11-05 23:09:44,848][root][INFO] - ===> Epoch[215](5575/26): Loss -0.1432, Sem 0.1943, dir -0.7031, norm 0.3657, swav 0.0000 LR: 4.801e-02 Score 94.162 Data time: 0.2000, Forward time: 2.2762, Backward time: 3.0747, DDP time: 0.0044, Total iter time: 4.7390 [2020-11-05 23:09:49,192][root][INFO] - ===> Epoch[215](5576/26): Loss -0.1856, Sem 0.1885, dir -0.7249, norm 0.3507, swav 0.0000 LR: 4.800e-02 Score 94.551 Data time: 0.1701, Forward time: 2.2761, Backward time: 3.0745, DDP time: 0.0044, Total iter time: 4.2249 [2020-11-05 23:09:55,666][root][INFO] - ===> Epoch[215](5577/26): Loss -0.0212, Sem 0.2576, dir -0.6808, norm 0.4020, swav 0.0000 LR: 4.799e-02 Score 91.717 Data time: 0.1735, Forward time: 2.2761, Backward time: 3.0747, DDP time: 0.0044, Total iter time: 6.3907 [2020-11-05 23:10:00,911][root][INFO] - ===> Epoch[215](5578/26): Loss -0.1179, Sem 0.1980, dir -0.6936, norm 0.3777, swav 0.0000 LR: 4.799e-02 Score 93.320 Data time: 0.1805, Forward time: 2.2760, Backward time: 3.0747, DDP time: 0.0044, Total iter time: 5.1258 [2020-11-05 23:10:06,822][root][INFO] - ===> Epoch[215](5579/26): Loss -0.1181, Sem 0.2260, dir -0.7320, norm 0.3879, swav 0.0000 LR: 4.798e-02 Score 92.770 Data time: 0.2732, Forward time: 2.2761, Backward time: 3.0746, DDP time: 0.0044, Total iter time: 5.8303 [2020-11-05 23:10:12,018][root][INFO] - ===> Epoch[215](5580/26): Loss -0.1078, Sem 0.2062, dir -0.6885, norm 0.3745, swav 0.0000 LR: 4.797e-02 Score 93.507 Data time: 0.1817, Forward time: 2.2760, Backward time: 3.0746, DDP time: 0.0044, Total iter time: 5.0377 [2020-11-05 23:10:17,933][root][INFO] - ===> Epoch[215](5581/26): Loss -0.0831, Sem 0.2238, dir -0.6981, norm 0.3913, swav 0.0000 LR: 4.796e-02 Score 92.943 Data time: 0.2233, Forward time: 2.2761, Backward time: 3.0746, DDP time: 0.0044, Total iter time: 5.8044 [2020-11-05 23:10:23,288][root][INFO] - ===> Epoch[215](5582/26): Loss -0.1284, Sem 0.2159, dir -0.7146, norm 0.3703, swav 0.0000 LR: 4.795e-02 Score 92.116 Data time: 0.1815, Forward time: 2.2760, Backward time: 3.0746, DDP time: 0.0044, Total iter time: 5.2261 [2020-11-05 23:10:28,238][root][INFO] - ===> Epoch[215](5583/26): Loss -0.1916, Sem 0.1806, dir -0.6967, norm 0.3245, swav 0.0000 LR: 4.794e-02 Score 94.186 Data time: 0.1749, Forward time: 2.2759, Backward time: 3.0745, DDP time: 0.0044, Total iter time: 4.8456 [2020-11-05 23:10:34,696][root][INFO] - ===> Epoch[215](5584/26): Loss -0.0754, Sem 0.1880, dir -0.6746, norm 0.4112, swav 0.0000 LR: 4.793e-02 Score 94.031 Data time: 0.1785, Forward time: 2.2758, Backward time: 3.0747, DDP time: 0.0044, Total iter time: 6.3629 [2020-11-05 23:10:40,178][root][INFO] - ===> Epoch[215](5585/26): Loss -0.0923, Sem 0.2177, dir -0.6943, norm 0.3843, swav 0.0000 LR: 4.792e-02 Score 93.313 Data time: 0.2820, Forward time: 2.2759, Backward time: 3.0746, DDP time: 0.0044, Total iter time: 5.3833 [2020-11-05 23:10:45,775][root][INFO] - ===> Epoch[215](5586/26): Loss -0.1487, Sem 0.1950, dir -0.7090, norm 0.3654, swav 0.0000 LR: 4.791e-02 Score 94.096 Data time: 0.1765, Forward time: 2.2758, Backward time: 3.0747, DDP time: 0.0044, Total iter time: 5.4486 [2020-11-05 23:10:50,730][root][INFO] - ===> Epoch[215](5587/26): Loss -0.1089, Sem 0.2124, dir -0.7042, norm 0.3830, swav 0.0000 LR: 4.790e-02 Score 92.961 Data time: 0.2314, Forward time: 2.2758, Backward time: 3.0745, DDP time: 0.0044, Total iter time: 4.8626 [2020-11-05 23:10:57,147][root][INFO] - ===> Epoch[215](5588/26): Loss -0.1105, Sem 0.1829, dir -0.6681, norm 0.3747, swav 0.0000 LR: 4.789e-02 Score 94.083 Data time: 0.2556, Forward time: 2.2758, Backward time: 3.0746, DDP time: 0.0044, Total iter time: 6.2970 [2020-11-05 23:11:02,680][root][INFO] - ===> Epoch[215](5589/26): Loss -0.1435, Sem 0.2120, dir -0.7220, norm 0.3665, swav 0.0000 LR: 4.788e-02 Score 93.317 Data time: 0.2764, Forward time: 2.2759, Backward time: 3.0745, DDP time: 0.0044, Total iter time: 5.4203 [2020-11-05 23:11:08,293][root][INFO] - ===> Epoch[215](5590/26): Loss -0.1460, Sem 0.1755, dir -0.6844, norm 0.3629, swav 0.0000 LR: 4.787e-02 Score 93.978 Data time: 0.2294, Forward time: 2.2760, Backward time: 3.0744, DDP time: 0.0044, Total iter time: 5.4898 [2020-11-05 23:11:13,371][root][INFO] - ===> Epoch[216](5591/26): Loss -0.1077, Sem 0.2318, dir -0.7060, norm 0.3665, swav 0.0000 LR: 4.786e-02 Score 92.342 Data time: 0.1705, Forward time: 2.2759, Backward time: 3.0743, DDP time: 0.0044, Total iter time: 4.9663 [2020-11-05 23:11:17,701][root][INFO] - ===> Epoch[216](5592/26): Loss -0.1152, Sem 0.2036, dir -0.6921, norm 0.3733, swav 0.0000 LR: 4.785e-02 Score 93.398 Data time: 0.1833, Forward time: 2.2758, Backward time: 3.0742, DDP time: 0.0044, Total iter time: 4.2316 [2020-11-05 23:11:24,373][root][INFO] - ===> Epoch[216](5593/26): Loss -0.1788, Sem 0.1508, dir -0.7085, norm 0.3788, swav 0.0000 LR: 4.784e-02 Score 95.123 Data time: 0.2292, Forward time: 2.2759, Backward time: 3.0743, DDP time: 0.0044, Total iter time: 6.5704 [2020-11-05 23:11:29,692][root][INFO] - ===> Epoch[216](5594/26): Loss -0.1666, Sem 0.2052, dir -0.7247, norm 0.3529, swav 0.0000 LR: 4.783e-02 Score 93.309 Data time: 0.1920, Forward time: 2.2758, Backward time: 3.0743, DDP time: 0.0044, Total iter time: 5.1926 [2020-11-05 23:11:35,426][root][INFO] - ===> Epoch[216](5595/26): Loss -0.1261, Sem 0.2052, dir -0.6840, norm 0.3527, swav 0.0000 LR: 4.782e-02 Score 93.424 Data time: 0.1747, Forward time: 2.2757, Backward time: 3.0744, DDP time: 0.0044, Total iter time: 5.6239 [2020-11-05 23:11:42,195][root][INFO] - ===> Epoch[216](5596/26): Loss -0.1038, Sem 0.1975, dir -0.6912, norm 0.3900, swav 0.0000 LR: 4.781e-02 Score 93.451 Data time: 0.3516, Forward time: 2.2759, Backward time: 3.0743, DDP time: 0.0044, Total iter time: 6.6833 [2020-11-05 23:11:47,911][root][INFO] - ===> Epoch[216](5597/26): Loss -0.0823, Sem 0.2021, dir -0.6536, norm 0.3693, swav 0.0000 LR: 4.780e-02 Score 93.402 Data time: 0.1617, Forward time: 2.2758, Backward time: 3.0744, DDP time: 0.0044, Total iter time: 5.5960 [2020-11-05 23:11:54,542][root][INFO] - ===> Epoch[216](5598/26): Loss -0.1515, Sem 0.1958, dir -0.7333, norm 0.3860, swav 0.0000 LR: 4.779e-02 Score 93.545 Data time: 0.1798, Forward time: 2.2757, Backward time: 3.0746, DDP time: 0.0044, Total iter time: 6.5143 [2020-11-05 23:11:59,752][root][INFO] - ===> Epoch[216](5599/26): Loss -0.1139, Sem 0.2127, dir -0.7148, norm 0.3881, swav 0.0000 LR: 4.778e-02 Score 93.119 Data time: 0.2430, Forward time: 2.2757, Backward time: 3.0745, DDP time: 0.0044, Total iter time: 5.0874 [2020-11-05 23:12:05,316][root][INFO] - ===> Epoch[216](5600/26): Loss -0.1194, Sem 0.2112, dir -0.7012, norm 0.3706, swav 0.0000 LR: 4.777e-02 Score 93.002 Data time: 0.2665, Forward time: 2.2758, Backward time: 3.0744, DDP time: 0.0044, Total iter time: 5.4496 [2020-11-05 23:12:11,801][root][INFO] - ===> Epoch[216](5601/26): Loss -0.0038, Sem 0.2152, dir -0.6332, norm 0.4142, swav 0.0000 LR: 4.776e-02 Score 93.061 Data time: 0.1379, Forward time: 2.2757, Backward time: 3.0747, DDP time: 0.0044, Total iter time: 6.3698 [2020-11-05 23:12:17,361][root][INFO] - ===> Epoch[216](5602/26): Loss -0.0665, Sem 0.2233, dir -0.7149, norm 0.4251, swav 0.0000 LR: 4.775e-02 Score 93.029 Data time: 0.2186, Forward time: 2.2757, Backward time: 3.0746, DDP time: 0.0044, Total iter time: 5.4665 [2020-11-05 23:12:22,599][root][INFO] - ===> Epoch[216](5603/26): Loss -0.1359, Sem 0.2114, dir -0.7285, norm 0.3813, swav 0.0000 LR: 4.774e-02 Score 93.634 Data time: 0.2609, Forward time: 2.2758, Backward time: 3.0745, DDP time: 0.0044, Total iter time: 5.1071 [2020-11-05 23:12:28,084][root][INFO] - ===> Epoch[216](5604/26): Loss -0.1286, Sem 0.1943, dir -0.7156, norm 0.3926, swav 0.0000 LR: 4.773e-02 Score 93.895 Data time: 0.2206, Forward time: 2.2757, Backward time: 3.0745, DDP time: 0.0044, Total iter time: 5.3758 [2020-11-05 23:12:32,484][root][INFO] - ===> Epoch[216](5605/26): Loss -0.1338, Sem 0.2147, dir -0.7052, norm 0.3568, swav 0.0000 LR: 4.772e-02 Score 93.607 Data time: 0.2225, Forward time: 2.2757, Backward time: 3.0743, DDP time: 0.0044, Total iter time: 4.2903 [2020-11-05 23:12:38,843][root][INFO] - ===> Epoch[216](5606/26): Loss -0.1018, Sem 0.2243, dir -0.7069, norm 0.3809, swav 0.0000 LR: 4.771e-02 Score 93.497 Data time: 0.2754, Forward time: 2.2758, Backward time: 3.0743, DDP time: 0.0044, Total iter time: 6.2573 [2020-11-05 23:12:44,554][root][INFO] - ===> Epoch[216](5607/26): Loss -0.1068, Sem 0.2225, dir -0.7046, norm 0.3752, swav 0.0000 LR: 4.770e-02 Score 92.835 Data time: 0.1985, Forward time: 2.2758, Backward time: 3.0743, DDP time: 0.0044, Total iter time: 5.5842 [2020-11-05 23:12:49,339][root][INFO] - ===> Epoch[216](5608/26): Loss -0.1037, Sem 0.1942, dir -0.6749, norm 0.3770, swav 0.0000 LR: 4.769e-02 Score 93.745 Data time: 0.2430, Forward time: 2.2758, Backward time: 3.0741, DDP time: 0.0044, Total iter time: 4.6643 [2020-11-05 23:12:55,127][root][INFO] - ===> Epoch[216](5609/26): Loss -0.1037, Sem 0.2126, dir -0.7122, norm 0.3958, swav 0.0000 LR: 4.768e-02 Score 93.571 Data time: 0.2788, Forward time: 2.2759, Backward time: 3.0740, DDP time: 0.0044, Total iter time: 5.6816 [2020-11-05 23:13:01,067][root][INFO] - ===> Epoch[216](5610/26): Loss -0.0704, Sem 0.2134, dir -0.6988, norm 0.4150, swav 0.0000 LR: 4.767e-02 Score 93.033 Data time: 0.1944, Forward time: 2.2759, Backward time: 3.0740, DDP time: 0.0044, Total iter time: 5.8240 [2020-11-05 23:13:06,174][root][INFO] - ===> Epoch[216](5611/26): Loss -0.1247, Sem 0.1998, dir -0.6932, norm 0.3688, swav 0.0000 LR: 4.766e-02 Score 94.062 Data time: 0.2534, Forward time: 2.2759, Backward time: 3.0739, DDP time: 0.0044, Total iter time: 4.9882 [2020-11-05 23:13:11,231][root][INFO] - ===> Epoch[216](5612/26): Loss -0.1409, Sem 0.1840, dir -0.6888, norm 0.3640, swav 0.0000 LR: 4.765e-02 Score 94.288 Data time: 0.1861, Forward time: 2.2759, Backward time: 3.0738, DDP time: 0.0044, Total iter time: 4.9060 [2020-11-05 23:13:16,775][root][INFO] - ===> Epoch[216](5613/26): Loss -0.1307, Sem 0.1812, dir -0.6958, norm 0.3839, swav 0.0000 LR: 4.764e-02 Score 93.923 Data time: 0.2675, Forward time: 2.2760, Backward time: 3.0737, DDP time: 0.0044, Total iter time: 5.4386 [2020-11-05 23:13:23,244][root][INFO] - ===> Epoch[216](5614/26): Loss -0.1078, Sem 0.2142, dir -0.6838, norm 0.3618, swav 0.0000 LR: 4.763e-02 Score 92.680 Data time: 0.3440, Forward time: 2.2761, Backward time: 3.0736, DDP time: 0.0044, Total iter time: 6.3262 [2020-11-05 23:13:28,627][root][INFO] - ===> Epoch[216](5615/26): Loss -0.1612, Sem 0.1810, dir -0.6997, norm 0.3575, swav 0.0000 LR: 4.762e-02 Score 93.767 Data time: 0.2101, Forward time: 2.2761, Backward time: 3.0735, DDP time: 0.0044, Total iter time: 5.2499 [2020-11-05 23:13:34,024][root][INFO] - ===> Epoch[216](5616/26): Loss -0.1278, Sem 0.2291, dir -0.7255, norm 0.3686, swav 0.0000 LR: 4.761e-02 Score 92.628 Data time: 0.2007, Forward time: 2.2761, Backward time: 3.0735, DDP time: 0.0044, Total iter time: 5.2781 [2020-11-05 23:13:39,286][root][INFO] - ===> Epoch[217](5617/26): Loss -0.1005, Sem 0.2033, dir -0.6917, norm 0.3880, swav 0.0000 LR: 4.760e-02 Score 93.610 Data time: 0.1938, Forward time: 2.2761, Backward time: 3.0735, DDP time: 0.0044, Total iter time: 5.1562 [2020-11-05 23:13:44,415][root][INFO] - ===> Epoch[217](5618/26): Loss -0.1478, Sem 0.2056, dir -0.7408, norm 0.3874, swav 0.0000 LR: 4.759e-02 Score 93.354 Data time: 0.1764, Forward time: 2.2760, Backward time: 3.0734, DDP time: 0.0044, Total iter time: 5.0278 [2020-11-05 23:13:50,091][root][INFO] - ===> Epoch[217](5619/26): Loss -0.1702, Sem 0.1869, dir -0.7098, norm 0.3526, swav 0.0000 LR: 4.758e-02 Score 94.016 Data time: 0.2330, Forward time: 2.2759, Backward time: 3.0735, DDP time: 0.0044, Total iter time: 5.5871 [2020-11-05 23:13:55,080][root][INFO] - ===> Epoch[217](5620/26): Loss -0.1388, Sem 0.1914, dir -0.7037, norm 0.3735, swav 0.0000 LR: 4.757e-02 Score 93.771 Data time: 0.1946, Forward time: 2.2759, Backward time: 3.0734, DDP time: 0.0044, Total iter time: 4.8755 [2020-11-05 23:14:01,662][root][INFO] - ===> Epoch[217](5621/26): Loss -0.1536, Sem 0.2004, dir -0.7233, norm 0.3693, swav 0.0000 LR: 4.757e-02 Score 93.675 Data time: 0.2870, Forward time: 2.2760, Backward time: 3.0734, DDP time: 0.0044, Total iter time: 6.4707 [2020-11-05 23:14:08,997][root][INFO] - ===> Epoch[217](5622/26): Loss -0.1039, Sem 0.2208, dir -0.6886, norm 0.3639, swav 0.0000 LR: 4.756e-02 Score 93.057 Data time: 0.2427, Forward time: 2.2761, Backward time: 3.0736, DDP time: 0.0044, Total iter time: 7.1879 [2020-11-05 23:14:14,335][root][INFO] - ===> Epoch[217](5623/26): Loss -0.1214, Sem 0.2014, dir -0.7026, norm 0.3797, swav 0.0000 LR: 4.755e-02 Score 93.633 Data time: 0.1766, Forward time: 2.2760, Backward time: 3.0736, DDP time: 0.0044, Total iter time: 5.1926 [2020-11-05 23:14:19,649][root][INFO] - ===> Epoch[217](5624/26): Loss -0.0871, Sem 0.2388, dir -0.7094, norm 0.3835, swav 0.0000 LR: 4.754e-02 Score 92.644 Data time: 0.1854, Forward time: 2.2759, Backward time: 3.0736, DDP time: 0.0044, Total iter time: 5.2146 [2020-11-05 23:14:24,500][root][INFO] - ===> Epoch[217](5625/26): Loss -0.1414, Sem 0.2071, dir -0.7203, norm 0.3718, swav 0.0000 LR: 4.753e-02 Score 93.440 Data time: 0.2108, Forward time: 2.2759, Backward time: 3.0735, DDP time: 0.0044, Total iter time: 4.7552 [2020-11-05 23:14:30,585][root][INFO] - ===> Epoch[217](5626/26): Loss -0.1724, Sem 0.1804, dir -0.7201, norm 0.3672, swav 0.0000 LR: 4.752e-02 Score 93.865 Data time: 0.2592, Forward time: 2.2760, Backward time: 3.0735, DDP time: 0.0044, Total iter time: 5.9663 [2020-11-05 23:14:35,473][root][INFO] - ===> Epoch[217](5627/26): Loss -0.1189, Sem 0.2031, dir -0.6958, norm 0.3738, swav 0.0000 LR: 4.751e-02 Score 93.519 Data time: 0.2139, Forward time: 2.2760, Backward time: 3.0733, DDP time: 0.0044, Total iter time: 4.7270 [2020-11-05 23:14:40,934][root][INFO] - ===> Epoch[217](5628/26): Loss -0.1194, Sem 0.2061, dir -0.7234, norm 0.3979, swav 0.0000 LR: 4.750e-02 Score 93.226 Data time: 0.2400, Forward time: 2.2759, Backward time: 3.0733, DDP time: 0.0044, Total iter time: 5.3486 [2020-11-05 23:14:46,691][root][INFO] - ===> Epoch[217](5629/26): Loss -0.1933, Sem 0.1319, dir -0.6935, norm 0.3682, swav 0.0000 LR: 4.749e-02 Score 95.444 Data time: 0.2424, Forward time: 2.2759, Backward time: 3.0733, DDP time: 0.0044, Total iter time: 5.6339 [2020-11-05 23:14:51,831][root][INFO] - ===> Epoch[217](5630/26): Loss -0.0764, Sem 0.2485, dir -0.6937, norm 0.3688, swav 0.0000 LR: 4.748e-02 Score 92.550 Data time: 0.2557, Forward time: 2.2760, Backward time: 3.0732, DDP time: 0.0044, Total iter time: 5.0302 [2020-11-05 23:14:57,347][root][INFO] - ===> Epoch[217](5631/26): Loss -0.1527, Sem 0.1935, dir -0.7069, norm 0.3607, swav 0.0000 LR: 4.747e-02 Score 93.866 Data time: 0.2782, Forward time: 2.2760, Backward time: 3.0730, DDP time: 0.0044, Total iter time: 5.3942 [2020-11-05 23:15:02,580][root][INFO] - ===> Epoch[217](5632/26): Loss -0.1849, Sem 0.1679, dir -0.7238, norm 0.3711, swav 0.0000 LR: 4.746e-02 Score 94.931 Data time: 0.2220, Forward time: 2.2761, Backward time: 3.0729, DDP time: 0.0044, Total iter time: 5.0926 [2020-11-05 23:15:08,285][root][INFO] - ===> Epoch[217](5633/26): Loss -0.1408, Sem 0.2049, dir -0.6992, norm 0.3534, swav 0.0000 LR: 4.745e-02 Score 93.463 Data time: 0.1941, Forward time: 2.2760, Backward time: 3.0729, DDP time: 0.0044, Total iter time: 5.6067 [2020-11-05 23:15:14,350][root][INFO] - ===> Epoch[217](5634/26): Loss -0.1199, Sem 0.2050, dir -0.7155, norm 0.3906, swav 0.0000 LR: 4.744e-02 Score 93.466 Data time: 0.1996, Forward time: 2.2760, Backward time: 3.0730, DDP time: 0.0044, Total iter time: 5.9823 [2020-11-05 23:15:21,720][root][INFO] - ===> Epoch[217](5635/26): Loss -0.0251, Sem 0.2465, dir -0.6877, norm 0.4161, swav 0.0000 LR: 4.743e-02 Score 92.358 Data time: 0.3977, Forward time: 2.2762, Backward time: 3.0731, DDP time: 0.0044, Total iter time: 7.2755 [2020-11-05 23:15:27,808][root][INFO] - ===> Epoch[217](5636/26): Loss -0.0985, Sem 0.1980, dir -0.7006, norm 0.4041, swav 0.0000 LR: 4.742e-02 Score 93.439 Data time: 0.1998, Forward time: 2.2762, Backward time: 3.0731, DDP time: 0.0044, Total iter time: 5.9443 [2020-11-05 23:15:33,573][root][INFO] - ===> Epoch[217](5637/26): Loss -0.0712, Sem 0.2394, dir -0.6930, norm 0.3824, swav 0.0000 LR: 4.741e-02 Score 92.836 Data time: 0.2632, Forward time: 2.2763, Backward time: 3.0730, DDP time: 0.0044, Total iter time: 5.6456 [2020-11-05 23:15:38,968][root][INFO] - ===> Epoch[217](5638/26): Loss -0.1154, Sem 0.2404, dir -0.7354, norm 0.3796, swav 0.0000 LR: 4.740e-02 Score 92.418 Data time: 0.2187, Forward time: 2.2763, Backward time: 3.0730, DDP time: 0.0044, Total iter time: 5.2603 [2020-11-05 23:15:45,693][root][INFO] - ===> Epoch[217](5639/26): Loss -0.1511, Sem 0.1906, dir -0.7258, norm 0.3841, swav 0.0000 LR: 4.739e-02 Score 93.952 Data time: 0.2929, Forward time: 2.2764, Backward time: 3.0730, DDP time: 0.0044, Total iter time: 6.6362 [2020-11-05 23:15:51,136][root][INFO] - ===> Epoch[217](5640/26): Loss -0.1030, Sem 0.1936, dir -0.6614, norm 0.3648, swav 0.0000 LR: 4.738e-02 Score 94.146 Data time: 0.2629, Forward time: 2.2765, Backward time: 3.0729, DDP time: 0.0044, Total iter time: 5.3020 [2020-11-05 23:15:56,333][root][INFO] - ===> Epoch[217](5641/26): Loss -0.1085, Sem 0.2165, dir -0.7006, norm 0.3756, swav 0.0000 LR: 4.737e-02 Score 92.775 Data time: 0.2248, Forward time: 2.2765, Backward time: 3.0728, DDP time: 0.0044, Total iter time: 5.0982 [2020-11-05 23:16:03,058][root][INFO] - ===> Epoch[217](5642/26): Loss -0.1274, Sem 0.1997, dir -0.7005, norm 0.3734, swav 0.0000 LR: 4.736e-02 Score 93.310 Data time: 0.2747, Forward time: 2.2765, Backward time: 3.0729, DDP time: 0.0044, Total iter time: 6.6257 [2020-11-05 23:16:09,722][root][INFO] - ===> Epoch[218](5643/26): Loss -0.1288, Sem 0.2073, dir -0.7054, norm 0.3693, swav 0.0000 LR: 4.735e-02 Score 93.819 Data time: 0.2289, Forward time: 2.2766, Backward time: 3.0730, DDP time: 0.0044, Total iter time: 6.5519 [2020-11-05 23:16:16,195][root][INFO] - ===> Epoch[218](5644/26): Loss -0.1396, Sem 0.1913, dir -0.7134, norm 0.3826, swav 0.0000 LR: 4.734e-02 Score 93.472 Data time: 0.1400, Forward time: 2.2765, Backward time: 3.0733, DDP time: 0.0044, Total iter time: 6.3639 [2020-11-05 23:16:21,797][root][INFO] - ===> Epoch[218](5645/26): Loss -0.0584, Sem 0.2185, dir -0.6777, norm 0.4008, swav 0.0000 LR: 4.733e-02 Score 93.307 Data time: 0.1962, Forward time: 2.2765, Backward time: 3.0733, DDP time: 0.0044, Total iter time: 5.5533 [2020-11-05 23:16:27,472][root][INFO] - ===> Epoch[218](5646/26): Loss -0.2355, Sem 0.1596, dir -0.7417, norm 0.3466, swav 0.0000 LR: 4.732e-02 Score 94.995 Data time: 0.1691, Forward time: 2.2764, Backward time: 3.0733, DDP time: 0.0044, Total iter time: 5.5605 [2020-11-05 23:16:33,609][root][INFO] - ===> Epoch[218](5647/26): Loss -0.1214, Sem 0.2194, dir -0.7222, norm 0.3813, swav 0.0000 LR: 4.731e-02 Score 92.820 Data time: 0.2232, Forward time: 2.2764, Backward time: 3.0734, DDP time: 0.0044, Total iter time: 6.0621 [2020-11-05 23:16:39,305][root][INFO] - ===> Epoch[218](5648/26): Loss -0.0911, Sem 0.2169, dir -0.7060, norm 0.3980, swav 0.0000 LR: 4.730e-02 Score 93.200 Data time: 0.2528, Forward time: 2.2764, Backward time: 3.0733, DDP time: 0.0044, Total iter time: 5.5704 [2020-11-05 23:16:44,349][root][INFO] - ===> Epoch[218](5649/26): Loss -0.1426, Sem 0.1945, dir -0.7312, norm 0.3941, swav 0.0000 LR: 4.729e-02 Score 93.806 Data time: 0.2158, Forward time: 2.2764, Backward time: 3.0732, DDP time: 0.0044, Total iter time: 4.9255 [2020-11-05 23:16:50,716][root][INFO] - ===> Epoch[218](5650/26): Loss -0.0713, Sem 0.2061, dir -0.6996, norm 0.4221, swav 0.0000 LR: 4.728e-02 Score 93.772 Data time: 0.1949, Forward time: 2.2764, Backward time: 3.0734, DDP time: 0.0044, Total iter time: 6.2604 [2020-11-05 23:16:56,407][root][INFO] - ===> Epoch[218](5651/26): Loss -0.1821, Sem 0.1832, dir -0.7225, norm 0.3573, swav 0.0000 LR: 4.727e-02 Score 93.814 Data time: 0.1691, Forward time: 2.2763, Backward time: 3.0734, DDP time: 0.0044, Total iter time: 5.5909 [2020-11-05 23:17:02,633][root][INFO] - ===> Epoch[218](5652/26): Loss -0.0832, Sem 0.2252, dir -0.6819, norm 0.3735, swav 0.0000 LR: 4.726e-02 Score 92.738 Data time: 0.1874, Forward time: 2.2763, Backward time: 3.0736, DDP time: 0.0044, Total iter time: 6.1319 [2020-11-05 23:17:07,772][root][INFO] - ===> Epoch[218](5653/26): Loss -0.1523, Sem 0.1757, dir -0.7003, norm 0.3723, swav 0.0000 LR: 4.725e-02 Score 93.940 Data time: 0.1720, Forward time: 2.2762, Backward time: 3.0736, DDP time: 0.0044, Total iter time: 5.0328 [2020-11-05 23:17:13,620][root][INFO] - ===> Epoch[218](5654/26): Loss -0.0715, Sem 0.2275, dir -0.7058, norm 0.4068, swav 0.0000 LR: 4.724e-02 Score 92.521 Data time: 0.2419, Forward time: 2.2762, Backward time: 3.0735, DDP time: 0.0044, Total iter time: 5.7684 [2020-11-05 23:17:19,429][root][INFO] - ===> Epoch[218](5655/26): Loss -0.0599, Sem 0.2337, dir -0.6637, norm 0.3700, swav 0.0000 LR: 4.723e-02 Score 92.678 Data time: 0.2237, Forward time: 2.2762, Backward time: 3.0735, DDP time: 0.0044, Total iter time: 5.6959 [2020-11-05 23:17:26,157][root][INFO] - ===> Epoch[218](5656/26): Loss -0.1019, Sem 0.2200, dir -0.6935, norm 0.3716, swav 0.0000 LR: 4.722e-02 Score 93.197 Data time: 0.2540, Forward time: 2.2763, Backward time: 3.0736, DDP time: 0.0044, Total iter time: 6.6080 [2020-11-05 23:17:31,435][root][INFO] - ===> Epoch[218](5657/26): Loss -0.1662, Sem 0.1958, dir -0.7177, norm 0.3557, swav 0.0000 LR: 4.721e-02 Score 94.377 Data time: 0.1445, Forward time: 2.2762, Backward time: 3.0736, DDP time: 0.0044, Total iter time: 5.1599 [2020-11-05 23:17:38,041][root][INFO] - ===> Epoch[218](5658/26): Loss -0.2178, Sem 0.1671, dir -0.7484, norm 0.3634, swav 0.0000 LR: 4.720e-02 Score 94.397 Data time: 0.1226, Forward time: 2.2760, Backward time: 3.0740, DDP time: 0.0044, Total iter time: 6.5147 [2020-11-05 23:17:43,237][root][INFO] - ===> Epoch[218](5659/26): Loss -0.1000, Sem 0.1935, dir -0.6788, norm 0.3853, swav 0.0000 LR: 4.719e-02 Score 93.810 Data time: 0.1984, Forward time: 2.2760, Backward time: 3.0740, DDP time: 0.0044, Total iter time: 5.1657 [2020-11-05 23:17:48,289][root][INFO] - ===> Epoch[218](5660/26): Loss -0.1299, Sem 0.2215, dir -0.7385, norm 0.3872, swav 0.0000 LR: 4.718e-02 Score 93.216 Data time: 0.1712, Forward time: 2.2759, Backward time: 3.0739, DDP time: 0.0044, Total iter time: 4.9436 [2020-11-05 23:17:53,572][root][INFO] - ===> Epoch[218](5661/26): Loss -0.1307, Sem 0.1933, dir -0.6958, norm 0.3719, swav 0.0000 LR: 4.717e-02 Score 93.646 Data time: 0.2417, Forward time: 2.2759, Backward time: 3.0738, DDP time: 0.0044, Total iter time: 5.1963 [2020-11-05 23:18:00,927][root][INFO] - ===> Epoch[218](5662/26): Loss -0.1084, Sem 0.2188, dir -0.7075, norm 0.3803, swav 0.0000 LR: 4.716e-02 Score 93.219 Data time: 0.2050, Forward time: 2.2759, Backward time: 3.0741, DDP time: 0.0044, Total iter time: 7.2473 [2020-11-05 23:18:06,363][root][INFO] - ===> Epoch[218](5663/26): Loss -0.1370, Sem 0.2009, dir -0.6883, norm 0.3504, swav 0.0000 LR: 4.715e-02 Score 93.847 Data time: 0.2201, Forward time: 2.2759, Backward time: 3.0740, DDP time: 0.0044, Total iter time: 5.3239 [2020-11-05 23:18:11,846][root][INFO] - ===> Epoch[218](5664/26): Loss -0.1043, Sem 0.2044, dir -0.7003, norm 0.3916, swav 0.0000 LR: 4.714e-02 Score 93.771 Data time: 0.1600, Forward time: 2.2758, Backward time: 3.0741, DDP time: 0.0044, Total iter time: 5.3583 [2020-11-05 23:18:17,693][root][INFO] - ===> Epoch[218](5665/26): Loss -0.1085, Sem 0.2059, dir -0.6987, norm 0.3842, swav 0.0000 LR: 4.713e-02 Score 93.469 Data time: 0.1805, Forward time: 2.2758, Backward time: 3.0742, DDP time: 0.0044, Total iter time: 5.7576 [2020-11-05 23:18:23,357][root][INFO] - ===> Epoch[218](5666/26): Loss -0.0608, Sem 0.2057, dir -0.6723, norm 0.4058, swav 0.0000 LR: 4.712e-02 Score 93.409 Data time: 0.2811, Forward time: 2.2759, Backward time: 3.0740, DDP time: 0.0044, Total iter time: 5.5501 [2020-11-05 23:18:28,422][root][INFO] - ===> Epoch[218](5667/26): Loss -0.1091, Sem 0.2289, dir -0.7170, norm 0.3790, swav 0.0000 LR: 4.712e-02 Score 93.088 Data time: 0.2205, Forward time: 2.2759, Backward time: 3.0739, DDP time: 0.0044, Total iter time: 4.9330 [2020-11-05 23:18:34,206][root][INFO] - ===> Epoch[218](5668/26): Loss -0.0841, Sem 0.1914, dir -0.6809, norm 0.4055, swav 0.0000 LR: 4.711e-02 Score 94.219 Data time: 0.2429, Forward time: 2.2759, Backward time: 3.0739, DDP time: 0.0044, Total iter time: 5.6651 [2020-11-05 23:18:40,675][root][INFO] - ===> Epoch[219](5669/26): Loss -0.1662, Sem 0.1687, dir -0.6794, norm 0.3444, swav 0.0000 LR: 4.710e-02 Score 94.026 Data time: 0.3485, Forward time: 2.2761, Backward time: 3.0738, DDP time: 0.0044, Total iter time: 6.3697 [2020-11-05 23:18:46,132][root][INFO] - ===> Epoch[219](5670/26): Loss -0.1272, Sem 0.1872, dir -0.6800, norm 0.3657, swav 0.0000 LR: 4.709e-02 Score 93.752 Data time: 0.1530, Forward time: 2.2760, Backward time: 3.0739, DDP time: 0.0044, Total iter time: 5.3188 [2020-11-05 23:18:52,591][root][INFO] - ===> Epoch[219](5671/26): Loss -0.1231, Sem 0.2101, dir -0.7034, norm 0.3702, swav 0.0000 LR: 4.708e-02 Score 93.346 Data time: 0.1404, Forward time: 2.2758, Backward time: 3.0741, DDP time: 0.0044, Total iter time: 6.3691 [2020-11-05 23:18:59,553][root][INFO] - ===> Epoch[219](5672/26): Loss -0.1336, Sem 0.1871, dir -0.7193, norm 0.3986, swav 0.0000 LR: 4.707e-02 Score 93.709 Data time: 0.2305, Forward time: 2.2759, Backward time: 3.0743, DDP time: 0.0044, Total iter time: 6.8975 [2020-11-05 23:19:05,562][root][INFO] - ===> Epoch[219](5673/26): Loss -0.1285, Sem 0.1866, dir -0.7023, norm 0.3873, swav 0.0000 LR: 4.706e-02 Score 94.076 Data time: 0.1465, Forward time: 2.2758, Backward time: 3.0745, DDP time: 0.0044, Total iter time: 5.8862 [2020-11-05 23:19:11,693][root][INFO] - ===> Epoch[219](5674/26): Loss -0.0727, Sem 0.2375, dir -0.7062, norm 0.3960, swav 0.0000 LR: 4.705e-02 Score 92.474 Data time: 0.1797, Forward time: 2.2757, Backward time: 3.0746, DDP time: 0.0044, Total iter time: 6.0457 [2020-11-05 23:19:17,724][root][INFO] - ===> Epoch[219](5675/26): Loss -0.0907, Sem 0.1929, dir -0.6842, norm 0.4005, swav 0.0000 LR: 4.704e-02 Score 93.370 Data time: 0.2772, Forward time: 2.2758, Backward time: 3.0746, DDP time: 0.0044, Total iter time: 5.9451 [2020-11-05 23:19:23,277][root][INFO] - ===> Epoch[219](5676/26): Loss -0.2038, Sem 0.1729, dir -0.7175, norm 0.3408, swav 0.0000 LR: 4.703e-02 Score 94.446 Data time: 0.2361, Forward time: 2.2758, Backward time: 3.0745, DDP time: 0.0044, Total iter time: 5.4138 [2020-11-05 23:19:28,907][root][INFO] - ===> Epoch[219](5677/26): Loss -0.1766, Sem 0.2063, dir -0.7510, norm 0.3681, swav 0.0000 LR: 4.702e-02 Score 93.479 Data time: 0.1622, Forward time: 2.2757, Backward time: 3.0745, DDP time: 0.0044, Total iter time: 5.4945 [2020-11-05 23:19:33,425][root][INFO] - ===> Epoch[219](5678/26): Loss -0.1497, Sem 0.1893, dir -0.7350, norm 0.3960, swav 0.0000 LR: 4.701e-02 Score 93.782 Data time: 0.2507, Forward time: 2.2757, Backward time: 3.0743, DDP time: 0.0044, Total iter time: 4.4217 [2020-11-05 23:19:40,727][root][INFO] - ===> Epoch[219](5679/26): Loss -0.0600, Sem 0.2577, dir -0.7057, norm 0.3880, swav 0.0000 LR: 4.700e-02 Score 92.250 Data time: 0.2192, Forward time: 2.2757, Backward time: 3.0746, DDP time: 0.0044, Total iter time: 7.1923 [2020-11-05 23:19:46,157][root][INFO] - ===> Epoch[219](5680/26): Loss -0.1379, Sem 0.2066, dir -0.7015, norm 0.3571, swav 0.0000 LR: 4.699e-02 Score 93.578 Data time: 0.2629, Forward time: 2.2758, Backward time: 3.0744, DDP time: 0.0044, Total iter time: 5.3011 [2020-11-05 23:19:51,663][root][INFO] - ===> Epoch[219](5681/26): Loss -0.1070, Sem 0.2099, dir -0.6951, norm 0.3782, swav 0.0000 LR: 4.698e-02 Score 93.318 Data time: 0.2545, Forward time: 2.2759, Backward time: 3.0743, DDP time: 0.0044, Total iter time: 5.3879 [2020-11-05 23:19:57,778][root][INFO] - ===> Epoch[219](5682/26): Loss -0.1032, Sem 0.2026, dir -0.6801, norm 0.3743, swav 0.0000 LR: 4.697e-02 Score 94.062 Data time: 0.1595, Forward time: 2.2758, Backward time: 3.0744, DDP time: 0.0044, Total iter time: 5.9855 [2020-11-05 23:20:03,113][root][INFO] - ===> Epoch[219](5683/26): Loss -0.1144, Sem 0.1760, dir -0.6903, norm 0.3998, swav 0.0000 LR: 4.696e-02 Score 94.402 Data time: 0.2287, Forward time: 2.2758, Backward time: 3.0744, DDP time: 0.0044, Total iter time: 5.2283 [2020-11-05 23:20:08,694][root][INFO] - ===> Epoch[219](5684/26): Loss -0.1263, Sem 0.2116, dir -0.7364, norm 0.3985, swav 0.0000 LR: 4.695e-02 Score 92.867 Data time: 0.2403, Forward time: 2.2759, Backward time: 3.0743, DDP time: 0.0044, Total iter time: 5.4525 [2020-11-05 23:20:14,367][root][INFO] - ===> Epoch[219](5685/26): Loss -0.0651, Sem 0.2284, dir -0.7006, norm 0.4072, swav 0.0000 LR: 4.694e-02 Score 92.297 Data time: 0.2297, Forward time: 2.2759, Backward time: 3.0742, DDP time: 0.0044, Total iter time: 5.5361 [2020-11-05 23:20:19,637][root][INFO] - ===> Epoch[219](5686/26): Loss -0.1117, Sem 0.2057, dir -0.6971, norm 0.3796, swav 0.0000 LR: 4.693e-02 Score 93.567 Data time: 0.1816, Forward time: 2.2758, Backward time: 3.0742, DDP time: 0.0044, Total iter time: 5.1606 [2020-11-05 23:20:24,665][root][INFO] - ===> Epoch[219](5687/26): Loss -0.1416, Sem 0.1996, dir -0.7009, norm 0.3597, swav 0.0000 LR: 4.692e-02 Score 93.760 Data time: 0.2093, Forward time: 2.2758, Backward time: 3.0741, DDP time: 0.0044, Total iter time: 4.9562 [2020-11-05 23:20:29,515][root][INFO] - ===> Epoch[219](5688/26): Loss -0.1443, Sem 0.2282, dir -0.7162, norm 0.3437, swav 0.0000 LR: 4.691e-02 Score 92.484 Data time: 0.2170, Forward time: 2.2758, Backward time: 3.0739, DDP time: 0.0044, Total iter time: 4.7362 [2020-11-05 23:20:35,548][root][INFO] - ===> Epoch[219](5689/26): Loss -0.1093, Sem 0.2022, dir -0.6874, norm 0.3759, swav 0.0000 LR: 4.690e-02 Score 93.003 Data time: 0.1808, Forward time: 2.2758, Backward time: 3.0741, DDP time: 0.0044, Total iter time: 5.9191 [2020-11-05 23:20:41,390][root][INFO] - ===> Epoch[219](5690/26): Loss -0.1407, Sem 0.2115, dir -0.7223, norm 0.3701, swav 0.0000 LR: 4.689e-02 Score 93.326 Data time: 0.1867, Forward time: 2.2757, Backward time: 3.0741, DDP time: 0.0044, Total iter time: 5.7140 [2020-11-05 23:20:48,143][root][INFO] - ===> Epoch[219](5691/26): Loss -0.1666, Sem 0.1850, dir -0.7361, norm 0.3845, swav 0.0000 LR: 4.688e-02 Score 94.767 Data time: 0.2610, Forward time: 2.2758, Backward time: 3.0743, DDP time: 0.0044, Total iter time: 6.6735 [2020-11-05 23:20:53,207][root][INFO] - ===> Epoch[219](5692/26): Loss -0.1583, Sem 0.1819, dir -0.7124, norm 0.3723, swav 0.0000 LR: 4.687e-02 Score 94.102 Data time: 0.1561, Forward time: 2.2757, Backward time: 3.0742, DDP time: 0.0044, Total iter time: 4.9369 [2020-11-05 23:20:59,891][root][INFO] - ===> Epoch[219](5693/26): Loss -0.0934, Sem 0.2135, dir -0.7036, norm 0.3968, swav 0.0000 LR: 4.686e-02 Score 93.284 Data time: 0.1264, Forward time: 2.2755, Backward time: 3.0746, DDP time: 0.0044, Total iter time: 6.6070 [2020-11-05 23:21:06,415][root][INFO] - ===> Epoch[219](5694/26): Loss -0.1284, Sem 0.1947, dir -0.7038, norm 0.3807, swav 0.0000 LR: 4.685e-02 Score 93.288 Data time: 0.1948, Forward time: 2.2755, Backward time: 3.0748, DDP time: 0.0044, Total iter time: 6.4639 [2020-11-05 23:21:12,532][root][INFO] - ===> Epoch[220](5695/26): Loss -0.1822, Sem 0.1705, dir -0.7181, norm 0.3653, swav 0.0000 LR: 4.684e-02 Score 94.494 Data time: 0.2445, Forward time: 2.2755, Backward time: 3.0748, DDP time: 0.0044, Total iter time: 6.0048 [2020-11-05 23:21:18,202][root][INFO] - ===> Epoch[220](5696/26): Loss -0.1419, Sem 0.1970, dir -0.7239, norm 0.3850, swav 0.0000 LR: 4.683e-02 Score 93.744 Data time: 0.2624, Forward time: 2.2756, Backward time: 3.0747, DDP time: 0.0044, Total iter time: 5.5501 [2020-11-05 23:21:23,492][root][INFO] - ===> Epoch[220](5697/26): Loss -0.1431, Sem 0.1901, dir -0.7091, norm 0.3759, swav 0.0000 LR: 4.682e-02 Score 93.703 Data time: 0.2082, Forward time: 2.2756, Backward time: 3.0746, DDP time: 0.0044, Total iter time: 5.1722 [2020-11-05 23:21:28,828][root][INFO] - ===> Epoch[220](5698/26): Loss -0.1719, Sem 0.2072, dir -0.7317, norm 0.3527, swav 0.0000 LR: 4.681e-02 Score 92.843 Data time: 0.2493, Forward time: 2.2757, Backward time: 3.0745, DDP time: 0.0044, Total iter time: 5.2246 [2020-11-05 23:21:33,965][root][INFO] - ===> Epoch[220](5699/26): Loss -0.0934, Sem 0.2146, dir -0.7073, norm 0.3993, swav 0.0000 LR: 4.680e-02 Score 94.240 Data time: 0.2352, Forward time: 2.2757, Backward time: 3.0743, DDP time: 0.0044, Total iter time: 5.0226 [2020-11-05 23:21:40,579][root][INFO] - ===> Epoch[220](5700/26): Loss -0.1092, Sem 0.1908, dir -0.7140, norm 0.4141, swav 0.0000 LR: 4.679e-02 Score 93.862 Data time: 0.2401, Forward time: 2.2758, Backward time: 3.0744, DDP time: 0.0044, Total iter time: 6.5047 [2020-11-05 23:21:46,872][root][INFO] - ===> Epoch[220](5701/26): Loss -0.1247, Sem 0.2098, dir -0.6933, norm 0.3588, swav 0.0000 LR: 4.678e-02 Score 93.020 Data time: 0.1570, Forward time: 2.2757, Backward time: 3.0746, DDP time: 0.0044, Total iter time: 6.1792 [2020-11-05 23:21:53,013][root][INFO] - ===> Epoch[220](5702/26): Loss -0.1225, Sem 0.1871, dir -0.7056, norm 0.3960, swav 0.0000 LR: 4.677e-02 Score 93.525 Data time: 0.2349, Forward time: 2.2757, Backward time: 3.0747, DDP time: 0.0044, Total iter time: 6.0527 [2020-11-05 23:21:58,218][root][INFO] - ===> Epoch[220](5703/26): Loss -0.1688, Sem 0.1887, dir -0.7217, norm 0.3642, swav 0.0000 LR: 4.676e-02 Score 93.985 Data time: 0.2078, Forward time: 2.2757, Backward time: 3.0746, DDP time: 0.0044, Total iter time: 5.0847 [2020-11-05 23:22:05,024][root][INFO] - ===> Epoch[220](5704/26): Loss -0.1532, Sem 0.1934, dir -0.7064, norm 0.3598, swav 0.0000 LR: 4.675e-02 Score 93.740 Data time: 0.1832, Forward time: 2.2756, Backward time: 3.0748, DDP time: 0.0044, Total iter time: 6.6889 [2020-11-05 23:22:09,915][root][INFO] - ===> Epoch[220](5705/26): Loss -0.1554, Sem 0.2068, dir -0.7167, norm 0.3545, swav 0.0000 LR: 4.674e-02 Score 93.309 Data time: 0.2277, Forward time: 2.2756, Backward time: 3.0746, DDP time: 0.0044, Total iter time: 4.7954 [2020-11-05 23:22:15,443][root][INFO] - ===> Epoch[220](5706/26): Loss -0.1458, Sem 0.1992, dir -0.7058, norm 0.3608, swav 0.0000 LR: 4.673e-02 Score 94.061 Data time: 0.2149, Forward time: 2.2756, Backward time: 3.0746, DDP time: 0.0044, Total iter time: 5.4017 [2020-11-05 23:22:21,702][root][INFO] - ===> Epoch[220](5707/26): Loss -0.1102, Sem 0.2112, dir -0.6981, norm 0.3767, swav 0.0000 LR: 4.672e-02 Score 92.745 Data time: 0.3205, Forward time: 2.2758, Backward time: 3.0745, DDP time: 0.0044, Total iter time: 6.1388 [2020-11-05 23:22:27,482][root][INFO] - ===> Epoch[220](5708/26): Loss -0.1791, Sem 0.1873, dir -0.7578, norm 0.3914, swav 0.0000 LR: 4.671e-02 Score 94.267 Data time: 0.2793, Forward time: 2.2759, Backward time: 3.0744, DDP time: 0.0044, Total iter time: 5.6468 [2020-11-05 23:22:32,958][root][INFO] - ===> Epoch[220](5709/26): Loss -0.1601, Sem 0.1866, dir -0.7047, norm 0.3580, swav 0.0000 LR: 4.670e-02 Score 93.452 Data time: 0.2320, Forward time: 2.2760, Backward time: 3.0743, DDP time: 0.0044, Total iter time: 5.3567 [2020-11-05 23:22:38,672][root][INFO] - ===> Epoch[220](5710/26): Loss -0.1455, Sem 0.1905, dir -0.6814, norm 0.3454, swav 0.0000 LR: 4.669e-02 Score 94.444 Data time: 0.1698, Forward time: 2.2759, Backward time: 3.0744, DDP time: 0.0044, Total iter time: 5.5874 [2020-11-05 23:22:44,677][root][INFO] - ===> Epoch[220](5711/26): Loss -0.0708, Sem 0.2008, dir -0.6695, norm 0.3979, swav 0.0000 LR: 4.668e-02 Score 93.092 Data time: 0.1829, Forward time: 2.2758, Backward time: 3.0745, DDP time: 0.0044, Total iter time: 5.9417 [2020-11-05 23:22:51,686][root][INFO] - ===> Epoch[220](5712/26): Loss -0.1301, Sem 0.1857, dir -0.6987, norm 0.3828, swav 0.0000 LR: 4.667e-02 Score 93.657 Data time: 0.2242, Forward time: 2.2758, Backward time: 3.0747, DDP time: 0.0044, Total iter time: 6.8853 [2020-11-05 23:22:56,721][root][INFO] - ===> Epoch[220](5713/26): Loss -0.1744, Sem 0.2125, dir -0.7415, norm 0.3546, swav 0.0000 LR: 4.666e-02 Score 93.820 Data time: 0.1988, Forward time: 2.2758, Backward time: 3.0746, DDP time: 0.0044, Total iter time: 4.9157 [2020-11-05 23:23:01,490][root][INFO] - ===> Epoch[220](5714/26): Loss -0.1470, Sem 0.1883, dir -0.6896, norm 0.3543, swav 0.0000 LR: 4.666e-02 Score 94.558 Data time: 0.2173, Forward time: 2.2758, Backward time: 3.0745, DDP time: 0.0044, Total iter time: 4.6563 [2020-11-05 23:23:07,166][root][INFO] - ===> Epoch[220](5715/26): Loss -0.1254, Sem 0.2085, dir -0.6831, norm 0.3491, swav 0.0000 LR: 4.665e-02 Score 93.849 Data time: 0.2501, Forward time: 2.2758, Backward time: 3.0744, DDP time: 0.0044, Total iter time: 5.5689 [2020-11-05 23:23:13,871][root][INFO] - ===> Epoch[220](5716/26): Loss -0.1137, Sem 0.2126, dir -0.6859, norm 0.3596, swav 0.0000 LR: 4.664e-02 Score 93.099 Data time: 0.2347, Forward time: 2.2759, Backward time: 3.0745, DDP time: 0.0044, Total iter time: 6.5756 [2020-11-05 23:23:19,571][root][INFO] - ===> Epoch[220](5717/26): Loss -0.0790, Sem 0.2151, dir -0.6625, norm 0.3684, swav 0.0000 LR: 4.663e-02 Score 93.270 Data time: 0.2210, Forward time: 2.2758, Backward time: 3.0745, DDP time: 0.0044, Total iter time: 5.5753 [2020-11-05 23:23:25,042][root][INFO] - ===> Epoch[220](5718/26): Loss -0.0683, Sem 0.2404, dir -0.6699, norm 0.3612, swav 0.0000 LR: 4.662e-02 Score 92.530 Data time: 0.1911, Forward time: 2.2758, Backward time: 3.0745, DDP time: 0.0044, Total iter time: 5.3719 [2020-11-05 23:23:30,145][root][INFO] - ===> Epoch[220](5719/26): Loss -0.1420, Sem 0.2090, dir -0.7178, norm 0.3667, swav 0.0000 LR: 4.661e-02 Score 92.828 Data time: 0.1820, Forward time: 2.2757, Backward time: 3.0745, DDP time: 0.0044, Total iter time: 4.9934 [2020-11-05 23:23:35,875][root][INFO] - ===> Epoch[220](5720/26): Loss -0.1579, Sem 0.2021, dir -0.7284, norm 0.3684, swav 0.0000 LR: 4.660e-02 Score 93.386 Data time: 0.2765, Forward time: 2.2758, Backward time: 3.0744, DDP time: 0.0044, Total iter time: 5.6188 [2020-11-05 23:23:40,752][root][INFO] - ===> Epoch[221](5721/26): Loss -0.1174, Sem 0.2068, dir -0.7178, norm 0.3936, swav 0.0000 LR: 4.659e-02 Score 93.337 Data time: 0.1704, Forward time: 2.2757, Backward time: 3.0743, DDP time: 0.0044, Total iter time: 4.7477 [2020-11-05 23:23:46,651][root][INFO] - ===> Epoch[221](5722/26): Loss -0.1829, Sem 0.1564, dir -0.7195, norm 0.3802, swav 0.0000 LR: 4.658e-02 Score 94.682 Data time: 0.2960, Forward time: 2.2758, Backward time: 3.0742, DDP time: 0.0044, Total iter time: 5.7903 [2020-11-05 23:23:51,921][root][INFO] - ===> Epoch[221](5723/26): Loss -0.1015, Sem 0.2024, dir -0.6874, norm 0.3835, swav 0.0000 LR: 4.657e-02 Score 93.481 Data time: 0.2328, Forward time: 2.2759, Backward time: 3.0741, DDP time: 0.0044, Total iter time: 5.1303 [2020-11-05 23:23:57,230][root][INFO] - ===> Epoch[221](5724/26): Loss -0.1377, Sem 0.1661, dir -0.6883, norm 0.3844, swav 0.0000 LR: 4.656e-02 Score 95.042 Data time: 0.2276, Forward time: 2.2759, Backward time: 3.0740, DDP time: 0.0044, Total iter time: 5.1787 [2020-11-05 23:24:02,530][root][INFO] - ===> Epoch[221](5725/26): Loss -0.1692, Sem 0.1883, dir -0.7354, norm 0.3779, swav 0.0000 LR: 4.655e-02 Score 93.500 Data time: 0.2363, Forward time: 2.2760, Backward time: 3.0739, DDP time: 0.0044, Total iter time: 5.1634 [2020-11-05 23:24:07,819][root][INFO] - ===> Epoch[221](5726/26): Loss -0.0844, Sem 0.2068, dir -0.6985, norm 0.4073, swav 0.0000 LR: 4.654e-02 Score 93.479 Data time: 0.2301, Forward time: 2.2760, Backward time: 3.0738, DDP time: 0.0044, Total iter time: 5.1798 [2020-11-05 23:24:13,446][root][INFO] - ===> Epoch[221](5727/26): Loss -0.1189, Sem 0.1766, dir -0.6969, norm 0.4014, swav 0.0000 LR: 4.653e-02 Score 94.502 Data time: 0.2885, Forward time: 2.2761, Backward time: 3.0736, DDP time: 0.0044, Total iter time: 5.5012 [2020-11-05 23:24:19,143][root][INFO] - ===> Epoch[221](5728/26): Loss -0.1079, Sem 0.2130, dir -0.7063, norm 0.3855, swav 0.0000 LR: 4.652e-02 Score 93.448 Data time: 0.1711, Forward time: 2.2760, Backward time: 3.0737, DDP time: 0.0044, Total iter time: 5.5551 [2020-11-05 23:24:25,549][root][INFO] - ===> Epoch[221](5729/26): Loss -0.0696, Sem 0.2046, dir -0.6890, norm 0.4148, swav 0.0000 LR: 4.651e-02 Score 93.328 Data time: 0.2871, Forward time: 2.2761, Backward time: 3.0737, DDP time: 0.0044, Total iter time: 6.3134 [2020-11-05 23:24:32,286][root][INFO] - ===> Epoch[221](5730/26): Loss -0.1450, Sem 0.1840, dir -0.7103, norm 0.3813, swav 0.0000 LR: 4.650e-02 Score 94.401 Data time: 0.2945, Forward time: 2.2763, Backward time: 3.0737, DDP time: 0.0044, Total iter time: 6.5896 [2020-11-05 23:24:37,173][root][INFO] - ===> Epoch[221](5731/26): Loss -0.0697, Sem 0.2086, dir -0.6890, norm 0.4107, swav 0.0000 LR: 4.649e-02 Score 93.651 Data time: 0.2051, Forward time: 2.2763, Backward time: 3.0736, DDP time: 0.0044, Total iter time: 4.7472 [2020-11-05 23:24:42,608][root][INFO] - ===> Epoch[221](5732/26): Loss -0.1542, Sem 0.1563, dir -0.6933, norm 0.3828, swav 0.0000 LR: 4.648e-02 Score 94.874 Data time: 0.2235, Forward time: 2.2763, Backward time: 3.0735, DDP time: 0.0044, Total iter time: 5.3212 [2020-11-05 23:24:47,419][root][INFO] - ===> Epoch[221](5733/26): Loss -0.0888, Sem 0.2252, dir -0.7071, norm 0.3931, swav 0.0000 LR: 4.647e-02 Score 92.730 Data time: 0.1627, Forward time: 2.2762, Backward time: 3.0734, DDP time: 0.0044, Total iter time: 4.6855 [2020-11-05 23:24:52,346][root][INFO] - ===> Epoch[221](5734/26): Loss -0.1918, Sem 0.1491, dir -0.7053, norm 0.3644, swav 0.0000 LR: 4.646e-02 Score 95.278 Data time: 0.2617, Forward time: 2.2762, Backward time: 3.0732, DDP time: 0.0044, Total iter time: 4.8452 [2020-11-05 23:24:57,630][root][INFO] - ===> Epoch[221](5735/26): Loss -0.1262, Sem 0.2079, dir -0.7194, norm 0.3853, swav 0.0000 LR: 4.645e-02 Score 93.551 Data time: 0.2480, Forward time: 2.2762, Backward time: 3.0732, DDP time: 0.0044, Total iter time: 5.1859 [2020-11-05 23:25:02,290][root][INFO] - ===> Epoch[221](5736/26): Loss -0.1597, Sem 0.2281, dir -0.7615, norm 0.3737, swav 0.0000 LR: 4.644e-02 Score 93.176 Data time: 0.2024, Forward time: 2.2761, Backward time: 3.0730, DDP time: 0.0044, Total iter time: 4.5593 [2020-11-05 23:25:08,160][root][INFO] - ===> Epoch[221](5737/26): Loss -0.1838, Sem 0.1619, dir -0.7101, norm 0.3644, swav 0.0000 LR: 4.643e-02 Score 94.717 Data time: 0.2074, Forward time: 2.2761, Backward time: 3.0731, DDP time: 0.0044, Total iter time: 5.7652 [2020-11-05 23:25:14,831][root][INFO] - ===> Epoch[221](5738/26): Loss -0.1937, Sem 0.1768, dir -0.7381, norm 0.3676, swav 0.0000 LR: 4.642e-02 Score 94.110 Data time: 0.2150, Forward time: 2.2761, Backward time: 3.0733, DDP time: 0.0044, Total iter time: 6.5573 [2020-11-05 23:25:20,576][root][INFO] - ===> Epoch[221](5739/26): Loss -0.1539, Sem 0.2078, dir -0.7394, norm 0.3777, swav 0.0000 LR: 4.641e-02 Score 93.379 Data time: 0.2586, Forward time: 2.2762, Backward time: 3.0732, DDP time: 0.0044, Total iter time: 5.6469 [2020-11-05 23:25:26,230][root][INFO] - ===> Epoch[221](5740/26): Loss -0.1352, Sem 0.2047, dir -0.7057, norm 0.3658, swav 0.0000 LR: 4.640e-02 Score 93.603 Data time: 0.2418, Forward time: 2.2762, Backward time: 3.0731, DDP time: 0.0044, Total iter time: 5.5192 [2020-11-05 23:25:31,906][root][INFO] - ===> Epoch[221](5741/26): Loss -0.1487, Sem 0.1926, dir -0.7088, norm 0.3675, swav 0.0000 LR: 4.639e-02 Score 93.794 Data time: 0.2084, Forward time: 2.2762, Backward time: 3.0731, DDP time: 0.0044, Total iter time: 5.5517 [2020-11-05 23:25:39,830][root][INFO] - ===> Epoch[221](5742/26): Loss -0.1589, Sem 0.1854, dir -0.7278, norm 0.3834, swav 0.0000 LR: 4.638e-02 Score 93.769 Data time: 0.2679, Forward time: 2.2763, Backward time: 3.0734, DDP time: 0.0044, Total iter time: 7.8067 [2020-11-05 23:25:44,759][root][INFO] - ===> Epoch[221](5743/26): Loss -0.1921, Sem 0.1690, dir -0.7167, norm 0.3556, swav 0.0000 LR: 4.637e-02 Score 94.550 Data time: 0.2519, Forward time: 2.2763, Backward time: 3.0732, DDP time: 0.0044, Total iter time: 4.8004 [2020-11-05 23:25:50,595][root][INFO] - ===> Epoch[221](5744/26): Loss -0.1370, Sem 0.2126, dir -0.7080, norm 0.3583, swav 0.0000 LR: 4.636e-02 Score 93.638 Data time: 0.2447, Forward time: 2.2764, Backward time: 3.0732, DDP time: 0.0044, Total iter time: 5.7172 [2020-11-05 23:25:57,270][root][INFO] - ===> Epoch[221](5745/26): Loss -0.1373, Sem 0.1905, dir -0.7091, norm 0.3812, swav 0.0000 LR: 4.635e-02 Score 93.942 Data time: 0.2784, Forward time: 2.2765, Backward time: 3.0732, DDP time: 0.0044, Total iter time: 6.5424 [2020-11-05 23:26:02,685][root][INFO] - ===> Epoch[221](5746/26): Loss -0.1456, Sem 0.2000, dir -0.7211, norm 0.3755, swav 0.0000 LR: 4.634e-02 Score 93.586 Data time: 0.1938, Forward time: 2.2765, Backward time: 3.0732, DDP time: 0.0044, Total iter time: 5.2799 [2020-11-05 23:26:08,013][root][INFO] - ===> Epoch[222](5747/26): Loss -0.1237, Sem 0.1985, dir -0.7123, norm 0.3901, swav 0.0000 LR: 4.633e-02 Score 93.342 Data time: 0.2539, Forward time: 2.2765, Backward time: 3.0730, DDP time: 0.0044, Total iter time: 5.2142 [2020-11-05 23:26:13,943][root][INFO] - ===> Epoch[222](5748/26): Loss -0.2055, Sem 0.1723, dir -0.7237, norm 0.3458, swav 0.0000 LR: 4.632e-02 Score 94.716 Data time: 0.1840, Forward time: 2.2765, Backward time: 3.0731, DDP time: 0.0044, Total iter time: 5.8033 [2020-11-05 23:26:19,054][root][INFO] - ===> Epoch[222](5749/26): Loss -0.0696, Sem 0.1896, dir -0.6549, norm 0.3956, swav 0.0000 LR: 4.631e-02 Score 93.673 Data time: 0.2395, Forward time: 2.2766, Backward time: 3.0729, DDP time: 0.0044, Total iter time: 5.0067 [2020-11-05 23:26:24,546][root][INFO] - ===> Epoch[222](5750/26): Loss -0.1357, Sem 0.1966, dir -0.7171, norm 0.3847, swav 0.0000 LR: 4.630e-02 Score 93.572 Data time: 0.1854, Forward time: 2.2765, Backward time: 3.0729, DDP time: 0.0044, Total iter time: 5.3402 [2020-11-05 23:26:30,656][root][INFO] - ===> Epoch[222](5751/26): Loss -0.1112, Sem 0.2056, dir -0.7163, norm 0.3995, swav 0.0000 LR: 4.629e-02 Score 93.650 Data time: 0.2166, Forward time: 2.2765, Backward time: 3.0730, DDP time: 0.0044, Total iter time: 6.0001 [2020-11-05 23:26:37,400][root][INFO] - ===> Epoch[222](5752/26): Loss -0.1240, Sem 0.2082, dir -0.7053, norm 0.3730, swav 0.0000 LR: 4.628e-02 Score 93.247 Data time: 0.2208, Forward time: 2.2765, Backward time: 3.0731, DDP time: 0.0044, Total iter time: 6.6136 [2020-11-05 23:26:43,646][root][INFO] - ===> Epoch[222](5753/26): Loss -0.0812, Sem 0.2132, dir -0.6826, norm 0.3881, swav 0.0000 LR: 4.627e-02 Score 93.079 Data time: 0.1666, Forward time: 2.2765, Backward time: 3.0733, DDP time: 0.0044, Total iter time: 6.1130 [2020-11-05 23:26:49,180][root][INFO] - ===> Epoch[222](5754/26): Loss -0.1736, Sem 0.1778, dir -0.7039, norm 0.3525, swav 0.0000 LR: 4.626e-02 Score 94.284 Data time: 0.2471, Forward time: 2.2765, Backward time: 3.0732, DDP time: 0.0044, Total iter time: 5.4247 [2020-11-05 23:26:54,787][root][INFO] - ===> Epoch[222](5755/26): Loss -0.1691, Sem 0.2051, dir -0.7271, norm 0.3529, swav 0.0000 LR: 4.625e-02 Score 93.949 Data time: 0.2311, Forward time: 2.2765, Backward time: 3.0732, DDP time: 0.0044, Total iter time: 5.4771 [2020-11-05 23:27:01,110][root][INFO] - ===> Epoch[222](5756/26): Loss -0.0548, Sem 0.2182, dir -0.6585, norm 0.3855, swav 0.0000 LR: 4.624e-02 Score 93.444 Data time: 0.3248, Forward time: 2.2767, Backward time: 3.0731, DDP time: 0.0044, Total iter time: 6.1985 [2020-11-05 23:27:06,726][root][INFO] - ===> Epoch[222](5757/26): Loss -0.1138, Sem 0.2043, dir -0.7209, norm 0.4029, swav 0.0000 LR: 4.623e-02 Score 93.987 Data time: 0.2026, Forward time: 2.2767, Backward time: 3.0731, DDP time: 0.0044, Total iter time: 5.4816 [2020-11-05 23:27:12,046][root][INFO] - ===> Epoch[222](5758/26): Loss -0.1824, Sem 0.1755, dir -0.7325, norm 0.3747, swav 0.0000 LR: 4.622e-02 Score 94.076 Data time: 0.2073, Forward time: 2.2767, Backward time: 3.0730, DDP time: 0.0044, Total iter time: 5.2091 [2020-11-05 23:27:17,051][root][INFO] - ===> Epoch[222](5759/26): Loss -0.1174, Sem 0.1910, dir -0.6817, norm 0.3733, swav 0.0000 LR: 4.621e-02 Score 93.761 Data time: 0.2133, Forward time: 2.2767, Backward time: 3.0729, DDP time: 0.0044, Total iter time: 4.9106 [2020-11-05 23:27:21,772][root][INFO] - ===> Epoch[222](5760/26): Loss -0.1300, Sem 0.1989, dir -0.7237, norm 0.3948, swav 0.0000 LR: 4.620e-02 Score 93.581 Data time: 0.2117, Forward time: 2.2767, Backward time: 3.0727, DDP time: 0.0044, Total iter time: 4.6165 [2020-11-05 23:27:26,586][root][INFO] - ===> Epoch[222](5761/26): Loss -0.1615, Sem 0.1920, dir -0.7230, norm 0.3695, swav 0.0000 LR: 4.619e-02 Score 94.130 Data time: 0.1940, Forward time: 2.2766, Backward time: 3.0726, DDP time: 0.0044, Total iter time: 4.7143 [2020-11-05 23:27:31,729][root][INFO] - ===> Epoch[222](5762/26): Loss -0.1102, Sem 0.2076, dir -0.6955, norm 0.3776, swav 0.0000 LR: 4.618e-02 Score 92.809 Data time: 0.2513, Forward time: 2.2766, Backward time: 3.0725, DDP time: 0.0044, Total iter time: 5.0516 [2020-11-05 23:27:37,140][root][INFO] - ===> Epoch[222](5763/26): Loss -0.1064, Sem 0.1985, dir -0.6830, norm 0.3781, swav 0.0000 LR: 4.617e-02 Score 93.350 Data time: 0.2598, Forward time: 2.2766, Backward time: 3.0724, DDP time: 0.0044, Total iter time: 5.3030 [2020-11-05 23:27:43,966][root][INFO] - ===> Epoch[222](5764/26): Loss -0.1591, Sem 0.1815, dir -0.7081, norm 0.3674, swav 0.0000 LR: 4.617e-02 Score 93.893 Data time: 0.3715, Forward time: 2.2768, Backward time: 3.0724, DDP time: 0.0044, Total iter time: 6.6946 [2020-11-05 23:27:49,865][root][INFO] - ===> Epoch[222](5765/26): Loss -0.1249, Sem 0.2014, dir -0.6879, norm 0.3616, swav 0.0000 LR: 4.616e-02 Score 93.493 Data time: 0.1991, Forward time: 2.2769, Backward time: 3.0724, DDP time: 0.0044, Total iter time: 5.7482 [2020-11-05 23:27:54,502][root][INFO] - ===> Epoch[222](5766/26): Loss -0.2156, Sem 0.1709, dir -0.7448, norm 0.3582, swav 0.0000 LR: 4.615e-02 Score 94.623 Data time: 0.2209, Forward time: 2.2769, Backward time: 3.0722, DDP time: 0.0044, Total iter time: 4.5067 [2020-11-05 23:27:59,766][root][INFO] - ===> Epoch[222](5767/26): Loss -0.1520, Sem 0.1785, dir -0.6784, norm 0.3478, swav 0.0000 LR: 4.614e-02 Score 93.728 Data time: 0.2275, Forward time: 2.2769, Backward time: 3.0721, DDP time: 0.0044, Total iter time: 5.1561 [2020-11-05 23:28:05,140][root][INFO] - ===> Epoch[222](5768/26): Loss -0.0836, Sem 0.2082, dir -0.6746, norm 0.3828, swav 0.0000 LR: 4.613e-02 Score 92.781 Data time: 0.2301, Forward time: 2.2769, Backward time: 3.0720, DDP time: 0.0044, Total iter time: 5.2682 [2020-11-05 23:28:09,948][root][INFO] - ===> Epoch[222](5769/26): Loss -0.1269, Sem 0.1895, dir -0.7079, norm 0.3915, swav 0.0000 LR: 4.612e-02 Score 94.073 Data time: 0.1537, Forward time: 2.2768, Backward time: 3.0720, DDP time: 0.0044, Total iter time: 4.6785 [2020-11-05 23:28:15,334][root][INFO] - ===> Epoch[222](5770/26): Loss -0.0669, Sem 0.2039, dir -0.6908, norm 0.4200, swav 0.0000 LR: 4.611e-02 Score 93.949 Data time: 0.2061, Forward time: 2.2768, Backward time: 3.0719, DDP time: 0.0044, Total iter time: 5.2938 [2020-11-05 23:28:21,295][root][INFO] - ===> Epoch[222](5771/26): Loss -0.1108, Sem 0.2121, dir -0.7150, norm 0.3920, swav 0.0000 LR: 4.610e-02 Score 93.172 Data time: 0.2699, Forward time: 2.2769, Backward time: 3.0719, DDP time: 0.0044, Total iter time: 5.8528 [2020-11-05 23:28:27,808][root][INFO] - ===> Epoch[222](5772/26): Loss -0.0685, Sem 0.2052, dir -0.6745, norm 0.4008, swav 0.0000 LR: 4.609e-02 Score 93.815 Data time: 0.2698, Forward time: 2.2769, Backward time: 3.0719, DDP time: 0.0044, Total iter time: 6.3748 [2020-11-05 23:28:32,875][root][INFO] - ===> Epoch[223](5773/26): Loss -0.1237, Sem 0.1969, dir -0.6933, norm 0.3727, swav 0.0000 LR: 4.608e-02 Score 93.248 Data time: 0.2132, Forward time: 2.2769, Backward time: 3.0718, DDP time: 0.0044, Total iter time: 4.9271 [2020-11-05 23:28:37,666][root][INFO] - ===> Epoch[223](5774/26): Loss -0.1316, Sem 0.2075, dir -0.7137, norm 0.3746, swav 0.0000 LR: 4.607e-02 Score 93.580 Data time: 0.1390, Forward time: 2.2768, Backward time: 3.0718, DDP time: 0.0044, Total iter time: 4.6691 [2020-11-05 23:28:42,662][root][INFO] - ===> Epoch[223](5775/26): Loss -0.1004, Sem 0.2089, dir -0.6848, norm 0.3755, swav 0.0000 LR: 4.606e-02 Score 92.798 Data time: 0.1879, Forward time: 2.2767, Backward time: 3.0717, DDP time: 0.0044, Total iter time: 4.9042 [2020-11-05 23:28:49,084][root][INFO] - ===> Epoch[223](5776/26): Loss -0.1364, Sem 0.1803, dir -0.6817, norm 0.3649, swav 0.0000 LR: 4.605e-02 Score 93.836 Data time: 0.1952, Forward time: 2.2767, Backward time: 3.0719, DDP time: 0.0044, Total iter time: 6.3111 [2020-11-05 23:28:54,422][root][INFO] - ===> Epoch[223](5777/26): Loss -0.1431, Sem 0.1936, dir -0.7249, norm 0.3882, swav 0.0000 LR: 4.604e-02 Score 94.001 Data time: 0.2417, Forward time: 2.2768, Backward time: 3.0717, DDP time: 0.0044, Total iter time: 5.2243 [2020-11-05 23:28:58,837][root][INFO] - ===> Epoch[223](5778/26): Loss -0.1656, Sem 0.2128, dir -0.7412, norm 0.3628, swav 0.0000 LR: 4.603e-02 Score 93.475 Data time: 0.2065, Forward time: 2.2767, Backward time: 3.0716, DDP time: 0.0044, Total iter time: 4.2788 [2020-11-05 23:29:06,300][root][INFO] - ===> Epoch[223](5779/26): Loss -0.1555, Sem 0.1782, dir -0.6917, norm 0.3580, swav 0.0000 LR: 4.602e-02 Score 94.106 Data time: 0.4071, Forward time: 2.2769, Backward time: 3.0716, DDP time: 0.0044, Total iter time: 7.3591 [2020-11-05 23:29:13,292][root][INFO] - ===> Epoch[223](5780/26): Loss -0.1799, Sem 0.1800, dir -0.7292, norm 0.3693, swav 0.0000 LR: 4.601e-02 Score 93.884 Data time: 0.1578, Forward time: 2.2769, Backward time: 3.0719, DDP time: 0.0044, Total iter time: 6.8550 [2020-11-05 23:29:19,515][root][INFO] - ===> Epoch[223](5781/26): Loss -0.1723, Sem 0.1804, dir -0.7166, norm 0.3639, swav 0.0000 LR: 4.600e-02 Score 94.425 Data time: 0.1550, Forward time: 2.2767, Backward time: 3.0721, DDP time: 0.0044, Total iter time: 6.1162 [2020-11-05 23:29:25,166][root][INFO] - ===> Epoch[223](5782/26): Loss -0.1038, Sem 0.2292, dir -0.7223, norm 0.3893, swav 0.0000 LR: 4.599e-02 Score 92.814 Data time: 0.1877, Forward time: 2.2767, Backward time: 3.0721, DDP time: 0.0044, Total iter time: 5.5635 [2020-11-05 23:29:31,509][root][INFO] - ===> Epoch[223](5783/26): Loss -0.1215, Sem 0.1988, dir -0.7093, norm 0.3890, swav 0.0000 LR: 4.598e-02 Score 93.265 Data time: 0.2511, Forward time: 2.2768, Backward time: 3.0721, DDP time: 0.0044, Total iter time: 6.2383 [2020-11-05 23:29:37,329][root][INFO] - ===> Epoch[223](5784/26): Loss -0.1674, Sem 0.2123, dir -0.7406, norm 0.3610, swav 0.0000 LR: 4.597e-02 Score 93.145 Data time: 0.1515, Forward time: 2.2767, Backward time: 3.0722, DDP time: 0.0044, Total iter time: 5.6754 [2020-11-05 23:29:41,925][root][INFO] - ===> Epoch[223](5785/26): Loss -0.2001, Sem 0.1629, dir -0.7196, norm 0.3565, swav 0.0000 LR: 4.596e-02 Score 94.882 Data time: 0.2171, Forward time: 2.2767, Backward time: 3.0720, DDP time: 0.0044, Total iter time: 4.4730 [2020-11-05 23:29:47,327][root][INFO] - ===> Epoch[223](5786/26): Loss -0.0683, Sem 0.2730, dir -0.7339, norm 0.3926, swav 0.0000 LR: 4.595e-02 Score 91.262 Data time: 0.2580, Forward time: 2.2768, Backward time: 3.0719, DDP time: 0.0044, Total iter time: 5.2818 [2020-11-05 23:29:52,718][root][INFO] - ===> Epoch[223](5787/26): Loss -0.1666, Sem 0.1985, dir -0.6990, norm 0.3339, swav 0.0000 LR: 4.594e-02 Score 93.706 Data time: 0.1833, Forward time: 2.2767, Backward time: 3.0719, DDP time: 0.0044, Total iter time: 5.2812 [2020-11-05 23:29:59,518][root][INFO] - ===> Epoch[223](5788/26): Loss -0.1229, Sem 0.1870, dir -0.6764, norm 0.3666, swav 0.0000 LR: 4.593e-02 Score 93.938 Data time: 0.1726, Forward time: 2.2766, Backward time: 3.0721, DDP time: 0.0044, Total iter time: 6.6875 [2020-11-05 23:30:05,974][root][INFO] - ===> Epoch[223](5789/26): Loss -0.1498, Sem 0.1860, dir -0.7157, norm 0.3798, swav 0.0000 LR: 4.592e-02 Score 94.126 Data time: 0.2060, Forward time: 2.2766, Backward time: 3.0723, DDP time: 0.0044, Total iter time: 6.3454 [2020-11-05 23:30:12,194][root][INFO] - ===> Epoch[223](5790/26): Loss -0.1486, Sem 0.2086, dir -0.7434, norm 0.3862, swav 0.0000 LR: 4.591e-02 Score 94.060 Data time: 0.1944, Forward time: 2.2766, Backward time: 3.0724, DDP time: 0.0044, Total iter time: 6.0999 [2020-11-05 23:30:18,763][root][INFO] - ===> Epoch[223](5791/26): Loss -0.1392, Sem 0.2077, dir -0.7394, norm 0.3925, swav 0.0000 LR: 4.590e-02 Score 92.859 Data time: 0.1891, Forward time: 2.2765, Backward time: 3.0726, DDP time: 0.0044, Total iter time: 6.4647 [2020-11-05 23:30:23,057][root][INFO] - ===> Epoch[223](5792/26): Loss -0.1658, Sem 0.1840, dir -0.7179, norm 0.3681, swav 0.0000 LR: 4.589e-02 Score 93.899 Data time: 0.1726, Forward time: 2.2764, Backward time: 3.0724, DDP time: 0.0044, Total iter time: 4.1761 [2020-11-05 23:30:28,988][root][INFO] - ===> Epoch[223](5793/26): Loss -0.1343, Sem 0.1792, dir -0.7009, norm 0.3873, swav 0.0000 LR: 4.588e-02 Score 94.466 Data time: 0.2185, Forward time: 2.2764, Backward time: 3.0725, DDP time: 0.0044, Total iter time: 5.8231 [2020-11-05 23:30:33,803][root][INFO] - ===> Epoch[223](5794/26): Loss -0.1358, Sem 0.2040, dir -0.7236, norm 0.3837, swav 0.0000 LR: 4.587e-02 Score 93.841 Data time: 0.2067, Forward time: 2.2764, Backward time: 3.0723, DDP time: 0.0044, Total iter time: 4.7021 [2020-11-05 23:30:39,803][root][INFO] - ===> Epoch[223](5795/26): Loss -0.1437, Sem 0.1997, dir -0.7304, norm 0.3870, swav 0.0000 LR: 4.586e-02 Score 93.163 Data time: 0.2544, Forward time: 2.2765, Backward time: 3.0723, DDP time: 0.0044, Total iter time: 5.8918 [2020-11-05 23:30:45,226][root][INFO] - ===> Epoch[223](5796/26): Loss -0.0399, Sem 0.2105, dir -0.6818, norm 0.4313, swav 0.0000 LR: 4.585e-02 Score 92.770 Data time: 0.1746, Forward time: 2.2764, Backward time: 3.0723, DDP time: 0.0044, Total iter time: 5.2947 [2020-11-05 23:30:50,275][root][INFO] - ===> Epoch[223](5797/26): Loss -0.0686, Sem 0.2255, dir -0.6958, norm 0.4018, swav 0.0000 LR: 4.584e-02 Score 92.215 Data time: 0.1533, Forward time: 2.2763, Backward time: 3.0723, DDP time: 0.0044, Total iter time: 4.9403 [2020-11-05 23:30:55,785][root][INFO] - ===> Epoch[223](5798/26): Loss -0.0952, Sem 0.2444, dir -0.6927, norm 0.3530, swav 0.0000 LR: 4.583e-02 Score 92.174 Data time: 0.2510, Forward time: 2.2764, Backward time: 3.0722, DDP time: 0.0044, Total iter time: 5.4278 [2020-11-05 23:31:03,600][root][INFO] - ===> Epoch[224](5799/26): Loss -0.1239, Sem 0.1868, dir -0.7002, norm 0.3895, swav 0.0000 LR: 4.582e-02 Score 94.028 Data time: 0.1373, Forward time: 2.2762, Backward time: 3.0727, DDP time: 0.0044, Total iter time: 7.6912 [2020-11-05 23:31:08,983][root][INFO] - ===> Epoch[224](5800/26): Loss -0.1748, Sem 0.1951, dir -0.7180, norm 0.3481, swav 0.0000 LR: 4.581e-02 Score 94.068 Data time: 0.2224, Forward time: 2.2762, Backward time: 3.0726, DDP time: 0.0044, Total iter time: 5.3006 [2020-11-05 23:31:14,758][root][INFO] - ===> Epoch[224](5801/26): Loss -0.0710, Sem 0.2159, dir -0.6801, norm 0.3931, swav 0.0000 LR: 4.580e-02 Score 92.511 Data time: 0.2750, Forward time: 2.2764, Backward time: 3.0725, DDP time: 0.0044, Total iter time: 5.6468 [2020-11-05 23:31:19,739][root][INFO] - ===> Epoch[224](5802/26): Loss -0.1483, Sem 0.1930, dir -0.7220, norm 0.3807, swav 0.0000 LR: 4.579e-02 Score 93.763 Data time: 0.1744, Forward time: 2.2763, Backward time: 3.0725, DDP time: 0.0044, Total iter time: 4.8428 [2020-11-05 23:31:25,009][root][INFO] - ===> Epoch[224](5803/26): Loss -0.1354, Sem 0.1945, dir -0.7035, norm 0.3737, swav 0.0000 LR: 4.578e-02 Score 93.513 Data time: 0.1966, Forward time: 2.2763, Backward time: 3.0724, DDP time: 0.0044, Total iter time: 5.1646 [2020-11-05 23:31:31,314][root][INFO] - ===> Epoch[224](5804/26): Loss -0.1679, Sem 0.1850, dir -0.7158, norm 0.3628, swav 0.0000 LR: 4.577e-02 Score 93.919 Data time: 0.2017, Forward time: 2.2762, Backward time: 3.0726, DDP time: 0.0044, Total iter time: 6.1871 [2020-11-05 23:31:37,104][root][INFO] - ===> Epoch[224](5805/26): Loss -0.1092, Sem 0.2115, dir -0.7047, norm 0.3840, swav 0.0000 LR: 4.576e-02 Score 93.201 Data time: 0.2329, Forward time: 2.2762, Backward time: 3.0726, DDP time: 0.0044, Total iter time: 5.7186 [2020-11-05 23:31:43,277][root][INFO] - ===> Epoch[224](5806/26): Loss -0.0856, Sem 0.2208, dir -0.7033, norm 0.3969, swav 0.0000 LR: 4.575e-02 Score 93.239 Data time: 0.2501, Forward time: 2.2762, Backward time: 3.0726, DDP time: 0.0044, Total iter time: 6.0407 [2020-11-05 23:31:49,807][root][INFO] - ===> Epoch[224](5807/26): Loss -0.1474, Sem 0.1995, dir -0.7173, norm 0.3704, swav 0.0000 LR: 4.574e-02 Score 93.697 Data time: 0.3348, Forward time: 2.2764, Backward time: 3.0726, DDP time: 0.0044, Total iter time: 6.3961 [2020-11-05 23:31:55,517][root][INFO] - ===> Epoch[224](5808/26): Loss -0.1608, Sem 0.1980, dir -0.7406, norm 0.3818, swav 0.0000 LR: 4.573e-02 Score 93.877 Data time: 0.2087, Forward time: 2.2764, Backward time: 3.0725, DDP time: 0.0044, Total iter time: 5.5738 [2020-11-05 23:32:01,226][root][INFO] - ===> Epoch[224](5809/26): Loss -0.2049, Sem 0.1855, dir -0.7275, norm 0.3372, swav 0.0000 LR: 4.572e-02 Score 93.993 Data time: 0.1668, Forward time: 2.2763, Backward time: 3.0726, DDP time: 0.0044, Total iter time: 5.5792 [2020-11-05 23:32:06,024][root][INFO] - ===> Epoch[224](5810/26): Loss -0.1302, Sem 0.1766, dir -0.6759, norm 0.3690, swav 0.0000 LR: 4.571e-02 Score 94.528 Data time: 0.2219, Forward time: 2.2763, Backward time: 3.0725, DDP time: 0.0044, Total iter time: 4.6967 [2020-11-05 23:32:11,862][root][INFO] - ===> Epoch[224](5811/26): Loss -0.0459, Sem 0.2219, dir -0.6727, norm 0.4049, swav 0.0000 LR: 4.570e-02 Score 92.934 Data time: 0.2297, Forward time: 2.2763, Backward time: 3.0725, DDP time: 0.0044, Total iter time: 5.7202 [2020-11-05 23:32:17,493][root][INFO] - ===> Epoch[224](5812/26): Loss -0.1428, Sem 0.2122, dir -0.7154, norm 0.3603, swav 0.0000 LR: 4.569e-02 Score 93.200 Data time: 0.2085, Forward time: 2.2763, Backward time: 3.0724, DDP time: 0.0044, Total iter time: 5.4923 [2020-11-05 23:32:24,281][root][INFO] - ===> Epoch[224](5813/26): Loss -0.0366, Sem 0.2748, dir -0.7084, norm 0.3970, swav 0.0000 LR: 4.568e-02 Score 92.087 Data time: 0.1702, Forward time: 2.2762, Backward time: 3.0727, DDP time: 0.0044, Total iter time: 6.6636 [2020-11-05 23:32:30,450][root][INFO] - ===> Epoch[224](5814/26): Loss -0.1020, Sem 0.2250, dir -0.7177, norm 0.3907, swav 0.0000 LR: 4.567e-02 Score 92.761 Data time: 0.2955, Forward time: 2.2764, Backward time: 3.0726, DDP time: 0.0044, Total iter time: 6.0693 [2020-11-05 23:32:36,846][root][INFO] - ===> Epoch[224](5815/26): Loss -0.1409, Sem 0.1739, dir -0.7065, norm 0.3917, swav 0.0000 LR: 4.566e-02 Score 94.338 Data time: 0.2881, Forward time: 2.2764, Backward time: 3.0727, DDP time: 0.0044, Total iter time: 6.2578 [2020-11-05 23:32:42,684][root][INFO] - ===> Epoch[224](5816/26): Loss -0.1089, Sem 0.1999, dir -0.6862, norm 0.3774, swav 0.0000 LR: 4.565e-02 Score 93.745 Data time: 0.2028, Forward time: 2.2764, Backward time: 3.0727, DDP time: 0.0044, Total iter time: 5.7132 [2020-11-05 23:32:47,504][root][INFO] - ===> Epoch[224](5817/26): Loss -0.1152, Sem 0.2076, dir -0.6945, norm 0.3717, swav 0.0000 LR: 4.565e-02 Score 92.644 Data time: 0.1396, Forward time: 2.2763, Backward time: 3.0727, DDP time: 0.0044, Total iter time: 4.7009 [2020-11-05 23:32:52,362][root][INFO] - ===> Epoch[224](5818/26): Loss -0.1234, Sem 0.1857, dir -0.6998, norm 0.3907, swav 0.0000 LR: 4.564e-02 Score 94.183 Data time: 0.2298, Forward time: 2.2763, Backward time: 3.0725, DDP time: 0.0044, Total iter time: 4.7652 [2020-11-05 23:32:58,020][root][INFO] - ===> Epoch[224](5819/26): Loss -0.1761, Sem 0.1705, dir -0.7138, norm 0.3672, swav 0.0000 LR: 4.563e-02 Score 94.024 Data time: 0.2601, Forward time: 2.2764, Backward time: 3.0724, DDP time: 0.0044, Total iter time: 5.5427 [2020-11-05 23:33:03,634][root][INFO] - ===> Epoch[224](5820/26): Loss -0.2217, Sem 0.2203, dir -0.7740, norm 0.3320, swav 0.0000 LR: 4.562e-02 Score 93.028 Data time: 0.2205, Forward time: 2.2764, Backward time: 3.0724, DDP time: 0.0044, Total iter time: 5.4941 [2020-11-05 23:33:08,756][root][INFO] - ===> Epoch[224](5821/26): Loss -0.1623, Sem 0.1857, dir -0.7410, norm 0.3930, swav 0.0000 LR: 4.561e-02 Score 93.929 Data time: 0.2276, Forward time: 2.2764, Backward time: 3.0723, DDP time: 0.0044, Total iter time: 5.0277 [2020-11-05 23:33:14,310][root][INFO] - ===> Epoch[224](5822/26): Loss -0.0715, Sem 0.2035, dir -0.6876, norm 0.4126, swav 0.0000 LR: 4.560e-02 Score 93.185 Data time: 0.2630, Forward time: 2.2765, Backward time: 3.0721, DDP time: 0.0044, Total iter time: 5.4388 [2020-11-05 23:33:19,303][root][INFO] - ===> Epoch[224](5823/26): Loss -0.1671, Sem 0.1762, dir -0.7086, norm 0.3653, swav 0.0000 LR: 4.559e-02 Score 94.485 Data time: 0.2051, Forward time: 2.2765, Backward time: 3.0720, DDP time: 0.0044, Total iter time: 4.8867 [2020-11-05 23:33:25,158][root][INFO] - ===> Epoch[224](5824/26): Loss -0.1073, Sem 0.2015, dir -0.7019, norm 0.3931, swav 0.0000 LR: 4.558e-02 Score 93.500 Data time: 0.2345, Forward time: 2.2765, Backward time: 3.0720, DDP time: 0.0044, Total iter time: 5.7333 [2020-11-05 23:33:30,959][root][INFO] - ===> Epoch[225](5825/26): Loss -0.1955, Sem 0.1857, dir -0.7465, norm 0.3653, swav 0.0000 LR: 4.557e-02 Score 94.086 Data time: 0.1403, Forward time: 2.2764, Backward time: 3.0721, DDP time: 0.0044, Total iter time: 5.6720 [2020-11-05 23:33:36,347][root][INFO] - ===> Epoch[225](5826/26): Loss -0.1170, Sem 0.1997, dir -0.6927, norm 0.3760, swav 0.0000 LR: 4.556e-02 Score 93.775 Data time: 0.2125, Forward time: 2.2764, Backward time: 3.0721, DDP time: 0.0044, Total iter time: 5.3129 [2020-11-05 23:33:41,484][root][INFO] - ===> Epoch[225](5827/26): Loss -0.1527, Sem 0.2124, dir -0.7333, norm 0.3682, swav 0.0000 LR: 4.555e-02 Score 92.996 Data time: 0.1791, Forward time: 2.2764, Backward time: 3.0720, DDP time: 0.0044, Total iter time: 5.0300 [2020-11-05 23:33:47,204][root][INFO] - ===> Epoch[225](5828/26): Loss -0.1445, Sem 0.1851, dir -0.6891, norm 0.3595, swav 0.0000 LR: 4.554e-02 Score 93.989 Data time: 0.2098, Forward time: 2.2763, Backward time: 3.0720, DDP time: 0.0044, Total iter time: 5.6277 [2020-11-05 23:33:52,240][root][INFO] - ===> Epoch[225](5829/26): Loss -0.1402, Sem 0.1956, dir -0.7117, norm 0.3758, swav 0.0000 LR: 4.553e-02 Score 93.890 Data time: 0.1772, Forward time: 2.2763, Backward time: 3.0720, DDP time: 0.0044, Total iter time: 4.9281 [2020-11-05 23:33:58,261][root][INFO] - ===> Epoch[225](5830/26): Loss -0.1710, Sem 0.1695, dir -0.7288, norm 0.3883, swav 0.0000 LR: 4.552e-02 Score 94.549 Data time: 0.1584, Forward time: 2.2762, Backward time: 3.0721, DDP time: 0.0044, Total iter time: 5.9611 [2020-11-05 23:34:04,113][root][INFO] - ===> Epoch[225](5831/26): Loss -0.1146, Sem 0.1956, dir -0.7123, norm 0.4022, swav 0.0000 LR: 4.551e-02 Score 93.740 Data time: 0.2218, Forward time: 2.2762, Backward time: 3.0722, DDP time: 0.0044, Total iter time: 5.7900 [2020-11-05 23:34:09,538][root][INFO] - ===> Epoch[225](5832/26): Loss -0.1783, Sem 0.1911, dir -0.7183, norm 0.3489, swav 0.0000 LR: 4.550e-02 Score 94.007 Data time: 0.2675, Forward time: 2.2763, Backward time: 3.0720, DDP time: 0.0044, Total iter time: 5.3329 [2020-11-05 23:34:14,891][root][INFO] - ===> Epoch[225](5833/26): Loss -0.1880, Sem 0.1645, dir -0.7111, norm 0.3586, swav 0.0000 LR: 4.549e-02 Score 94.702 Data time: 0.2390, Forward time: 2.2763, Backward time: 3.0719, DDP time: 0.0044, Total iter time: 5.2318 [2020-11-05 23:34:20,867][root][INFO] - ===> Epoch[225](5834/26): Loss -0.1518, Sem 0.2013, dir -0.7104, norm 0.3572, swav 0.0000 LR: 4.548e-02 Score 93.134 Data time: 0.2845, Forward time: 2.2764, Backward time: 3.0718, DDP time: 0.0044, Total iter time: 5.8601 [2020-11-05 23:34:26,104][root][INFO] - ===> Epoch[225](5835/26): Loss -0.1772, Sem 0.2016, dir -0.7280, norm 0.3492, swav 0.0000 LR: 4.547e-02 Score 93.571 Data time: 0.1295, Forward time: 2.2763, Backward time: 3.0719, DDP time: 0.0044, Total iter time: 5.1212 [2020-11-05 23:34:32,876][root][INFO] - ===> Epoch[225](5836/26): Loss -0.1698, Sem 0.2022, dir -0.7297, norm 0.3576, swav 0.0000 LR: 4.546e-02 Score 93.381 Data time: 0.1450, Forward time: 2.2761, Backward time: 3.0722, DDP time: 0.0044, Total iter time: 6.7013 [2020-11-05 23:34:38,556][root][INFO] - ===> Epoch[225](5837/26): Loss -0.1540, Sem 0.1907, dir -0.7166, norm 0.3720, swav 0.0000 LR: 4.545e-02 Score 93.898 Data time: 0.1650, Forward time: 2.2761, Backward time: 3.0723, DDP time: 0.0044, Total iter time: 5.6150 [2020-11-05 23:34:43,572][root][INFO] - ===> Epoch[225](5838/26): Loss -0.1643, Sem 0.1698, dir -0.7025, norm 0.3684, swav 0.0000 LR: 4.544e-02 Score 94.107 Data time: 0.1292, Forward time: 2.2759, Backward time: 3.0723, DDP time: 0.0044, Total iter time: 4.9097 [2020-11-05 23:34:50,317][root][INFO] - ===> Epoch[225](5839/26): Loss -0.1129, Sem 0.1895, dir -0.6976, norm 0.3951, swav 0.0000 LR: 4.543e-02 Score 94.043 Data time: 0.1631, Forward time: 2.2758, Backward time: 3.0726, DDP time: 0.0044, Total iter time: 6.6707 [2020-11-05 23:34:55,940][root][INFO] - ===> Epoch[225](5840/26): Loss -0.1683, Sem 0.2116, dir -0.7421, norm 0.3622, swav 0.0000 LR: 4.542e-02 Score 92.984 Data time: 0.2314, Forward time: 2.2759, Backward time: 3.0725, DDP time: 0.0044, Total iter time: 5.5046 [2020-11-05 23:35:01,070][root][INFO] - ===> Epoch[225](5841/26): Loss -0.0868, Sem 0.2164, dir -0.6953, norm 0.3921, swav 0.0000 LR: 4.541e-02 Score 93.197 Data time: 0.2004, Forward time: 2.2758, Backward time: 3.0724, DDP time: 0.0044, Total iter time: 4.9863 [2020-11-05 23:35:08,231][root][INFO] - ===> Epoch[225](5842/26): Loss -0.0953, Sem 0.2130, dir -0.7040, norm 0.3957, swav 0.0000 LR: 4.540e-02 Score 92.651 Data time: 0.2906, Forward time: 2.2759, Backward time: 3.0726, DDP time: 0.0044, Total iter time: 7.0530 [2020-11-05 23:35:13,711][root][INFO] - ===> Epoch[225](5843/26): Loss -0.1461, Sem 0.1815, dir -0.7097, norm 0.3821, swav 0.0000 LR: 4.539e-02 Score 94.116 Data time: 0.2095, Forward time: 2.2759, Backward time: 3.0725, DDP time: 0.0044, Total iter time: 5.3368 [2020-11-05 23:35:19,282][root][INFO] - ===> Epoch[225](5844/26): Loss -0.1225, Sem 0.2030, dir -0.7152, norm 0.3897, swav 0.0000 LR: 4.538e-02 Score 93.547 Data time: 0.2307, Forward time: 2.2759, Backward time: 3.0725, DDP time: 0.0044, Total iter time: 5.4499 [2020-11-05 23:35:24,964][root][INFO] - ===> Epoch[225](5845/26): Loss -0.1681, Sem 0.1876, dir -0.7160, norm 0.3603, swav 0.0000 LR: 4.537e-02 Score 93.214 Data time: 0.2045, Forward time: 2.2759, Backward time: 3.0725, DDP time: 0.0044, Total iter time: 5.5394 [2020-11-05 23:35:29,538][root][INFO] - ===> Epoch[225](5846/26): Loss -0.1138, Sem 0.2329, dir -0.7227, norm 0.3759, swav 0.0000 LR: 4.536e-02 Score 92.915 Data time: 0.1549, Forward time: 2.2758, Backward time: 3.0724, DDP time: 0.0044, Total iter time: 4.4499 [2020-11-05 23:35:35,542][root][INFO] - ===> Epoch[225](5847/26): Loss -0.0884, Sem 0.2044, dir -0.6906, norm 0.3978, swav 0.0000 LR: 4.535e-02 Score 92.507 Data time: 0.3006, Forward time: 2.2759, Backward time: 3.0724, DDP time: 0.0044, Total iter time: 5.9245 [2020-11-05 23:35:40,860][root][INFO] - ===> Epoch[225](5848/26): Loss -0.1879, Sem 0.1791, dir -0.7315, norm 0.3645, swav 0.0000 LR: 4.534e-02 Score 94.313 Data time: 0.2079, Forward time: 2.2759, Backward time: 3.0723, DDP time: 0.0044, Total iter time: 5.1753 [2020-11-05 23:35:46,758][root][INFO] - ===> Epoch[225](5849/26): Loss -0.1235, Sem 0.2056, dir -0.6841, norm 0.3550, swav 0.0000 LR: 4.533e-02 Score 93.294 Data time: 0.1938, Forward time: 2.2759, Backward time: 3.0723, DDP time: 0.0044, Total iter time: 5.7684 [2020-11-05 23:35:52,104][root][INFO] - ===> Epoch[225](5850/26): Loss -0.2070, Sem 0.1526, dir -0.7248, norm 0.3651, swav 0.0000 LR: 4.532e-02 Score 94.904 Data time: 0.2093, Forward time: 2.2758, Backward time: 3.0723, DDP time: 0.0044, Total iter time: 5.2459 [2020-11-05 23:35:57,748][root][INFO] - ===> Epoch[226](5851/26): Loss -0.1898, Sem 0.1847, dir -0.7253, norm 0.3508, swav 0.0000 LR: 4.531e-02 Score 93.751 Data time: 0.1599, Forward time: 2.2757, Backward time: 3.0724, DDP time: 0.0044, Total iter time: 5.5205 [2020-11-05 23:36:02,581][root][INFO] - ===> Epoch[226](5852/26): Loss -0.1711, Sem 0.1791, dir -0.6973, norm 0.3471, swav 0.0000 LR: 4.530e-02 Score 93.787 Data time: 0.1825, Forward time: 2.2757, Backward time: 3.0723, DDP time: 0.0044, Total iter time: 4.7344 [2020-11-05 23:36:07,634][root][INFO] - ===> Epoch[226](5853/26): Loss -0.1366, Sem 0.2049, dir -0.7266, norm 0.3850, swav 0.0000 LR: 4.529e-02 Score 93.835 Data time: 0.2166, Forward time: 2.2756, Backward time: 3.0722, DDP time: 0.0044, Total iter time: 4.9399 [2020-11-05 23:36:13,079][root][INFO] - ===> Epoch[226](5854/26): Loss -0.1315, Sem 0.1803, dir -0.7101, norm 0.3983, swav 0.0000 LR: 4.528e-02 Score 94.036 Data time: 0.2689, Forward time: 2.2757, Backward time: 3.0721, DDP time: 0.0044, Total iter time: 5.3465 [2020-11-05 23:36:18,552][root][INFO] - ===> Epoch[226](5855/26): Loss -0.1093, Sem 0.2043, dir -0.6681, norm 0.3544, swav 0.0000 LR: 4.527e-02 Score 93.154 Data time: 0.2498, Forward time: 2.2758, Backward time: 3.0720, DDP time: 0.0044, Total iter time: 5.3480 [2020-11-05 23:36:23,802][root][INFO] - ===> Epoch[226](5856/26): Loss -0.0320, Sem 0.2397, dir -0.6826, norm 0.4110, swav 0.0000 LR: 4.526e-02 Score 92.318 Data time: 0.2192, Forward time: 2.2757, Backward time: 3.0719, DDP time: 0.0044, Total iter time: 5.1150 [2020-11-05 23:36:30,323][root][INFO] - ===> Epoch[226](5857/26): Loss -0.1014, Sem 0.1820, dir -0.6728, norm 0.3893, swav 0.0000 LR: 4.525e-02 Score 93.504 Data time: 0.2031, Forward time: 2.2757, Backward time: 3.0721, DDP time: 0.0044, Total iter time: 6.4083 [2020-11-05 23:36:36,534][root][INFO] - ===> Epoch[226](5858/26): Loss -0.0952, Sem 0.2173, dir -0.7150, norm 0.4025, swav 0.0000 LR: 4.524e-02 Score 93.054 Data time: 0.2862, Forward time: 2.2758, Backward time: 3.0720, DDP time: 0.0044, Total iter time: 6.0956 [2020-11-05 23:36:44,093][root][INFO] - ===> Epoch[226](5859/26): Loss -0.1138, Sem 0.1985, dir -0.7089, norm 0.3966, swav 0.0000 LR: 4.523e-02 Score 93.762 Data time: 0.4021, Forward time: 2.2761, Backward time: 3.0721, DDP time: 0.0044, Total iter time: 7.4232 [2020-11-05 23:36:51,045][root][INFO] - ===> Epoch[226](5860/26): Loss -0.1273, Sem 0.1944, dir -0.7173, norm 0.3955, swav 0.0000 LR: 4.522e-02 Score 94.423 Data time: 0.1521, Forward time: 2.2760, Backward time: 3.0724, DDP time: 0.0044, Total iter time: 6.7866 [2020-11-05 23:36:56,985][root][INFO] - ===> Epoch[226](5861/26): Loss -0.1542, Sem 0.1713, dir -0.7010, norm 0.3754, swav 0.0000 LR: 4.521e-02 Score 94.673 Data time: 0.2744, Forward time: 2.2760, Backward time: 3.0723, DDP time: 0.0044, Total iter time: 5.8688 [2020-11-05 23:37:02,957][root][INFO] - ===> Epoch[226](5862/26): Loss -0.1327, Sem 0.2049, dir -0.7160, norm 0.3784, swav 0.0000 LR: 4.520e-02 Score 93.730 Data time: 0.2852, Forward time: 2.2762, Backward time: 3.0722, DDP time: 0.0044, Total iter time: 5.8345 [2020-11-05 23:37:07,852][root][INFO] - ===> Epoch[226](5863/26): Loss -0.1948, Sem 0.2017, dir -0.7384, norm 0.3420, swav 0.0000 LR: 4.519e-02 Score 94.225 Data time: 0.2232, Forward time: 2.2762, Backward time: 3.0721, DDP time: 0.0044, Total iter time: 4.7751 [2020-11-05 23:37:13,220][root][INFO] - ===> Epoch[226](5864/26): Loss -0.1701, Sem 0.1840, dir -0.7086, norm 0.3545, swav 0.0000 LR: 4.518e-02 Score 94.032 Data time: 0.2208, Forward time: 2.2762, Backward time: 3.0720, DDP time: 0.0044, Total iter time: 5.2656 [2020-11-05 23:37:20,956][root][INFO] - ===> Epoch[226](5865/26): Loss -0.1543, Sem 0.2018, dir -0.7137, norm 0.3576, swav 0.0000 LR: 4.517e-02 Score 93.264 Data time: 0.1764, Forward time: 2.2761, Backward time: 3.0724, DDP time: 0.0044, Total iter time: 7.5967 [2020-11-05 23:37:26,956][root][INFO] - ===> Epoch[226](5866/26): Loss -0.2012, Sem 0.1791, dir -0.7247, norm 0.3444, swav 0.0000 LR: 4.516e-02 Score 93.965 Data time: 0.2516, Forward time: 2.2761, Backward time: 3.0724, DDP time: 0.0044, Total iter time: 5.9278 [2020-11-05 23:37:31,643][root][INFO] - ===> Epoch[226](5867/26): Loss -0.1299, Sem 0.1894, dir -0.7189, norm 0.3996, swav 0.0000 LR: 4.515e-02 Score 93.908 Data time: 0.1463, Forward time: 2.2760, Backward time: 3.0724, DDP time: 0.0044, Total iter time: 4.5684 [2020-11-05 23:37:36,787][root][INFO] - ===> Epoch[226](5868/26): Loss -0.1388, Sem 0.2047, dir -0.7073, norm 0.3637, swav 0.0000 LR: 4.514e-02 Score 93.774 Data time: 0.2477, Forward time: 2.2760, Backward time: 3.0722, DDP time: 0.0044, Total iter time: 5.0570 [2020-11-05 23:37:42,219][root][INFO] - ===> Epoch[226](5869/26): Loss -0.1263, Sem 0.1870, dir -0.6980, norm 0.3847, swav 0.0000 LR: 4.513e-02 Score 94.386 Data time: 0.2166, Forward time: 2.2760, Backward time: 3.0722, DDP time: 0.0044, Total iter time: 5.3117 [2020-11-05 23:37:47,662][root][INFO] - ===> Epoch[226](5870/26): Loss -0.1545, Sem 0.1772, dir -0.7184, norm 0.3867, swav 0.0000 LR: 4.512e-02 Score 94.357 Data time: 0.2214, Forward time: 2.2760, Backward time: 3.0721, DDP time: 0.0044, Total iter time: 5.3422 [2020-11-05 23:37:53,898][root][INFO] - ===> Epoch[226](5871/26): Loss -0.1275, Sem 0.1962, dir -0.7115, norm 0.3878, swav 0.0000 LR: 4.511e-02 Score 93.461 Data time: 0.2136, Forward time: 2.2760, Backward time: 3.0722, DDP time: 0.0044, Total iter time: 6.1125 [2020-11-05 23:37:59,450][root][INFO] - ===> Epoch[226](5872/26): Loss -0.1233, Sem 0.2152, dir -0.7092, norm 0.3708, swav 0.0000 LR: 4.510e-02 Score 93.397 Data time: 0.2377, Forward time: 2.2760, Backward time: 3.0722, DDP time: 0.0044, Total iter time: 5.4456 [2020-11-05 23:38:05,698][root][INFO] - ===> Epoch[226](5873/26): Loss -0.1254, Sem 0.1852, dir -0.6646, norm 0.3540, swav 0.0000 LR: 4.509e-02 Score 94.129 Data time: 0.3345, Forward time: 2.2761, Backward time: 3.0722, DDP time: 0.0044, Total iter time: 6.1682 [2020-11-05 23:38:11,323][root][INFO] - ===> Epoch[226](5874/26): Loss -0.1379, Sem 0.1975, dir -0.6851, norm 0.3497, swav 0.0000 LR: 4.508e-02 Score 93.747 Data time: 0.1784, Forward time: 2.2761, Backward time: 3.0722, DDP time: 0.0044, Total iter time: 5.4969 [2020-11-05 23:38:16,156][root][INFO] - ===> Epoch[226](5875/26): Loss -0.1707, Sem 0.1876, dir -0.7314, norm 0.3731, swav 0.0000 LR: 4.508e-02 Score 93.980 Data time: 0.1699, Forward time: 2.2760, Backward time: 3.0721, DDP time: 0.0044, Total iter time: 4.7393 [2020-11-05 23:38:21,280][root][INFO] - ===> Epoch[226](5876/26): Loss -0.1503, Sem 0.1863, dir -0.7254, norm 0.3888, swav 0.0000 LR: 4.507e-02 Score 94.121 Data time: 0.1849, Forward time: 2.2760, Backward time: 3.0721, DDP time: 0.0044, Total iter time: 5.0281 [2020-11-05 23:38:27,023][root][INFO] - ===> Epoch[227](5877/26): Loss -0.1259, Sem 0.2093, dir -0.7147, norm 0.3795, swav 0.0000 LR: 4.506e-02 Score 93.411 Data time: 0.1976, Forward time: 2.2759, Backward time: 3.0721, DDP time: 0.0044, Total iter time: 5.6500 [2020-11-05 23:38:32,214][root][INFO] - ===> Epoch[227](5878/26): Loss -0.2106, Sem 0.1861, dir -0.7279, norm 0.3312, swav 0.0000 LR: 4.505e-02 Score 94.023 Data time: 0.1639, Forward time: 2.2759, Backward time: 3.0721, DDP time: 0.0044, Total iter time: 5.1031 [2020-11-05 23:38:38,009][root][INFO] - ===> Epoch[227](5879/26): Loss -0.2036, Sem 0.1852, dir -0.7449, norm 0.3561, swav 0.0000 LR: 4.504e-02 Score 93.780 Data time: 0.2240, Forward time: 2.2759, Backward time: 3.0721, DDP time: 0.0044, Total iter time: 5.7145 [2020-11-05 23:38:44,774][root][INFO] - ===> Epoch[227](5880/26): Loss -0.0254, Sem 0.2279, dir -0.6837, norm 0.4303, swav 0.0000 LR: 4.503e-02 Score 93.102 Data time: 0.1606, Forward time: 2.2758, Backward time: 3.0723, DDP time: 0.0044, Total iter time: 6.6533 [2020-11-05 23:38:49,587][root][INFO] - ===> Epoch[227](5881/26): Loss -0.1220, Sem 0.2101, dir -0.7017, norm 0.3697, swav 0.0000 LR: 4.502e-02 Score 93.586 Data time: 0.2165, Forward time: 2.2757, Backward time: 3.0722, DDP time: 0.0044, Total iter time: 4.7380 [2020-11-05 23:38:55,822][root][INFO] - ===> Epoch[227](5882/26): Loss -0.1758, Sem 0.2115, dir -0.7285, norm 0.3412, swav 0.0000 LR: 4.501e-02 Score 93.692 Data time: 0.1989, Forward time: 2.2756, Backward time: 3.0724, DDP time: 0.0044, Total iter time: 6.1475 [2020-11-05 23:39:02,360][root][INFO] - ===> Epoch[227](5883/26): Loss -0.1449, Sem 0.2280, dir -0.7267, norm 0.3538, swav 0.0000 LR: 4.500e-02 Score 92.574 Data time: 0.2256, Forward time: 2.2756, Backward time: 3.0725, DDP time: 0.0044, Total iter time: 6.4428 [2020-11-05 23:39:08,501][root][INFO] - ===> Epoch[227](5884/26): Loss -0.1737, Sem 0.1727, dir -0.7113, norm 0.3649, swav 0.0000 LR: 4.499e-02 Score 94.323 Data time: 0.2575, Forward time: 2.2756, Backward time: 3.0726, DDP time: 0.0044, Total iter time: 6.0335 [2020-11-05 23:39:13,783][root][INFO] - ===> Epoch[227](5885/26): Loss -0.1439, Sem 0.1928, dir -0.7114, norm 0.3748, swav 0.0000 LR: 4.498e-02 Score 93.684 Data time: 0.2666, Forward time: 2.2757, Backward time: 3.0724, DDP time: 0.0044, Total iter time: 5.1618 [2020-11-05 23:39:19,352][root][INFO] - ===> Epoch[227](5886/26): Loss -0.1958, Sem 0.1693, dir -0.7199, norm 0.3548, swav 0.0000 LR: 4.497e-02 Score 94.089 Data time: 0.2640, Forward time: 2.2758, Backward time: 3.0723, DDP time: 0.0044, Total iter time: 5.4587 [2020-11-05 23:39:24,843][root][INFO] - ===> Epoch[227](5887/26): Loss -0.1435, Sem 0.1547, dir -0.6657, norm 0.3675, swav 0.0000 LR: 4.496e-02 Score 95.248 Data time: 0.2046, Forward time: 2.2758, Backward time: 3.0723, DDP time: 0.0044, Total iter time: 5.3724 [2020-11-05 23:39:30,758][root][INFO] - ===> Epoch[227](5888/26): Loss -0.1459, Sem 0.2072, dir -0.7437, norm 0.3906, swav 0.0000 LR: 4.495e-02 Score 92.833 Data time: 0.2006, Forward time: 2.2758, Backward time: 3.0723, DDP time: 0.0044, Total iter time: 5.7947 [2020-11-05 23:39:35,599][root][INFO] - ===> Epoch[227](5889/26): Loss -0.1926, Sem 0.1736, dir -0.7234, norm 0.3572, swav 0.0000 LR: 4.494e-02 Score 94.661 Data time: 0.2376, Forward time: 2.2758, Backward time: 3.0721, DDP time: 0.0044, Total iter time: 4.7509 [2020-11-05 23:39:40,746][root][INFO] - ===> Epoch[227](5890/26): Loss -0.1741, Sem 0.1732, dir -0.7039, norm 0.3565, swav 0.0000 LR: 4.493e-02 Score 94.588 Data time: 0.2341, Forward time: 2.2758, Backward time: 3.0720, DDP time: 0.0044, Total iter time: 5.0235 [2020-11-05 23:39:46,237][root][INFO] - ===> Epoch[227](5891/26): Loss -0.1199, Sem 0.2022, dir -0.7110, norm 0.3889, swav 0.0000 LR: 4.492e-02 Score 93.396 Data time: 0.2671, Forward time: 2.2759, Backward time: 3.0719, DDP time: 0.0044, Total iter time: 5.3837 [2020-11-05 23:39:51,763][root][INFO] - ===> Epoch[227](5892/26): Loss -0.1226, Sem 0.1953, dir -0.7186, norm 0.4008, swav 0.0000 LR: 4.491e-02 Score 94.012 Data time: 0.2046, Forward time: 2.2759, Backward time: 3.0718, DDP time: 0.0044, Total iter time: 5.3923 [2020-11-05 23:39:57,536][root][INFO] - ===> Epoch[227](5893/26): Loss -0.2456, Sem 0.1440, dir -0.7394, norm 0.3498, swav 0.0000 LR: 4.490e-02 Score 94.897 Data time: 0.1857, Forward time: 2.2758, Backward time: 3.0719, DDP time: 0.0044, Total iter time: 5.6540 [2020-11-05 23:40:03,856][root][INFO] - ===> Epoch[227](5894/26): Loss -0.1075, Sem 0.2007, dir -0.7135, norm 0.4053, swav 0.0000 LR: 4.489e-02 Score 93.745 Data time: 0.2250, Forward time: 2.2759, Backward time: 3.0720, DDP time: 0.0044, Total iter time: 6.2239 [2020-11-05 23:40:10,084][root][INFO] - ===> Epoch[227](5895/26): Loss -0.1791, Sem 0.1835, dir -0.7183, norm 0.3557, swav 0.0000 LR: 4.488e-02 Score 93.730 Data time: 0.1668, Forward time: 2.2758, Backward time: 3.0721, DDP time: 0.0044, Total iter time: 6.1038 [2020-11-05 23:40:15,238][root][INFO] - ===> Epoch[227](5896/26): Loss -0.1386, Sem 0.2242, dir -0.7441, norm 0.3812, swav 0.0000 LR: 4.487e-02 Score 93.044 Data time: 0.1253, Forward time: 2.2756, Backward time: 3.0722, DDP time: 0.0044, Total iter time: 5.0618 [2020-11-05 23:40:21,234][root][INFO] - ===> Epoch[227](5897/26): Loss -0.1646, Sem 0.1604, dir -0.6805, norm 0.3555, swav 0.0000 LR: 4.486e-02 Score 94.647 Data time: 0.1734, Forward time: 2.2755, Backward time: 3.0724, DDP time: 0.0044, Total iter time: 5.9182 [2020-11-05 23:40:27,829][root][INFO] - ===> Epoch[227](5898/26): Loss -0.1406, Sem 0.1603, dir -0.6746, norm 0.3737, swav 0.0000 LR: 4.485e-02 Score 95.328 Data time: 0.1541, Forward time: 2.2754, Backward time: 3.0726, DDP time: 0.0044, Total iter time: 6.4880 [2020-11-05 23:40:32,991][root][INFO] - ===> Epoch[227](5899/26): Loss -0.1416, Sem 0.2204, dir -0.7434, norm 0.3814, swav 0.0000 LR: 4.484e-02 Score 93.327 Data time: 0.1604, Forward time: 2.2753, Backward time: 3.0726, DDP time: 0.0044, Total iter time: 5.0571 [2020-11-05 23:40:38,728][root][INFO] - ===> Epoch[227](5900/26): Loss -0.1262, Sem 0.2042, dir -0.6943, norm 0.3639, swav 0.0000 LR: 4.483e-02 Score 94.091 Data time: 0.1733, Forward time: 2.2753, Backward time: 3.0727, DDP time: 0.0044, Total iter time: 5.6346 [2020-11-05 23:40:43,875][root][INFO] - ===> Epoch[227](5901/26): Loss -0.1460, Sem 0.1846, dir -0.6918, norm 0.3612, swav 0.0000 LR: 4.482e-02 Score 93.895 Data time: 0.2074, Forward time: 2.2752, Backward time: 3.0726, DDP time: 0.0044, Total iter time: 5.0431 [2020-11-05 23:40:49,507][root][INFO] - ===> Epoch[227](5902/26): Loss -0.0945, Sem 0.2217, dir -0.6873, norm 0.3711, swav 0.0000 LR: 4.481e-02 Score 92.933 Data time: 0.1675, Forward time: 2.2751, Backward time: 3.0727, DDP time: 0.0044, Total iter time: 5.5103 [2020-11-05 23:40:54,943][root][INFO] - ===> Epoch[228](5903/26): Loss -0.1195, Sem 0.1747, dir -0.6778, norm 0.3836, swav 0.0000 LR: 4.480e-02 Score 94.391 Data time: 0.1713, Forward time: 2.2750, Backward time: 3.0727, DDP time: 0.0044, Total iter time: 5.3248 [2020-11-05 23:41:00,454][root][INFO] - ===> Epoch[228](5904/26): Loss -0.1661, Sem 0.1740, dir -0.6957, norm 0.3555, swav 0.0000 LR: 4.479e-02 Score 94.528 Data time: 0.1906, Forward time: 2.2750, Backward time: 3.0728, DDP time: 0.0044, Total iter time: 5.3939 [2020-11-05 23:41:05,468][root][INFO] - ===> Epoch[228](5905/26): Loss -0.1060, Sem 0.2155, dir -0.7182, norm 0.3967, swav 0.0000 LR: 4.478e-02 Score 93.673 Data time: 0.2329, Forward time: 2.2750, Backward time: 3.0726, DDP time: 0.0044, Total iter time: 4.8804 [2020-11-05 23:41:10,662][root][INFO] - ===> Epoch[228](5906/26): Loss -0.1466, Sem 0.1896, dir -0.7035, norm 0.3673, swav 0.0000 LR: 4.477e-02 Score 93.586 Data time: 0.1690, Forward time: 2.2749, Backward time: 3.0726, DDP time: 0.0044, Total iter time: 5.0704 [2020-11-05 23:41:16,522][root][INFO] - ===> Epoch[228](5907/26): Loss -0.2043, Sem 0.1518, dir -0.7091, norm 0.3530, swav 0.0000 LR: 4.476e-02 Score 95.199 Data time: 0.2446, Forward time: 2.2750, Backward time: 3.0725, DDP time: 0.0044, Total iter time: 5.7538 [2020-11-05 23:41:22,718][root][INFO] - ===> Epoch[228](5908/26): Loss -0.1276, Sem 0.1702, dir -0.6776, norm 0.3797, swav 0.0000 LR: 4.475e-02 Score 94.482 Data time: 0.2733, Forward time: 2.2751, Backward time: 3.0725, DDP time: 0.0044, Total iter time: 6.0520 [2020-11-05 23:41:29,085][root][INFO] - ===> Epoch[228](5909/26): Loss -0.1261, Sem 0.1944, dir -0.6891, norm 0.3685, swav 0.0000 LR: 4.474e-02 Score 93.392 Data time: 0.1860, Forward time: 2.2751, Backward time: 3.0726, DDP time: 0.0044, Total iter time: 6.2427 [2020-11-05 23:41:35,541][root][INFO] - ===> Epoch[228](5910/26): Loss -0.1010, Sem 0.2054, dir -0.7005, norm 0.3941, swav 0.0000 LR: 4.473e-02 Score 93.571 Data time: 0.2357, Forward time: 2.2751, Backward time: 3.0727, DDP time: 0.0044, Total iter time: 6.3527 [2020-11-05 23:41:41,589][root][INFO] - ===> Epoch[228](5911/26): Loss -0.1180, Sem 0.1917, dir -0.6937, norm 0.3840, swav 0.0000 LR: 4.472e-02 Score 94.300 Data time: 0.1958, Forward time: 2.2751, Backward time: 3.0728, DDP time: 0.0044, Total iter time: 5.9102 [2020-11-05 23:41:47,801][root][INFO] - ===> Epoch[228](5912/26): Loss -0.1409, Sem 0.1891, dir -0.7193, norm 0.3894, swav 0.0000 LR: 4.471e-02 Score 93.890 Data time: 0.2252, Forward time: 2.2751, Backward time: 3.0729, DDP time: 0.0044, Total iter time: 6.1165 [2020-11-05 23:41:52,760][root][INFO] - ===> Epoch[228](5913/26): Loss -0.1227, Sem 0.2128, dir -0.7084, norm 0.3729, swav 0.0000 LR: 4.470e-02 Score 92.999 Data time: 0.2400, Forward time: 2.2751, Backward time: 3.0727, DDP time: 0.0044, Total iter time: 4.8258 [2020-11-05 23:41:58,577][root][INFO] - ===> Epoch[228](5914/26): Loss -0.1577, Sem 0.1961, dir -0.7198, norm 0.3660, swav 0.0000 LR: 4.469e-02 Score 93.674 Data time: 0.2696, Forward time: 2.2751, Backward time: 3.0727, DDP time: 0.0044, Total iter time: 5.7042 [2020-11-05 23:42:06,430][root][INFO] - ===> Epoch[228](5915/26): Loss -0.1732, Sem 0.1777, dir -0.7097, norm 0.3588, swav 0.0000 LR: 4.468e-02 Score 93.650 Data time: 0.1979, Forward time: 2.2750, Backward time: 3.0731, DDP time: 0.0044, Total iter time: 7.7339 [2020-11-05 23:42:12,384][root][INFO] - ===> Epoch[228](5916/26): Loss -0.1573, Sem 0.1874, dir -0.7283, norm 0.3835, swav 0.0000 LR: 4.467e-02 Score 93.810 Data time: 0.2795, Forward time: 2.2752, Backward time: 3.0730, DDP time: 0.0044, Total iter time: 5.8632 [2020-11-05 23:42:18,219][root][INFO] - ===> Epoch[228](5917/26): Loss -0.0589, Sem 0.2427, dir -0.6950, norm 0.3934, swav 0.0000 LR: 4.466e-02 Score 92.392 Data time: 0.2295, Forward time: 2.2752, Backward time: 3.0730, DDP time: 0.0044, Total iter time: 5.7096 [2020-11-05 23:42:24,537][root][INFO] - ===> Epoch[228](5918/26): Loss -0.0666, Sem 0.1939, dir -0.6601, norm 0.3997, swav 0.0000 LR: 4.465e-02 Score 93.282 Data time: 0.2486, Forward time: 2.2753, Backward time: 3.0730, DDP time: 0.0044, Total iter time: 6.1863 [2020-11-05 23:42:29,826][root][INFO] - ===> Epoch[228](5919/26): Loss -0.1687, Sem 0.1745, dir -0.7121, norm 0.3689, swav 0.0000 LR: 4.464e-02 Score 94.447 Data time: 0.1925, Forward time: 2.2752, Backward time: 3.0730, DDP time: 0.0044, Total iter time: 5.1614 [2020-11-05 23:42:35,366][root][INFO] - ===> Epoch[228](5920/26): Loss -0.1058, Sem 0.2156, dir -0.6878, norm 0.3664, swav 0.0000 LR: 4.463e-02 Score 93.008 Data time: 0.2142, Forward time: 2.2752, Backward time: 3.0729, DDP time: 0.0044, Total iter time: 5.4320 [2020-11-05 23:42:40,210][root][INFO] - ===> Epoch[228](5921/26): Loss -0.0724, Sem 0.1884, dir -0.6625, norm 0.4016, swav 0.0000 LR: 4.462e-02 Score 93.970 Data time: 0.2098, Forward time: 2.2752, Backward time: 3.0728, DDP time: 0.0044, Total iter time: 4.7233 [2020-11-05 23:42:46,268][root][INFO] - ===> Epoch[228](5922/26): Loss -0.0564, Sem 0.1937, dir -0.6483, norm 0.3982, swav 0.0000 LR: 4.461e-02 Score 93.968 Data time: 0.2360, Forward time: 2.2752, Backward time: 3.0728, DDP time: 0.0044, Total iter time: 5.9493 [2020-11-05 23:42:52,737][root][INFO] - ===> Epoch[228](5923/26): Loss -0.1353, Sem 0.1844, dir -0.6994, norm 0.3798, swav 0.0000 LR: 4.460e-02 Score 94.006 Data time: 0.3422, Forward time: 2.2754, Backward time: 3.0728, DDP time: 0.0044, Total iter time: 6.3439 [2020-11-05 23:42:58,122][root][INFO] - ===> Epoch[228](5924/26): Loss -0.1652, Sem 0.1542, dir -0.6978, norm 0.3784, swav 0.0000 LR: 4.459e-02 Score 94.910 Data time: 0.1957, Forward time: 2.2754, Backward time: 3.0727, DDP time: 0.0044, Total iter time: 5.2462 [2020-11-05 23:43:04,194][root][INFO] - ===> Epoch[228](5925/26): Loss -0.1675, Sem 0.1883, dir -0.7207, norm 0.3649, swav 0.0000 LR: 4.458e-02 Score 93.947 Data time: 0.2063, Forward time: 2.2753, Backward time: 3.0728, DDP time: 0.0044, Total iter time: 5.9473 [2020-11-05 23:43:10,663][root][INFO] - ===> Epoch[228](5926/26): Loss -0.1797, Sem 0.1870, dir -0.7449, norm 0.3782, swav 0.0000 LR: 4.457e-02 Score 94.115 Data time: 0.2113, Forward time: 2.2753, Backward time: 3.0729, DDP time: 0.0044, Total iter time: 6.3411 [2020-11-05 23:43:16,183][root][INFO] - ===> Epoch[228](5927/26): Loss -0.1233, Sem 0.1996, dir -0.6927, norm 0.3697, swav 0.0000 LR: 4.456e-02 Score 93.759 Data time: 0.1976, Forward time: 2.2753, Backward time: 3.0729, DDP time: 0.0044, Total iter time: 5.3948 [2020-11-05 23:43:22,310][root][INFO] - ===> Epoch[228](5928/26): Loss -0.1161, Sem 0.1948, dir -0.6867, norm 0.3758, swav 0.0000 LR: 4.455e-02 Score 93.139 Data time: 0.1569, Forward time: 2.2752, Backward time: 3.0731, DDP time: 0.0044, Total iter time: 6.0374 [2020-11-05 23:43:27,703][root][INFO] - ===> Epoch[229](5929/26): Loss -0.0915, Sem 0.2038, dir -0.6912, norm 0.3959, swav 0.0000 LR: 4.454e-02 Score 93.663 Data time: 0.1636, Forward time: 2.2751, Backward time: 3.0731, DDP time: 0.0044, Total iter time: 5.3009 [2020-11-05 23:43:33,617][root][INFO] - ===> Epoch[229](5930/26): Loss -0.0817, Sem 0.2106, dir -0.6968, norm 0.4045, swav 0.0000 LR: 4.453e-02 Score 93.498 Data time: 0.1899, Forward time: 2.2750, Backward time: 3.0732, DDP time: 0.0044, Total iter time: 5.8238 [2020-11-05 23:43:39,264][root][INFO] - ===> Epoch[229](5931/26): Loss -0.1457, Sem 0.2074, dir -0.7304, norm 0.3773, swav 0.0000 LR: 4.452e-02 Score 93.390 Data time: 0.1996, Forward time: 2.2750, Backward time: 3.0733, DDP time: 0.0044, Total iter time: 5.5505 [2020-11-05 23:43:45,695][root][INFO] - ===> Epoch[229](5932/26): Loss -0.1983, Sem 0.1835, dir -0.7474, norm 0.3656, swav 0.0000 LR: 4.451e-02 Score 93.963 Data time: 0.1750, Forward time: 2.2749, Backward time: 3.0734, DDP time: 0.0044, Total iter time: 6.3181 [2020-11-05 23:43:53,650][root][INFO] - ===> Epoch[229](5933/26): Loss -0.2034, Sem 0.1729, dir -0.7417, norm 0.3654, swav 0.0000 LR: 4.450e-02 Score 93.947 Data time: 0.1852, Forward time: 2.2749, Backward time: 3.0738, DDP time: 0.0044, Total iter time: 7.8808 [2020-11-05 23:43:58,630][root][INFO] - ===> Epoch[229](5934/26): Loss -0.1432, Sem 0.2288, dir -0.7249, norm 0.3529, swav 0.0000 LR: 4.449e-02 Score 92.890 Data time: 0.1493, Forward time: 2.2748, Backward time: 3.0738, DDP time: 0.0044, Total iter time: 4.8733 [2020-11-05 23:44:05,556][root][INFO] - ===> Epoch[229](5935/26): Loss -0.1094, Sem 0.2353, dir -0.7165, norm 0.3718, swav 0.0000 LR: 4.448e-02 Score 93.173 Data time: 0.2160, Forward time: 2.2747, Backward time: 3.0740, DDP time: 0.0044, Total iter time: 6.8530 [2020-11-05 23:44:11,338][root][INFO] - ===> Epoch[229](5936/26): Loss -0.1401, Sem 0.1762, dir -0.6908, norm 0.3746, swav 0.0000 LR: 4.447e-02 Score 94.472 Data time: 0.2102, Forward time: 2.2748, Backward time: 3.0740, DDP time: 0.0044, Total iter time: 5.6671 [2020-11-05 23:44:18,774][root][INFO] - ===> Epoch[229](5937/26): Loss -0.0842, Sem 0.2190, dir -0.6964, norm 0.3933, swav 0.0000 LR: 4.447e-02 Score 93.025 Data time: 0.1612, Forward time: 2.2746, Backward time: 3.0744, DDP time: 0.0044, Total iter time: 7.3128 [2020-11-05 23:44:23,197][root][INFO] - ===> Epoch[229](5938/26): Loss -0.1697, Sem 0.2016, dir -0.7326, norm 0.3613, swav 0.0000 LR: 4.446e-02 Score 93.922 Data time: 0.2150, Forward time: 2.2746, Backward time: 3.0742, DDP time: 0.0044, Total iter time: 4.3601 [2020-11-05 23:44:29,156][root][INFO] - ===> Epoch[229](5939/26): Loss -0.1309, Sem 0.2007, dir -0.7089, norm 0.3773, swav 0.0000 LR: 4.445e-02 Score 93.530 Data time: 0.3011, Forward time: 2.2747, Backward time: 3.0741, DDP time: 0.0044, Total iter time: 5.8665 [2020-11-05 23:44:35,258][root][INFO] - ===> Epoch[229](5940/26): Loss -0.1985, Sem 0.1565, dir -0.7210, norm 0.3660, swav 0.0000 LR: 4.444e-02 Score 95.111 Data time: 0.2628, Forward time: 2.2748, Backward time: 3.0741, DDP time: 0.0044, Total iter time: 5.9738 [2020-11-05 23:44:40,416][root][INFO] - ===> Epoch[229](5941/26): Loss -0.1816, Sem 0.1760, dir -0.7161, norm 0.3585, swav 0.0000 LR: 4.443e-02 Score 94.371 Data time: 0.1647, Forward time: 2.2747, Backward time: 3.0741, DDP time: 0.0044, Total iter time: 5.0526 [2020-11-05 23:44:46,598][root][INFO] - ===> Epoch[229](5942/26): Loss -0.1373, Sem 0.1875, dir -0.7331, norm 0.4083, swav 0.0000 LR: 4.442e-02 Score 93.407 Data time: 0.2517, Forward time: 2.2748, Backward time: 3.0741, DDP time: 0.0044, Total iter time: 6.1210 [2020-11-05 23:44:51,694][root][INFO] - ===> Epoch[229](5943/26): Loss -0.1735, Sem 0.1993, dir -0.7193, norm 0.3465, swav 0.0000 LR: 4.441e-02 Score 93.437 Data time: 0.2232, Forward time: 2.2748, Backward time: 3.0739, DDP time: 0.0044, Total iter time: 4.9707 [2020-11-05 23:44:57,307][root][INFO] - ===> Epoch[229](5944/26): Loss -0.0748, Sem 0.2394, dir -0.6941, norm 0.3799, swav 0.0000 LR: 4.440e-02 Score 92.500 Data time: 0.2032, Forward time: 2.2749, Backward time: 3.0739, DDP time: 0.0044, Total iter time: 5.4961 [2020-11-05 23:45:01,955][root][INFO] - ===> Epoch[229](5945/26): Loss -0.2451, Sem 0.1607, dir -0.7459, norm 0.3401, swav 0.0000 LR: 4.439e-02 Score 94.818 Data time: 0.2251, Forward time: 2.2749, Backward time: 3.0737, DDP time: 0.0044, Total iter time: 4.5389 [2020-11-05 23:45:06,773][root][INFO] - ===> Epoch[229](5946/26): Loss -0.1675, Sem 0.1885, dir -0.7195, norm 0.3635, swav 0.0000 LR: 4.438e-02 Score 93.644 Data time: 0.1981, Forward time: 2.2748, Backward time: 3.0736, DDP time: 0.0044, Total iter time: 4.7008 [2020-11-05 23:45:12,545][root][INFO] - ===> Epoch[229](5947/26): Loss -0.1299, Sem 0.1879, dir -0.7142, norm 0.3964, swav 0.0000 LR: 4.437e-02 Score 93.891 Data time: 0.2500, Forward time: 2.2749, Backward time: 3.0736, DDP time: 0.0044, Total iter time: 5.6809 [2020-11-05 23:45:20,224][root][INFO] - ===> Epoch[229](5948/26): Loss -0.1216, Sem 0.2068, dir -0.6893, norm 0.3609, swav 0.0000 LR: 4.436e-02 Score 93.492 Data time: 0.4340, Forward time: 2.2751, Backward time: 3.0736, DDP time: 0.0044, Total iter time: 7.5566 [2020-11-05 23:45:24,894][root][INFO] - ===> Epoch[229](5949/26): Loss -0.1441, Sem 0.1780, dir -0.6968, norm 0.3747, swav 0.0000 LR: 4.435e-02 Score 94.555 Data time: 0.2032, Forward time: 2.2752, Backward time: 3.0734, DDP time: 0.0044, Total iter time: 4.5436 [2020-11-05 23:45:30,265][root][INFO] - ===> Epoch[229](5950/26): Loss -0.1238, Sem 0.2026, dir -0.7024, norm 0.3760, swav 0.0000 LR: 4.434e-02 Score 94.033 Data time: 0.2052, Forward time: 2.2751, Backward time: 3.0734, DDP time: 0.0044, Total iter time: 5.2663 [2020-11-05 23:45:36,502][root][INFO] - ===> Epoch[229](5951/26): Loss -0.0916, Sem 0.2064, dir -0.6863, norm 0.3884, swav 0.0000 LR: 4.433e-02 Score 93.993 Data time: 0.1767, Forward time: 2.2751, Backward time: 3.0735, DDP time: 0.0044, Total iter time: 6.1232 [2020-11-05 23:45:42,356][root][INFO] - ===> Epoch[229](5952/26): Loss -0.1604, Sem 0.1645, dir -0.7115, norm 0.3866, swav 0.0000 LR: 4.432e-02 Score 94.746 Data time: 0.2469, Forward time: 2.2751, Backward time: 3.0735, DDP time: 0.0044, Total iter time: 5.7624 [2020-11-05 23:45:47,895][root][INFO] - ===> Epoch[229](5953/26): Loss -0.1344, Sem 0.1996, dir -0.7048, norm 0.3708, swav 0.0000 LR: 4.431e-02 Score 93.575 Data time: 0.1988, Forward time: 2.2751, Backward time: 3.0734, DDP time: 0.0044, Total iter time: 5.4150 [2020-11-05 23:45:53,324][root][INFO] - ===> Epoch[229](5954/26): Loss -0.0956, Sem 0.2113, dir -0.6745, norm 0.3676, swav 0.0000 LR: 4.430e-02 Score 93.496 Data time: 0.2287, Forward time: 2.2752, Backward time: 3.0733, DDP time: 0.0044, Total iter time: 5.3044 [2020-11-05 23:45:58,759][root][INFO] - ===> Epoch[230](5955/26): Loss -0.2312, Sem 0.1645, dir -0.7417, norm 0.3460, swav 0.0000 LR: 4.429e-02 Score 94.337 Data time: 0.1731, Forward time: 2.2751, Backward time: 3.0734, DDP time: 0.0044, Total iter time: 5.3189 [2020-11-05 23:46:05,377][root][INFO] - ===> Epoch[230](5956/26): Loss -0.1629, Sem 0.1750, dir -0.6809, norm 0.3430, swav 0.0000 LR: 4.428e-02 Score 94.160 Data time: 0.1750, Forward time: 2.2750, Backward time: 3.0736, DDP time: 0.0044, Total iter time: 6.5323 [2020-11-05 23:46:10,855][root][INFO] - ===> Epoch[230](5957/26): Loss -0.1631, Sem 0.1917, dir -0.7246, norm 0.3698, swav 0.0000 LR: 4.427e-02 Score 93.843 Data time: 0.2345, Forward time: 2.2751, Backward time: 3.0735, DDP time: 0.0044, Total iter time: 5.3949 [2020-11-05 23:46:17,301][root][INFO] - ===> Epoch[230](5958/26): Loss -0.1276, Sem 0.2060, dir -0.7173, norm 0.3837, swav 0.0000 LR: 4.426e-02 Score 93.320 Data time: 0.3437, Forward time: 2.2752, Backward time: 3.0735, DDP time: 0.0044, Total iter time: 6.3195 [2020-11-05 23:46:23,965][root][INFO] - ===> Epoch[230](5959/26): Loss -0.1742, Sem 0.1919, dir -0.7045, norm 0.3384, swav 0.0000 LR: 4.425e-02 Score 93.707 Data time: 0.2845, Forward time: 2.2753, Backward time: 3.0735, DDP time: 0.0044, Total iter time: 6.5444 [2020-11-05 23:46:29,550][root][INFO] - ===> Epoch[230](5960/26): Loss -0.1794, Sem 0.1783, dir -0.7282, norm 0.3705, swav 0.0000 LR: 4.424e-02 Score 94.069 Data time: 0.1666, Forward time: 2.2752, Backward time: 3.0735, DDP time: 0.0044, Total iter time: 5.4871 [2020-11-05 23:46:35,219][root][INFO] - ===> Epoch[230](5961/26): Loss -0.1519, Sem 0.1815, dir -0.6940, norm 0.3606, swav 0.0000 LR: 4.423e-02 Score 94.278 Data time: 0.2718, Forward time: 2.2753, Backward time: 3.0734, DDP time: 0.0044, Total iter time: 5.5537 [2020-11-05 23:46:41,213][root][INFO] - ===> Epoch[230](5962/26): Loss -0.1634, Sem 0.2138, dir -0.7447, norm 0.3675, swav 0.0000 LR: 4.422e-02 Score 93.295 Data time: 0.1862, Forward time: 2.2753, Backward time: 3.0735, DDP time: 0.0044, Total iter time: 5.8607 [2020-11-05 23:46:47,244][root][INFO] - ===> Epoch[230](5963/26): Loss -0.1770, Sem 0.1628, dir -0.6843, norm 0.3445, swav 0.0000 LR: 4.421e-02 Score 94.584 Data time: 0.2224, Forward time: 2.2753, Backward time: 3.0736, DDP time: 0.0044, Total iter time: 5.9451 [2020-11-05 23:46:52,236][root][INFO] - ===> Epoch[230](5964/26): Loss -0.1497, Sem 0.1756, dir -0.7079, norm 0.3826, swav 0.0000 LR: 4.420e-02 Score 94.251 Data time: 0.1883, Forward time: 2.2752, Backward time: 3.0735, DDP time: 0.0044, Total iter time: 4.8744 [2020-11-05 23:46:57,081][root][INFO] - ===> Epoch[230](5965/26): Loss -0.1053, Sem 0.2108, dir -0.6954, norm 0.3794, swav 0.0000 LR: 4.419e-02 Score 93.418 Data time: 0.2237, Forward time: 2.2752, Backward time: 3.0733, DDP time: 0.0044, Total iter time: 4.7469 [2020-11-05 23:47:02,542][root][INFO] - ===> Epoch[230](5966/26): Loss -0.1447, Sem 0.1576, dir -0.6930, norm 0.3907, swav 0.0000 LR: 4.418e-02 Score 95.226 Data time: 0.2294, Forward time: 2.2753, Backward time: 3.0732, DDP time: 0.0044, Total iter time: 5.3221 [2020-11-05 23:47:07,290][root][INFO] - ===> Epoch[230](5967/26): Loss -0.2484, Sem 0.1645, dir -0.7684, norm 0.3555, swav 0.0000 LR: 4.417e-02 Score 94.542 Data time: 0.1916, Forward time: 2.2752, Backward time: 3.0731, DDP time: 0.0044, Total iter time: 4.6413 [2020-11-05 23:47:13,770][root][INFO] - ===> Epoch[230](5968/26): Loss -0.1192, Sem 0.1809, dir -0.6908, norm 0.3907, swav 0.0000 LR: 4.416e-02 Score 93.928 Data time: 0.2280, Forward time: 2.2753, Backward time: 3.0732, DDP time: 0.0044, Total iter time: 6.3908 [2020-11-05 23:47:20,714][root][INFO] - ===> Epoch[230](5969/26): Loss -0.1679, Sem 0.1777, dir -0.7209, norm 0.3753, swav 0.0000 LR: 4.415e-02 Score 93.865 Data time: 0.2953, Forward time: 2.2754, Backward time: 3.0733, DDP time: 0.0044, Total iter time: 6.8146 [2020-11-05 23:47:25,889][root][INFO] - ===> Epoch[230](5970/26): Loss -0.1570, Sem 0.2121, dir -0.7261, norm 0.3569, swav 0.0000 LR: 4.414e-02 Score 93.165 Data time: 0.2168, Forward time: 2.2753, Backward time: 3.0732, DDP time: 0.0044, Total iter time: 5.0389 [2020-11-05 23:47:31,386][root][INFO] - ===> Epoch[230](5971/26): Loss -0.0976, Sem 0.2349, dir -0.7173, norm 0.3848, swav 0.0000 LR: 4.413e-02 Score 92.436 Data time: 0.2559, Forward time: 2.2754, Backward time: 3.0731, DDP time: 0.0044, Total iter time: 5.3971 [2020-11-05 23:47:37,563][root][INFO] - ===> Epoch[230](5972/26): Loss -0.1885, Sem 0.1741, dir -0.7342, norm 0.3716, swav 0.0000 LR: 4.412e-02 Score 94.461 Data time: 0.1877, Forward time: 2.2754, Backward time: 3.0732, DDP time: 0.0044, Total iter time: 6.0650 [2020-11-05 23:47:44,528][root][INFO] - ===> Epoch[230](5973/26): Loss -0.1638, Sem 0.1707, dir -0.6980, norm 0.3635, swav 0.0000 LR: 4.411e-02 Score 94.633 Data time: 0.2396, Forward time: 2.2754, Backward time: 3.0734, DDP time: 0.0044, Total iter time: 6.8742 [2020-11-05 23:47:49,709][root][INFO] - ===> Epoch[230](5974/26): Loss -0.1514, Sem 0.1693, dir -0.6790, norm 0.3583, swav 0.0000 LR: 4.410e-02 Score 94.046 Data time: 0.1940, Forward time: 2.2754, Backward time: 3.0733, DDP time: 0.0044, Total iter time: 5.0533 [2020-11-05 23:47:56,312][root][INFO] - ===> Epoch[230](5975/26): Loss -0.1345, Sem 0.1721, dir -0.6881, norm 0.3814, swav 0.0000 LR: 4.409e-02 Score 94.381 Data time: 0.1772, Forward time: 2.2753, Backward time: 3.0735, DDP time: 0.0044, Total iter time: 6.5087 [2020-11-05 23:48:01,271][root][INFO] - ===> Epoch[230](5976/26): Loss -0.1265, Sem 0.2118, dir -0.6990, norm 0.3607, swav 0.0000 LR: 4.408e-02 Score 93.403 Data time: 0.1743, Forward time: 2.2753, Backward time: 3.0735, DDP time: 0.0044, Total iter time: 4.8829 [2020-11-05 23:48:06,123][root][INFO] - ===> Epoch[230](5977/26): Loss -0.1679, Sem 0.1683, dir -0.6996, norm 0.3634, swav 0.0000 LR: 4.407e-02 Score 94.256 Data time: 0.2026, Forward time: 2.2752, Backward time: 3.0734, DDP time: 0.0044, Total iter time: 4.7532 [2020-11-05 23:48:10,758][root][INFO] - ===> Epoch[230](5978/26): Loss -0.1972, Sem 0.1665, dir -0.7227, norm 0.3590, swav 0.0000 LR: 4.406e-02 Score 94.480 Data time: 0.2199, Forward time: 2.2752, Backward time: 3.0732, DDP time: 0.0044, Total iter time: 4.5314 [2020-11-05 23:48:15,959][root][INFO] - ===> Epoch[230](5979/26): Loss -0.1226, Sem 0.1948, dir -0.6978, norm 0.3804, swav 0.0000 LR: 4.405e-02 Score 93.335 Data time: 0.2025, Forward time: 2.2752, Backward time: 3.0731, DDP time: 0.0044, Total iter time: 5.0839 [2020-11-05 23:48:21,717][root][INFO] - ===> Epoch[230](5980/26): Loss -0.1423, Sem 0.1885, dir -0.7086, norm 0.3778, swav 0.0000 LR: 4.404e-02 Score 94.532 Data time: 0.2893, Forward time: 2.2753, Backward time: 3.0730, DDP time: 0.0044, Total iter time: 5.6476 [2020-11-05 23:48:28,822][root][INFO] - ===> Epoch[231](5981/26): Loss -0.1152, Sem 0.1811, dir -0.6794, norm 0.3831, swav 0.0000 LR: 4.403e-02 Score 93.703 Data time: 0.2629, Forward time: 2.2754, Backward time: 3.0731, DDP time: 0.0044, Total iter time: 6.9701 [2020-11-05 23:48:34,190][root][INFO] - ===> Epoch[231](5982/26): Loss -0.1233, Sem 0.2128, dir -0.6904, norm 0.3543, swav 0.0000 LR: 4.402e-02 Score 92.938 Data time: 0.2401, Forward time: 2.2754, Backward time: 3.0730, DDP time: 0.0044, Total iter time: 5.2319 [2020-11-05 23:48:40,422][root][INFO] - ===> Epoch[231](5983/26): Loss -0.1179, Sem 0.2110, dir -0.6934, norm 0.3646, swav 0.0000 LR: 4.401e-02 Score 93.278 Data time: 0.3119, Forward time: 2.2756, Backward time: 3.0729, DDP time: 0.0044, Total iter time: 6.1122 [2020-11-05 23:48:46,003][root][INFO] - ===> Epoch[231](5984/26): Loss -0.1647, Sem 0.1970, dir -0.7222, norm 0.3604, swav 0.0000 LR: 4.400e-02 Score 93.571 Data time: 0.2328, Forward time: 2.2756, Backward time: 3.0729, DDP time: 0.0044, Total iter time: 5.4510 [2020-11-05 23:48:51,376][root][INFO] - ===> Epoch[231](5985/26): Loss -0.1327, Sem 0.1899, dir -0.7097, norm 0.3871, swav 0.0000 LR: 4.399e-02 Score 94.032 Data time: 0.2785, Forward time: 2.2757, Backward time: 3.0727, DDP time: 0.0044, Total iter time: 5.2577 [2020-11-05 23:48:57,816][root][INFO] - ===> Epoch[231](5986/26): Loss -0.2103, Sem 0.1814, dir -0.7381, norm 0.3464, swav 0.0000 LR: 4.398e-02 Score 94.284 Data time: 0.3610, Forward time: 2.2759, Backward time: 3.0727, DDP time: 0.0044, Total iter time: 6.3123 [2020-11-05 23:49:03,580][root][INFO] - ===> Epoch[231](5987/26): Loss -0.1960, Sem 0.1850, dir -0.7367, norm 0.3557, swav 0.0000 LR: 4.397e-02 Score 93.983 Data time: 0.2401, Forward time: 2.2759, Backward time: 3.0726, DDP time: 0.0044, Total iter time: 5.6431 [2020-11-05 23:49:08,265][root][INFO] - ===> Epoch[231](5988/26): Loss -0.1428, Sem 0.1884, dir -0.7027, norm 0.3715, swav 0.0000 LR: 4.396e-02 Score 93.558 Data time: 0.2097, Forward time: 2.2759, Backward time: 3.0725, DDP time: 0.0044, Total iter time: 4.5579 [2020-11-05 23:49:15,403][root][INFO] - ===> Epoch[231](5989/26): Loss -0.0987, Sem 0.2370, dir -0.7299, norm 0.3942, swav 0.0000 LR: 4.395e-02 Score 92.670 Data time: 0.2845, Forward time: 2.2759, Backward time: 3.0726, DDP time: 0.0044, Total iter time: 7.0331 [2020-11-05 23:49:21,529][root][INFO] - ===> Epoch[231](5990/26): Loss -0.0701, Sem 0.2073, dir -0.6885, norm 0.4110, swav 0.0000 LR: 4.394e-02 Score 93.346 Data time: 0.2686, Forward time: 2.2760, Backward time: 3.0726, DDP time: 0.0044, Total iter time: 5.9985 [2020-11-05 23:49:28,346][root][INFO] - ===> Epoch[231](5991/26): Loss -0.1277, Sem 0.2020, dir -0.7132, norm 0.3836, swav 0.0000 LR: 4.393e-02 Score 93.320 Data time: 0.3299, Forward time: 2.2762, Backward time: 3.0726, DDP time: 0.0044, Total iter time: 6.6709 [2020-11-05 23:49:33,666][root][INFO] - ===> Epoch[231](5992/26): Loss -0.2043, Sem 0.1909, dir -0.7487, norm 0.3535, swav 0.0000 LR: 4.392e-02 Score 93.891 Data time: 0.1553, Forward time: 2.2761, Backward time: 3.0726, DDP time: 0.0044, Total iter time: 5.1942 [2020-11-05 23:49:40,509][root][INFO] - ===> Epoch[231](5993/26): Loss -0.1407, Sem 0.2017, dir -0.7124, norm 0.3700, swav 0.0000 LR: 4.391e-02 Score 93.539 Data time: 0.1662, Forward time: 2.2760, Backward time: 3.0729, DDP time: 0.0044, Total iter time: 6.7424 [2020-11-05 23:49:46,768][root][INFO] - ===> Epoch[231](5994/26): Loss -0.1486, Sem 0.1814, dir -0.7105, norm 0.3805, swav 0.0000 LR: 4.390e-02 Score 94.469 Data time: 0.1632, Forward time: 2.2759, Backward time: 3.0730, DDP time: 0.0044, Total iter time: 6.1838 [2020-11-05 23:49:52,387][root][INFO] - ===> Epoch[231](5995/26): Loss -0.1976, Sem 0.1458, dir -0.7076, norm 0.3642, swav 0.0000 LR: 4.389e-02 Score 95.170 Data time: 0.2102, Forward time: 2.2758, Backward time: 3.0731, DDP time: 0.0044, Total iter time: 5.5216 [2020-11-05 23:49:58,727][root][INFO] - ===> Epoch[231](5996/26): Loss -0.1098, Sem 0.1710, dir -0.6501, norm 0.3694, swav 0.0000 LR: 4.388e-02 Score 94.949 Data time: 0.2126, Forward time: 2.2758, Backward time: 3.0733, DDP time: 0.0044, Total iter time: 6.2495 [2020-11-05 23:50:05,013][root][INFO] - ===> Epoch[231](5997/26): Loss -0.0784, Sem 0.2410, dir -0.6929, norm 0.3735, swav 0.0000 LR: 4.387e-02 Score 92.032 Data time: 0.3352, Forward time: 2.2759, Backward time: 3.0732, DDP time: 0.0044, Total iter time: 6.1627 [2020-11-05 23:50:10,414][root][INFO] - ===> Epoch[231](5998/26): Loss -0.1867, Sem 0.1982, dir -0.7393, norm 0.3544, swav 0.0000 LR: 4.386e-02 Score 93.847 Data time: 0.1813, Forward time: 2.2759, Backward time: 3.0732, DDP time: 0.0044, Total iter time: 5.2817 [2020-11-05 23:50:14,975][root][INFO] - ===> Epoch[231](5999/26): Loss -0.1829, Sem 0.1933, dir -0.7149, norm 0.3386, swav 0.0000 LR: 4.385e-02 Score 94.199 Data time: 0.2404, Forward time: 2.2759, Backward time: 3.0730, DDP time: 0.0044, Total iter time: 4.4520 [2020-11-05 23:50:21,310][root][INFO] - ===> Epoch[231](6000/26): Loss -0.1421, Sem 0.1821, dir -0.7085, norm 0.3843, swav 0.0000 LR: 4.384e-02 Score 94.017 Data time: 0.1970, Forward time: 2.2759, Backward time: 3.0731, DDP time: 0.0044, Total iter time: 6.2287 [2020-11-05 23:50:22,067][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-11-05 23:50:22,290][root][INFO] - ===> Start testing [2020-11-05 23:51:43,450][root][INFO] - 101/312: Data time: 0.0075, Iter time: 0.4834 Loss 0.254 (AVG: 0.509) Score 92.608 (AVG: 87.273) mIOU 66.642 mAP 73.256 mAcc 75.727 IOU: 81.702 96.329 61.567 74.922 89.934 86.081 70.277 48.947 47.924 72.632 30.207 64.058 58.255 64.613 49.973 55.614 83.968 57.269 89.773 48.793 mAP: 83.163 95.483 63.631 70.664 88.247 81.203 69.450 64.578 63.903 81.082 53.915 54.644 63.482 69.623 49.291 90.586 93.845 83.208 88.734 56.393 mAcc: 93.882 98.176 75.452 76.564 96.094 93.497 80.059 57.060 62.466 92.050 38.580 74.616 75.690 73.116 58.352 64.576 89.146 61.016 92.686 61.461 [2020-11-05 23:53:10,069][root][INFO] - 201/312: Data time: 0.0056, Iter time: 0.3876 Loss 0.408 (AVG: 0.506) Score 87.500 (AVG: 87.651) mIOU 66.323 mAP 72.652 mAcc 75.661 IOU: 81.990 96.079 59.528 78.855 89.619 82.417 70.273 53.676 53.686 74.596 25.390 56.608 57.527 70.956 45.162 56.308 82.799 53.464 86.011 51.523 mAP: 81.718 95.455 62.998 73.140 88.217 82.179 68.623 68.333 62.903 72.938 46.623 53.750 67.474 73.810 54.714 92.703 92.286 75.254 82.380 57.534 mAcc: 93.695 98.138 76.833 81.013 95.390 93.163 78.453 63.802 67.316 90.824 33.473 68.678 77.294 79.147 53.893 63.185 88.198 58.267 91.981 60.480 [2020-11-05 23:54:32,570][root][INFO] - 301/312: Data time: 0.0093, Iter time: 0.2906 Loss 0.192 (AVG: 0.498) Score 94.621 (AVG: 87.732) mIOU 66.375 mAP 72.619 mAcc 75.827 IOU: 82.487 96.271 59.506 79.459 89.026 80.143 71.610 53.862 52.538 75.558 24.207 58.584 58.698 66.477 42.908 58.829 82.939 56.216 86.741 51.437 mAP: 82.137 95.641 63.864 73.273 88.307 79.096 70.441 68.282 63.442 72.591 43.007 54.606 66.311 74.068 52.200 90.688 93.200 77.033 86.013 58.174 mAcc: 93.737 98.275 78.070 81.530 95.195 91.982 80.178 63.321 67.145 90.552 32.654 70.976 76.879 74.194 51.194 65.748 90.533 61.630 92.101 60.644 [2020-11-05 23:54:41,559][root][INFO] - 312/312: Data time: 0.0029, Iter time: 0.1662 Loss 0.318 (AVG: 0.499) Score 90.278 (AVG: 87.690) mIOU 65.932 mAP 72.472 mAcc 75.435 IOU: 82.446 96.287 59.285 78.020 88.995 80.499 71.891 54.158 52.952 76.305 24.250 58.245 58.099 65.572 42.487 53.068 82.316 56.513 86.400 50.854 mAP: 81.668 95.557 64.202 71.753 88.187 79.425 70.852 68.622 63.461 72.905 42.893 54.606 66.619 74.591 51.262 90.496 93.387 77.415 83.769 57.761 mAcc: 93.763 98.279 77.591 80.026 95.087 92.208 80.410 63.708 67.687 90.951 32.650 70.976 77.080 73.796 50.753 59.227 90.818 61.979 91.519 60.191 [2020-11-05 23:54:41,560][root][INFO] - Finished test. Elapsed time: 259.2681 [2020-11-05 23:54:53,753][root][INFO] - [2020-11-05 23:54:53,753][root][INFO] - ################################################################ [2020-11-05 23:54:53,753][root][INFO] - what : AP AP_50% AP_25% [2020-11-05 23:54:53,753][root][INFO] - ################################################################ [2020-11-05 23:54:53,753][root][INFO] - cabinet : 0.142 0.334 0.606 [2020-11-05 23:54:53,753][root][INFO] - bed : 0.366 0.731 0.810 [2020-11-05 23:54:53,753][root][INFO] - chair : 0.540 0.719 0.806 [2020-11-05 23:54:53,754][root][INFO] - sofa : 0.396 0.658 0.860 [2020-11-05 23:54:53,754][root][INFO] - table : 0.277 0.500 0.606 [2020-11-05 23:54:53,754][root][INFO] - door : 0.203 0.373 0.527 [2020-11-05 23:54:53,754][root][INFO] - window : 0.071 0.186 0.421 [2020-11-05 23:54:53,754][root][INFO] - bookshelf : 0.194 0.507 0.752 [2020-11-05 23:54:53,754][root][INFO] - picture : 0.084 0.182 0.293 [2020-11-05 23:54:53,754][root][INFO] - counter : 0.051 0.195 0.571 [2020-11-05 23:54:53,754][root][INFO] - desk : 0.047 0.171 0.489 [2020-11-05 23:54:53,754][root][INFO] - curtain : 0.181 0.315 0.557 [2020-11-05 23:54:53,754][root][INFO] - refrigerator : 0.244 0.383 0.416 [2020-11-05 23:54:53,754][root][INFO] - shower curtain : 0.549 0.695 0.695 [2020-11-05 23:54:53,754][root][INFO] - toilet : 0.701 0.900 0.915 [2020-11-05 23:54:53,754][root][INFO] - sink : 0.182 0.519 0.781 [2020-11-05 23:54:53,754][root][INFO] - bathtub : 0.586 0.795 0.851 [2020-11-05 23:54:53,754][root][INFO] - otherfurniture : 0.275 0.427 0.612 [2020-11-05 23:54:53,754][root][INFO] - ---------------------------------------------------------------- [2020-11-05 23:54:53,754][root][INFO] - average : 0.283 0.477 0.643 [2020-11-05 23:54:53,754][root][INFO] - [2020-11-05 23:54:53,990][root][INFO] - Summary name validation/mAP@0.5 is illegal; using validation/mAP_0.5 instead. [2020-11-05 23:54:54,664][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34Cbest_val.pth [2020-11-05 23:54:54,867][root][INFO] - Current best mIoU: 65.932 at iter 6000 [2020-11-05 23:54:58,544][root][INFO] - ===> Epoch[231](6001/26): Loss -0.1321, Sem 0.1912, dir -0.6964, norm 0.3731, swav 0.0000 LR: 4.383e-02 Score 93.371 Data time: 0.1614, Forward time: 2.2758, Backward time: 3.0728, DDP time: 0.0044, Total iter time: 3.6712 [2020-11-05 23:55:04,344][root][INFO] - ===> Epoch[231](6002/26): Loss -0.1546, Sem 0.1937, dir -0.7114, norm 0.3630, swav 0.0000 LR: 4.382e-02 Score 93.398 Data time: 0.1655, Forward time: 2.2757, Backward time: 3.0729, DDP time: 0.0044, Total iter time: 5.7182 [2020-11-05 23:55:10,215][root][INFO] - ===> Epoch[231](6003/26): Loss -0.1899, Sem 0.1663, dir -0.7091, norm 0.3530, swav 0.0000 LR: 4.381e-02 Score 94.622 Data time: 0.2612, Forward time: 2.2758, Backward time: 3.0729, DDP time: 0.0044, Total iter time: 5.7919 [2020-11-05 23:55:15,493][root][INFO] - ===> Epoch[231](6004/26): Loss -0.1241, Sem 0.1980, dir -0.6984, norm 0.3763, swav 0.0000 LR: 4.380e-02 Score 93.662 Data time: 0.1613, Forward time: 2.2757, Backward time: 3.0729, DDP time: 0.0044, Total iter time: 5.1443 [2020-11-05 23:55:20,669][root][INFO] - ===> Epoch[231](6005/26): Loss -0.1527, Sem 0.1999, dir -0.7241, norm 0.3715, swav 0.0000 LR: 4.379e-02 Score 93.418 Data time: 0.2388, Forward time: 2.2758, Backward time: 3.0727, DDP time: 0.0044, Total iter time: 5.1093 [2020-11-05 23:55:25,954][root][INFO] - ===> Epoch[231](6006/26): Loss -0.2283, Sem 0.1776, dir -0.7494, norm 0.3435, swav 0.0000 LR: 4.379e-02 Score 94.187 Data time: 0.2066, Forward time: 2.2758, Backward time: 3.0727, DDP time: 0.0044, Total iter time: 5.1649 [2020-11-05 23:55:31,299][root][INFO] - ===> Epoch[232](6007/26): Loss -0.1558, Sem 0.1581, dir -0.7114, norm 0.3975, swav 0.0000 LR: 4.378e-02 Score 94.997 Data time: 0.2027, Forward time: 2.2758, Backward time: 3.0726, DDP time: 0.0044, Total iter time: 5.2450 [2020-11-05 23:55:36,599][root][INFO] - ===> Epoch[232](6008/26): Loss -0.1592, Sem 0.1769, dir -0.7061, norm 0.3700, swav 0.0000 LR: 4.377e-02 Score 93.673 Data time: 0.2173, Forward time: 2.2758, Backward time: 3.0725, DDP time: 0.0044, Total iter time: 5.1831 [2020-11-05 23:55:42,826][root][INFO] - ===> Epoch[232](6009/26): Loss -0.1636, Sem 0.1781, dir -0.7048, norm 0.3631, swav 0.0000 LR: 4.376e-02 Score 94.078 Data time: 0.2104, Forward time: 2.2758, Backward time: 3.0726, DDP time: 0.0044, Total iter time: 6.1219 [2020-11-05 23:55:49,636][root][INFO] - ===> Epoch[232](6010/26): Loss -0.1121, Sem 0.2033, dir -0.6951, norm 0.3796, swav 0.0000 LR: 4.375e-02 Score 92.870 Data time: 0.2158, Forward time: 2.2758, Backward time: 3.0728, DDP time: 0.0044, Total iter time: 6.7023 [2020-11-05 23:55:55,084][root][INFO] - ===> Epoch[232](6011/26): Loss -0.1605, Sem 0.1973, dir -0.7144, norm 0.3567, swav 0.0000 LR: 4.374e-02 Score 94.116 Data time: 0.1916, Forward time: 2.2758, Backward time: 3.0727, DDP time: 0.0044, Total iter time: 5.2992 [2020-11-05 23:56:02,293][root][INFO] - ===> Epoch[232](6012/26): Loss -0.0687, Sem 0.2001, dir -0.6981, norm 0.4293, swav 0.0000 LR: 4.373e-02 Score 93.365 Data time: 0.2088, Forward time: 2.2757, Backward time: 3.0730, DDP time: 0.0044, Total iter time: 7.0957 [2020-11-05 23:56:07,894][root][INFO] - ===> Epoch[232](6013/26): Loss -0.0840, Sem 0.1817, dir -0.6489, norm 0.3832, swav 0.0000 LR: 4.372e-02 Score 94.441 Data time: 0.1981, Forward time: 2.2757, Backward time: 3.0730, DDP time: 0.0044, Total iter time: 5.4855 [2020-11-05 23:56:13,411][root][INFO] - ===> Epoch[232](6014/26): Loss -0.1334, Sem 0.2022, dir -0.7252, norm 0.3896, swav 0.0000 LR: 4.371e-02 Score 93.648 Data time: 0.2020, Forward time: 2.2756, Backward time: 3.0730, DDP time: 0.0044, Total iter time: 5.4116 [2020-11-05 23:56:19,205][root][INFO] - ===> Epoch[232](6015/26): Loss -0.1426, Sem 0.1910, dir -0.7022, norm 0.3686, swav 0.0000 LR: 4.370e-02 Score 94.104 Data time: 0.2128, Forward time: 2.2756, Backward time: 3.0730, DDP time: 0.0044, Total iter time: 5.6991 [2020-11-05 23:56:24,720][root][INFO] - ===> Epoch[232](6016/26): Loss -0.1812, Sem 0.1953, dir -0.7251, norm 0.3486, swav 0.0000 LR: 4.369e-02 Score 93.502 Data time: 0.2096, Forward time: 2.2756, Backward time: 3.0730, DDP time: 0.0044, Total iter time: 5.3899 [2020-11-05 23:56:31,466][root][INFO] - ===> Epoch[232](6017/26): Loss -0.1788, Sem 0.1623, dir -0.7090, norm 0.3679, swav 0.0000 LR: 4.368e-02 Score 94.541 Data time: 0.3841, Forward time: 2.2758, Backward time: 3.0730, DDP time: 0.0044, Total iter time: 6.6593 [2020-11-05 23:56:37,124][root][INFO] - ===> Epoch[232](6018/26): Loss -0.1270, Sem 0.1956, dir -0.6888, norm 0.3662, swav 0.0000 LR: 4.367e-02 Score 93.798 Data time: 0.1883, Forward time: 2.2758, Backward time: 3.0730, DDP time: 0.0044, Total iter time: 5.5241 [2020-11-05 23:56:42,945][root][INFO] - ===> Epoch[232](6019/26): Loss -0.1703, Sem 0.1650, dir -0.7106, norm 0.3753, swav 0.0000 LR: 4.366e-02 Score 95.009 Data time: 0.2187, Forward time: 2.2758, Backward time: 3.0730, DDP time: 0.0044, Total iter time: 5.7068 [2020-11-05 23:56:48,094][root][INFO] - ===> Epoch[232](6020/26): Loss -0.1884, Sem 0.1869, dir -0.7262, norm 0.3508, swav 0.0000 LR: 4.365e-02 Score 94.026 Data time: 0.2583, Forward time: 2.2758, Backward time: 3.0728, DDP time: 0.0044, Total iter time: 5.0177 [2020-11-05 23:56:55,059][root][INFO] - ===> Epoch[232](6021/26): Loss -0.1439, Sem 0.1993, dir -0.7137, norm 0.3705, swav 0.0000 LR: 4.364e-02 Score 93.659 Data time: 0.1991, Forward time: 2.2758, Backward time: 3.0731, DDP time: 0.0044, Total iter time: 6.8439 [2020-11-05 23:57:00,526][root][INFO] - ===> Epoch[232](6022/26): Loss -0.2461, Sem 0.1600, dir -0.7458, norm 0.3396, swav 0.0000 LR: 4.363e-02 Score 95.002 Data time: 0.2693, Forward time: 2.2758, Backward time: 3.0730, DDP time: 0.0044, Total iter time: 5.3610 [2020-11-05 23:57:05,888][root][INFO] - ===> Epoch[232](6023/26): Loss -0.1506, Sem 0.1991, dir -0.7250, norm 0.3754, swav 0.0000 LR: 4.362e-02 Score 93.198 Data time: 0.2085, Forward time: 2.2758, Backward time: 3.0729, DDP time: 0.0044, Total iter time: 5.2337 [2020-11-05 23:57:11,858][root][INFO] - ===> Epoch[232](6024/26): Loss -0.2012, Sem 0.1776, dir -0.7121, norm 0.3333, swav 0.0000 LR: 4.361e-02 Score 94.753 Data time: 0.1792, Forward time: 2.2758, Backward time: 3.0730, DDP time: 0.0044, Total iter time: 5.8603 [2020-11-05 23:57:17,518][root][INFO] - ===> Epoch[232](6025/26): Loss -0.1278, Sem 0.1744, dir -0.6763, norm 0.3741, swav 0.0000 LR: 4.360e-02 Score 94.420 Data time: 0.2319, Forward time: 2.2758, Backward time: 3.0729, DDP time: 0.0044, Total iter time: 5.5533 [2020-11-05 23:57:23,550][root][INFO] - ===> Epoch[232](6026/26): Loss -0.1275, Sem 0.1866, dir -0.6891, norm 0.3750, swav 0.0000 LR: 4.359e-02 Score 93.842 Data time: 0.1863, Forward time: 2.2758, Backward time: 3.0730, DDP time: 0.0044, Total iter time: 5.8939 [2020-11-05 23:57:29,364][root][INFO] - ===> Epoch[232](6027/26): Loss -0.0751, Sem 0.1937, dir -0.6582, norm 0.3894, swav 0.0000 LR: 4.358e-02 Score 93.712 Data time: 0.2382, Forward time: 2.2758, Backward time: 3.0730, DDP time: 0.0044, Total iter time: 5.6770 [2020-11-05 23:57:36,174][root][INFO] - ===> Epoch[232](6028/26): Loss -0.0645, Sem 0.2067, dir -0.6815, norm 0.4103, swav 0.0000 LR: 4.357e-02 Score 93.538 Data time: 0.2146, Forward time: 2.2758, Backward time: 3.0732, DDP time: 0.0044, Total iter time: 6.6766 [2020-11-05 23:57:42,485][root][INFO] - ===> Epoch[232](6029/26): Loss -0.1442, Sem 0.1935, dir -0.7183, norm 0.3806, swav 0.0000 LR: 4.356e-02 Score 93.757 Data time: 0.3104, Forward time: 2.2759, Backward time: 3.0731, DDP time: 0.0044, Total iter time: 6.1956 [2020-11-05 23:57:48,017][root][INFO] - ===> Epoch[232](6030/26): Loss -0.1605, Sem 0.1968, dir -0.7216, norm 0.3643, swav 0.0000 LR: 4.355e-02 Score 94.091 Data time: 0.2302, Forward time: 2.2760, Backward time: 3.0731, DDP time: 0.0044, Total iter time: 5.4063 [2020-11-05 23:57:52,814][root][INFO] - ===> Epoch[232](6031/26): Loss -0.1496, Sem 0.1681, dir -0.6878, norm 0.3702, swav 0.0000 LR: 4.354e-02 Score 94.396 Data time: 0.1959, Forward time: 2.2759, Backward time: 3.0729, DDP time: 0.0045, Total iter time: 4.6702 [2020-11-05 23:57:58,521][root][INFO] - ===> Epoch[232](6032/26): Loss -0.1787, Sem 0.1906, dir -0.7379, norm 0.3685, swav 0.0000 LR: 4.353e-02 Score 93.963 Data time: 0.1516, Forward time: 2.2758, Backward time: 3.0730, DDP time: 0.0045, Total iter time: 5.6004 [2020-11-05 23:58:04,241][root][INFO] - ===> Epoch[233](6033/26): Loss -0.0853, Sem 0.2007, dir -0.6947, norm 0.4086, swav 0.0000 LR: 4.352e-02 Score 93.503 Data time: 0.1919, Forward time: 2.2758, Backward time: 3.0731, DDP time: 0.0045, Total iter time: 5.6141 [2020-11-05 23:58:09,468][root][INFO] - ===> Epoch[233](6034/26): Loss -0.0818, Sem 0.1980, dir -0.7088, norm 0.4289, swav 0.0000 LR: 4.351e-02 Score 94.015 Data time: 0.1707, Forward time: 2.2757, Backward time: 3.0731, DDP time: 0.0045, Total iter time: 5.1160 [2020-11-05 23:58:14,945][root][INFO] - ===> Epoch[233](6035/26): Loss -0.0817, Sem 0.2327, dir -0.6971, norm 0.3828, swav 0.0000 LR: 4.350e-02 Score 92.246 Data time: 0.2433, Forward time: 2.2758, Backward time: 3.0730, DDP time: 0.0045, Total iter time: 5.3793 [2020-11-05 23:58:21,071][root][INFO] - ===> Epoch[233](6036/26): Loss -0.1062, Sem 0.1539, dir -0.6737, norm 0.4135, swav 0.0000 LR: 4.349e-02 Score 94.810 Data time: 0.1912, Forward time: 2.2758, Backward time: 3.0730, DDP time: 0.0045, Total iter time: 5.9843 [2020-11-05 23:58:27,294][root][INFO] - ===> Epoch[233](6037/26): Loss -0.0899, Sem 0.2455, dir -0.6977, norm 0.3623, swav 0.0000 LR: 4.348e-02 Score 92.265 Data time: 0.1913, Forward time: 2.2757, Backward time: 3.0731, DDP time: 0.0045, Total iter time: 6.1038 [2020-11-05 23:58:31,895][root][INFO] - ===> Epoch[233](6038/26): Loss -0.1569, Sem 0.1768, dir -0.7427, norm 0.4090, swav 0.0000 LR: 4.347e-02 Score 93.839 Data time: 0.2309, Forward time: 2.2757, Backward time: 3.0729, DDP time: 0.0045, Total iter time: 4.4914 [2020-11-05 23:58:37,163][root][INFO] - ===> Epoch[233](6039/26): Loss -0.1624, Sem 0.1530, dir -0.6952, norm 0.3798, swav 0.0000 LR: 4.346e-02 Score 95.121 Data time: 0.2060, Forward time: 2.2757, Backward time: 3.0729, DDP time: 0.0045, Total iter time: 5.1616 [2020-11-05 23:58:42,685][root][INFO] - ===> Epoch[233](6040/26): Loss -0.2518, Sem 0.1490, dir -0.7330, norm 0.3322, swav 0.0000 LR: 4.345e-02 Score 95.297 Data time: 0.1926, Forward time: 2.2757, Backward time: 3.0729, DDP time: 0.0045, Total iter time: 5.4164 [2020-11-05 23:58:48,120][root][INFO] - ===> Epoch[233](6041/26): Loss -0.1243, Sem 0.2110, dir -0.7154, norm 0.3801, swav 0.0000 LR: 4.344e-02 Score 92.554 Data time: 0.1916, Forward time: 2.2757, Backward time: 3.0729, DDP time: 0.0045, Total iter time: 5.3479 [2020-11-05 23:58:55,066][root][INFO] - ===> Epoch[233](6042/26): Loss -0.1028, Sem 0.2102, dir -0.7090, norm 0.3959, swav 0.0000 LR: 4.343e-02 Score 93.253 Data time: 0.1730, Forward time: 2.2756, Backward time: 3.0731, DDP time: 0.0045, Total iter time: 6.8155 [2020-11-05 23:59:00,599][root][INFO] - ===> Epoch[233](6043/26): Loss -0.1305, Sem 0.1846, dir -0.7117, norm 0.3966, swav 0.0000 LR: 4.342e-02 Score 94.188 Data time: 0.2285, Forward time: 2.2756, Backward time: 3.0731, DDP time: 0.0045, Total iter time: 5.4006 [2020-11-05 23:59:08,426][root][INFO] - ===> Epoch[233](6044/26): Loss -0.1142, Sem 0.1799, dir -0.7110, norm 0.4169, swav 0.0000 LR: 4.341e-02 Score 93.885 Data time: 0.1843, Forward time: 2.2755, Backward time: 3.0735, DDP time: 0.0045, Total iter time: 7.7119 [2020-11-05 23:59:15,208][root][INFO] - ===> Epoch[233](6045/26): Loss -0.1218, Sem 0.1820, dir -0.6918, norm 0.3880, swav 0.0000 LR: 4.340e-02 Score 94.241 Data time: 0.3651, Forward time: 2.2757, Backward time: 3.0735, DDP time: 0.0045, Total iter time: 6.6397 [2020-11-05 23:59:21,250][root][INFO] - ===> Epoch[233](6046/26): Loss -0.2099, Sem 0.1637, dir -0.7313, norm 0.3577, swav 0.0000 LR: 4.339e-02 Score 94.538 Data time: 0.2047, Forward time: 2.2757, Backward time: 3.0735, DDP time: 0.0045, Total iter time: 5.9096 [2020-11-05 23:59:28,000][root][INFO] - ===> Epoch[233](6047/26): Loss -0.0999, Sem 0.1945, dir -0.6801, norm 0.3857, swav 0.0000 LR: 4.338e-02 Score 93.638 Data time: 0.2280, Forward time: 2.2757, Backward time: 3.0736, DDP time: 0.0045, Total iter time: 6.6253 [2020-11-05 23:59:33,443][root][INFO] - ===> Epoch[233](6048/26): Loss -0.1520, Sem 0.1753, dir -0.7030, norm 0.3757, swav 0.0000 LR: 4.337e-02 Score 93.955 Data time: 0.2281, Forward time: 2.2758, Backward time: 3.0735, DDP time: 0.0045, Total iter time: 5.3295 [2020-11-05 23:59:38,514][root][INFO] - ===> Epoch[233](6049/26): Loss -0.1755, Sem 0.1846, dir -0.7261, norm 0.3660, swav 0.0000 LR: 4.336e-02 Score 93.762 Data time: 0.1897, Forward time: 2.2757, Backward time: 3.0735, DDP time: 0.0045, Total iter time: 4.9596 [2020-11-05 23:59:44,032][root][INFO] - ===> Epoch[233](6050/26): Loss -0.1755, Sem 0.1910, dir -0.7487, norm 0.3822, swav 0.0000 LR: 4.335e-02 Score 93.701 Data time: 0.2261, Forward time: 2.2757, Backward time: 3.0734, DDP time: 0.0045, Total iter time: 5.3974 [2020-11-05 23:59:49,687][root][INFO] - ===> Epoch[233](6051/26): Loss -0.1598, Sem 0.1659, dir -0.6870, norm 0.3613, swav 0.0000 LR: 4.334e-02 Score 94.638 Data time: 0.2367, Forward time: 2.2758, Backward time: 3.0734, DDP time: 0.0045, Total iter time: 5.5487 [2020-11-05 23:59:56,264][root][INFO] - ===> Epoch[233](6052/26): Loss -0.1375, Sem 0.1756, dir -0.6951, norm 0.3820, swav 0.0000 LR: 4.333e-02 Score 93.814 Data time: 0.3052, Forward time: 2.2759, Backward time: 3.0734, DDP time: 0.0045, Total iter time: 6.4458 [2020-11-06 00:00:01,626][root][INFO] - ===> Epoch[233](6053/26): Loss -0.1665, Sem 0.1658, dir -0.7150, norm 0.3827, swav 0.0000 LR: 4.332e-02 Score 94.797 Data time: 0.2095, Forward time: 2.2759, Backward time: 3.0733, DDP time: 0.0045, Total iter time: 5.2259 [2020-11-06 00:00:07,190][root][INFO] - ===> Epoch[233](6054/26): Loss -0.1778, Sem 0.1829, dir -0.7204, norm 0.3596, swav 0.0000 LR: 4.331e-02 Score 94.397 Data time: 0.2807, Forward time: 2.2760, Backward time: 3.0732, DDP time: 0.0045, Total iter time: 5.4556 [2020-11-06 00:00:12,525][root][INFO] - ===> Epoch[233](6055/26): Loss -0.1600, Sem 0.1815, dir -0.7032, norm 0.3616, swav 0.0000 LR: 4.330e-02 Score 94.064 Data time: 0.2133, Forward time: 2.2760, Backward time: 3.0731, DDP time: 0.0045, Total iter time: 5.2225 [2020-11-06 00:00:17,021][root][INFO] - ===> Epoch[233](6056/26): Loss -0.1590, Sem 0.2023, dir -0.7330, norm 0.3718, swav 0.0000 LR: 4.329e-02 Score 93.648 Data time: 0.1573, Forward time: 2.2759, Backward time: 3.0730, DDP time: 0.0045, Total iter time: 4.3922 [2020-11-06 00:00:21,948][root][INFO] - ===> Epoch[233](6057/26): Loss -0.1691, Sem 0.1845, dir -0.7121, norm 0.3585, swav 0.0000 LR: 4.328e-02 Score 94.647 Data time: 0.1416, Forward time: 2.2758, Backward time: 3.0730, DDP time: 0.0045, Total iter time: 4.8299 [2020-11-06 00:00:28,676][root][INFO] - ===> Epoch[233](6058/26): Loss -0.1694, Sem 0.2047, dir -0.7323, norm 0.3582, swav 0.0000 LR: 4.327e-02 Score 93.397 Data time: 0.1958, Forward time: 2.2757, Backward time: 3.0732, DDP time: 0.0045, Total iter time: 6.6546 [2020-11-06 00:00:34,301][root][INFO] - ===> Epoch[234](6059/26): Loss -0.1665, Sem 0.1922, dir -0.7177, norm 0.3590, swav 0.0000 LR: 4.326e-02 Score 93.770 Data time: 0.2725, Forward time: 2.2758, Backward time: 3.0731, DDP time: 0.0045, Total iter time: 5.5157 [2020-11-06 00:00:40,111][root][INFO] - ===> Epoch[234](6060/26): Loss -0.2223, Sem 0.1666, dir -0.7312, norm 0.3423, swav 0.0000 LR: 4.325e-02 Score 94.730 Data time: 0.2010, Forward time: 2.2758, Backward time: 3.0732, DDP time: 0.0045, Total iter time: 5.6859 [2020-11-06 00:00:45,645][root][INFO] - ===> Epoch[234](6061/26): Loss -0.1331, Sem 0.1863, dir -0.7025, norm 0.3832, swav 0.0000 LR: 4.324e-02 Score 94.395 Data time: 0.2195, Forward time: 2.2757, Backward time: 3.0731, DDP time: 0.0045, Total iter time: 5.4222 [2020-11-06 00:00:50,660][root][INFO] - ===> Epoch[234](6062/26): Loss -0.1730, Sem 0.1626, dir -0.7014, norm 0.3657, swav 0.0000 LR: 4.323e-02 Score 94.282 Data time: 0.2132, Forward time: 2.2757, Backward time: 3.0730, DDP time: 0.0045, Total iter time: 4.9026 [2020-11-06 00:00:55,346][root][INFO] - ===> Epoch[234](6063/26): Loss -0.1699, Sem 0.1685, dir -0.6919, norm 0.3536, swav 0.0000 LR: 4.322e-02 Score 94.880 Data time: 0.1661, Forward time: 2.2756, Backward time: 3.0730, DDP time: 0.0045, Total iter time: 4.5578 [2020-11-06 00:01:00,894][root][INFO] - ===> Epoch[234](6064/26): Loss -0.1947, Sem 0.1810, dir -0.7096, norm 0.3340, swav 0.0000 LR: 4.321e-02 Score 94.244 Data time: 0.2586, Forward time: 2.2757, Backward time: 3.0729, DDP time: 0.0045, Total iter time: 5.4900 [2020-11-06 00:01:07,390][root][INFO] - ===> Epoch[234](6065/26): Loss -0.0895, Sem 0.2136, dir -0.7039, norm 0.4008, swav 0.0000 LR: 4.320e-02 Score 92.681 Data time: 0.2534, Forward time: 2.2757, Backward time: 3.0730, DDP time: 0.0045, Total iter time: 6.3854 [2020-11-06 00:01:12,418][root][INFO] - ===> Epoch[234](6066/26): Loss -0.0914, Sem 0.1691, dir -0.6781, norm 0.4176, swav 0.0000 LR: 4.319e-02 Score 94.528 Data time: 0.2088, Forward time: 2.2757, Backward time: 3.0729, DDP time: 0.0045, Total iter time: 4.9029 [2020-11-06 00:01:18,286][root][INFO] - ===> Epoch[234](6067/26): Loss -0.1509, Sem 0.1801, dir -0.7147, norm 0.3837, swav 0.0000 LR: 4.318e-02 Score 94.391 Data time: 0.2295, Forward time: 2.2757, Backward time: 3.0729, DDP time: 0.0045, Total iter time: 5.7705 [2020-11-06 00:01:24,231][root][INFO] - ===> Epoch[234](6068/26): Loss -0.1513, Sem 0.1668, dir -0.6936, norm 0.3754, swav 0.0000 LR: 4.317e-02 Score 94.751 Data time: 0.2344, Forward time: 2.2758, Backward time: 3.0729, DDP time: 0.0045, Total iter time: 5.8158 [2020-11-06 00:01:30,261][root][INFO] - ===> Epoch[234](6069/26): Loss -0.1169, Sem 0.2117, dir -0.7074, norm 0.3789, swav 0.0000 LR: 4.316e-02 Score 93.091 Data time: 0.2090, Forward time: 2.2758, Backward time: 3.0729, DDP time: 0.0045, Total iter time: 5.8951 [2020-11-06 00:01:38,150][root][INFO] - ===> Epoch[234](6070/26): Loss -0.0907, Sem 0.1908, dir -0.6964, norm 0.4148, swav 0.0000 LR: 4.315e-02 Score 94.085 Data time: 0.2245, Forward time: 2.2758, Backward time: 3.0732, DDP time: 0.0045, Total iter time: 7.7444 [2020-11-06 00:01:43,889][root][INFO] - ===> Epoch[234](6071/26): Loss -0.1755, Sem 0.1884, dir -0.7341, norm 0.3703, swav 0.0000 LR: 4.314e-02 Score 93.712 Data time: 0.1747, Forward time: 2.2757, Backward time: 3.0733, DDP time: 0.0045, Total iter time: 5.5935 [2020-11-06 00:01:49,380][root][INFO] - ===> Epoch[234](6072/26): Loss -0.1091, Sem 0.2126, dir -0.7180, norm 0.3963, swav 0.0000 LR: 4.313e-02 Score 93.416 Data time: 0.2021, Forward time: 2.2757, Backward time: 3.0732, DDP time: 0.0045, Total iter time: 5.4063 [2020-11-06 00:01:55,093][root][INFO] - ===> Epoch[234](6073/26): Loss -0.1971, Sem 0.1763, dir -0.7167, norm 0.3433, swav 0.0000 LR: 4.312e-02 Score 93.898 Data time: 0.2284, Forward time: 2.2757, Backward time: 3.0733, DDP time: 0.0045, Total iter time: 5.6087 [2020-11-06 00:02:02,186][root][INFO] - ===> Epoch[234](6074/26): Loss -0.1083, Sem 0.1833, dir -0.6963, norm 0.4047, swav 0.0000 LR: 4.311e-02 Score 93.987 Data time: 0.3734, Forward time: 2.2759, Backward time: 3.0733, DDP time: 0.0045, Total iter time: 6.9900 [2020-11-06 00:02:08,564][root][INFO] - ===> Epoch[234](6075/26): Loss -0.1745, Sem 0.1680, dir -0.7165, norm 0.3740, swav 0.0000 LR: 4.310e-02 Score 94.639 Data time: 0.2904, Forward time: 2.2761, Backward time: 3.0732, DDP time: 0.0045, Total iter time: 6.2509 [2020-11-06 00:02:14,233][root][INFO] - ===> Epoch[234](6076/26): Loss -0.2062, Sem 0.1627, dir -0.7101, norm 0.3413, swav 0.0000 LR: 4.309e-02 Score 94.833 Data time: 0.2710, Forward time: 2.2762, Backward time: 3.0731, DDP time: 0.0045, Total iter time: 5.5623 [2020-11-06 00:02:19,208][root][INFO] - ===> Epoch[234](6077/26): Loss -0.1721, Sem 0.1933, dir -0.7559, norm 0.3904, swav 0.0000 LR: 4.308e-02 Score 93.715 Data time: 0.1833, Forward time: 2.2761, Backward time: 3.0730, DDP time: 0.0045, Total iter time: 4.8813 [2020-11-06 00:02:24,888][root][INFO] - ===> Epoch[234](6078/26): Loss -0.2418, Sem 0.1434, dir -0.7274, norm 0.3423, swav 0.0000 LR: 4.307e-02 Score 95.405 Data time: 0.2364, Forward time: 2.2761, Backward time: 3.0730, DDP time: 0.0045, Total iter time: 5.6006 [2020-11-06 00:02:29,907][root][INFO] - ===> Epoch[234](6079/26): Loss -0.2184, Sem 0.1569, dir -0.7407, norm 0.3654, swav 0.0000 LR: 4.306e-02 Score 94.922 Data time: 0.2450, Forward time: 2.2762, Backward time: 3.0728, DDP time: 0.0045, Total iter time: 4.8973 [2020-11-06 00:02:35,150][root][INFO] - ===> Epoch[234](6080/26): Loss -0.1602, Sem 0.1788, dir -0.7080, norm 0.3690, swav 0.0000 LR: 4.305e-02 Score 94.480 Data time: 0.1598, Forward time: 2.2761, Backward time: 3.0728, DDP time: 0.0045, Total iter time: 5.1301 [2020-11-06 00:02:40,549][root][INFO] - ===> Epoch[234](6081/26): Loss -0.1113, Sem 0.2009, dir -0.7042, norm 0.3920, swav 0.0000 LR: 4.304e-02 Score 93.029 Data time: 0.1647, Forward time: 2.2760, Backward time: 3.0729, DDP time: 0.0045, Total iter time: 5.3130 [2020-11-06 00:02:46,227][root][INFO] - ===> Epoch[234](6082/26): Loss -0.1893, Sem 0.1480, dir -0.7140, norm 0.3767, swav 0.0000 LR: 4.303e-02 Score 95.032 Data time: 0.2234, Forward time: 2.2760, Backward time: 3.0728, DDP time: 0.0045, Total iter time: 5.6063 [2020-11-06 00:02:51,490][root][INFO] - ===> Epoch[234](6083/26): Loss -0.1853, Sem 0.1879, dir -0.7235, norm 0.3504, swav 0.0000 LR: 4.302e-02 Score 93.784 Data time: 0.1907, Forward time: 2.2759, Backward time: 3.0728, DDP time: 0.0045, Total iter time: 5.1595 [2020-11-06 00:02:57,500][root][INFO] - ===> Epoch[234](6084/26): Loss -0.2283, Sem 0.1642, dir -0.7257, norm 0.3332, swav 0.0000 LR: 4.301e-02 Score 94.911 Data time: 0.2370, Forward time: 2.2760, Backward time: 3.0728, DDP time: 0.0045, Total iter time: 5.9338 [2020-11-06 00:03:02,529][root][INFO] - ===> Epoch[235](6085/26): Loss -0.1113, Sem 0.2310, dir -0.7030, norm 0.3607, swav 0.0000 LR: 4.301e-02 Score 93.029 Data time: 0.1782, Forward time: 2.2759, Backward time: 3.0727, DDP time: 0.0045, Total iter time: 4.9197 [2020-11-06 00:03:08,340][root][INFO] - ===> Epoch[235](6086/26): Loss -0.1713, Sem 0.1769, dir -0.6959, norm 0.3477, swav 0.0000 LR: 4.300e-02 Score 94.571 Data time: 0.1592, Forward time: 2.2758, Backward time: 3.0729, DDP time: 0.0045, Total iter time: 5.7273 [2020-11-06 00:03:14,548][root][INFO] - ===> Epoch[235](6087/26): Loss -0.1740, Sem 0.1726, dir -0.6972, norm 0.3506, swav 0.0000 LR: 4.299e-02 Score 94.210 Data time: 0.2256, Forward time: 2.2758, Backward time: 3.0729, DDP time: 0.0045, Total iter time: 6.1420 [2020-11-06 00:03:22,038][root][INFO] - ===> Epoch[235](6088/26): Loss -0.1475, Sem 0.2115, dir -0.7327, norm 0.3737, swav 0.0000 LR: 4.298e-02 Score 93.118 Data time: 0.1964, Forward time: 2.2758, Backward time: 3.0732, DDP time: 0.0045, Total iter time: 7.3775 [2020-11-06 00:03:27,461][root][INFO] - ===> Epoch[235](6089/26): Loss -0.2096, Sem 0.1653, dir -0.7225, norm 0.3476, swav 0.0000 LR: 4.297e-02 Score 94.911 Data time: 0.1857, Forward time: 2.2758, Backward time: 3.0732, DDP time: 0.0045, Total iter time: 5.3318 [2020-11-06 00:03:33,160][root][INFO] - ===> Epoch[235](6090/26): Loss -0.2461, Sem 0.1780, dir -0.7486, norm 0.3245, swav 0.0000 LR: 4.296e-02 Score 94.539 Data time: 0.2264, Forward time: 2.2758, Backward time: 3.0732, DDP time: 0.0045, Total iter time: 5.6175 [2020-11-06 00:03:38,159][root][INFO] - ===> Epoch[235](6091/26): Loss -0.2196, Sem 0.1647, dir -0.7467, norm 0.3624, swav 0.0000 LR: 4.295e-02 Score 94.637 Data time: 0.1556, Forward time: 2.2757, Backward time: 3.0732, DDP time: 0.0045, Total iter time: 4.8813 [2020-11-06 00:03:44,041][root][INFO] - ===> Epoch[235](6092/26): Loss -0.1566, Sem 0.1909, dir -0.7273, norm 0.3797, swav 0.0000 LR: 4.294e-02 Score 93.906 Data time: 0.2116, Forward time: 2.2757, Backward time: 3.0732, DDP time: 0.0045, Total iter time: 5.7824 [2020-11-06 00:03:49,317][root][INFO] - ===> Epoch[235](6093/26): Loss -0.2062, Sem 0.1762, dir -0.7354, norm 0.3531, swav 0.0000 LR: 4.293e-02 Score 94.350 Data time: 0.2649, Forward time: 2.2758, Backward time: 3.0731, DDP time: 0.0045, Total iter time: 5.1521 [2020-11-06 00:03:56,266][root][INFO] - ===> Epoch[235](6094/26): Loss -0.1420, Sem 0.1818, dir -0.7001, norm 0.3763, swav 0.0000 LR: 4.292e-02 Score 93.973 Data time: 0.1896, Forward time: 2.2757, Backward time: 3.0733, DDP time: 0.0045, Total iter time: 6.8252 [2020-11-06 00:04:02,003][root][INFO] - ===> Epoch[235](6095/26): Loss -0.0835, Sem 0.2104, dir -0.6895, norm 0.3956, swav 0.0000 LR: 4.291e-02 Score 93.395 Data time: 0.2671, Forward time: 2.2758, Backward time: 3.0732, DDP time: 0.0045, Total iter time: 5.6204 [2020-11-06 00:04:08,434][root][INFO] - ===> Epoch[235](6096/26): Loss -0.1274, Sem 0.1862, dir -0.6900, norm 0.3764, swav 0.0000 LR: 4.290e-02 Score 94.255 Data time: 0.1893, Forward time: 2.2758, Backward time: 3.0733, DDP time: 0.0045, Total iter time: 6.2776 [2020-11-06 00:04:14,031][root][INFO] - ===> Epoch[235](6097/26): Loss -0.1602, Sem 0.1760, dir -0.7157, norm 0.3796, swav 0.0000 LR: 4.289e-02 Score 94.327 Data time: 0.2421, Forward time: 2.2759, Backward time: 3.0732, DDP time: 0.0045, Total iter time: 5.4656 [2020-11-06 00:04:19,562][root][INFO] - ===> Epoch[235](6098/26): Loss -0.1541, Sem 0.1899, dir -0.7094, norm 0.3653, swav 0.0000 LR: 4.288e-02 Score 93.933 Data time: 0.2129, Forward time: 2.2758, Backward time: 3.0732, DDP time: 0.0045, Total iter time: 5.3930 [2020-11-06 00:04:23,923][root][INFO] - ===> Epoch[235](6099/26): Loss -0.0918, Sem 0.2322, dir -0.7104, norm 0.3864, swav 0.0000 LR: 4.287e-02 Score 92.608 Data time: 0.1369, Forward time: 2.2757, Backward time: 3.0732, DDP time: 0.0045, Total iter time: 4.2602 [2020-11-06 00:04:31,341][root][INFO] - ===> Epoch[235](6100/26): Loss -0.2075, Sem 0.1709, dir -0.7152, norm 0.3368, swav 0.0000 LR: 4.286e-02 Score 94.162 Data time: 0.2499, Forward time: 2.2757, Backward time: 3.0734, DDP time: 0.0045, Total iter time: 7.3440 [2020-11-06 00:04:36,985][root][INFO] - ===> Epoch[235](6101/26): Loss -0.1879, Sem 0.1770, dir -0.7211, norm 0.3561, swav 0.0000 LR: 4.285e-02 Score 94.358 Data time: 0.1817, Forward time: 2.2757, Backward time: 3.0734, DDP time: 0.0045, Total iter time: 5.5171 [2020-11-06 00:04:42,239][root][INFO] - ===> Epoch[235](6102/26): Loss -0.1781, Sem 0.1568, dir -0.7064, norm 0.3715, swav 0.0000 LR: 4.284e-02 Score 94.833 Data time: 0.1738, Forward time: 2.2756, Backward time: 3.0734, DDP time: 0.0045, Total iter time: 5.1462 [2020-11-06 00:04:47,374][root][INFO] - ===> Epoch[235](6103/26): Loss -0.1111, Sem 0.1894, dir -0.6730, norm 0.3725, swav 0.0000 LR: 4.283e-02 Score 93.729 Data time: 0.2511, Forward time: 2.2756, Backward time: 3.0733, DDP time: 0.0045, Total iter time: 5.0575 [2020-11-06 00:04:53,559][root][INFO] - ===> Epoch[235](6104/26): Loss -0.1124, Sem 0.2066, dir -0.7085, norm 0.3896, swav 0.0000 LR: 4.282e-02 Score 93.363 Data time: 0.2941, Forward time: 2.2758, Backward time: 3.0732, DDP time: 0.0045, Total iter time: 6.0466 [2020-11-06 00:04:59,695][root][INFO] - ===> Epoch[235](6105/26): Loss -0.1203, Sem 0.1783, dir -0.6948, norm 0.3962, swav 0.0000 LR: 4.281e-02 Score 94.473 Data time: 0.2004, Forward time: 2.2757, Backward time: 3.0733, DDP time: 0.0045, Total iter time: 6.0002 [2020-11-06 00:05:05,547][root][INFO] - ===> Epoch[235](6106/26): Loss -0.1207, Sem 0.2004, dir -0.6856, norm 0.3645, swav 0.0000 LR: 4.280e-02 Score 93.362 Data time: 0.2132, Forward time: 2.2758, Backward time: 3.0733, DDP time: 0.0045, Total iter time: 5.7424 [2020-11-06 00:05:11,304][root][INFO] - ===> Epoch[235](6107/26): Loss -0.2042, Sem 0.1620, dir -0.7227, norm 0.3565, swav 0.0000 LR: 4.279e-02 Score 94.840 Data time: 0.2128, Forward time: 2.2758, Backward time: 3.0733, DDP time: 0.0045, Total iter time: 5.6333 [2020-11-06 00:05:16,785][root][INFO] - ===> Epoch[235](6108/26): Loss -0.1997, Sem 0.1538, dir -0.7214, norm 0.3679, swav 0.0000 LR: 4.278e-02 Score 95.031 Data time: 0.1654, Forward time: 2.2757, Backward time: 3.0733, DDP time: 0.0045, Total iter time: 5.3684 [2020-11-06 00:05:21,665][root][INFO] - ===> Epoch[235](6109/26): Loss -0.1991, Sem 0.1482, dir -0.7127, norm 0.3654, swav 0.0000 LR: 4.277e-02 Score 95.514 Data time: 0.2595, Forward time: 2.2757, Backward time: 3.0731, DDP time: 0.0045, Total iter time: 4.7840 [2020-11-06 00:05:27,306][root][INFO] - ===> Epoch[235](6110/26): Loss -0.1226, Sem 0.2073, dir -0.7066, norm 0.3767, swav 0.0000 LR: 4.276e-02 Score 93.145 Data time: 0.1680, Forward time: 2.2756, Backward time: 3.0732, DDP time: 0.0045, Total iter time: 5.5097 [2020-11-06 00:05:33,219][root][INFO] - ===> Epoch[236](6111/26): Loss -0.1147, Sem 0.1827, dir -0.6880, norm 0.3906, swav 0.0000 LR: 4.275e-02 Score 94.562 Data time: 0.2184, Forward time: 2.2756, Backward time: 3.0732, DDP time: 0.0045, Total iter time: 5.8060 [2020-11-06 00:05:38,034][root][INFO] - ===> Epoch[236](6112/26): Loss -0.1736, Sem 0.1810, dir -0.7151, norm 0.3605, swav 0.0000 LR: 4.274e-02 Score 94.989 Data time: 0.2030, Forward time: 2.2756, Backward time: 3.0731, DDP time: 0.0045, Total iter time: 4.7101 [2020-11-06 00:05:44,717][root][INFO] - ===> Epoch[236](6113/26): Loss -0.1849, Sem 0.1953, dir -0.7422, norm 0.3620, swav 0.0000 LR: 4.273e-02 Score 93.241 Data time: 0.2166, Forward time: 2.2756, Backward time: 3.0733, DDP time: 0.0045, Total iter time: 6.5830 [2020-11-06 00:05:49,006][root][INFO] - ===> Epoch[236](6114/26): Loss -0.2589, Sem 0.1445, dir -0.7375, norm 0.3341, swav 0.0000 LR: 4.272e-02 Score 95.338 Data time: 0.2380, Forward time: 2.2756, Backward time: 3.0731, DDP time: 0.0045, Total iter time: 4.1627 [2020-11-06 00:05:54,989][root][INFO] - ===> Epoch[236](6115/26): Loss -0.1556, Sem 0.1897, dir -0.7102, norm 0.3649, swav 0.0000 LR: 4.271e-02 Score 93.550 Data time: 0.2293, Forward time: 2.2756, Backward time: 3.0731, DDP time: 0.0045, Total iter time: 5.8838 [2020-11-06 00:06:01,230][root][INFO] - ===> Epoch[236](6116/26): Loss -0.1314, Sem 0.1927, dir -0.7135, norm 0.3893, swav 0.0000 LR: 4.270e-02 Score 93.646 Data time: 0.3025, Forward time: 2.2757, Backward time: 3.0730, DDP time: 0.0045, Total iter time: 6.1141 [2020-11-06 00:06:07,421][root][INFO] - ===> Epoch[236](6117/26): Loss -0.1937, Sem 0.1905, dir -0.7327, norm 0.3486, swav 0.0000 LR: 4.269e-02 Score 93.649 Data time: 0.1793, Forward time: 2.2756, Backward time: 3.0732, DDP time: 0.0045, Total iter time: 6.0486 [2020-11-06 00:06:14,183][root][INFO] - ===> Epoch[236](6118/26): Loss -0.1158, Sem 0.2034, dir -0.6801, norm 0.3609, swav 0.0000 LR: 4.268e-02 Score 93.125 Data time: 0.1473, Forward time: 2.2755, Backward time: 3.0735, DDP time: 0.0045, Total iter time: 6.6549 [2020-11-06 00:06:19,768][root][INFO] - ===> Epoch[236](6119/26): Loss -0.1810, Sem 0.1717, dir -0.7253, norm 0.3726, swav 0.0000 LR: 4.267e-02 Score 94.414 Data time: 0.2533, Forward time: 2.2756, Backward time: 3.0734, DDP time: 0.0045, Total iter time: 5.5301 [2020-11-06 00:06:26,296][root][INFO] - ===> Epoch[236](6120/26): Loss -0.1744, Sem 0.2008, dir -0.7179, norm 0.3427, swav 0.0000 LR: 4.266e-02 Score 94.067 Data time: 0.2404, Forward time: 2.2756, Backward time: 3.0735, DDP time: 0.0045, Total iter time: 6.3861 [2020-11-06 00:06:31,530][root][INFO] - ===> Epoch[236](6121/26): Loss -0.0399, Sem 0.2377, dir -0.6828, norm 0.4052, swav 0.0000 LR: 4.265e-02 Score 92.548 Data time: 0.2761, Forward time: 2.2756, Backward time: 3.0734, DDP time: 0.0045, Total iter time: 5.1209 [2020-11-06 00:06:38,148][root][INFO] - ===> Epoch[236](6122/26): Loss -0.2161, Sem 0.1728, dir -0.7392, norm 0.3504, swav 0.0000 LR: 4.264e-02 Score 94.554 Data time: 0.1656, Forward time: 2.2755, Backward time: 3.0736, DDP time: 0.0045, Total iter time: 6.4945 [2020-11-06 00:06:43,889][root][INFO] - ===> Epoch[236](6123/26): Loss -0.1780, Sem 0.1647, dir -0.7098, norm 0.3670, swav 0.0000 LR: 4.263e-02 Score 94.263 Data time: 0.2242, Forward time: 2.2755, Backward time: 3.0736, DDP time: 0.0045, Total iter time: 5.6684 [2020-11-06 00:06:49,491][root][INFO] - ===> Epoch[236](6124/26): Loss -0.2435, Sem 0.1595, dir -0.7462, norm 0.3432, swav 0.0000 LR: 4.262e-02 Score 94.531 Data time: 0.2453, Forward time: 2.2755, Backward time: 3.0736, DDP time: 0.0045, Total iter time: 5.4976 [2020-11-06 00:06:55,939][root][INFO] - ===> Epoch[236](6125/26): Loss -0.1214, Sem 0.1848, dir -0.7163, norm 0.4101, swav 0.0000 LR: 4.261e-02 Score 94.276 Data time: 0.2774, Forward time: 2.2756, Backward time: 3.0735, DDP time: 0.0045, Total iter time: 6.3287 [2020-11-06 00:07:00,671][root][INFO] - ===> Epoch[236](6126/26): Loss -0.2038, Sem 0.1599, dir -0.7224, norm 0.3587, swav 0.0000 LR: 4.260e-02 Score 94.807 Data time: 0.1793, Forward time: 2.2756, Backward time: 3.0734, DDP time: 0.0045, Total iter time: 4.5842 [2020-11-06 00:07:06,167][root][INFO] - ===> Epoch[236](6127/26): Loss -0.1509, Sem 0.1789, dir -0.6935, norm 0.3637, swav 0.0000 LR: 4.259e-02 Score 94.607 Data time: 0.2445, Forward time: 2.2756, Backward time: 3.0734, DDP time: 0.0045, Total iter time: 5.4044 [2020-11-06 00:07:11,761][root][INFO] - ===> Epoch[236](6128/26): Loss -0.1366, Sem 0.1940, dir -0.7202, norm 0.3897, swav 0.0000 LR: 4.258e-02 Score 93.425 Data time: 0.2498, Forward time: 2.2756, Backward time: 3.0733, DDP time: 0.0045, Total iter time: 5.4593 [2020-11-06 00:07:17,313][root][INFO] - ===> Epoch[236](6129/26): Loss -0.1284, Sem 0.1630, dir -0.6762, norm 0.3848, swav 0.0000 LR: 4.257e-02 Score 94.588 Data time: 0.2359, Forward time: 2.2757, Backward time: 3.0732, DDP time: 0.0045, Total iter time: 5.4279 [2020-11-06 00:07:22,531][root][INFO] - ===> Epoch[236](6130/26): Loss -0.1375, Sem 0.1582, dir -0.6810, norm 0.3852, swav 0.0000 LR: 4.256e-02 Score 95.199 Data time: 0.2040, Forward time: 2.2757, Backward time: 3.0732, DDP time: 0.0045, Total iter time: 5.1105 [2020-11-06 00:07:27,725][root][INFO] - ===> Epoch[236](6131/26): Loss -0.1614, Sem 0.1730, dir -0.7037, norm 0.3693, swav 0.0000 LR: 4.255e-02 Score 94.064 Data time: 0.2365, Forward time: 2.2757, Backward time: 3.0731, DDP time: 0.0045, Total iter time: 5.0834 [2020-11-06 00:07:34,280][root][INFO] - ===> Epoch[236](6132/26): Loss -0.0914, Sem 0.1942, dir -0.6561, norm 0.3706, swav 0.0000 LR: 4.254e-02 Score 93.740 Data time: 0.3555, Forward time: 2.2758, Backward time: 3.0730, DDP time: 0.0045, Total iter time: 6.4419 [2020-11-06 00:07:38,243][root][INFO] - ===> Epoch[236](6133/26): Loss -0.2038, Sem 0.1542, dir -0.7241, norm 0.3660, swav 0.0000 LR: 4.253e-02 Score 95.544 Data time: 0.1404, Forward time: 2.2757, Backward time: 3.0729, DDP time: 0.0045, Total iter time: 3.8216 [2020-11-06 00:07:42,952][root][INFO] - ===> Epoch[236](6134/26): Loss -0.2903, Sem 0.1468, dir -0.7615, norm 0.3244, swav 0.0000 LR: 4.252e-02 Score 95.220 Data time: 0.1484, Forward time: 2.2756, Backward time: 3.0728, DDP time: 0.0045, Total iter time: 4.6243 [2020-11-06 00:07:49,478][root][INFO] - ===> Epoch[236](6135/26): Loss -0.2201, Sem 0.1639, dir -0.7354, norm 0.3515, swav 0.0000 LR: 4.251e-02 Score 94.780 Data time: 0.1480, Forward time: 2.2755, Backward time: 3.0731, DDP time: 0.0045, Total iter time: 6.4791 [2020-11-06 00:07:55,691][root][INFO] - ===> Epoch[236](6136/26): Loss -0.1491, Sem 0.1871, dir -0.7309, norm 0.3947, swav 0.0000 LR: 4.250e-02 Score 94.752 Data time: 0.2444, Forward time: 2.2755, Backward time: 3.0731, DDP time: 0.0045, Total iter time: 6.1766 [2020-11-06 00:08:02,030][root][INFO] - ===> Epoch[237](6137/26): Loss -0.1330, Sem 0.1929, dir -0.7272, norm 0.4013, swav 0.0000 LR: 4.249e-02 Score 93.765 Data time: 0.2074, Forward time: 2.2755, Backward time: 3.0732, DDP time: 0.0045, Total iter time: 6.2148 [2020-11-06 00:08:07,532][root][INFO] - ===> Epoch[237](6138/26): Loss -0.1544, Sem 0.1822, dir -0.7332, norm 0.3965, swav 0.0000 LR: 4.248e-02 Score 94.420 Data time: 0.2086, Forward time: 2.2755, Backward time: 3.0732, DDP time: 0.0045, Total iter time: 5.3922 [2020-11-06 00:08:16,045][root][INFO] - ===> Epoch[237](6139/26): Loss -0.1548, Sem 0.1885, dir -0.7207, norm 0.3774, swav 0.0000 LR: 4.247e-02 Score 93.745 Data time: 0.2199, Forward time: 2.2755, Backward time: 3.0736, DDP time: 0.0045, Total iter time: 8.3912 [2020-11-06 00:08:21,739][root][INFO] - ===> Epoch[237](6140/26): Loss -0.2544, Sem 0.1301, dir -0.7251, norm 0.3405, swav 0.0000 LR: 4.246e-02 Score 95.859 Data time: 0.2120, Forward time: 2.2755, Backward time: 3.0736, DDP time: 0.0045, Total iter time: 5.5733 [2020-11-06 00:08:26,294][root][INFO] - ===> Epoch[237](6141/26): Loss -0.2244, Sem 0.1722, dir -0.7532, norm 0.3566, swav 0.0000 LR: 4.245e-02 Score 94.322 Data time: 0.2212, Forward time: 2.2755, Backward time: 3.0734, DDP time: 0.0045, Total iter time: 4.4368 [2020-11-06 00:08:32,434][root][INFO] - ===> Epoch[237](6142/26): Loss -0.1179, Sem 0.1734, dir -0.6677, norm 0.3765, swav 0.0000 LR: 4.244e-02 Score 94.216 Data time: 0.2333, Forward time: 2.2755, Backward time: 3.0735, DDP time: 0.0045, Total iter time: 6.0299 [2020-11-06 00:08:38,052][root][INFO] - ===> Epoch[237](6143/26): Loss -0.1563, Sem 0.1831, dir -0.6919, norm 0.3524, swav 0.0000 LR: 4.243e-02 Score 93.706 Data time: 0.2611, Forward time: 2.2756, Backward time: 3.0734, DDP time: 0.0045, Total iter time: 5.4952 [2020-11-06 00:08:43,524][root][INFO] - ===> Epoch[237](6144/26): Loss -0.2084, Sem 0.1395, dir -0.7206, norm 0.3727, swav 0.0000 LR: 4.242e-02 Score 94.967 Data time: 0.1833, Forward time: 2.2755, Backward time: 3.0734, DDP time: 0.0045, Total iter time: 5.3380 [2020-11-06 00:08:48,514][root][INFO] - ===> Epoch[237](6145/26): Loss -0.2168, Sem 0.1480, dir -0.7046, norm 0.3398, swav 0.0000 LR: 4.241e-02 Score 94.915 Data time: 0.1558, Forward time: 2.2754, Backward time: 3.0734, DDP time: 0.0045, Total iter time: 4.8706 [2020-11-06 00:08:54,504][root][INFO] - ===> Epoch[237](6146/26): Loss -0.1872, Sem 0.1414, dir -0.6927, norm 0.3641, swav 0.0000 LR: 4.240e-02 Score 94.979 Data time: 0.2049, Forward time: 2.2754, Backward time: 3.0734, DDP time: 0.0045, Total iter time: 5.8983 [2020-11-06 00:08:59,602][root][INFO] - ===> Epoch[237](6147/26): Loss -0.2332, Sem 0.1778, dir -0.7695, norm 0.3585, swav 0.0000 LR: 4.239e-02 Score 94.231 Data time: 0.2111, Forward time: 2.2754, Backward time: 3.0734, DDP time: 0.0045, Total iter time: 4.9906 [2020-11-06 00:09:05,598][root][INFO] - ===> Epoch[237](6148/26): Loss -0.0987, Sem 0.2188, dir -0.6917, norm 0.3743, swav 0.0000 LR: 4.238e-02 Score 92.741 Data time: 0.2884, Forward time: 2.2755, Backward time: 3.0733, DDP time: 0.0045, Total iter time: 5.8946 [2020-11-06 00:09:11,258][root][INFO] - ===> Epoch[237](6149/26): Loss -0.1729, Sem 0.1796, dir -0.7131, norm 0.3606, swav 0.0000 LR: 4.237e-02 Score 93.518 Data time: 0.2412, Forward time: 2.2756, Backward time: 3.0732, DDP time: 0.0045, Total iter time: 5.5325 [2020-11-06 00:09:16,956][root][INFO] - ===> Epoch[237](6150/26): Loss -0.1246, Sem 0.1827, dir -0.6706, norm 0.3634, swav 0.0000 LR: 4.236e-02 Score 94.224 Data time: 0.2163, Forward time: 2.2756, Backward time: 3.0732, DDP time: 0.0045, Total iter time: 5.5705 [2020-11-06 00:09:23,051][root][INFO] - ===> Epoch[237](6151/26): Loss -0.2279, Sem 0.1739, dir -0.7376, norm 0.3358, swav 0.0000 LR: 4.235e-02 Score 94.477 Data time: 0.2320, Forward time: 2.2756, Backward time: 3.0732, DDP time: 0.0045, Total iter time: 5.9701 [2020-11-06 00:09:27,680][root][INFO] - ===> Epoch[237](6152/26): Loss -0.1453, Sem 0.2188, dir -0.7306, norm 0.3665, swav 0.0000 LR: 4.234e-02 Score 93.484 Data time: 0.1961, Forward time: 2.2756, Backward time: 3.0730, DDP time: 0.0045, Total iter time: 4.4997 [2020-11-06 00:09:32,810][root][INFO] - ===> Epoch[237](6153/26): Loss -0.1917, Sem 0.1791, dir -0.7222, norm 0.3514, swav 0.0000 LR: 4.233e-02 Score 93.924 Data time: 0.1790, Forward time: 2.2755, Backward time: 3.0730, DDP time: 0.0045, Total iter time: 5.0141 [2020-11-06 00:09:38,248][root][INFO] - ===> Epoch[237](6154/26): Loss -0.2071, Sem 0.1967, dir -0.7406, norm 0.3368, swav 0.0000 LR: 4.232e-02 Score 93.963 Data time: 0.2756, Forward time: 2.2756, Backward time: 3.0729, DDP time: 0.0045, Total iter time: 5.3245 [2020-11-06 00:09:44,236][root][INFO] - ===> Epoch[237](6155/26): Loss -0.0980, Sem 0.2249, dir -0.7008, norm 0.3779, swav 0.0000 LR: 4.231e-02 Score 92.864 Data time: 0.2998, Forward time: 2.2757, Backward time: 3.0728, DDP time: 0.0045, Total iter time: 5.8758 [2020-11-06 00:09:49,838][root][INFO] - ===> Epoch[237](6156/26): Loss -0.0717, Sem 0.2122, dir -0.6953, norm 0.4114, swav 0.0000 LR: 4.230e-02 Score 92.962 Data time: 0.2275, Forward time: 2.2758, Backward time: 3.0727, DDP time: 0.0045, Total iter time: 5.4607 [2020-11-06 00:09:56,657][root][INFO] - ===> Epoch[237](6157/26): Loss -0.1635, Sem 0.1949, dir -0.7099, norm 0.3515, swav 0.0000 LR: 4.229e-02 Score 94.045 Data time: 0.1469, Forward time: 2.2756, Backward time: 3.0730, DDP time: 0.0045, Total iter time: 6.6922 [2020-11-06 00:10:02,004][root][INFO] - ===> Epoch[237](6158/26): Loss -0.1281, Sem 0.2113, dir -0.7194, norm 0.3800, swav 0.0000 LR: 4.228e-02 Score 92.521 Data time: 0.1982, Forward time: 2.2756, Backward time: 3.0730, DDP time: 0.0045, Total iter time: 5.2483 [2020-11-06 00:10:08,855][root][INFO] - ===> Epoch[237](6159/26): Loss -0.1119, Sem 0.1997, dir -0.6889, norm 0.3773, swav 0.0000 LR: 4.227e-02 Score 93.831 Data time: 0.1847, Forward time: 2.2756, Backward time: 3.0732, DDP time: 0.0045, Total iter time: 6.7312 [2020-11-06 00:10:14,553][root][INFO] - ===> Epoch[237](6160/26): Loss -0.2266, Sem 0.1731, dir -0.7423, norm 0.3425, swav 0.0000 LR: 4.226e-02 Score 95.003 Data time: 0.1851, Forward time: 2.2755, Backward time: 3.0733, DDP time: 0.0045, Total iter time: 5.6002 [2020-11-06 00:10:20,370][root][INFO] - ===> Epoch[237](6161/26): Loss -0.1235, Sem 0.1924, dir -0.7253, norm 0.4093, swav 0.0000 LR: 4.225e-02 Score 93.757 Data time: 0.2737, Forward time: 2.2756, Backward time: 3.0732, DDP time: 0.0045, Total iter time: 5.7524 [2020-11-06 00:10:25,537][root][INFO] - ===> Epoch[237](6162/26): Loss -0.1969, Sem 0.1674, dir -0.7010, norm 0.3366, swav 0.0000 LR: 4.224e-02 Score 94.446 Data time: 0.2394, Forward time: 2.2756, Backward time: 3.0731, DDP time: 0.0045, Total iter time: 5.0301 [2020-11-06 00:10:32,102][root][INFO] - ===> Epoch[238](6163/26): Loss -0.1614, Sem 0.1873, dir -0.7014, norm 0.3527, swav 0.0000 LR: 4.223e-02 Score 93.892 Data time: 0.1830, Forward time: 2.2755, Backward time: 3.0733, DDP time: 0.0045, Total iter time: 6.4503 [2020-11-06 00:10:37,348][root][INFO] - ===> Epoch[238](6164/26): Loss -0.1506, Sem 0.1617, dir -0.6831, norm 0.3709, swav 0.0000 LR: 4.222e-02 Score 94.672 Data time: 0.2688, Forward time: 2.2755, Backward time: 3.0732, DDP time: 0.0045, Total iter time: 5.1403 [2020-11-06 00:10:43,139][root][INFO] - ===> Epoch[238](6165/26): Loss -0.1675, Sem 0.1923, dir -0.7394, norm 0.3797, swav 0.0000 LR: 4.221e-02 Score 94.114 Data time: 0.3058, Forward time: 2.2756, Backward time: 3.0731, DDP time: 0.0045, Total iter time: 5.6833 [2020-11-06 00:10:48,701][root][INFO] - ===> Epoch[238](6166/26): Loss -0.1939, Sem 0.1680, dir -0.7406, norm 0.3788, swav 0.0000 LR: 4.220e-02 Score 94.223 Data time: 0.2040, Forward time: 2.2756, Backward time: 3.0730, DDP time: 0.0045, Total iter time: 5.4338 [2020-11-06 00:10:55,600][root][INFO] - ===> Epoch[238](6167/26): Loss -0.1675, Sem 0.1974, dir -0.7154, norm 0.3504, swav 0.0000 LR: 4.219e-02 Score 93.753 Data time: 0.1886, Forward time: 2.2756, Backward time: 3.0733, DDP time: 0.0045, Total iter time: 6.7638 [2020-11-06 00:11:01,935][root][INFO] - ===> Epoch[238](6168/26): Loss -0.2236, Sem 0.1774, dir -0.7439, norm 0.3430, swav 0.0000 LR: 4.218e-02 Score 93.907 Data time: 0.2641, Forward time: 2.2756, Backward time: 3.0733, DDP time: 0.0045, Total iter time: 6.2307 [2020-11-06 00:11:08,331][root][INFO] - ===> Epoch[238](6169/26): Loss -0.1538, Sem 0.1656, dir -0.7078, norm 0.3884, swav 0.0000 LR: 4.217e-02 Score 94.731 Data time: 0.3165, Forward time: 2.2758, Backward time: 3.0733, DDP time: 0.0045, Total iter time: 6.2589 [2020-11-06 00:11:13,612][root][INFO] - ===> Epoch[238](6170/26): Loss -0.1759, Sem 0.2052, dir -0.7375, norm 0.3564, swav 0.0000 LR: 4.216e-02 Score 93.575 Data time: 0.2216, Forward time: 2.2758, Backward time: 3.0731, DDP time: 0.0045, Total iter time: 5.1578 [2020-11-06 00:11:18,958][root][INFO] - ===> Epoch[238](6171/26): Loss -0.1905, Sem 0.1284, dir -0.7145, norm 0.3956, swav 0.0000 LR: 4.215e-02 Score 95.507 Data time: 0.1646, Forward time: 2.2757, Backward time: 3.0731, DDP time: 0.0045, Total iter time: 5.2280 [2020-11-06 00:11:24,009][root][INFO] - ===> Epoch[238](6172/26): Loss -0.1853, Sem 0.1633, dir -0.7113, norm 0.3627, swav 0.0000 LR: 4.214e-02 Score 94.687 Data time: 0.2572, Forward time: 2.2758, Backward time: 3.0730, DDP time: 0.0045, Total iter time: 4.9685 [2020-11-06 00:11:30,830][root][INFO] - ===> Epoch[238](6173/26): Loss -0.1085, Sem 0.2294, dir -0.7203, norm 0.3823, swav 0.0000 LR: 4.213e-02 Score 93.188 Data time: 0.2587, Forward time: 2.2758, Backward time: 3.0731, DDP time: 0.0045, Total iter time: 6.7117 [2020-11-06 00:11:36,814][root][INFO] - ===> Epoch[238](6174/26): Loss -0.1760, Sem 0.1753, dir -0.6970, norm 0.3457, swav 0.0000 LR: 4.212e-02 Score 94.527 Data time: 0.2587, Forward time: 2.2759, Backward time: 3.0731, DDP time: 0.0045, Total iter time: 5.8674 [2020-11-06 00:11:41,510][root][INFO] - ===> Epoch[238](6175/26): Loss -0.2033, Sem 0.1687, dir -0.7319, norm 0.3599, swav 0.0000 LR: 4.211e-02 Score 94.614 Data time: 0.2143, Forward time: 2.2758, Backward time: 3.0729, DDP time: 0.0045, Total iter time: 4.5502 [2020-11-06 00:11:46,242][root][INFO] - ===> Epoch[238](6176/26): Loss -0.2453, Sem 0.1802, dir -0.7532, norm 0.3277, swav 0.0000 LR: 4.210e-02 Score 94.483 Data time: 0.2013, Forward time: 2.2758, Backward time: 3.0728, DDP time: 0.0045, Total iter time: 4.6263 [2020-11-06 00:11:52,052][root][INFO] - ===> Epoch[238](6177/26): Loss -0.1924, Sem 0.1917, dir -0.7412, norm 0.3571, swav 0.0000 LR: 4.209e-02 Score 94.017 Data time: 0.1745, Forward time: 2.2758, Backward time: 3.0729, DDP time: 0.0045, Total iter time: 5.7067 [2020-11-06 00:11:57,545][root][INFO] - ===> Epoch[238](6178/26): Loss -0.1367, Sem 0.2027, dir -0.7224, norm 0.3830, swav 0.0000 LR: 4.208e-02 Score 93.743 Data time: 0.2121, Forward time: 2.2757, Backward time: 3.0729, DDP time: 0.0045, Total iter time: 5.4020 [2020-11-06 00:12:03,500][root][INFO] - ===> Epoch[238](6179/26): Loss -0.1544, Sem 0.1729, dir -0.6958, norm 0.3685, swav 0.0000 LR: 4.207e-02 Score 94.634 Data time: 0.2743, Forward time: 2.2758, Backward time: 3.0728, DDP time: 0.0045, Total iter time: 5.8359 [2020-11-06 00:12:10,646][root][INFO] - ===> Epoch[238](6180/26): Loss -0.1763, Sem 0.1961, dir -0.7311, norm 0.3588, swav 0.0000 LR: 4.206e-02 Score 93.557 Data time: 0.2124, Forward time: 2.2758, Backward time: 3.0730, DDP time: 0.0045, Total iter time: 7.0239 [2020-11-06 00:12:15,552][root][INFO] - ===> Epoch[238](6181/26): Loss -0.2504, Sem 0.1559, dir -0.7576, norm 0.3513, swav 0.0000 LR: 4.206e-02 Score 94.810 Data time: 0.1889, Forward time: 2.2758, Backward time: 3.0729, DDP time: 0.0045, Total iter time: 4.8054 [2020-11-06 00:12:21,988][root][INFO] - ===> Epoch[238](6182/26): Loss -0.1651, Sem 0.1772, dir -0.7258, norm 0.3835, swav 0.0000 LR: 4.205e-02 Score 93.939 Data time: 0.1670, Forward time: 2.2757, Backward time: 3.0731, DDP time: 0.0045, Total iter time: 6.3429 [2020-11-06 00:12:26,735][root][INFO] - ===> Epoch[238](6183/26): Loss -0.1560, Sem 0.1850, dir -0.7323, norm 0.3914, swav 0.0000 LR: 4.204e-02 Score 94.429 Data time: 0.2380, Forward time: 2.2757, Backward time: 3.0730, DDP time: 0.0045, Total iter time: 4.6463 [2020-11-06 00:12:31,961][root][INFO] - ===> Epoch[238](6184/26): Loss -0.1669, Sem 0.1802, dir -0.7138, norm 0.3667, swav 0.0000 LR: 4.203e-02 Score 94.491 Data time: 0.2069, Forward time: 2.2756, Backward time: 3.0729, DDP time: 0.0045, Total iter time: 5.1205 [2020-11-06 00:12:36,746][root][INFO] - ===> Epoch[238](6185/26): Loss -0.1972, Sem 0.1988, dir -0.7441, norm 0.3481, swav 0.0000 LR: 4.202e-02 Score 93.827 Data time: 0.2315, Forward time: 2.2757, Backward time: 3.0728, DDP time: 0.0045, Total iter time: 4.6662 [2020-11-06 00:12:44,524][root][INFO] - ===> Epoch[238](6186/26): Loss -0.1382, Sem 0.2067, dir -0.7144, norm 0.3696, swav 0.0000 LR: 4.201e-02 Score 92.879 Data time: 0.2078, Forward time: 2.2757, Backward time: 3.0731, DDP time: 0.0045, Total iter time: 7.6718 [2020-11-06 00:12:49,982][root][INFO] - ===> Epoch[238](6187/26): Loss -0.1639, Sem 0.1922, dir -0.7156, norm 0.3595, swav 0.0000 LR: 4.200e-02 Score 93.537 Data time: 0.2122, Forward time: 2.2756, Backward time: 3.0730, DDP time: 0.0045, Total iter time: 5.3365 [2020-11-06 00:12:57,176][root][INFO] - ===> Epoch[238](6188/26): Loss -0.0712, Sem 0.2136, dir -0.6714, norm 0.3866, swav 0.0000 LR: 4.199e-02 Score 93.423 Data time: 0.3858, Forward time: 2.2758, Backward time: 3.0731, DDP time: 0.0045, Total iter time: 7.0980 [2020-11-06 00:13:03,829][root][INFO] - ===> Epoch[239](6189/26): Loss -0.1075, Sem 0.2247, dir -0.7070, norm 0.3748, swav 0.0000 LR: 4.198e-02 Score 92.514 Data time: 0.2206, Forward time: 2.2759, Backward time: 3.0732, DDP time: 0.0045, Total iter time: 6.4884 [2020-11-06 00:13:09,479][root][INFO] - ===> Epoch[239](6190/26): Loss -0.1369, Sem 0.1855, dir -0.6962, norm 0.3738, swav 0.0000 LR: 4.197e-02 Score 94.211 Data time: 0.2610, Forward time: 2.2759, Backward time: 3.0731, DDP time: 0.0045, Total iter time: 5.4972 [2020-11-06 00:13:14,663][root][INFO] - ===> Epoch[239](6191/26): Loss -0.0668, Sem 0.2606, dir -0.7085, norm 0.3812, swav 0.0000 LR: 4.196e-02 Score 92.261 Data time: 0.2329, Forward time: 2.2760, Backward time: 3.0729, DDP time: 0.0045, Total iter time: 5.0710 [2020-11-06 00:13:20,090][root][INFO] - ===> Epoch[239](6192/26): Loss -0.0960, Sem 0.1870, dir -0.6486, norm 0.3655, swav 0.0000 LR: 4.195e-02 Score 94.086 Data time: 0.1858, Forward time: 2.2759, Backward time: 3.0729, DDP time: 0.0045, Total iter time: 5.3038 [2020-11-06 00:13:26,268][root][INFO] - ===> Epoch[239](6193/26): Loss -0.1079, Sem 0.2016, dir -0.6968, norm 0.3872, swav 0.0000 LR: 4.194e-02 Score 93.742 Data time: 0.2106, Forward time: 2.2759, Backward time: 3.0730, DDP time: 0.0045, Total iter time: 6.0767 [2020-11-06 00:13:32,108][root][INFO] - ===> Epoch[239](6194/26): Loss -0.1353, Sem 0.1914, dir -0.7033, norm 0.3766, swav 0.0000 LR: 4.193e-02 Score 93.486 Data time: 0.2055, Forward time: 2.2759, Backward time: 3.0731, DDP time: 0.0045, Total iter time: 5.7288 [2020-11-06 00:13:37,739][root][INFO] - ===> Epoch[239](6195/26): Loss -0.1425, Sem 0.2111, dir -0.7296, norm 0.3760, swav 0.0000 LR: 4.192e-02 Score 93.738 Data time: 0.2337, Forward time: 2.2759, Backward time: 3.0730, DDP time: 0.0045, Total iter time: 5.5065 [2020-11-06 00:13:43,308][root][INFO] - ===> Epoch[239](6196/26): Loss -0.1060, Sem 0.2271, dir -0.7460, norm 0.4129, swav 0.0000 LR: 4.191e-02 Score 93.120 Data time: 0.2982, Forward time: 2.2759, Backward time: 3.0729, DDP time: 0.0045, Total iter time: 5.4370 [2020-11-06 00:13:49,203][root][INFO] - ===> Epoch[239](6197/26): Loss -0.1742, Sem 0.1582, dir -0.7050, norm 0.3726, swav 0.0000 LR: 4.190e-02 Score 95.249 Data time: 0.2500, Forward time: 2.2760, Backward time: 3.0729, DDP time: 0.0045, Total iter time: 5.7439 [2020-11-06 00:13:54,716][root][INFO] - ===> Epoch[239](6198/26): Loss -0.1633, Sem 0.1765, dir -0.7188, norm 0.3790, swav 0.0000 LR: 4.189e-02 Score 93.948 Data time: 0.2891, Forward time: 2.2761, Backward time: 3.0728, DDP time: 0.0045, Total iter time: 5.3915 [2020-11-06 00:14:00,586][root][INFO] - ===> Epoch[239](6199/26): Loss -0.1184, Sem 0.2055, dir -0.7048, norm 0.3809, swav 0.0000 LR: 4.188e-02 Score 93.325 Data time: 0.2785, Forward time: 2.2762, Backward time: 3.0726, DDP time: 0.0045, Total iter time: 5.7523 [2020-11-06 00:14:07,735][root][INFO] - ===> Epoch[239](6200/26): Loss -0.1189, Sem 0.2036, dir -0.6971, norm 0.3746, swav 0.0000 LR: 4.187e-02 Score 93.649 Data time: 0.2231, Forward time: 2.2762, Backward time: 3.0729, DDP time: 0.0045, Total iter time: 7.0223 [2020-11-06 00:14:13,078][root][INFO] - ===> Epoch[239](6201/26): Loss -0.1378, Sem 0.1848, dir -0.6783, norm 0.3557, swav 0.0000 LR: 4.186e-02 Score 93.743 Data time: 0.2596, Forward time: 2.2762, Backward time: 3.0728, DDP time: 0.0045, Total iter time: 5.2403 [2020-11-06 00:14:19,325][root][INFO] - ===> Epoch[239](6202/26): Loss -0.1251, Sem 0.2335, dir -0.7470, norm 0.3884, swav 0.0000 LR: 4.185e-02 Score 92.873 Data time: 0.3002, Forward time: 2.2764, Backward time: 3.0727, DDP time: 0.0045, Total iter time: 6.1287 [2020-11-06 00:14:24,429][root][INFO] - ===> Epoch[239](6203/26): Loss -0.1601, Sem 0.1709, dir -0.7019, norm 0.3709, swav 0.0000 LR: 4.184e-02 Score 94.346 Data time: 0.1763, Forward time: 2.2763, Backward time: 3.0726, DDP time: 0.0045, Total iter time: 4.9906 [2020-11-06 00:14:31,802][root][INFO] - ===> Epoch[239](6204/26): Loss -0.1760, Sem 0.1728, dir -0.7232, norm 0.3743, swav 0.0000 LR: 4.183e-02 Score 94.018 Data time: 0.1975, Forward time: 2.2763, Backward time: 3.0730, DDP time: 0.0045, Total iter time: 7.3005 [2020-11-06 00:14:36,817][root][INFO] - ===> Epoch[239](6205/26): Loss -0.1791, Sem 0.1808, dir -0.7034, norm 0.3435, swav 0.0000 LR: 4.182e-02 Score 93.979 Data time: 0.2231, Forward time: 2.2763, Backward time: 3.0728, DDP time: 0.0045, Total iter time: 4.9564 [2020-11-06 00:14:42,471][root][INFO] - ===> Epoch[239](6206/26): Loss -0.2023, Sem 0.1589, dir -0.7263, norm 0.3651, swav 0.0000 LR: 4.181e-02 Score 95.217 Data time: 0.1991, Forward time: 2.2763, Backward time: 3.0728, DDP time: 0.0045, Total iter time: 5.5578 [2020-11-06 00:14:48,473][root][INFO] - ===> Epoch[239](6207/26): Loss -0.1426, Sem 0.2010, dir -0.6972, norm 0.3535, swav 0.0000 LR: 4.180e-02 Score 93.362 Data time: 0.1772, Forward time: 2.2762, Backward time: 3.0729, DDP time: 0.0045, Total iter time: 5.8960 [2020-11-06 00:14:54,592][root][INFO] - ===> Epoch[239](6208/26): Loss -0.1704, Sem 0.1685, dir -0.7142, norm 0.3753, swav 0.0000 LR: 4.179e-02 Score 94.357 Data time: 0.2644, Forward time: 2.2763, Backward time: 3.0729, DDP time: 0.0045, Total iter time: 6.0535 [2020-11-06 00:14:59,978][root][INFO] - ===> Epoch[239](6209/26): Loss -0.2027, Sem 0.1531, dir -0.7258, norm 0.3700, swav 0.0000 LR: 4.178e-02 Score 95.391 Data time: 0.2171, Forward time: 2.2763, Backward time: 3.0728, DDP time: 0.0045, Total iter time: 5.2384 [2020-11-06 00:15:05,795][root][INFO] - ===> Epoch[239](6210/26): Loss -0.1782, Sem 0.1796, dir -0.7256, norm 0.3679, swav 0.0000 LR: 4.177e-02 Score 94.316 Data time: 0.2958, Forward time: 2.2764, Backward time: 3.0727, DDP time: 0.0045, Total iter time: 5.7093 [2020-11-06 00:15:10,132][root][INFO] - ===> Epoch[239](6211/26): Loss -0.1908, Sem 0.1739, dir -0.7247, norm 0.3600, swav 0.0000 LR: 4.176e-02 Score 94.394 Data time: 0.2145, Forward time: 2.2764, Backward time: 3.0725, DDP time: 0.0045, Total iter time: 4.2101 [2020-11-06 00:15:15,320][root][INFO] - ===> Epoch[239](6212/26): Loss -0.2084, Sem 0.1836, dir -0.7330, norm 0.3409, swav 0.0000 LR: 4.175e-02 Score 94.226 Data time: 0.2499, Forward time: 2.2765, Backward time: 3.0724, DDP time: 0.0045, Total iter time: 5.0793 [2020-11-06 00:15:20,018][root][INFO] - ===> Epoch[239](6213/26): Loss -0.2239, Sem 0.1805, dir -0.7506, norm 0.3462, swav 0.0000 LR: 4.174e-02 Score 94.597 Data time: 0.2037, Forward time: 2.2765, Backward time: 3.0722, DDP time: 0.0045, Total iter time: 4.5737 [2020-11-06 00:15:25,556][root][INFO] - ===> Epoch[239](6214/26): Loss -0.1712, Sem 0.1878, dir -0.7262, norm 0.3671, swav 0.0000 LR: 4.173e-02 Score 94.028 Data time: 0.1457, Forward time: 2.2764, Backward time: 3.0723, DDP time: 0.0045, Total iter time: 5.4548 [2020-11-06 00:15:32,646][root][INFO] - ===> Epoch[240](6215/26): Loss -0.2069, Sem 0.1854, dir -0.7334, norm 0.3411, swav 0.0000 LR: 4.172e-02 Score 94.375 Data time: 0.3795, Forward time: 2.2766, Backward time: 3.0723, DDP time: 0.0045, Total iter time: 6.9953 [2020-11-06 00:15:37,905][root][INFO] - ===> Epoch[240](6216/26): Loss -0.1741, Sem 0.1762, dir -0.7273, norm 0.3771, swav 0.0000 LR: 4.171e-02 Score 94.607 Data time: 0.2283, Forward time: 2.2766, Backward time: 3.0722, DDP time: 0.0045, Total iter time: 5.1250 [2020-11-06 00:15:43,663][root][INFO] - ===> Epoch[240](6217/26): Loss -0.2266, Sem 0.1475, dir -0.7199, norm 0.3458, swav 0.0000 LR: 4.170e-02 Score 94.616 Data time: 0.2171, Forward time: 2.2765, Backward time: 3.0722, DDP time: 0.0045, Total iter time: 5.6321 [2020-11-06 00:15:47,717][root][INFO] - ===> Epoch[240](6218/26): Loss -0.2501, Sem 0.1499, dir -0.7427, norm 0.3427, swav 0.0000 LR: 4.169e-02 Score 95.240 Data time: 0.1842, Forward time: 2.2765, Backward time: 3.0720, DDP time: 0.0045, Total iter time: 3.9545 [2020-11-06 00:15:52,814][root][INFO] - ===> Epoch[240](6219/26): Loss -0.1733, Sem 0.1900, dir -0.7082, norm 0.3449, swav 0.0000 LR: 4.168e-02 Score 93.859 Data time: 0.1061, Forward time: 2.2763, Backward time: 3.0721, DDP time: 0.0045, Total iter time: 4.9967 [2020-11-06 00:15:57,768][root][INFO] - ===> Epoch[240](6220/26): Loss -0.1610, Sem 0.1807, dir -0.7227, norm 0.3810, swav 0.0000 LR: 4.167e-02 Score 93.344 Data time: 0.2233, Forward time: 2.2763, Backward time: 3.0720, DDP time: 0.0045, Total iter time: 4.9098 [2020-11-06 00:16:03,625][root][INFO] - ===> Epoch[240](6221/26): Loss -0.2379, Sem 0.1415, dir -0.7419, norm 0.3625, swav 0.0000 LR: 4.166e-02 Score 95.549 Data time: 0.2553, Forward time: 2.2764, Backward time: 3.0720, DDP time: 0.0045, Total iter time: 5.7439 [2020-11-06 00:16:08,521][root][INFO] - ===> Epoch[240](6222/26): Loss -0.1762, Sem 0.1818, dir -0.7245, norm 0.3665, swav 0.0000 LR: 4.165e-02 Score 93.797 Data time: 0.2004, Forward time: 2.2764, Backward time: 3.0718, DDP time: 0.0045, Total iter time: 4.7454 [2020-11-06 00:16:15,402][root][INFO] - ===> Epoch[240](6223/26): Loss -0.2173, Sem 0.1626, dir -0.7284, norm 0.3486, swav 0.0000 LR: 4.164e-02 Score 94.586 Data time: 0.1731, Forward time: 2.2763, Backward time: 3.0721, DDP time: 0.0045, Total iter time: 6.7613 [2020-11-06 00:16:20,310][root][INFO] - ===> Epoch[240](6224/26): Loss -0.2074, Sem 0.1920, dir -0.7537, norm 0.3542, swav 0.0000 LR: 4.163e-02 Score 93.967 Data time: 0.2232, Forward time: 2.2763, Backward time: 3.0720, DDP time: 0.0045, Total iter time: 4.8261 [2020-11-06 00:16:26,267][root][INFO] - ===> Epoch[240](6225/26): Loss -0.1639, Sem 0.1999, dir -0.7203, norm 0.3564, swav 0.0000 LR: 4.162e-02 Score 93.722 Data time: 0.2617, Forward time: 2.2764, Backward time: 3.0719, DDP time: 0.0045, Total iter time: 5.8518 [2020-11-06 00:16:31,748][root][INFO] - ===> Epoch[240](6226/26): Loss -0.1670, Sem 0.1648, dir -0.6916, norm 0.3598, swav 0.0000 LR: 4.161e-02 Score 95.128 Data time: 0.2659, Forward time: 2.2765, Backward time: 3.0718, DDP time: 0.0045, Total iter time: 5.3378 [2020-11-06 00:16:37,702][root][INFO] - ===> Epoch[240](6227/26): Loss -0.1160, Sem 0.1833, dir -0.6618, norm 0.3625, swav 0.0000 LR: 4.160e-02 Score 93.803 Data time: 0.2852, Forward time: 2.2766, Backward time: 3.0717, DDP time: 0.0045, Total iter time: 5.8315 [2020-11-06 00:16:42,919][root][INFO] - ===> Epoch[240](6228/26): Loss -0.2110, Sem 0.1405, dir -0.7197, norm 0.3683, swav 0.0000 LR: 4.159e-02 Score 95.042 Data time: 0.2527, Forward time: 2.2766, Backward time: 3.0716, DDP time: 0.0045, Total iter time: 5.0805 [2020-11-06 00:16:48,655][root][INFO] - ===> Epoch[240](6229/26): Loss -0.1747, Sem 0.1835, dir -0.7206, norm 0.3623, swav 0.0000 LR: 4.158e-02 Score 94.429 Data time: 0.2595, Forward time: 2.2767, Backward time: 3.0715, DDP time: 0.0045, Total iter time: 5.6045 [2020-11-06 00:16:55,247][root][INFO] - ===> Epoch[240](6230/26): Loss -0.1214, Sem 0.2096, dir -0.7247, norm 0.3937, swav 0.0000 LR: 4.157e-02 Score 93.774 Data time: 0.1899, Forward time: 2.2767, Backward time: 3.0716, DDP time: 0.0045, Total iter time: 6.4628 [2020-11-06 00:17:00,025][root][INFO] - ===> Epoch[240](6231/26): Loss -0.1935, Sem 0.1782, dir -0.7165, norm 0.3448, swav 0.0000 LR: 4.156e-02 Score 94.393 Data time: 0.1737, Forward time: 2.2766, Backward time: 3.0716, DDP time: 0.0045, Total iter time: 4.6611 [2020-11-06 00:17:05,635][root][INFO] - ===> Epoch[240](6232/26): Loss -0.1151, Sem 0.2329, dir -0.7087, norm 0.3607, swav 0.0000 LR: 4.155e-02 Score 93.028 Data time: 0.1918, Forward time: 2.2766, Backward time: 3.0716, DDP time: 0.0045, Total iter time: 5.4967 [2020-11-06 00:17:11,682][root][INFO] - ===> Epoch[240](6233/26): Loss -0.1375, Sem 0.1652, dir -0.6881, norm 0.3854, swav 0.0000 LR: 4.154e-02 Score 94.653 Data time: 0.1780, Forward time: 2.2765, Backward time: 3.0717, DDP time: 0.0045, Total iter time: 5.9320 [2020-11-06 00:17:17,851][root][INFO] - ===> Epoch[240](6234/26): Loss -0.1543, Sem 0.2021, dir -0.7461, norm 0.3896, swav 0.0000 LR: 4.153e-02 Score 93.864 Data time: 0.1924, Forward time: 2.2765, Backward time: 3.0718, DDP time: 0.0045, Total iter time: 6.0755 [2020-11-06 00:17:23,515][root][INFO] - ===> Epoch[240](6235/26): Loss -0.1329, Sem 0.1975, dir -0.7128, norm 0.3824, swav 0.0000 LR: 4.152e-02 Score 93.524 Data time: 0.1654, Forward time: 2.2764, Backward time: 3.0718, DDP time: 0.0045, Total iter time: 5.5709 [2020-11-06 00:17:29,542][root][INFO] - ===> Epoch[240](6236/26): Loss -0.0994, Sem 0.1955, dir -0.6795, norm 0.3847, swav 0.0000 LR: 4.151e-02 Score 93.736 Data time: 0.2347, Forward time: 2.2765, Backward time: 3.0718, DDP time: 0.0045, Total iter time: 5.9544 [2020-11-06 00:17:34,684][root][INFO] - ===> Epoch[240](6237/26): Loss -0.1982, Sem 0.1774, dir -0.7362, norm 0.3606, swav 0.0000 LR: 4.150e-02 Score 93.871 Data time: 0.2637, Forward time: 2.2765, Backward time: 3.0717, DDP time: 0.0045, Total iter time: 5.0199 [2020-11-06 00:17:39,082][root][INFO] - ===> Epoch[240](6238/26): Loss -0.2219, Sem 0.1658, dir -0.7322, norm 0.3445, swav 0.0000 LR: 4.149e-02 Score 94.767 Data time: 0.1931, Forward time: 2.2765, Backward time: 3.0715, DDP time: 0.0045, Total iter time: 4.2798 [2020-11-06 00:17:44,721][root][INFO] - ===> Epoch[240](6239/26): Loss -0.1606, Sem 0.1723, dir -0.6976, norm 0.3648, swav 0.0000 LR: 4.148e-02 Score 94.302 Data time: 0.1766, Forward time: 2.2765, Backward time: 3.0715, DDP time: 0.0045, Total iter time: 5.5399 [2020-11-06 00:17:52,234][root][INFO] - ===> Epoch[240](6240/26): Loss -0.1436, Sem 0.1743, dir -0.6941, norm 0.3762, swav 0.0000 LR: 4.147e-02 Score 94.494 Data time: 0.3601, Forward time: 2.2767, Backward time: 3.0716, DDP time: 0.0045, Total iter time: 7.3777 [2020-11-06 00:17:58,188][root][INFO] - ===> Epoch[241](6241/26): Loss -0.1467, Sem 0.1961, dir -0.7035, norm 0.3606, swav 0.0000 LR: 4.146e-02 Score 93.643 Data time: 0.1651, Forward time: 2.2766, Backward time: 3.0716, DDP time: 0.0045, Total iter time: 5.8103 [2020-11-06 00:18:03,819][root][INFO] - ===> Epoch[241](6242/26): Loss -0.1719, Sem 0.1552, dir -0.7052, norm 0.3780, swav 0.0000 LR: 4.145e-02 Score 95.210 Data time: 0.1583, Forward time: 2.2766, Backward time: 3.0717, DDP time: 0.0045, Total iter time: 5.5216 [2020-11-06 00:18:09,252][root][INFO] - ===> Epoch[241](6243/26): Loss -0.1862, Sem 0.1625, dir -0.6974, norm 0.3487, swav 0.0000 LR: 4.144e-02 Score 94.900 Data time: 0.2602, Forward time: 2.2766, Backward time: 3.0716, DDP time: 0.0045, Total iter time: 5.3165 [2020-11-06 00:18:14,474][root][INFO] - ===> Epoch[241](6244/26): Loss -0.1592, Sem 0.1884, dir -0.7026, norm 0.3550, swav 0.0000 LR: 4.143e-02 Score 93.699 Data time: 0.2498, Forward time: 2.2767, Backward time: 3.0714, DDP time: 0.0045, Total iter time: 5.1076 [2020-11-06 00:18:20,942][root][INFO] - ===> Epoch[241](6245/26): Loss -0.1542, Sem 0.1593, dir -0.6970, norm 0.3835, swav 0.0000 LR: 4.142e-02 Score 95.209 Data time: 0.2005, Forward time: 2.2767, Backward time: 3.0716, DDP time: 0.0045, Total iter time: 6.3475 [2020-11-06 00:18:27,018][root][INFO] - ===> Epoch[241](6246/26): Loss -0.0975, Sem 0.2071, dir -0.7007, norm 0.3961, swav 0.0000 LR: 4.141e-02 Score 93.199 Data time: 0.3080, Forward time: 2.2768, Backward time: 3.0715, DDP time: 0.0045, Total iter time: 5.9565 [2020-11-06 00:18:31,945][root][INFO] - ===> Epoch[241](6247/26): Loss -0.2168, Sem 0.1482, dir -0.7065, norm 0.3415, swav 0.0000 LR: 4.140e-02 Score 95.472 Data time: 0.2303, Forward time: 2.2769, Backward time: 3.0713, DDP time: 0.0045, Total iter time: 4.8084 [2020-11-06 00:18:37,917][root][INFO] - ===> Epoch[241](6248/26): Loss -0.1609, Sem 0.1787, dir -0.6951, norm 0.3556, swav 0.0000 LR: 4.139e-02 Score 94.511 Data time: 0.2130, Forward time: 2.2768, Backward time: 3.0714, DDP time: 0.0045, Total iter time: 5.8572 [2020-11-06 00:18:43,296][root][INFO] - ===> Epoch[241](6249/26): Loss -0.1881, Sem 0.1869, dir -0.7425, norm 0.3675, swav 0.0000 LR: 4.138e-02 Score 94.230 Data time: 0.2639, Forward time: 2.2769, Backward time: 3.0713, DDP time: 0.0045, Total iter time: 5.3032 [2020-11-06 00:18:48,436][root][INFO] - ===> Epoch[241](6250/26): Loss -0.2019, Sem 0.1654, dir -0.7326, norm 0.3654, swav 0.0000 LR: 4.137e-02 Score 94.575 Data time: 0.2217, Forward time: 2.2769, Backward time: 3.0712, DDP time: 0.0045, Total iter time: 5.0220 [2020-11-06 00:18:53,152][root][INFO] - ===> Epoch[241](6251/26): Loss -0.1446, Sem 0.1823, dir -0.7003, norm 0.3734, swav 0.0000 LR: 4.136e-02 Score 94.120 Data time: 0.2261, Forward time: 2.2769, Backward time: 3.0710, DDP time: 0.0045, Total iter time: 4.5968 [2020-11-06 00:18:58,746][root][INFO] - ===> Epoch[241](6252/26): Loss -0.1933, Sem 0.1562, dir -0.7059, norm 0.3564, swav 0.0000 LR: 4.135e-02 Score 95.170 Data time: 0.2100, Forward time: 2.2769, Backward time: 3.0710, DDP time: 0.0045, Total iter time: 5.4555 [2020-11-06 00:19:04,297][root][INFO] - ===> Epoch[241](6253/26): Loss -0.1869, Sem 0.1686, dir -0.7183, norm 0.3629, swav 0.0000 LR: 4.134e-02 Score 94.811 Data time: 0.1929, Forward time: 2.2768, Backward time: 3.0710, DDP time: 0.0045, Total iter time: 5.4431 [2020-11-06 00:19:10,003][root][INFO] - ===> Epoch[241](6254/26): Loss -0.1676, Sem 0.1634, dir -0.7173, norm 0.3863, swav 0.0000 LR: 4.133e-02 Score 94.687 Data time: 0.2272, Forward time: 2.2768, Backward time: 3.0710, DDP time: 0.0045, Total iter time: 5.6462 [2020-11-06 00:19:16,519][root][INFO] - ===> Epoch[241](6255/26): Loss -0.1080, Sem 0.1589, dir -0.6634, norm 0.3966, swav 0.0000 LR: 4.132e-02 Score 94.901 Data time: 0.3488, Forward time: 2.2770, Backward time: 3.0710, DDP time: 0.0045, Total iter time: 6.4066 [2020-11-06 00:19:22,677][root][INFO] - ===> Epoch[241](6256/26): Loss -0.1827, Sem 0.1576, dir -0.7009, norm 0.3606, swav 0.0000 LR: 4.131e-02 Score 94.850 Data time: 0.2375, Forward time: 2.2770, Backward time: 3.0710, DDP time: 0.0045, Total iter time: 6.0386 [2020-11-06 00:19:28,483][root][INFO] - ===> Epoch[241](6257/26): Loss -0.1634, Sem 0.1643, dir -0.6968, norm 0.3691, swav 0.0000 LR: 4.130e-02 Score 94.650 Data time: 0.1894, Forward time: 2.2770, Backward time: 3.0710, DDP time: 0.0045, Total iter time: 5.6958 [2020-11-06 00:19:33,626][root][INFO] - ===> Epoch[241](6258/26): Loss -0.1644, Sem 0.1805, dir -0.7104, norm 0.3655, swav 0.0000 LR: 4.129e-02 Score 93.780 Data time: 0.1811, Forward time: 2.2769, Backward time: 3.0710, DDP time: 0.0045, Total iter time: 5.0533 [2020-11-06 00:19:38,914][root][INFO] - ===> Epoch[241](6259/26): Loss -0.0751, Sem 0.2494, dir -0.7325, norm 0.4079, swav 0.0000 LR: 4.128e-02 Score 92.354 Data time: 0.2180, Forward time: 2.2769, Backward time: 3.0709, DDP time: 0.0045, Total iter time: 5.1844 [2020-11-06 00:19:44,545][root][INFO] - ===> Epoch[241](6260/26): Loss -0.2222, Sem 0.1558, dir -0.7305, norm 0.3524, swav 0.0000 LR: 4.127e-02 Score 94.658 Data time: 0.2295, Forward time: 2.2769, Backward time: 3.0709, DDP time: 0.0045, Total iter time: 5.5134 [2020-11-06 00:19:51,136][root][INFO] - ===> Epoch[241](6261/26): Loss -0.1320, Sem 0.1987, dir -0.7138, norm 0.3831, swav 0.0000 LR: 4.126e-02 Score 93.796 Data time: 0.2235, Forward time: 2.2769, Backward time: 3.0710, DDP time: 0.0045, Total iter time: 6.4339 [2020-11-06 00:19:56,972][root][INFO] - ===> Epoch[241](6262/26): Loss -0.1832, Sem 0.1599, dir -0.7192, norm 0.3761, swav 0.0000 LR: 4.125e-02 Score 94.869 Data time: 0.2852, Forward time: 2.2770, Backward time: 3.0709, DDP time: 0.0045, Total iter time: 5.7174 [2020-11-06 00:20:02,454][root][INFO] - ===> Epoch[241](6263/26): Loss -0.0758, Sem 0.2522, dir -0.7108, norm 0.3828, swav 0.0000 LR: 4.124e-02 Score 91.861 Data time: 0.1785, Forward time: 2.2770, Backward time: 3.0709, DDP time: 0.0045, Total iter time: 5.3492 [2020-11-06 00:20:07,814][root][INFO] - ===> Epoch[241](6264/26): Loss -0.1958, Sem 0.1757, dir -0.7318, norm 0.3603, swav 0.0000 LR: 4.123e-02 Score 93.859 Data time: 0.1658, Forward time: 2.2769, Backward time: 3.0709, DDP time: 0.0045, Total iter time: 5.2309 [2020-11-06 00:20:13,224][root][INFO] - ===> Epoch[241](6265/26): Loss -0.2050, Sem 0.1586, dir -0.7111, norm 0.3475, swav 0.0000 LR: 4.122e-02 Score 94.859 Data time: 0.2626, Forward time: 2.2770, Backward time: 3.0708, DDP time: 0.0045, Total iter time: 5.3010 [2020-11-06 00:20:19,186][root][INFO] - ===> Epoch[241](6266/26): Loss -0.2481, Sem 0.1448, dir -0.7523, norm 0.3594, swav 0.0000 LR: 4.121e-02 Score 95.001 Data time: 0.1803, Forward time: 2.2769, Backward time: 3.0709, DDP time: 0.0045, Total iter time: 5.8388 [2020-11-06 00:20:25,309][root][INFO] - ===> Epoch[242](6267/26): Loss -0.1858, Sem 0.2015, dir -0.7387, norm 0.3514, swav 0.0000 LR: 4.120e-02 Score 93.314 Data time: 0.2322, Forward time: 2.2769, Backward time: 3.0709, DDP time: 0.0045, Total iter time: 6.0056 [2020-11-06 00:20:30,386][root][INFO] - ===> Epoch[242](6268/26): Loss -0.2165, Sem 0.1714, dir -0.7348, norm 0.3469, swav 0.0000 LR: 4.119e-02 Score 94.403 Data time: 0.1992, Forward time: 2.2769, Backward time: 3.0708, DDP time: 0.0045, Total iter time: 4.9327 [2020-11-06 00:20:36,010][root][INFO] - ===> Epoch[242](6269/26): Loss -0.2139, Sem 0.1546, dir -0.7431, norm 0.3746, swav 0.0000 LR: 4.118e-02 Score 94.834 Data time: 0.1976, Forward time: 2.2769, Backward time: 3.0709, DDP time: 0.0045, Total iter time: 5.5061 [2020-11-06 00:20:41,726][root][INFO] - ===> Epoch[242](6270/26): Loss -0.1106, Sem 0.2016, dir -0.6950, norm 0.3827, swav 0.0000 LR: 4.117e-02 Score 93.279 Data time: 0.2756, Forward time: 2.2770, Backward time: 3.0708, DDP time: 0.0045, Total iter time: 5.5973 [2020-11-06 00:20:47,962][root][INFO] - ===> Epoch[242](6271/26): Loss -0.1430, Sem 0.1746, dir -0.6722, norm 0.3547, swav 0.0000 LR: 4.116e-02 Score 94.604 Data time: 0.2024, Forward time: 2.2770, Backward time: 3.0708, DDP time: 0.0045, Total iter time: 6.0924 [2020-11-06 00:20:53,846][root][INFO] - ===> Epoch[242](6272/26): Loss -0.1384, Sem 0.1724, dir -0.6873, norm 0.3764, swav 0.0000 LR: 4.115e-02 Score 94.164 Data time: 0.2962, Forward time: 2.2771, Backward time: 3.0707, DDP time: 0.0045, Total iter time: 5.7595 [2020-11-06 00:21:01,068][root][INFO] - ===> Epoch[242](6273/26): Loss -0.2215, Sem 0.1665, dir -0.7392, norm 0.3513, swav 0.0000 LR: 4.114e-02 Score 94.456 Data time: 0.2546, Forward time: 2.2771, Backward time: 3.0709, DDP time: 0.0045, Total iter time: 7.0836 [2020-11-06 00:21:07,002][root][INFO] - ===> Epoch[242](6274/26): Loss -0.1850, Sem 0.1573, dir -0.7213, norm 0.3790, swav 0.0000 LR: 4.113e-02 Score 94.964 Data time: 0.2379, Forward time: 2.2772, Backward time: 3.0709, DDP time: 0.0045, Total iter time: 5.8048 [2020-11-06 00:21:13,211][root][INFO] - ===> Epoch[242](6275/26): Loss -0.1999, Sem 0.1676, dir -0.7046, norm 0.3371, swav 0.0000 LR: 4.112e-02 Score 95.123 Data time: 0.1930, Forward time: 2.2772, Backward time: 3.0710, DDP time: 0.0045, Total iter time: 6.0943 [2020-11-06 00:21:18,246][root][INFO] - ===> Epoch[242](6276/26): Loss -0.1673, Sem 0.1952, dir -0.7323, norm 0.3698, swav 0.0000 LR: 4.111e-02 Score 93.577 Data time: 0.1974, Forward time: 2.2771, Backward time: 3.0709, DDP time: 0.0045, Total iter time: 4.9276 [2020-11-06 00:21:25,456][root][INFO] - ===> Epoch[242](6277/26): Loss -0.1150, Sem 0.1827, dir -0.6916, norm 0.3939, swav 0.0000 LR: 4.110e-02 Score 94.058 Data time: 0.2399, Forward time: 2.2771, Backward time: 3.0711, DDP time: 0.0045, Total iter time: 7.0967 [2020-11-06 00:21:30,641][root][INFO] - ===> Epoch[242](6278/26): Loss -0.2401, Sem 0.1594, dir -0.7185, norm 0.3189, swav 0.0000 LR: 4.109e-02 Score 95.257 Data time: 0.1708, Forward time: 2.2770, Backward time: 3.0711, DDP time: 0.0045, Total iter time: 5.0683 [2020-11-06 00:21:36,088][root][INFO] - ===> Epoch[242](6279/26): Loss -0.1714, Sem 0.1653, dir -0.7005, norm 0.3637, swav 0.0000 LR: 4.108e-02 Score 94.554 Data time: 0.2326, Forward time: 2.2771, Backward time: 3.0710, DDP time: 0.0045, Total iter time: 5.3698 [2020-11-06 00:21:42,558][root][INFO] - ===> Epoch[242](6280/26): Loss -0.1835, Sem 0.1245, dir -0.6683, norm 0.3602, swav 0.0000 LR: 4.107e-02 Score 95.598 Data time: 0.2355, Forward time: 2.2771, Backward time: 3.0711, DDP time: 0.0045, Total iter time: 6.3384 [2020-11-06 00:21:47,921][root][INFO] - ===> Epoch[242](6281/26): Loss -0.0828, Sem 0.1910, dir -0.6814, norm 0.4075, swav 0.0000 LR: 4.106e-02 Score 93.858 Data time: 0.2251, Forward time: 2.2772, Backward time: 3.0710, DDP time: 0.0045, Total iter time: 5.2351 [2020-11-06 00:21:52,797][root][INFO] - ===> Epoch[242](6282/26): Loss -0.2084, Sem 0.1556, dir -0.6919, norm 0.3279, swav 0.0000 LR: 4.105e-02 Score 95.050 Data time: 0.1292, Forward time: 2.2770, Backward time: 3.0710, DDP time: 0.0045, Total iter time: 4.7402 [2020-11-06 00:21:57,957][root][INFO] - ===> Epoch[242](6283/26): Loss -0.1479, Sem 0.2325, dir -0.7350, norm 0.3546, swav 0.0000 LR: 4.104e-02 Score 92.210 Data time: 0.1660, Forward time: 2.2769, Backward time: 3.0710, DDP time: 0.0045, Total iter time: 5.0708 [2020-11-06 00:22:03,290][root][INFO] - ===> Epoch[242](6284/26): Loss -0.1427, Sem 0.1920, dir -0.7370, norm 0.4022, swav 0.0000 LR: 4.103e-02 Score 93.743 Data time: 0.1841, Forward time: 2.2769, Backward time: 3.0710, DDP time: 0.0045, Total iter time: 5.2462 [2020-11-06 00:22:07,969][root][INFO] - ===> Epoch[242](6285/26): Loss -0.2120, Sem 0.1835, dir -0.7369, norm 0.3413, swav 0.0000 LR: 4.102e-02 Score 94.169 Data time: 0.1846, Forward time: 2.2768, Backward time: 3.0709, DDP time: 0.0045, Total iter time: 4.5725 [2020-11-06 00:22:14,987][root][INFO] - ===> Epoch[242](6286/26): Loss -0.1178, Sem 0.1964, dir -0.7024, norm 0.3883, swav 0.0000 LR: 4.101e-02 Score 93.762 Data time: 0.2183, Forward time: 2.2768, Backward time: 3.0711, DDP time: 0.0045, Total iter time: 6.9350 [2020-11-06 00:22:20,106][root][INFO] - ===> Epoch[242](6287/26): Loss -0.2104, Sem 0.1746, dir -0.7281, norm 0.3431, swav 0.0000 LR: 4.100e-02 Score 94.088 Data time: 0.1891, Forward time: 2.2768, Backward time: 3.0711, DDP time: 0.0045, Total iter time: 4.9791 [2020-11-06 00:22:25,159][root][INFO] - ===> Epoch[242](6288/26): Loss -0.1039, Sem 0.1996, dir -0.6931, norm 0.3897, swav 0.0000 LR: 4.099e-02 Score 93.797 Data time: 0.1839, Forward time: 2.2768, Backward time: 3.0710, DDP time: 0.0045, Total iter time: 4.9400 [2020-11-06 00:22:32,107][root][INFO] - ===> Epoch[242](6289/26): Loss -0.1858, Sem 0.1846, dir -0.7086, norm 0.3383, swav 0.0000 LR: 4.098e-02 Score 93.419 Data time: 0.1649, Forward time: 2.2767, Backward time: 3.0712, DDP time: 0.0045, Total iter time: 6.8422 [2020-11-06 00:22:37,679][root][INFO] - ===> Epoch[242](6290/26): Loss -0.1640, Sem 0.1815, dir -0.7285, norm 0.3830, swav 0.0000 LR: 4.097e-02 Score 94.206 Data time: 0.2435, Forward time: 2.2766, Backward time: 3.0712, DDP time: 0.0045, Total iter time: 5.4864 [2020-11-06 00:22:44,446][root][INFO] - ===> Epoch[242](6291/26): Loss -0.1874, Sem 0.1658, dir -0.7076, norm 0.3544, swav 0.0000 LR: 4.096e-02 Score 94.801 Data time: 0.2316, Forward time: 2.2767, Backward time: 3.0714, DDP time: 0.0045, Total iter time: 6.6654 [2020-11-06 00:22:49,926][root][INFO] - ===> Epoch[242](6292/26): Loss -0.1721, Sem 0.1906, dir -0.7155, norm 0.3528, swav 0.0000 LR: 4.095e-02 Score 93.959 Data time: 0.2548, Forward time: 2.2767, Backward time: 3.0713, DDP time: 0.0045, Total iter time: 5.3602 [2020-11-06 00:22:55,475][root][INFO] - ===> Epoch[243](6293/26): Loss -0.1828, Sem 0.1868, dir -0.7116, norm 0.3419, swav 0.0000 LR: 4.094e-02 Score 93.529 Data time: 0.1931, Forward time: 2.2767, Backward time: 3.0713, DDP time: 0.0045, Total iter time: 5.4379 [2020-11-06 00:23:01,157][root][INFO] - ===> Epoch[243](6294/26): Loss -0.1778, Sem 0.1603, dir -0.7024, norm 0.3643, swav 0.0000 LR: 4.093e-02 Score 95.082 Data time: 0.1702, Forward time: 2.2766, Backward time: 3.0713, DDP time: 0.0045, Total iter time: 5.5600 [2020-11-06 00:23:06,348][root][INFO] - ===> Epoch[243](6295/26): Loss -0.2771, Sem 0.1416, dir -0.7565, norm 0.3378, swav 0.0000 LR: 4.092e-02 Score 95.337 Data time: 0.1312, Forward time: 2.2765, Backward time: 3.0714, DDP time: 0.0045, Total iter time: 5.1213 [2020-11-06 00:23:11,358][root][INFO] - ===> Epoch[243](6296/26): Loss -0.1688, Sem 0.1686, dir -0.6954, norm 0.3579, swav 0.0000 LR: 4.091e-02 Score 94.567 Data time: 0.1876, Forward time: 2.2765, Backward time: 3.0713, DDP time: 0.0045, Total iter time: 4.9462 [2020-11-06 00:23:16,406][root][INFO] - ===> Epoch[243](6297/26): Loss -0.1967, Sem 0.1721, dir -0.7597, norm 0.3909, swav 0.0000 LR: 4.090e-02 Score 94.677 Data time: 0.1893, Forward time: 2.2764, Backward time: 3.0712, DDP time: 0.0045, Total iter time: 4.9403 [2020-11-06 00:23:21,241][root][INFO] - ===> Epoch[243](6298/26): Loss -0.1607, Sem 0.1646, dir -0.6788, norm 0.3535, swav 0.0000 LR: 4.089e-02 Score 94.260 Data time: 0.1662, Forward time: 2.2763, Backward time: 3.0712, DDP time: 0.0045, Total iter time: 4.7185 [2020-11-06 00:23:27,450][root][INFO] - ===> Epoch[243](6299/26): Loss -0.1824, Sem 0.1870, dir -0.7235, norm 0.3541, swav 0.0000 LR: 4.088e-02 Score 94.119 Data time: 0.2634, Forward time: 2.2764, Backward time: 3.0712, DDP time: 0.0045, Total iter time: 6.1457 [2020-11-06 00:23:32,978][root][INFO] - ===> Epoch[243](6300/26): Loss -0.1725, Sem 0.1878, dir -0.7111, norm 0.3508, swav 0.0000 LR: 4.087e-02 Score 93.441 Data time: 0.1732, Forward time: 2.2764, Backward time: 3.0712, DDP time: 0.0045, Total iter time: 5.3919 [2020-11-06 00:23:38,407][root][INFO] - ===> Epoch[243](6301/26): Loss -0.1524, Sem 0.1991, dir -0.7074, norm 0.3560, swav 0.0000 LR: 4.086e-02 Score 93.725 Data time: 0.2182, Forward time: 2.2764, Backward time: 3.0711, DDP time: 0.0045, Total iter time: 5.3454 [2020-11-06 00:23:45,269][root][INFO] - ===> Epoch[243](6302/26): Loss -0.0754, Sem 0.2026, dir -0.6876, norm 0.4096, swav 0.0000 LR: 4.085e-02 Score 93.651 Data time: 0.2722, Forward time: 2.2765, Backward time: 3.0712, DDP time: 0.0045, Total iter time: 6.7530 [2020-11-06 00:23:50,473][root][INFO] - ===> Epoch[243](6303/26): Loss -0.1589, Sem 0.1967, dir -0.7206, norm 0.3650, swav 0.0000 LR: 4.084e-02 Score 93.689 Data time: 0.1910, Forward time: 2.2765, Backward time: 3.0711, DDP time: 0.0045, Total iter time: 5.0595 [2020-11-06 00:23:57,062][root][INFO] - ===> Epoch[243](6304/26): Loss -0.1395, Sem 0.1729, dir -0.6931, norm 0.3807, swav 0.0000 LR: 4.083e-02 Score 94.474 Data time: 0.2280, Forward time: 2.2765, Backward time: 3.0712, DDP time: 0.0045, Total iter time: 6.4820 [2020-11-06 00:24:02,057][root][INFO] - ===> Epoch[243](6305/26): Loss -0.1633, Sem 0.1604, dir -0.6797, norm 0.3560, swav 0.0000 LR: 4.082e-02 Score 94.698 Data time: 0.1792, Forward time: 2.2765, Backward time: 3.0711, DDP time: 0.0045, Total iter time: 4.8642 [2020-11-06 00:24:07,763][root][INFO] - ===> Epoch[243](6306/26): Loss -0.1680, Sem 0.1814, dir -0.7417, norm 0.3922, swav 0.0000 LR: 4.081e-02 Score 93.754 Data time: 0.1738, Forward time: 2.2764, Backward time: 3.0712, DDP time: 0.0045, Total iter time: 5.5992 [2020-11-06 00:24:13,071][root][INFO] - ===> Epoch[243](6307/26): Loss -0.1239, Sem 0.2026, dir -0.6811, norm 0.3546, swav 0.0000 LR: 4.080e-02 Score 93.888 Data time: 0.1941, Forward time: 2.2764, Backward time: 3.0712, DDP time: 0.0045, Total iter time: 5.2033 [2020-11-06 00:24:18,787][root][INFO] - ===> Epoch[243](6308/26): Loss -0.1517, Sem 0.1859, dir -0.6944, norm 0.3567, swav 0.0000 LR: 4.079e-02 Score 94.389 Data time: 0.2046, Forward time: 2.2763, Backward time: 3.0712, DDP time: 0.0045, Total iter time: 5.5958 [2020-11-06 00:24:25,397][root][INFO] - ===> Epoch[243](6309/26): Loss -0.1935, Sem 0.1739, dir -0.7257, norm 0.3582, swav 0.0000 LR: 4.078e-02 Score 94.020 Data time: 0.2414, Forward time: 2.2763, Backward time: 3.0714, DDP time: 0.0045, Total iter time: 6.4962 [2020-11-06 00:24:31,482][root][INFO] - ===> Epoch[243](6310/26): Loss -0.1954, Sem 0.1762, dir -0.7213, norm 0.3496, swav 0.0000 LR: 4.077e-02 Score 94.409 Data time: 0.2264, Forward time: 2.2763, Backward time: 3.0714, DDP time: 0.0045, Total iter time: 5.9411 [2020-11-06 00:24:37,161][root][INFO] - ===> Epoch[243](6311/26): Loss -0.1701, Sem 0.2062, dir -0.7200, norm 0.3437, swav 0.0000 LR: 4.076e-02 Score 93.513 Data time: 0.2171, Forward time: 2.2763, Backward time: 3.0714, DDP time: 0.0045, Total iter time: 5.5645 [2020-11-06 00:24:42,796][root][INFO] - ===> Epoch[243](6312/26): Loss -0.2238, Sem 0.1688, dir -0.7548, norm 0.3623, swav 0.0000 LR: 4.075e-02 Score 94.448 Data time: 0.2598, Forward time: 2.2764, Backward time: 3.0713, DDP time: 0.0045, Total iter time: 5.4994 [2020-11-06 00:24:48,462][root][INFO] - ===> Epoch[243](6313/26): Loss -0.1960, Sem 0.1790, dir -0.7382, norm 0.3631, swav 0.0000 LR: 4.074e-02 Score 93.807 Data time: 0.1417, Forward time: 2.2762, Backward time: 3.0715, DDP time: 0.0045, Total iter time: 5.5175 [2020-11-06 00:24:54,714][root][INFO] - ===> Epoch[243](6314/26): Loss -0.1268, Sem 0.1881, dir -0.6985, norm 0.3836, swav 0.0000 LR: 4.073e-02 Score 94.068 Data time: 0.2403, Forward time: 2.2763, Backward time: 3.0715, DDP time: 0.0045, Total iter time: 6.1619 [2020-11-06 00:25:01,003][root][INFO] - ===> Epoch[243](6315/26): Loss -0.2346, Sem 0.1609, dir -0.7255, norm 0.3300, swav 0.0000 LR: 4.072e-02 Score 94.717 Data time: 0.1623, Forward time: 2.2762, Backward time: 3.0717, DDP time: 0.0045, Total iter time: 6.1687 [2020-11-06 00:25:06,729][root][INFO] - ===> Epoch[243](6316/26): Loss -0.0934, Sem 0.2160, dir -0.7090, norm 0.3996, swav 0.0000 LR: 4.072e-02 Score 92.750 Data time: 0.2129, Forward time: 2.2762, Backward time: 3.0717, DDP time: 0.0045, Total iter time: 5.6244 [2020-11-06 00:25:13,547][root][INFO] - ===> Epoch[243](6317/26): Loss -0.1921, Sem 0.1667, dir -0.7156, norm 0.3569, swav 0.0000 LR: 4.071e-02 Score 94.633 Data time: 0.2044, Forward time: 2.2762, Backward time: 3.0719, DDP time: 0.0045, Total iter time: 6.6972 [2020-11-06 00:25:19,887][root][INFO] - ===> Epoch[243](6318/26): Loss -0.2271, Sem 0.1515, dir -0.7278, norm 0.3492, swav 0.0000 LR: 4.070e-02 Score 94.659 Data time: 0.2013, Forward time: 2.2761, Backward time: 3.0720, DDP time: 0.0045, Total iter time: 6.2383 [2020-11-06 00:25:26,484][root][INFO] - ===> Epoch[244](6319/26): Loss -0.1576, Sem 0.1687, dir -0.6931, norm 0.3669, swav 0.0000 LR: 4.069e-02 Score 94.182 Data time: 0.2478, Forward time: 2.2762, Backward time: 3.0721, DDP time: 0.0045, Total iter time: 6.4919 [2020-11-06 00:25:31,740][root][INFO] - ===> Epoch[244](6320/26): Loss -0.1704, Sem 0.1588, dir -0.7121, norm 0.3829, swav 0.0000 LR: 4.068e-02 Score 94.536 Data time: 0.2557, Forward time: 2.2762, Backward time: 3.0719, DDP time: 0.0045, Total iter time: 5.1281 [2020-11-06 00:25:37,540][root][INFO] - ===> Epoch[244](6321/26): Loss -0.1682, Sem 0.1836, dir -0.7108, norm 0.3590, swav 0.0000 LR: 4.067e-02 Score 93.792 Data time: 0.1492, Forward time: 2.2761, Backward time: 3.0720, DDP time: 0.0045, Total iter time: 5.6834 [2020-11-06 00:25:42,811][root][INFO] - ===> Epoch[244](6322/26): Loss -0.1831, Sem 0.1877, dir -0.7355, norm 0.3647, swav 0.0000 LR: 4.066e-02 Score 93.804 Data time: 0.1931, Forward time: 2.2761, Backward time: 3.0720, DDP time: 0.0045, Total iter time: 5.1624 [2020-11-06 00:25:47,565][root][INFO] - ===> Epoch[244](6323/26): Loss -0.2231, Sem 0.1469, dir -0.7419, norm 0.3719, swav 0.0000 LR: 4.065e-02 Score 95.218 Data time: 0.1812, Forward time: 2.2760, Backward time: 3.0719, DDP time: 0.0045, Total iter time: 4.6356 [2020-11-06 00:25:53,198][root][INFO] - ===> Epoch[244](6324/26): Loss -0.1594, Sem 0.1728, dir -0.7084, norm 0.3762, swav 0.0000 LR: 4.064e-02 Score 94.618 Data time: 0.2286, Forward time: 2.2760, Backward time: 3.0719, DDP time: 0.0045, Total iter time: 5.5256 [2020-11-06 00:25:58,773][root][INFO] - ===> Epoch[244](6325/26): Loss -0.1476, Sem 0.1972, dir -0.7131, norm 0.3683, swav 0.0000 LR: 4.063e-02 Score 93.115 Data time: 0.1915, Forward time: 2.2760, Backward time: 3.0719, DDP time: 0.0045, Total iter time: 5.4612 [2020-11-06 00:26:04,326][root][INFO] - ===> Epoch[244](6326/26): Loss -0.1737, Sem 0.1603, dir -0.7047, norm 0.3707, swav 0.0000 LR: 4.062e-02 Score 94.194 Data time: 0.1737, Forward time: 2.2759, Backward time: 3.0719, DDP time: 0.0045, Total iter time: 5.4377 [2020-11-06 00:26:09,366][root][INFO] - ===> Epoch[244](6327/26): Loss -0.2125, Sem 0.1348, dir -0.7051, norm 0.3578, swav 0.0000 LR: 4.061e-02 Score 95.903 Data time: 0.1825, Forward time: 2.2758, Backward time: 3.0719, DDP time: 0.0045, Total iter time: 4.9736 [2020-11-06 00:26:14,320][root][INFO] - ===> Epoch[244](6328/26): Loss -0.1769, Sem 0.1833, dir -0.7282, norm 0.3680, swav 0.0000 LR: 4.060e-02 Score 94.046 Data time: 0.2147, Forward time: 2.2759, Backward time: 3.0717, DDP time: 0.0045, Total iter time: 4.8502 [2020-11-06 00:26:19,929][root][INFO] - ===> Epoch[244](6329/26): Loss -0.2138, Sem 0.1500, dir -0.7362, norm 0.3724, swav 0.0000 LR: 4.059e-02 Score 95.285 Data time: 0.2438, Forward time: 2.2759, Backward time: 3.0717, DDP time: 0.0045, Total iter time: 5.4882 [2020-11-06 00:26:26,329][root][INFO] - ===> Epoch[244](6330/26): Loss -0.0258, Sem 0.2548, dir -0.6837, norm 0.4031, swav 0.0000 LR: 4.058e-02 Score 92.467 Data time: 0.2248, Forward time: 2.2759, Backward time: 3.0718, DDP time: 0.0045, Total iter time: 6.2929 [2020-11-06 00:26:32,215][root][INFO] - ===> Epoch[244](6331/26): Loss -0.1418, Sem 0.2139, dir -0.7246, norm 0.3689, swav 0.0000 LR: 4.057e-02 Score 93.383 Data time: 0.2704, Forward time: 2.2760, Backward time: 3.0717, DDP time: 0.0045, Total iter time: 5.7591 [2020-11-06 00:26:38,766][root][INFO] - ===> Epoch[244](6332/26): Loss -0.1909, Sem 0.1594, dir -0.7157, norm 0.3654, swav 0.0000 LR: 4.056e-02 Score 94.518 Data time: 0.1952, Forward time: 2.2760, Backward time: 3.0718, DDP time: 0.0045, Total iter time: 6.4342 [2020-11-06 00:26:45,102][root][INFO] - ===> Epoch[244](6333/26): Loss -0.2099, Sem 0.1880, dir -0.7527, norm 0.3548, swav 0.0000 LR: 4.055e-02 Score 93.761 Data time: 0.2306, Forward time: 2.2761, Backward time: 3.0719, DDP time: 0.0045, Total iter time: 6.2401 [2020-11-06 00:26:51,601][root][INFO] - ===> Epoch[244](6334/26): Loss -0.2066, Sem 0.1736, dir -0.7249, norm 0.3447, swav 0.0000 LR: 4.054e-02 Score 94.421 Data time: 0.1709, Forward time: 2.2760, Backward time: 3.0721, DDP time: 0.0045, Total iter time: 6.3585 [2020-11-06 00:26:57,348][root][INFO] - ===> Epoch[244](6335/26): Loss -0.2010, Sem 0.1644, dir -0.7203, norm 0.3548, swav 0.0000 LR: 4.053e-02 Score 94.582 Data time: 0.2634, Forward time: 2.2761, Backward time: 3.0720, DDP time: 0.0045, Total iter time: 5.6509 [2020-11-06 00:27:02,045][root][INFO] - ===> Epoch[244](6336/26): Loss -0.2255, Sem 0.1600, dir -0.7261, norm 0.3405, swav 0.0000 LR: 4.052e-02 Score 94.997 Data time: 0.1678, Forward time: 2.2760, Backward time: 3.0719, DDP time: 0.0045, Total iter time: 4.5757 [2020-11-06 00:27:06,833][root][INFO] - ===> Epoch[244](6337/26): Loss -0.1643, Sem 0.2125, dir -0.7240, norm 0.3472, swav 0.0000 LR: 4.051e-02 Score 92.890 Data time: 0.2280, Forward time: 2.2761, Backward time: 3.0717, DDP time: 0.0045, Total iter time: 4.6777 [2020-11-06 00:27:12,341][root][INFO] - ===> Epoch[244](6338/26): Loss -0.1735, Sem 0.1947, dir -0.7306, norm 0.3624, swav 0.0000 LR: 4.050e-02 Score 92.912 Data time: 0.2143, Forward time: 2.2761, Backward time: 3.0716, DDP time: 0.0045, Total iter time: 5.3786 [2020-11-06 00:27:19,305][root][INFO] - ===> Epoch[244](6339/26): Loss -0.1679, Sem 0.1711, dir -0.6968, norm 0.3578, swav 0.0000 LR: 4.049e-02 Score 94.165 Data time: 0.2151, Forward time: 2.2761, Backward time: 3.0718, DDP time: 0.0045, Total iter time: 6.8370 [2020-11-06 00:27:25,367][root][INFO] - ===> Epoch[244](6340/26): Loss -0.1720, Sem 0.1753, dir -0.7126, norm 0.3654, swav 0.0000 LR: 4.048e-02 Score 94.578 Data time: 0.1971, Forward time: 2.2761, Backward time: 3.0719, DDP time: 0.0045, Total iter time: 5.9382 [2020-11-06 00:27:32,656][root][INFO] - ===> Epoch[244](6341/26): Loss -0.1647, Sem 0.1732, dir -0.6959, norm 0.3579, swav 0.0000 LR: 4.047e-02 Score 94.654 Data time: 0.1690, Forward time: 2.2760, Backward time: 3.0722, DDP time: 0.0045, Total iter time: 7.1822 [2020-11-06 00:27:40,023][root][INFO] - ===> Epoch[244](6342/26): Loss -0.0952, Sem 0.2223, dir -0.7310, norm 0.4135, swav 0.0000 LR: 4.046e-02 Score 94.024 Data time: 0.1720, Forward time: 2.2759, Backward time: 3.0725, DDP time: 0.0045, Total iter time: 7.2725 [2020-11-06 00:27:45,266][root][INFO] - ===> Epoch[244](6343/26): Loss -0.2344, Sem 0.1690, dir -0.7494, norm 0.3460, swav 0.0000 LR: 4.045e-02 Score 94.718 Data time: 0.1809, Forward time: 2.2759, Backward time: 3.0725, DDP time: 0.0045, Total iter time: 5.1451 [2020-11-06 00:27:51,844][root][INFO] - ===> Epoch[244](6344/26): Loss -0.2162, Sem 0.1777, dir -0.7309, norm 0.3370, swav 0.0000 LR: 4.044e-02 Score 94.339 Data time: 0.2144, Forward time: 2.2759, Backward time: 3.0726, DDP time: 0.0045, Total iter time: 6.4743 [2020-11-06 00:27:56,264][root][INFO] - ===> Epoch[245](6345/26): Loss -0.2081, Sem 0.1664, dir -0.7178, norm 0.3433, swav 0.0000 LR: 4.043e-02 Score 94.863 Data time: 0.1839, Forward time: 2.2758, Backward time: 3.0724, DDP time: 0.0045, Total iter time: 4.2987 [2020-11-06 00:28:02,289][root][INFO] - ===> Epoch[245](6346/26): Loss -0.1200, Sem 0.1809, dir -0.6730, norm 0.3720, swav 0.0000 LR: 4.042e-02 Score 93.965 Data time: 0.2305, Forward time: 2.2759, Backward time: 3.0724, DDP time: 0.0045, Total iter time: 5.9326 [2020-11-06 00:28:07,174][root][INFO] - ===> Epoch[245](6347/26): Loss -0.1315, Sem 0.1878, dir -0.7015, norm 0.3821, swav 0.0000 LR: 4.041e-02 Score 93.586 Data time: 0.2056, Forward time: 2.2759, Backward time: 3.0723, DDP time: 0.0045, Total iter time: 4.7670 [2020-11-06 00:28:14,328][root][INFO] - ===> Epoch[245](6348/26): Loss -0.1885, Sem 0.1761, dir -0.7168, norm 0.3522, swav 0.0000 LR: 4.040e-02 Score 94.429 Data time: 0.2698, Forward time: 2.2759, Backward time: 3.0725, DDP time: 0.0045, Total iter time: 7.0338 [2020-11-06 00:28:20,393][root][INFO] - ===> Epoch[245](6349/26): Loss -0.1302, Sem 0.2190, dir -0.7000, norm 0.3508, swav 0.0000 LR: 4.039e-02 Score 92.797 Data time: 0.2964, Forward time: 2.2760, Backward time: 3.0724, DDP time: 0.0045, Total iter time: 5.8918 [2020-11-06 00:28:25,530][root][INFO] - ===> Epoch[245](6350/26): Loss -0.1731, Sem 0.2029, dir -0.7326, norm 0.3567, swav 0.0000 LR: 4.038e-02 Score 93.930 Data time: 0.2248, Forward time: 2.2761, Backward time: 3.0722, DDP time: 0.0045, Total iter time: 5.0089 [2020-11-06 00:28:30,697][root][INFO] - ===> Epoch[245](6351/26): Loss -0.2174, Sem 0.1575, dir -0.7301, norm 0.3552, swav 0.0000 LR: 4.037e-02 Score 94.994 Data time: 0.1823, Forward time: 2.2760, Backward time: 3.0722, DDP time: 0.0045, Total iter time: 5.0383 [2020-11-06 00:28:36,563][root][INFO] - ===> Epoch[245](6352/26): Loss -0.1565, Sem 0.1924, dir -0.7339, norm 0.3849, swav 0.0000 LR: 4.036e-02 Score 94.200 Data time: 0.2286, Forward time: 2.2761, Backward time: 3.0722, DDP time: 0.0045, Total iter time: 5.7739 [2020-11-06 00:28:42,959][root][INFO] - ===> Epoch[245](6353/26): Loss -0.1829, Sem 0.1838, dir -0.7446, norm 0.3779, swav 0.0000 LR: 4.035e-02 Score 93.662 Data time: 0.1818, Forward time: 2.2760, Backward time: 3.0723, DDP time: 0.0045, Total iter time: 6.2791 [2020-11-06 00:28:47,801][root][INFO] - ===> Epoch[245](6354/26): Loss -0.1848, Sem 0.1861, dir -0.7447, norm 0.3738, swav 0.0000 LR: 4.034e-02 Score 93.957 Data time: 0.1332, Forward time: 2.2759, Backward time: 3.0723, DDP time: 0.0045, Total iter time: 4.7405 [2020-11-06 00:28:53,024][root][INFO] - ===> Epoch[245](6355/26): Loss -0.2082, Sem 0.1700, dir -0.7268, norm 0.3486, swav 0.0000 LR: 4.033e-02 Score 94.450 Data time: 0.2006, Forward time: 2.2759, Backward time: 3.0723, DDP time: 0.0045, Total iter time: 5.1520 [2020-11-06 00:28:58,161][root][INFO] - ===> Epoch[245](6356/26): Loss -0.1448, Sem 0.1645, dir -0.6897, norm 0.3804, swav 0.0000 LR: 4.032e-02 Score 94.702 Data time: 0.1723, Forward time: 2.2758, Backward time: 3.0723, DDP time: 0.0045, Total iter time: 5.0242 [2020-11-06 00:29:02,687][root][INFO] - ===> Epoch[245](6357/26): Loss -0.1916, Sem 0.1428, dir -0.7063, norm 0.3719, swav 0.0000 LR: 4.031e-02 Score 95.376 Data time: 0.2011, Forward time: 2.2758, Backward time: 3.0721, DDP time: 0.0045, Total iter time: 4.4232 [2020-11-06 00:29:09,233][root][INFO] - ===> Epoch[245](6358/26): Loss -0.1978, Sem 0.1430, dir -0.7042, norm 0.3634, swav 0.0000 LR: 4.030e-02 Score 95.219 Data time: 0.2677, Forward time: 2.2759, Backward time: 3.0722, DDP time: 0.0045, Total iter time: 6.4239 [2020-11-06 00:29:15,114][root][INFO] - ===> Epoch[245](6359/26): Loss -0.1852, Sem 0.1512, dir -0.6871, norm 0.3508, swav 0.0000 LR: 4.029e-02 Score 95.036 Data time: 0.1590, Forward time: 2.2758, Backward time: 3.0723, DDP time: 0.0045, Total iter time: 5.7333 [2020-11-06 00:29:21,316][root][INFO] - ===> Epoch[245](6360/26): Loss -0.1168, Sem 0.1806, dir -0.6605, norm 0.3630, swav 0.0000 LR: 4.028e-02 Score 94.026 Data time: 0.3068, Forward time: 2.2759, Backward time: 3.0722, DDP time: 0.0045, Total iter time: 6.0948 [2020-11-06 00:29:26,360][root][INFO] - ===> Epoch[245](6361/26): Loss -0.1590, Sem 0.1676, dir -0.7003, norm 0.3737, swav 0.0000 LR: 4.027e-02 Score 94.301 Data time: 0.2071, Forward time: 2.2759, Backward time: 3.0721, DDP time: 0.0045, Total iter time: 4.9010 [2020-11-06 00:29:31,920][root][INFO] - ===> Epoch[245](6362/26): Loss -0.1691, Sem 0.1871, dir -0.7343, norm 0.3781, swav 0.0000 LR: 4.026e-02 Score 93.680 Data time: 0.1707, Forward time: 2.2758, Backward time: 3.0722, DDP time: 0.0045, Total iter time: 5.4355 [2020-11-06 00:29:37,342][root][INFO] - ===> Epoch[245](6363/26): Loss -0.1171, Sem 0.1559, dir -0.6598, norm 0.3868, swav 0.0000 LR: 4.025e-02 Score 95.116 Data time: 0.2557, Forward time: 2.2759, Backward time: 3.0720, DDP time: 0.0045, Total iter time: 5.3128 [2020-11-06 00:29:42,491][root][INFO] - ===> Epoch[245](6364/26): Loss -0.1719, Sem 0.1754, dir -0.7207, norm 0.3734, swav 0.0000 LR: 4.024e-02 Score 94.754 Data time: 0.1735, Forward time: 2.2758, Backward time: 3.0720, DDP time: 0.0045, Total iter time: 5.0275 [2020-11-06 00:29:49,062][root][INFO] - ===> Epoch[245](6365/26): Loss -0.2351, Sem 0.1542, dir -0.7313, norm 0.3420, swav 0.0000 LR: 4.023e-02 Score 94.891 Data time: 0.1759, Forward time: 2.2757, Backward time: 3.0722, DDP time: 0.0045, Total iter time: 6.4675 [2020-11-06 00:29:54,472][root][INFO] - ===> Epoch[245](6366/26): Loss -0.1405, Sem 0.2119, dir -0.7230, norm 0.3707, swav 0.0000 LR: 4.022e-02 Score 93.460 Data time: 0.2130, Forward time: 2.2757, Backward time: 3.0722, DDP time: 0.0045, Total iter time: 5.2954 [2020-11-06 00:30:00,544][root][INFO] - ===> Epoch[245](6367/26): Loss -0.1067, Sem 0.1875, dir -0.7131, norm 0.4189, swav 0.0000 LR: 4.021e-02 Score 94.146 Data time: 0.2631, Forward time: 2.2758, Backward time: 3.0722, DDP time: 0.0045, Total iter time: 5.9543 [2020-11-06 00:30:05,936][root][INFO] - ===> Epoch[245](6368/26): Loss -0.2114, Sem 0.1950, dir -0.7665, norm 0.3600, swav 0.0000 LR: 4.020e-02 Score 94.018 Data time: 0.2571, Forward time: 2.2758, Backward time: 3.0720, DDP time: 0.0045, Total iter time: 5.2527 [2020-11-06 00:30:12,222][root][INFO] - ===> Epoch[245](6369/26): Loss -0.1697, Sem 0.1816, dir -0.6904, norm 0.3391, swav 0.0000 LR: 4.019e-02 Score 93.686 Data time: 0.2066, Forward time: 2.2758, Backward time: 3.0721, DDP time: 0.0045, Total iter time: 6.1921 [2020-11-06 00:30:19,149][root][INFO] - ===> Epoch[245](6370/26): Loss -0.1188, Sem 0.1630, dir -0.6636, norm 0.3818, swav 0.0000 LR: 4.018e-02 Score 95.154 Data time: 0.2777, Forward time: 2.2759, Backward time: 3.0722, DDP time: 0.0045, Total iter time: 6.8074 [2020-11-06 00:30:24,929][root][INFO] - ===> Epoch[246](6371/26): Loss -0.1244, Sem 0.1715, dir -0.6839, norm 0.3880, swav 0.0000 LR: 4.017e-02 Score 94.150 Data time: 0.2151, Forward time: 2.2760, Backward time: 3.0722, DDP time: 0.0045, Total iter time: 5.6641 [2020-11-06 00:30:29,741][root][INFO] - ===> Epoch[246](6372/26): Loss -0.2136, Sem 0.1730, dir -0.7256, norm 0.3390, swav 0.0000 LR: 4.016e-02 Score 94.374 Data time: 0.1538, Forward time: 2.2759, Backward time: 3.0721, DDP time: 0.0045, Total iter time: 4.6814 [2020-11-06 00:30:35,742][root][INFO] - ===> Epoch[246](6373/26): Loss -0.1319, Sem 0.1764, dir -0.7010, norm 0.3927, swav 0.0000 LR: 4.015e-02 Score 94.041 Data time: 0.1698, Forward time: 2.2758, Backward time: 3.0723, DDP time: 0.0045, Total iter time: 5.9195 [2020-11-06 00:30:42,280][root][INFO] - ===> Epoch[246](6374/26): Loss -0.2003, Sem 0.1661, dir -0.7291, norm 0.3627, swav 0.0000 LR: 4.014e-02 Score 94.561 Data time: 0.2117, Forward time: 2.2757, Backward time: 3.0724, DDP time: 0.0045, Total iter time: 6.4248 [2020-11-06 00:30:49,154][root][INFO] - ===> Epoch[246](6375/26): Loss -0.1500, Sem 0.1859, dir -0.7027, norm 0.3668, swav 0.0000 LR: 4.013e-02 Score 93.450 Data time: 0.2044, Forward time: 2.2757, Backward time: 3.0726, DDP time: 0.0045, Total iter time: 6.7531 [2020-11-06 00:30:54,406][root][INFO] - ===> Epoch[246](6376/26): Loss -0.2106, Sem 0.1591, dir -0.7295, norm 0.3598, swav 0.0000 LR: 4.012e-02 Score 95.240 Data time: 0.2475, Forward time: 2.2758, Backward time: 3.0725, DDP time: 0.0045, Total iter time: 5.1308 [2020-11-06 00:31:00,722][root][INFO] - ===> Epoch[246](6377/26): Loss -0.1643, Sem 0.1751, dir -0.6812, norm 0.3419, swav 0.0000 LR: 4.011e-02 Score 93.805 Data time: 0.3293, Forward time: 2.2759, Backward time: 3.0724, DDP time: 0.0045, Total iter time: 6.1904 [2020-11-06 00:31:06,207][root][INFO] - ===> Epoch[246](6378/26): Loss -0.1371, Sem 0.1956, dir -0.7243, norm 0.3916, swav 0.0000 LR: 4.010e-02 Score 93.634 Data time: 0.2516, Forward time: 2.2760, Backward time: 3.0723, DDP time: 0.0045, Total iter time: 5.3568 [2020-11-06 00:31:11,027][root][INFO] - ===> Epoch[246](6379/26): Loss -0.1815, Sem 0.1895, dir -0.7385, norm 0.3674, swav 0.0000 LR: 4.009e-02 Score 93.796 Data time: 0.2116, Forward time: 2.2760, Backward time: 3.0721, DDP time: 0.0045, Total iter time: 4.6825 [2020-11-06 00:31:16,513][root][INFO] - ===> Epoch[246](6380/26): Loss -0.1610, Sem 0.1733, dir -0.7057, norm 0.3714, swav 0.0000 LR: 4.008e-02 Score 94.571 Data time: 0.1791, Forward time: 2.2759, Backward time: 3.0722, DDP time: 0.0045, Total iter time: 5.3758 [2020-11-06 00:31:22,203][root][INFO] - ===> Epoch[246](6381/26): Loss -0.1457, Sem 0.1503, dir -0.6892, norm 0.3932, swav 0.0000 LR: 4.007e-02 Score 95.504 Data time: 0.2685, Forward time: 2.2760, Backward time: 3.0721, DDP time: 0.0045, Total iter time: 5.6040 [2020-11-06 00:31:28,371][root][INFO] - ===> Epoch[246](6382/26): Loss -0.1575, Sem 0.1823, dir -0.7187, norm 0.3789, swav 0.0000 LR: 4.006e-02 Score 93.854 Data time: 0.2178, Forward time: 2.2760, Backward time: 3.0721, DDP time: 0.0045, Total iter time: 6.0068 [2020-11-06 00:31:33,752][root][INFO] - ===> Epoch[246](6383/26): Loss -0.1340, Sem 0.1846, dir -0.6783, norm 0.3598, swav 0.0000 LR: 4.005e-02 Score 93.686 Data time: 0.2580, Forward time: 2.2761, Backward time: 3.0720, DDP time: 0.0045, Total iter time: 5.2734 [2020-11-06 00:31:39,984][root][INFO] - ===> Epoch[246](6384/26): Loss -0.1833, Sem 0.1646, dir -0.7176, norm 0.3697, swav 0.0000 LR: 4.004e-02 Score 94.937 Data time: 0.2370, Forward time: 2.2761, Backward time: 3.0720, DDP time: 0.0045, Total iter time: 6.1005 [2020-11-06 00:31:45,883][root][INFO] - ===> Epoch[246](6385/26): Loss -0.1856, Sem 0.1469, dir -0.6984, norm 0.3659, swav 0.0000 LR: 4.003e-02 Score 95.098 Data time: 0.2748, Forward time: 2.2762, Backward time: 3.0719, DDP time: 0.0045, Total iter time: 5.7716 [2020-11-06 00:31:51,575][root][INFO] - ===> Epoch[246](6386/26): Loss -0.2057, Sem 0.1625, dir -0.7246, norm 0.3565, swav 0.0000 LR: 4.002e-02 Score 94.310 Data time: 0.1291, Forward time: 2.2761, Backward time: 3.0721, DDP time: 0.0045, Total iter time: 5.5589 [2020-11-06 00:31:57,311][root][INFO] - ===> Epoch[246](6387/26): Loss -0.1764, Sem 0.1946, dir -0.7487, norm 0.3778, swav 0.0000 LR: 4.001e-02 Score 93.934 Data time: 0.2194, Forward time: 2.2761, Backward time: 3.0721, DDP time: 0.0045, Total iter time: 5.6393 [2020-11-06 00:32:02,414][root][INFO] - ===> Epoch[246](6388/26): Loss -0.1756, Sem 0.1755, dir -0.6950, norm 0.3440, swav 0.0000 LR: 4.000e-02 Score 93.855 Data time: 0.2374, Forward time: 2.2762, Backward time: 3.0719, DDP time: 0.0045, Total iter time: 5.0029 [2020-11-06 00:32:08,005][root][INFO] - ===> Epoch[246](6389/26): Loss -0.2724, Sem 0.1586, dir -0.7527, norm 0.3217, swav 0.0000 LR: 3.999e-02 Score 94.283 Data time: 0.2616, Forward time: 2.2762, Backward time: 3.0718, DDP time: 0.0045, Total iter time: 5.4519 [2020-11-06 00:32:13,687][root][INFO] - ===> Epoch[246](6390/26): Loss -0.1891, Sem 0.1755, dir -0.7074, norm 0.3429, swav 0.0000 LR: 3.998e-02 Score 94.547 Data time: 0.2595, Forward time: 2.2763, Backward time: 3.0718, DDP time: 0.0045, Total iter time: 5.5863 [2020-11-06 00:32:18,889][root][INFO] - ===> Epoch[246](6391/26): Loss -0.2267, Sem 0.1783, dir -0.7398, norm 0.3348, swav 0.0000 LR: 3.997e-02 Score 94.299 Data time: 0.2077, Forward time: 2.2763, Backward time: 3.0717, DDP time: 0.0045, Total iter time: 5.0975 [2020-11-06 00:32:24,312][root][INFO] - ===> Epoch[246](6392/26): Loss -0.1279, Sem 0.1846, dir -0.6941, norm 0.3816, swav 0.0000 LR: 3.996e-02 Score 93.938 Data time: 0.2100, Forward time: 2.2763, Backward time: 3.0716, DDP time: 0.0045, Total iter time: 5.3207 [2020-11-06 00:32:30,678][root][INFO] - ===> Epoch[246](6393/26): Loss -0.1390, Sem 0.2221, dir -0.7131, norm 0.3520, swav 0.0000 LR: 3.995e-02 Score 93.591 Data time: 0.3383, Forward time: 2.2764, Backward time: 3.0716, DDP time: 0.0045, Total iter time: 6.2436 [2020-11-06 00:32:35,649][root][INFO] - ===> Epoch[246](6394/26): Loss -0.1823, Sem 0.1689, dir -0.7140, norm 0.3628, swav 0.0000 LR: 3.994e-02 Score 94.068 Data time: 0.1922, Forward time: 2.2764, Backward time: 3.0715, DDP time: 0.0045, Total iter time: 4.8470 [2020-11-06 00:32:39,993][root][INFO] - ===> Epoch[246](6395/26): Loss -0.2415, Sem 0.1724, dir -0.7585, norm 0.3446, swav 0.0000 LR: 3.993e-02 Score 94.562 Data time: 0.1834, Forward time: 2.2764, Backward time: 3.0713, DDP time: 0.0045, Total iter time: 4.2456 [2020-11-06 00:32:45,434][root][INFO] - ===> Epoch[246](6396/26): Loss -0.1504, Sem 0.1828, dir -0.7055, norm 0.3723, swav 0.0000 LR: 3.992e-02 Score 93.968 Data time: 0.1742, Forward time: 2.2763, Backward time: 3.0713, DDP time: 0.0045, Total iter time: 5.3407 [2020-11-06 00:32:50,666][root][INFO] - ===> Epoch[247](6397/26): Loss -0.1181, Sem 0.1756, dir -0.6522, norm 0.3585, swav 0.0000 LR: 3.991e-02 Score 94.364 Data time: 0.2316, Forward time: 2.2763, Backward time: 3.0713, DDP time: 0.0045, Total iter time: 5.1298 [2020-11-06 00:32:56,617][root][INFO] - ===> Epoch[247](6398/26): Loss -0.1636, Sem 0.1748, dir -0.7153, norm 0.3769, swav 0.0000 LR: 3.990e-02 Score 94.319 Data time: 0.2268, Forward time: 2.2763, Backward time: 3.0713, DDP time: 0.0045, Total iter time: 5.8245 [2020-11-06 00:33:02,907][root][INFO] - ===> Epoch[247](6399/26): Loss -0.1881, Sem 0.1873, dir -0.7066, norm 0.3313, swav 0.0000 LR: 3.989e-02 Score 94.092 Data time: 0.2107, Forward time: 2.2763, Backward time: 3.0713, DDP time: 0.0045, Total iter time: 6.1764 [2020-11-06 00:33:08,221][root][INFO] - ===> Epoch[247](6400/26): Loss -0.1993, Sem 0.1703, dir -0.7423, norm 0.3727, swav 0.0000 LR: 3.988e-02 Score 94.140 Data time: 0.2080, Forward time: 2.2763, Backward time: 3.0713, DDP time: 0.0045, Total iter time: 5.2090 [2020-11-06 00:33:13,809][root][INFO] - ===> Epoch[247](6401/26): Loss -0.1620, Sem 0.1935, dir -0.7097, norm 0.3542, swav 0.0000 LR: 3.987e-02 Score 93.618 Data time: 0.2764, Forward time: 2.2764, Backward time: 3.0712, DDP time: 0.0045, Total iter time: 5.4736 [2020-11-06 00:33:20,237][root][INFO] - ===> Epoch[247](6402/26): Loss -0.1722, Sem 0.1730, dir -0.7153, norm 0.3701, swav 0.0000 LR: 3.986e-02 Score 94.277 Data time: 0.1945, Forward time: 2.2763, Backward time: 3.0713, DDP time: 0.0045, Total iter time: 6.2823 [2020-11-06 00:33:25,724][root][INFO] - ===> Epoch[247](6403/26): Loss -0.0985, Sem 0.1820, dir -0.6636, norm 0.3830, swav 0.0000 LR: 3.985e-02 Score 94.570 Data time: 0.1785, Forward time: 2.2763, Backward time: 3.0713, DDP time: 0.0045, Total iter time: 5.3752 [2020-11-06 00:33:31,880][root][INFO] - ===> Epoch[247](6404/26): Loss -0.2269, Sem 0.1519, dir -0.7378, norm 0.3590, swav 0.0000 LR: 3.984e-02 Score 95.157 Data time: 0.1796, Forward time: 2.2762, Backward time: 3.0715, DDP time: 0.0045, Total iter time: 6.0700 [2020-11-06 00:33:37,687][root][INFO] - ===> Epoch[247](6405/26): Loss -0.2178, Sem 0.1340, dir -0.7090, norm 0.3571, swav 0.0000 LR: 3.983e-02 Score 95.098 Data time: 0.2794, Forward time: 2.2763, Backward time: 3.0714, DDP time: 0.0045, Total iter time: 5.7293 [2020-11-06 00:33:42,595][root][INFO] - ===> Epoch[247](6406/26): Loss -0.1560, Sem 0.1873, dir -0.6987, norm 0.3555, swav 0.0000 LR: 3.982e-02 Score 93.761 Data time: 0.1696, Forward time: 2.2762, Backward time: 3.0713, DDP time: 0.0045, Total iter time: 4.7678 [2020-11-06 00:33:48,540][root][INFO] - ===> Epoch[247](6407/26): Loss -0.1593, Sem 0.1565, dir -0.6947, norm 0.3788, swav 0.0000 LR: 3.981e-02 Score 94.958 Data time: 0.2157, Forward time: 2.2762, Backward time: 3.0714, DDP time: 0.0045, Total iter time: 5.8411 [2020-11-06 00:33:54,686][root][INFO] - ===> Epoch[247](6408/26): Loss -0.2448, Sem 0.1753, dir -0.7626, norm 0.3425, swav 0.0000 LR: 3.980e-02 Score 94.401 Data time: 0.1646, Forward time: 2.2761, Backward time: 3.0715, DDP time: 0.0045, Total iter time: 6.0141 [2020-11-06 00:34:01,692][root][INFO] - ===> Epoch[247](6409/26): Loss -0.1839, Sem 0.1634, dir -0.7001, norm 0.3528, swav 0.0000 LR: 3.979e-02 Score 94.166 Data time: 0.2276, Forward time: 2.2762, Backward time: 3.0717, DDP time: 0.0045, Total iter time: 6.9193 [2020-11-06 00:34:07,694][root][INFO] - ===> Epoch[247](6410/26): Loss -0.1237, Sem 0.2012, dir -0.7022, norm 0.3773, swav 0.0000 LR: 3.978e-02 Score 93.965 Data time: 0.2270, Forward time: 2.2762, Backward time: 3.0717, DDP time: 0.0045, Total iter time: 5.8572 [2020-11-06 00:34:12,914][root][INFO] - ===> Epoch[247](6411/26): Loss -0.1046, Sem 0.1893, dir -0.6935, norm 0.3996, swav 0.0000 LR: 3.977e-02 Score 93.488 Data time: 0.2329, Forward time: 2.2762, Backward time: 3.0716, DDP time: 0.0045, Total iter time: 5.1069 [2020-11-06 00:34:19,402][root][INFO] - ===> Epoch[247](6412/26): Loss -0.2031, Sem 0.1805, dir -0.7353, norm 0.3518, swav 0.0000 LR: 3.976e-02 Score 94.451 Data time: 0.1388, Forward time: 2.2761, Backward time: 3.0718, DDP time: 0.0045, Total iter time: 6.3722 [2020-11-06 00:34:25,682][root][INFO] - ===> Epoch[247](6413/26): Loss -0.1785, Sem 0.1869, dir -0.7295, norm 0.3641, swav 0.0000 LR: 3.975e-02 Score 94.063 Data time: 0.2193, Forward time: 2.2761, Backward time: 3.0719, DDP time: 0.0045, Total iter time: 6.1972 [2020-11-06 00:34:31,786][root][INFO] - ===> Epoch[247](6414/26): Loss -0.2727, Sem 0.1361, dir -0.7351, norm 0.3263, swav 0.0000 LR: 3.974e-02 Score 95.737 Data time: 0.2148, Forward time: 2.2761, Backward time: 3.0720, DDP time: 0.0045, Total iter time: 5.9892 [2020-11-06 00:34:37,881][root][INFO] - ===> Epoch[247](6415/26): Loss -0.1579, Sem 0.1534, dir -0.6708, norm 0.3595, swav 0.0000 LR: 3.973e-02 Score 94.799 Data time: 0.2026, Forward time: 2.2761, Backward time: 3.0720, DDP time: 0.0045, Total iter time: 5.9969 [2020-11-06 00:34:43,543][root][INFO] - ===> Epoch[247](6416/26): Loss -0.1171, Sem 0.2259, dir -0.7423, norm 0.3993, swav 0.0000 LR: 3.972e-02 Score 92.567 Data time: 0.2422, Forward time: 2.2761, Backward time: 3.0720, DDP time: 0.0045, Total iter time: 5.5516 [2020-11-06 00:34:48,782][root][INFO] - ===> Epoch[247](6417/26): Loss -0.2107, Sem 0.1690, dir -0.7340, norm 0.3542, swav 0.0000 LR: 3.971e-02 Score 94.264 Data time: 0.2381, Forward time: 2.2762, Backward time: 3.0718, DDP time: 0.0045, Total iter time: 5.1041 [2020-11-06 00:34:54,376][root][INFO] - ===> Epoch[247](6418/26): Loss -0.1668, Sem 0.1712, dir -0.7052, norm 0.3673, swav 0.0000 LR: 3.970e-02 Score 94.087 Data time: 0.1852, Forward time: 2.2761, Backward time: 3.0719, DDP time: 0.0045, Total iter time: 5.4770 [2020-11-06 00:34:58,735][root][INFO] - ===> Epoch[247](6419/26): Loss -0.1945, Sem 0.1833, dir -0.7289, norm 0.3511, swav 0.0000 LR: 3.969e-02 Score 94.076 Data time: 0.1524, Forward time: 2.2760, Backward time: 3.0717, DDP time: 0.0045, Total iter time: 4.2555 [2020-11-06 00:35:03,341][root][INFO] - ===> Epoch[247](6420/26): Loss -0.1823, Sem 0.1759, dir -0.7385, norm 0.3803, swav 0.0000 LR: 3.968e-02 Score 94.341 Data time: 0.1814, Forward time: 2.2760, Backward time: 3.0716, DDP time: 0.0045, Total iter time: 4.5419 [2020-11-06 00:35:09,051][root][INFO] - ===> Epoch[247](6421/26): Loss -0.1673, Sem 0.1848, dir -0.7075, norm 0.3554, swav 0.0000 LR: 3.967e-02 Score 94.282 Data time: 0.1990, Forward time: 2.2760, Backward time: 3.0717, DDP time: 0.0045, Total iter time: 5.6313 [2020-11-06 00:35:15,458][root][INFO] - ===> Epoch[247](6422/26): Loss -0.1560, Sem 0.1781, dir -0.6981, norm 0.3640, swav 0.0000 LR: 3.966e-02 Score 94.037 Data time: 0.2051, Forward time: 2.2760, Backward time: 3.0718, DDP time: 0.0045, Total iter time: 6.2996 [2020-11-06 00:35:20,500][root][INFO] - ===> Epoch[248](6423/26): Loss -0.2001, Sem 0.1728, dir -0.7392, norm 0.3663, swav 0.0000 LR: 3.965e-02 Score 94.605 Data time: 0.1563, Forward time: 2.2759, Backward time: 3.0717, DDP time: 0.0045, Total iter time: 4.9345 [2020-11-06 00:35:25,900][root][INFO] - ===> Epoch[248](6424/26): Loss -0.1197, Sem 0.1725, dir -0.6772, norm 0.3850, swav 0.0000 LR: 3.964e-02 Score 94.328 Data time: 0.1999, Forward time: 2.2759, Backward time: 3.0717, DDP time: 0.0045, Total iter time: 5.3176 [2020-11-06 00:35:32,029][root][INFO] - ===> Epoch[248](6425/26): Loss -0.1172, Sem 0.1827, dir -0.7052, norm 0.4052, swav 0.0000 LR: 3.963e-02 Score 94.202 Data time: 0.2226, Forward time: 2.2758, Backward time: 3.0718, DDP time: 0.0045, Total iter time: 6.0058 [2020-11-06 00:35:38,613][root][INFO] - ===> Epoch[248](6426/26): Loss -0.1464, Sem 0.1817, dir -0.7084, norm 0.3803, swav 0.0000 LR: 3.962e-02 Score 94.284 Data time: 0.3281, Forward time: 2.2760, Backward time: 3.0717, DDP time: 0.0045, Total iter time: 6.4508 [2020-11-06 00:35:44,035][root][INFO] - ===> Epoch[248](6427/26): Loss -0.1724, Sem 0.1669, dir -0.6871, norm 0.3477, swav 0.0000 LR: 3.961e-02 Score 94.817 Data time: 0.2072, Forward time: 2.2760, Backward time: 3.0716, DDP time: 0.0045, Total iter time: 5.2945 [2020-11-06 00:35:49,720][root][INFO] - ===> Epoch[248](6428/26): Loss -0.1209, Sem 0.1951, dir -0.6948, norm 0.3788, swav 0.0000 LR: 3.960e-02 Score 93.820 Data time: 0.3010, Forward time: 2.2761, Backward time: 3.0716, DDP time: 0.0045, Total iter time: 5.5546 [2020-11-06 00:35:56,033][root][INFO] - ===> Epoch[248](6429/26): Loss -0.1030, Sem 0.1670, dir -0.6691, norm 0.3991, swav 0.0000 LR: 3.959e-02 Score 94.757 Data time: 0.3142, Forward time: 2.2762, Backward time: 3.0715, DDP time: 0.0045, Total iter time: 6.1759 [2020-11-06 00:36:03,294][root][INFO] - ===> Epoch[248](6430/26): Loss -0.2066, Sem 0.1806, dir -0.7281, norm 0.3408, swav 0.0000 LR: 3.958e-02 Score 94.084 Data time: 0.3466, Forward time: 2.2764, Backward time: 3.0715, DDP time: 0.0045, Total iter time: 7.1364 [2020-11-06 00:36:09,355][root][INFO] - ===> Epoch[248](6431/26): Loss -0.1631, Sem 0.1523, dir -0.6849, norm 0.3695, swav 0.0000 LR: 3.957e-02 Score 95.135 Data time: 0.2617, Forward time: 2.2765, Backward time: 3.0715, DDP time: 0.0045, Total iter time: 5.9246 [2020-11-06 00:36:16,250][root][INFO] - ===> Epoch[248](6432/26): Loss -0.1318, Sem 0.1898, dir -0.7054, norm 0.3838, swav 0.0000 LR: 3.956e-02 Score 93.650 Data time: 0.3289, Forward time: 2.2767, Backward time: 3.0715, DDP time: 0.0045, Total iter time: 6.7770 [2020-11-06 00:36:22,332][root][INFO] - ===> Epoch[248](6433/26): Loss -0.1108, Sem 0.1921, dir -0.6855, norm 0.3825, swav 0.0000 LR: 3.955e-02 Score 93.870 Data time: 0.2129, Forward time: 2.2767, Backward time: 3.0715, DDP time: 0.0045, Total iter time: 5.9297 [2020-11-06 00:36:29,759][root][INFO] - ===> Epoch[248](6434/26): Loss -0.1408, Sem 0.1688, dir -0.6722, norm 0.3626, swav 0.0000 LR: 3.954e-02 Score 94.115 Data time: 0.2146, Forward time: 2.2767, Backward time: 3.0718, DDP time: 0.0045, Total iter time: 7.3108 [2020-11-06 00:36:35,830][root][INFO] - ===> Epoch[248](6435/26): Loss -0.1550, Sem 0.1731, dir -0.7161, norm 0.3879, swav 0.0000 LR: 3.953e-02 Score 94.196 Data time: 0.2177, Forward time: 2.2767, Backward time: 3.0718, DDP time: 0.0045, Total iter time: 5.9601 [2020-11-06 00:36:40,945][root][INFO] - ===> Epoch[248](6436/26): Loss -0.1929, Sem 0.1574, dir -0.7117, norm 0.3614, swav 0.0000 LR: 3.952e-02 Score 94.785 Data time: 0.1901, Forward time: 2.2767, Backward time: 3.0717, DDP time: 0.0045, Total iter time: 4.9896 [2020-11-06 00:36:46,046][root][INFO] - ===> Epoch[248](6437/26): Loss -0.2511, Sem 0.1370, dir -0.7236, norm 0.3356, swav 0.0000 LR: 3.951e-02 Score 95.434 Data time: 0.1774, Forward time: 2.2766, Backward time: 3.0717, DDP time: 0.0045, Total iter time: 5.0129 [2020-11-06 00:36:51,335][root][INFO] - ===> Epoch[248](6438/26): Loss -0.1681, Sem 0.1821, dir -0.7183, norm 0.3681, swav 0.0000 LR: 3.950e-02 Score 94.199 Data time: 0.1785, Forward time: 2.2766, Backward time: 3.0717, DDP time: 0.0045, Total iter time: 5.1964 [2020-11-06 00:36:56,470][root][INFO] - ===> Epoch[248](6439/26): Loss -0.1654, Sem 0.1593, dir -0.6941, norm 0.3694, swav 0.0000 LR: 3.949e-02 Score 94.705 Data time: 0.2636, Forward time: 2.2766, Backward time: 3.0716, DDP time: 0.0045, Total iter time: 5.0430 [2020-11-06 00:37:01,877][root][INFO] - ===> Epoch[248](6440/26): Loss -0.1605, Sem 0.1691, dir -0.7285, norm 0.3989, swav 0.0000 LR: 3.948e-02 Score 94.227 Data time: 0.2495, Forward time: 2.2766, Backward time: 3.0715, DDP time: 0.0045, Total iter time: 5.2907 [2020-11-06 00:37:09,002][root][INFO] - ===> Epoch[248](6441/26): Loss -0.1956, Sem 0.1631, dir -0.7327, norm 0.3739, swav 0.0000 LR: 3.947e-02 Score 94.518 Data time: 0.2180, Forward time: 2.2766, Backward time: 3.0717, DDP time: 0.0045, Total iter time: 6.9951 [2020-11-06 00:37:14,384][root][INFO] - ===> Epoch[248](6442/26): Loss -0.2667, Sem 0.1467, dir -0.7373, norm 0.3239, swav 0.0000 LR: 3.946e-02 Score 95.010 Data time: 0.2535, Forward time: 2.2767, Backward time: 3.0716, DDP time: 0.0045, Total iter time: 5.2667 [2020-11-06 00:37:20,283][root][INFO] - ===> Epoch[248](6443/26): Loss -0.2189, Sem 0.1455, dir -0.7245, norm 0.3601, swav 0.0000 LR: 3.945e-02 Score 95.084 Data time: 0.2259, Forward time: 2.2767, Backward time: 3.0716, DDP time: 0.0045, Total iter time: 5.7710 [2020-11-06 00:37:26,040][root][INFO] - ===> Epoch[248](6444/26): Loss -0.1953, Sem 0.1468, dir -0.7061, norm 0.3640, swav 0.0000 LR: 3.944e-02 Score 95.436 Data time: 0.1479, Forward time: 2.2766, Backward time: 3.0717, DDP time: 0.0045, Total iter time: 5.6408 [2020-11-06 00:37:31,605][root][INFO] - ===> Epoch[248](6445/26): Loss -0.2635, Sem 0.1608, dir -0.7637, norm 0.3394, swav 0.0000 LR: 3.943e-02 Score 95.115 Data time: 0.1956, Forward time: 2.2765, Backward time: 3.0717, DDP time: 0.0045, Total iter time: 5.4985 [2020-11-06 00:37:37,567][root][INFO] - ===> Epoch[248](6446/26): Loss -0.2002, Sem 0.1624, dir -0.7054, norm 0.3428, swav 0.0000 LR: 3.942e-02 Score 94.726 Data time: 0.2876, Forward time: 2.2767, Backward time: 3.0716, DDP time: 0.0045, Total iter time: 5.8636 [2020-11-06 00:37:43,336][root][INFO] - ===> Epoch[248](6447/26): Loss -0.1623, Sem 0.1753, dir -0.7106, norm 0.3729, swav 0.0000 LR: 3.941e-02 Score 94.305 Data time: 0.2377, Forward time: 2.2767, Backward time: 3.0716, DDP time: 0.0045, Total iter time: 5.6575 [2020-11-06 00:37:48,374][root][INFO] - ===> Epoch[248](6448/26): Loss -0.2154, Sem 0.1483, dir -0.7228, norm 0.3592, swav 0.0000 LR: 3.940e-02 Score 95.122 Data time: 0.2429, Forward time: 2.2768, Backward time: 3.0714, DDP time: 0.0045, Total iter time: 4.9197 [2020-11-06 00:37:54,138][root][INFO] - ===> Epoch[249](6449/26): Loss -0.1735, Sem 0.1620, dir -0.7223, norm 0.3868, swav 0.0000 LR: 3.939e-02 Score 94.553 Data time: 0.1856, Forward time: 2.2767, Backward time: 3.0715, DDP time: 0.0045, Total iter time: 5.6535 [2020-11-06 00:37:59,422][root][INFO] - ===> Epoch[249](6450/26): Loss -0.1492, Sem 0.1835, dir -0.6976, norm 0.3649, swav 0.0000 LR: 3.938e-02 Score 93.792 Data time: 0.2488, Forward time: 2.2768, Backward time: 3.0713, DDP time: 0.0045, Total iter time: 5.1790 [2020-11-06 00:38:04,741][root][INFO] - ===> Epoch[249](6451/26): Loss -0.2361, Sem 0.1617, dir -0.7348, norm 0.3369, swav 0.0000 LR: 3.937e-02 Score 94.558 Data time: 0.2531, Forward time: 2.2768, Backward time: 3.0713, DDP time: 0.0045, Total iter time: 5.1976 [2020-11-06 00:38:10,457][root][INFO] - ===> Epoch[249](6452/26): Loss -0.0972, Sem 0.2142, dir -0.7052, norm 0.3939, swav 0.0000 LR: 3.936e-02 Score 93.285 Data time: 0.1737, Forward time: 2.2767, Backward time: 3.0713, DDP time: 0.0045, Total iter time: 5.6073 [2020-11-06 00:38:17,618][root][INFO] - ===> Epoch[249](6453/26): Loss -0.1669, Sem 0.1834, dir -0.7191, norm 0.3687, swav 0.0000 LR: 3.935e-02 Score 94.425 Data time: 0.2148, Forward time: 2.2766, Backward time: 3.0716, DDP time: 0.0045, Total iter time: 7.0689 [2020-11-06 00:38:23,042][root][INFO] - ===> Epoch[249](6454/26): Loss -0.2004, Sem 0.1718, dir -0.7198, norm 0.3476, swav 0.0000 LR: 3.934e-02 Score 94.593 Data time: 0.2601, Forward time: 2.2767, Backward time: 3.0715, DDP time: 0.0045, Total iter time: 5.3323 [2020-11-06 00:38:28,793][root][INFO] - ===> Epoch[249](6455/26): Loss -0.1943, Sem 0.1691, dir -0.7318, norm 0.3683, swav 0.0000 LR: 3.933e-02 Score 94.206 Data time: 0.1915, Forward time: 2.2767, Backward time: 3.0715, DDP time: 0.0045, Total iter time: 5.6406 [2020-11-06 00:38:33,986][root][INFO] - ===> Epoch[249](6456/26): Loss -0.2006, Sem 0.1606, dir -0.7193, norm 0.3581, swav 0.0000 LR: 3.932e-02 Score 94.191 Data time: 0.2264, Forward time: 2.2767, Backward time: 3.0714, DDP time: 0.0045, Total iter time: 5.1013 [2020-11-06 00:38:40,913][root][INFO] - ===> Epoch[249](6457/26): Loss -0.1873, Sem 0.1655, dir -0.7009, norm 0.3481, swav 0.0000 LR: 3.931e-02 Score 94.741 Data time: 0.2389, Forward time: 2.2767, Backward time: 3.0716, DDP time: 0.0045, Total iter time: 6.8024 [2020-11-06 00:38:47,561][root][INFO] - ===> Epoch[249](6458/26): Loss -0.2023, Sem 0.1770, dir -0.7336, norm 0.3544, swav 0.0000 LR: 3.930e-02 Score 93.820 Data time: 0.2046, Forward time: 2.2767, Backward time: 3.0717, DDP time: 0.0045, Total iter time: 6.5266 [2020-11-06 00:38:53,991][root][INFO] - ===> Epoch[249](6459/26): Loss -0.1193, Sem 0.1901, dir -0.6941, norm 0.3847, swav 0.0000 LR: 3.929e-02 Score 93.883 Data time: 0.3352, Forward time: 2.2768, Backward time: 3.0717, DDP time: 0.0045, Total iter time: 6.3152 [2020-11-06 00:38:59,421][root][INFO] - ===> Epoch[249](6460/26): Loss -0.2177, Sem 0.1562, dir -0.7182, norm 0.3443, swav 0.0000 LR: 3.928e-02 Score 94.860 Data time: 0.2087, Forward time: 2.2769, Backward time: 3.0716, DDP time: 0.0045, Total iter time: 5.2672 [2020-11-06 00:39:04,220][root][INFO] - ===> Epoch[249](6461/26): Loss -0.1447, Sem 0.1835, dir -0.6870, norm 0.3588, swav 0.0000 LR: 3.927e-02 Score 93.931 Data time: 0.1921, Forward time: 2.2768, Backward time: 3.0715, DDP time: 0.0045, Total iter time: 4.6769 [2020-11-06 00:39:09,323][root][INFO] - ===> Epoch[249](6462/26): Loss -0.1707, Sem 0.1659, dir -0.6871, norm 0.3505, swav 0.0000 LR: 3.926e-02 Score 94.842 Data time: 0.2202, Forward time: 2.2768, Backward time: 3.0714, DDP time: 0.0045, Total iter time: 4.9822 [2020-11-06 00:39:13,862][root][INFO] - ===> Epoch[249](6463/26): Loss -0.1818, Sem 0.1632, dir -0.7254, norm 0.3805, swav 0.0000 LR: 3.925e-02 Score 94.500 Data time: 0.1615, Forward time: 2.2768, Backward time: 3.0713, DDP time: 0.0045, Total iter time: 4.4068 [2020-11-06 00:39:19,034][root][INFO] - ===> Epoch[249](6464/26): Loss -0.2041, Sem 0.1571, dir -0.7195, norm 0.3582, swav 0.0000 LR: 3.924e-02 Score 95.070 Data time: 0.2006, Forward time: 2.2767, Backward time: 3.0712, DDP time: 0.0045, Total iter time: 5.0676 [2020-11-06 00:39:24,110][root][INFO] - ===> Epoch[249](6465/26): Loss -0.1756, Sem 0.1712, dir -0.7073, norm 0.3604, swav 0.0000 LR: 3.923e-02 Score 94.222 Data time: 0.1698, Forward time: 2.2767, Backward time: 3.0712, DDP time: 0.0045, Total iter time: 4.9612 [2020-11-06 00:39:29,336][root][INFO] - ===> Epoch[249](6466/26): Loss -0.1213, Sem 0.1977, dir -0.7032, norm 0.3842, swav 0.0000 LR: 3.922e-02 Score 94.000 Data time: 0.2400, Forward time: 2.2767, Backward time: 3.0711, DDP time: 0.0045, Total iter time: 5.1173 [2020-11-06 00:39:34,846][root][INFO] - ===> Epoch[249](6467/26): Loss -0.1138, Sem 0.2091, dir -0.7084, norm 0.3856, swav 0.0000 LR: 3.921e-02 Score 94.010 Data time: 0.2292, Forward time: 2.2767, Backward time: 3.0711, DDP time: 0.0045, Total iter time: 5.3853 [2020-11-06 00:39:40,858][root][INFO] - ===> Epoch[249](6468/26): Loss -0.1319, Sem 0.1894, dir -0.7101, norm 0.3889, swav 0.0000 LR: 3.920e-02 Score 94.213 Data time: 0.3022, Forward time: 2.2768, Backward time: 3.0710, DDP time: 0.0045, Total iter time: 5.9141 [2020-11-06 00:39:45,764][root][INFO] - ===> Epoch[249](6469/26): Loss -0.1840, Sem 0.1529, dir -0.6932, norm 0.3563, swav 0.0000 LR: 3.919e-02 Score 95.177 Data time: 0.2018, Forward time: 2.2767, Backward time: 3.0709, DDP time: 0.0045, Total iter time: 4.7666 [2020-11-06 00:39:52,293][root][INFO] - ===> Epoch[249](6470/26): Loss -0.1663, Sem 0.1704, dir -0.6969, norm 0.3602, swav 0.0000 LR: 3.918e-02 Score 94.580 Data time: 0.2442, Forward time: 2.2768, Backward time: 3.0710, DDP time: 0.0045, Total iter time: 6.4077 [2020-11-06 00:39:58,130][root][INFO] - ===> Epoch[249](6471/26): Loss -0.1207, Sem 0.1550, dir -0.6748, norm 0.3990, swav 0.0000 LR: 3.917e-02 Score 95.166 Data time: 0.2424, Forward time: 2.2768, Backward time: 3.0710, DDP time: 0.0045, Total iter time: 5.6812 [2020-11-06 00:40:04,006][root][INFO] - ===> Epoch[249](6472/26): Loss -0.1475, Sem 0.1813, dir -0.7189, norm 0.3902, swav 0.0000 LR: 3.916e-02 Score 93.907 Data time: 0.2016, Forward time: 2.2768, Backward time: 3.0710, DDP time: 0.0045, Total iter time: 5.7343 [2020-11-06 00:40:09,142][root][INFO] - ===> Epoch[249](6473/26): Loss -0.1726, Sem 0.1761, dir -0.7165, norm 0.3677, swav 0.0000 LR: 3.915e-02 Score 94.280 Data time: 0.1748, Forward time: 2.2767, Backward time: 3.0710, DDP time: 0.0045, Total iter time: 4.9985 [2020-11-06 00:40:14,656][root][INFO] - ===> Epoch[249](6474/26): Loss -0.2612, Sem 0.1553, dir -0.7629, norm 0.3464, swav 0.0000 LR: 3.914e-02 Score 95.606 Data time: 0.2560, Forward time: 2.2768, Backward time: 3.0709, DDP time: 0.0045, Total iter time: 5.4220 [2020-11-06 00:40:19,613][root][INFO] - ===> Epoch[250](6475/26): Loss -0.2042, Sem 0.1754, dir -0.7402, norm 0.3606, swav 0.0000 LR: 3.913e-02 Score 94.873 Data time: 0.1965, Forward time: 2.2767, Backward time: 3.0708, DDP time: 0.0045, Total iter time: 4.8340 [2020-11-06 00:40:25,146][root][INFO] - ===> Epoch[250](6476/26): Loss -0.2147, Sem 0.1623, dir -0.7222, norm 0.3452, swav 0.0000 LR: 3.912e-02 Score 94.794 Data time: 0.1388, Forward time: 2.2766, Backward time: 3.0709, DDP time: 0.0045, Total iter time: 5.4237 [2020-11-06 00:40:31,466][root][INFO] - ===> Epoch[250](6477/26): Loss -0.1725, Sem 0.1756, dir -0.7157, norm 0.3676, swav 0.0000 LR: 3.911e-02 Score 94.439 Data time: 0.1685, Forward time: 2.2765, Backward time: 3.0710, DDP time: 0.0045, Total iter time: 6.2342 [2020-11-06 00:40:37,317][root][INFO] - ===> Epoch[250](6478/26): Loss -0.1855, Sem 0.1882, dir -0.7135, norm 0.3399, swav 0.0000 LR: 3.910e-02 Score 94.246 Data time: 0.1785, Forward time: 2.2765, Backward time: 3.0711, DDP time: 0.0045, Total iter time: 5.7561 [2020-11-06 00:40:42,575][root][INFO] - ===> Epoch[250](6479/26): Loss -0.2033, Sem 0.1453, dir -0.7009, norm 0.3524, swav 0.0000 LR: 3.909e-02 Score 95.076 Data time: 0.2355, Forward time: 2.2765, Backward time: 3.0710, DDP time: 0.0045, Total iter time: 5.1736 [2020-11-06 00:40:49,047][root][INFO] - ===> Epoch[250](6480/26): Loss -0.2178, Sem 0.1587, dir -0.7322, norm 0.3558, swav 0.0000 LR: 3.908e-02 Score 94.612 Data time: 0.1656, Forward time: 2.2764, Backward time: 3.0712, DDP time: 0.0045, Total iter time: 6.3505 [2020-11-06 00:40:54,374][root][INFO] - ===> Epoch[250](6481/26): Loss -0.1315, Sem 0.1933, dir -0.6913, norm 0.3665, swav 0.0000 LR: 3.907e-02 Score 93.595 Data time: 0.1827, Forward time: 2.2764, Backward time: 3.0712, DDP time: 0.0045, Total iter time: 5.2430 [2020-11-06 00:40:59,236][root][INFO] - ===> Epoch[250](6482/26): Loss -0.1465, Sem 0.1922, dir -0.7133, norm 0.3746, swav 0.0000 LR: 3.906e-02 Score 93.838 Data time: 0.1715, Forward time: 2.2763, Backward time: 3.0711, DDP time: 0.0045, Total iter time: 4.7361 [2020-11-06 00:41:05,429][root][INFO] - ===> Epoch[250](6483/26): Loss -0.1758, Sem 0.1556, dir -0.7061, norm 0.3748, swav 0.0000 LR: 3.905e-02 Score 95.042 Data time: 0.1976, Forward time: 2.2763, Backward time: 3.0712, DDP time: 0.0045, Total iter time: 6.0891 [2020-11-06 00:41:10,695][root][INFO] - ===> Epoch[250](6484/26): Loss -0.1930, Sem 0.1587, dir -0.7035, norm 0.3518, swav 0.0000 LR: 3.904e-02 Score 94.756 Data time: 0.2388, Forward time: 2.2763, Backward time: 3.0711, DDP time: 0.0045, Total iter time: 5.1353 [2020-11-06 00:41:15,855][root][INFO] - ===> Epoch[250](6485/26): Loss -0.2321, Sem 0.1678, dir -0.7571, norm 0.3572, swav 0.0000 LR: 3.903e-02 Score 94.722 Data time: 0.1427, Forward time: 2.2762, Backward time: 3.0711, DDP time: 0.0045, Total iter time: 5.0429 [2020-11-06 00:41:20,960][root][INFO] - ===> Epoch[250](6486/26): Loss -0.1776, Sem 0.1495, dir -0.7154, norm 0.3883, swav 0.0000 LR: 3.902e-02 Score 95.311 Data time: 0.2114, Forward time: 2.2762, Backward time: 3.0711, DDP time: 0.0045, Total iter time: 5.0062 [2020-11-06 00:41:28,697][root][INFO] - ===> Epoch[250](6487/26): Loss -0.1553, Sem 0.1697, dir -0.6890, norm 0.3639, swav 0.0000 LR: 3.901e-02 Score 94.632 Data time: 0.3783, Forward time: 2.2764, Backward time: 3.0711, DDP time: 0.0045, Total iter time: 7.6259 [2020-11-06 00:41:34,606][root][INFO] - ===> Epoch[250](6488/26): Loss -0.2047, Sem 0.1646, dir -0.7110, norm 0.3417, swav 0.0000 LR: 3.900e-02 Score 94.520 Data time: 0.2112, Forward time: 2.2764, Backward time: 3.0711, DDP time: 0.0045, Total iter time: 5.7654 [2020-11-06 00:41:39,254][root][INFO] - ===> Epoch[250](6489/26): Loss -0.1842, Sem 0.1768, dir -0.7249, norm 0.3639, swav 0.0000 LR: 3.899e-02 Score 93.800 Data time: 0.1653, Forward time: 2.2763, Backward time: 3.0711, DDP time: 0.0045, Total iter time: 4.5405 [2020-11-06 00:41:43,961][root][INFO] - ===> Epoch[250](6490/26): Loss -0.0814, Sem 0.2247, dir -0.7113, norm 0.4052, swav 0.0000 LR: 3.898e-02 Score 92.371 Data time: 0.2247, Forward time: 2.2764, Backward time: 3.0709, DDP time: 0.0045, Total iter time: 4.6126 [2020-11-06 00:41:49,241][root][INFO] - ===> Epoch[250](6491/26): Loss -0.2436, Sem 0.1329, dir -0.7297, norm 0.3533, swav 0.0000 LR: 3.897e-02 Score 95.540 Data time: 0.2208, Forward time: 2.2763, Backward time: 3.0708, DDP time: 0.0045, Total iter time: 5.1738 [2020-11-06 00:41:55,473][root][INFO] - ===> Epoch[250](6492/26): Loss -0.2057, Sem 0.1611, dir -0.7241, norm 0.3573, swav 0.0000 LR: 3.896e-02 Score 94.526 Data time: 0.2839, Forward time: 2.2765, Backward time: 3.0708, DDP time: 0.0045, Total iter time: 6.1184 [2020-11-06 00:42:01,024][root][INFO] - ===> Epoch[250](6493/26): Loss -0.1165, Sem 0.1943, dir -0.6817, norm 0.3709, swav 0.0000 LR: 3.895e-02 Score 93.640 Data time: 0.2825, Forward time: 2.2765, Backward time: 3.0707, DDP time: 0.0045, Total iter time: 5.4075 [2020-11-06 00:42:08,406][root][INFO] - ===> Epoch[250](6494/26): Loss -0.2195, Sem 0.1604, dir -0.7271, norm 0.3471, swav 0.0000 LR: 3.894e-02 Score 94.149 Data time: 0.3494, Forward time: 2.2767, Backward time: 3.0707, DDP time: 0.0045, Total iter time: 7.2498 [2020-11-06 00:42:14,135][root][INFO] - ===> Epoch[250](6495/26): Loss -0.1681, Sem 0.1835, dir -0.7137, norm 0.3621, swav 0.0000 LR: 3.893e-02 Score 94.542 Data time: 0.1449, Forward time: 2.2766, Backward time: 3.0708, DDP time: 0.0045, Total iter time: 5.5925 [2020-11-06 00:42:19,610][root][INFO] - ===> Epoch[250](6496/26): Loss -0.2503, Sem 0.1399, dir -0.7589, norm 0.3687, swav 0.0000 LR: 3.892e-02 Score 95.107 Data time: 0.2349, Forward time: 2.2766, Backward time: 3.0708, DDP time: 0.0045, Total iter time: 5.3749 [2020-11-06 00:42:26,003][root][INFO] - ===> Epoch[250](6497/26): Loss -0.1525, Sem 0.1740, dir -0.6949, norm 0.3684, swav 0.0000 LR: 3.891e-02 Score 94.491 Data time: 0.3143, Forward time: 2.2768, Backward time: 3.0707, DDP time: 0.0045, Total iter time: 6.2826 [2020-11-06 00:42:31,358][root][INFO] - ===> Epoch[250](6498/26): Loss -0.2291, Sem 0.1610, dir -0.7313, norm 0.3412, swav 0.0000 LR: 3.890e-02 Score 94.791 Data time: 0.2152, Forward time: 2.2768, Backward time: 3.0706, DDP time: 0.0045, Total iter time: 5.2197 [2020-11-06 00:42:37,054][root][INFO] - ===> Epoch[250](6499/26): Loss -0.1580, Sem 0.1573, dir -0.7156, norm 0.4004, swav 0.0000 LR: 3.889e-02 Score 94.814 Data time: 0.3097, Forward time: 2.2769, Backward time: 3.0705, DDP time: 0.0045, Total iter time: 5.5770 [2020-11-06 00:42:42,220][root][INFO] - ===> Epoch[250](6500/26): Loss -0.1169, Sem 0.1645, dir -0.6865, norm 0.4051, swav 0.0000 LR: 3.888e-02 Score 94.800 Data time: 0.2043, Forward time: 2.2769, Backward time: 3.0704, DDP time: 0.0045, Total iter time: 5.0653 [2020-11-06 00:42:42,974][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-11-06 00:42:43,204][root][INFO] - ===> Start testing [2020-11-06 00:44:11,432][root][INFO] - 101/312: Data time: 0.0085, Iter time: 0.5474 Loss 0.213 (AVG: 0.496) Score 92.936 (AVG: 87.316) mIOU 66.815 mAP 73.193 mAcc 76.386 IOU: 80.873 96.781 59.123 78.748 87.876 84.448 68.353 48.883 57.563 78.581 15.305 64.158 56.618 59.684 52.693 55.410 86.676 65.910 88.297 50.321 mAP: 81.058 95.710 65.244 79.650 89.365 79.023 69.065 61.534 63.627 74.096 28.920 58.667 70.649 73.348 64.636 89.883 94.627 82.074 86.963 55.728 mAcc: 93.173 98.561 75.410 80.782 94.929 90.136 77.303 58.544 68.757 91.090 17.606 73.581 80.120 73.203 68.661 60.614 93.669 76.985 93.102 61.497 [2020-11-06 00:45:31,321][root][INFO] - 201/312: Data time: 0.0058, Iter time: 0.1675 Loss 0.085 (AVG: 0.482) Score 97.233 (AVG: 87.882) mIOU 67.458 mAP 73.946 mAcc 76.871 IOU: 82.600 96.353 59.093 84.703 88.262 84.114 68.499 50.110 56.871 76.882 19.887 64.412 58.857 66.088 49.261 57.770 86.484 61.249 89.153 48.516 mAP: 82.133 96.052 63.142 80.301 89.556 80.126 71.468 66.881 64.197 72.005 38.545 60.751 68.114 76.356 59.254 89.704 93.692 83.752 85.491 57.392 mAcc: 93.936 98.395 75.850 86.925 94.962 90.494 78.115 58.337 70.026 89.012 23.620 73.280 79.039 79.130 64.610 64.401 91.884 72.917 92.706 59.777 [2020-11-06 00:46:52,312][root][INFO] - 301/312: Data time: 0.0077, Iter time: 0.2720 Loss 0.866 (AVG: 0.486) Score 79.320 (AVG: 88.005) mIOU 67.192 mAP 73.520 mAcc 76.722 IOU: 82.873 96.387 59.954 80.414 89.499 83.569 70.357 51.281 56.701 75.920 20.299 60.103 58.834 63.837 49.562 58.064 87.291 60.514 86.274 52.106 mAP: 81.981 96.040 63.066 73.892 89.521 80.871 71.515 64.442 64.670 73.561 40.329 58.209 70.896 73.601 59.707 91.910 94.949 81.088 83.029 57.116 mAcc: 93.971 98.403 76.653 82.473 95.534 91.766 79.559 60.214 71.341 88.603 23.380 67.761 80.307 74.652 63.660 65.636 93.685 71.913 92.048 62.891 [2020-11-06 00:47:02,181][root][INFO] - 312/312: Data time: 0.0031, Iter time: 0.2791 Loss 0.128 (AVG: 0.491) Score 97.401 (AVG: 87.988) mIOU 67.249 mAP 73.492 mAcc 76.745 IOU: 82.888 96.324 59.807 80.320 89.612 83.787 70.035 51.976 56.282 75.695 20.574 59.425 59.086 64.721 48.103 58.526 87.592 61.518 86.673 52.043 mAP: 81.824 95.849 62.700 72.887 89.663 80.917 70.857 65.261 64.291 73.785 40.924 58.177 71.006 74.239 58.427 92.068 95.070 81.419 83.375 57.099 mAcc: 93.893 98.389 77.029 82.354 95.620 91.815 79.275 60.900 70.935 88.781 23.797 67.107 80.468 75.328 61.441 66.074 93.746 72.814 92.343 62.787 [2020-11-06 00:47:02,182][root][INFO] - Finished test. Elapsed time: 258.9761 [2020-11-06 00:47:14,504][root][INFO] - [2020-11-06 00:47:14,505][root][INFO] - ################################################################ [2020-11-06 00:47:14,505][root][INFO] - what : AP AP_50% AP_25% [2020-11-06 00:47:14,505][root][INFO] - ################################################################ [2020-11-06 00:47:14,505][root][INFO] - cabinet : 0.148 0.334 0.621 [2020-11-06 00:47:14,505][root][INFO] - bed : 0.378 0.729 0.827 [2020-11-06 00:47:14,505][root][INFO] - chair : 0.488 0.693 0.788 [2020-11-06 00:47:14,505][root][INFO] - sofa : 0.373 0.614 0.821 [2020-11-06 00:47:14,505][root][INFO] - table : 0.252 0.465 0.599 [2020-11-06 00:47:14,505][root][INFO] - door : 0.168 0.332 0.511 [2020-11-06 00:47:14,505][root][INFO] - window : 0.119 0.280 0.482 [2020-11-06 00:47:14,505][root][INFO] - bookshelf : 0.213 0.535 0.761 [2020-11-06 00:47:14,506][root][INFO] - picture : 0.058 0.121 0.235 [2020-11-06 00:47:14,506][root][INFO] - counter : 0.042 0.159 0.542 [2020-11-06 00:47:14,506][root][INFO] - desk : 0.045 0.169 0.474 [2020-11-06 00:47:14,506][root][INFO] - curtain : 0.215 0.364 0.517 [2020-11-06 00:47:14,506][root][INFO] - refrigerator : 0.263 0.435 0.523 [2020-11-06 00:47:14,506][root][INFO] - shower curtain : 0.539 0.719 0.748 [2020-11-06 00:47:14,506][root][INFO] - toilet : 0.794 0.960 0.960 [2020-11-06 00:47:14,506][root][INFO] - sink : 0.192 0.458 0.718 [2020-11-06 00:47:14,506][root][INFO] - bathtub : 0.648 0.871 0.871 [2020-11-06 00:47:14,506][root][INFO] - otherfurniture : 0.267 0.420 0.600 [2020-11-06 00:47:14,506][root][INFO] - ---------------------------------------------------------------- [2020-11-06 00:47:14,506][root][INFO] - average : 0.289 0.481 0.644 [2020-11-06 00:47:14,506][root][INFO] - [2020-11-06 00:47:14,733][root][INFO] - Summary name validation/mAP@0.5 is illegal; using validation/mAP_0.5 instead. [2020-11-06 00:47:15,402][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34Cbest_val.pth [2020-11-06 00:47:15,586][root][INFO] - Current best mIoU: 67.249 at iter 6500 [2020-11-06 00:47:19,124][root][INFO] - ===> Epoch[251](6501/26): Loss -0.1523, Sem 0.1756, dir -0.7038, norm 0.3759, swav 0.0000 LR: 3.887e-02 Score 93.782 Data time: 0.1637, Forward time: 2.2768, Backward time: 3.0702, DDP time: 0.0045, Total iter time: 3.5318 [2020-11-06 00:47:25,574][root][INFO] - ===> Epoch[251](6502/26): Loss -0.2345, Sem 0.1688, dir -0.7543, norm 0.3509, swav 0.0000 LR: 3.886e-02 Score 94.518 Data time: 0.2149, Forward time: 2.2768, Backward time: 3.0703, DDP time: 0.0045, Total iter time: 6.3397 [2020-11-06 00:47:31,044][root][INFO] - ===> Epoch[251](6503/26): Loss -0.1733, Sem 0.1842, dir -0.7245, norm 0.3670, swav 0.0000 LR: 3.885e-02 Score 93.877 Data time: 0.2580, Forward time: 2.2768, Backward time: 3.0702, DDP time: 0.0045, Total iter time: 5.3653 [2020-11-06 00:47:36,326][root][INFO] - ===> Epoch[251](6504/26): Loss -0.1579, Sem 0.1888, dir -0.7006, norm 0.3539, swav 0.0000 LR: 3.884e-02 Score 93.683 Data time: 0.2031, Forward time: 2.2769, Backward time: 3.0702, DDP time: 0.0045, Total iter time: 5.1780 [2020-11-06 00:47:42,619][root][INFO] - ===> Epoch[251](6505/26): Loss -0.1973, Sem 0.1616, dir -0.7059, norm 0.3469, swav 0.0000 LR: 3.883e-02 Score 95.090 Data time: 0.1787, Forward time: 2.2768, Backward time: 3.0703, DDP time: 0.0045, Total iter time: 6.1923 [2020-11-06 00:47:47,638][root][INFO] - ===> Epoch[251](6506/26): Loss -0.1801, Sem 0.1635, dir -0.7006, norm 0.3570, swav 0.0000 LR: 3.882e-02 Score 94.653 Data time: 0.1544, Forward time: 2.2767, Backward time: 3.0703, DDP time: 0.0045, Total iter time: 4.9435 [2020-11-06 00:47:52,750][root][INFO] - ===> Epoch[251](6507/26): Loss -0.1344, Sem 0.1710, dir -0.7120, norm 0.4065, swav 0.0000 LR: 3.881e-02 Score 94.484 Data time: 0.1768, Forward time: 2.2767, Backward time: 3.0702, DDP time: 0.0045, Total iter time: 5.0291 [2020-11-06 00:47:58,127][root][INFO] - ===> Epoch[251](6508/26): Loss -0.2774, Sem 0.1388, dir -0.7482, norm 0.3319, swav 0.0000 LR: 3.880e-02 Score 95.657 Data time: 0.1765, Forward time: 2.2766, Backward time: 3.0703, DDP time: 0.0045, Total iter time: 5.2745 [2020-11-06 00:48:05,245][root][INFO] - ===> Epoch[251](6509/26): Loss -0.1710, Sem 0.1743, dir -0.6939, norm 0.3486, swav 0.0000 LR: 3.879e-02 Score 94.404 Data time: 0.1923, Forward time: 2.2765, Backward time: 3.0705, DDP time: 0.0045, Total iter time: 7.0268 [2020-11-06 00:48:12,630][root][INFO] - ===> Epoch[251](6510/26): Loss -0.1899, Sem 0.1663, dir -0.6897, norm 0.3336, swav 0.0000 LR: 3.878e-02 Score 94.500 Data time: 0.2574, Forward time: 2.2766, Backward time: 3.0707, DDP time: 0.0045, Total iter time: 7.2818 [2020-11-06 00:48:20,012][root][INFO] - ===> Epoch[251](6511/26): Loss -0.0899, Sem 0.2015, dir -0.6855, norm 0.3941, swav 0.0000 LR: 3.877e-02 Score 93.765 Data time: 0.2193, Forward time: 2.2766, Backward time: 3.0709, DDP time: 0.0045, Total iter time: 7.2627 [2020-11-06 00:48:25,130][root][INFO] - ===> Epoch[251](6512/26): Loss -0.2260, Sem 0.1502, dir -0.7319, norm 0.3556, swav 0.0000 LR: 3.876e-02 Score 95.196 Data time: 0.2344, Forward time: 2.2766, Backward time: 3.0708, DDP time: 0.0045, Total iter time: 5.0001 [2020-11-06 00:48:30,040][root][INFO] - ===> Epoch[251](6513/26): Loss -0.1875, Sem 0.1406, dir -0.6774, norm 0.3493, swav 0.0000 LR: 3.875e-02 Score 95.534 Data time: 0.2274, Forward time: 2.2766, Backward time: 3.0707, DDP time: 0.0045, Total iter time: 4.8090 [2020-11-06 00:48:35,385][root][INFO] - ===> Epoch[251](6514/26): Loss -0.1999, Sem 0.1981, dir -0.7738, norm 0.3758, swav 0.0000 LR: 3.874e-02 Score 93.817 Data time: 0.2441, Forward time: 2.2767, Backward time: 3.0706, DDP time: 0.0045, Total iter time: 5.2428 [2020-11-06 00:48:40,942][root][INFO] - ===> Epoch[251](6515/26): Loss -0.1508, Sem 0.1866, dir -0.6966, norm 0.3592, swav 0.0000 LR: 3.873e-02 Score 94.131 Data time: 0.2115, Forward time: 2.2766, Backward time: 3.0706, DDP time: 0.0045, Total iter time: 5.4387 [2020-11-06 00:48:46,616][root][INFO] - ===> Epoch[251](6516/26): Loss -0.1458, Sem 0.2070, dir -0.7207, norm 0.3679, swav 0.0000 LR: 3.872e-02 Score 93.645 Data time: 0.2712, Forward time: 2.2767, Backward time: 3.0705, DDP time: 0.0045, Total iter time: 5.5803 [2020-11-06 00:48:50,954][root][INFO] - ===> Epoch[251](6517/26): Loss -0.1760, Sem 0.1929, dir -0.7412, norm 0.3723, swav 0.0000 LR: 3.871e-02 Score 94.027 Data time: 0.2041, Forward time: 2.2766, Backward time: 3.0704, DDP time: 0.0045, Total iter time: 4.2224 [2020-11-06 00:48:56,123][root][INFO] - ===> Epoch[251](6518/26): Loss -0.1953, Sem 0.1622, dir -0.7048, norm 0.3473, swav 0.0000 LR: 3.870e-02 Score 94.840 Data time: 0.1972, Forward time: 2.2766, Backward time: 3.0703, DDP time: 0.0045, Total iter time: 5.0760 [2020-11-06 00:49:02,197][root][INFO] - ===> Epoch[251](6519/26): Loss -0.2151, Sem 0.1531, dir -0.7123, norm 0.3440, swav 0.0000 LR: 3.869e-02 Score 95.022 Data time: 0.2501, Forward time: 2.2766, Backward time: 3.0704, DDP time: 0.0045, Total iter time: 5.9670 [2020-11-06 00:49:07,506][root][INFO] - ===> Epoch[251](6520/26): Loss -0.2081, Sem 0.1756, dir -0.7310, norm 0.3474, swav 0.0000 LR: 3.868e-02 Score 94.156 Data time: 0.2510, Forward time: 2.2766, Backward time: 3.0702, DDP time: 0.0045, Total iter time: 5.1881 [2020-11-06 00:49:12,892][root][INFO] - ===> Epoch[251](6521/26): Loss -0.1937, Sem 0.1711, dir -0.7313, norm 0.3665, swav 0.0000 LR: 3.867e-02 Score 94.433 Data time: 0.2173, Forward time: 2.2767, Backward time: 3.0702, DDP time: 0.0045, Total iter time: 5.2633 [2020-11-06 00:49:18,156][root][INFO] - ===> Epoch[251](6522/26): Loss -0.2174, Sem 0.1601, dir -0.7298, norm 0.3523, swav 0.0000 LR: 3.866e-02 Score 94.800 Data time: 0.2158, Forward time: 2.2767, Backward time: 3.0701, DDP time: 0.0045, Total iter time: 5.1449 [2020-11-06 00:49:24,374][root][INFO] - ===> Epoch[251](6523/26): Loss -0.1508, Sem 0.1911, dir -0.7210, norm 0.3791, swav 0.0000 LR: 3.865e-02 Score 94.265 Data time: 0.2980, Forward time: 2.2768, Backward time: 3.0700, DDP time: 0.0045, Total iter time: 6.1013 [2020-11-06 00:49:29,040][root][INFO] - ===> Epoch[251](6524/26): Loss -0.1745, Sem 0.1910, dir -0.7179, norm 0.3523, swav 0.0000 LR: 3.864e-02 Score 94.390 Data time: 0.2154, Forward time: 2.2768, Backward time: 3.0699, DDP time: 0.0045, Total iter time: 4.4979 [2020-11-06 00:49:34,326][root][INFO] - ===> Epoch[251](6525/26): Loss -0.1881, Sem 0.1617, dir -0.6970, norm 0.3472, swav 0.0000 LR: 3.863e-02 Score 95.024 Data time: 0.2647, Forward time: 2.2768, Backward time: 3.0697, DDP time: 0.0045, Total iter time: 5.1619 [2020-11-06 00:49:39,126][root][INFO] - ===> Epoch[251](6526/26): Loss -0.2020, Sem 0.1681, dir -0.7242, norm 0.3542, swav 0.0000 LR: 3.862e-02 Score 94.596 Data time: 0.2188, Forward time: 2.2769, Backward time: 3.0696, DDP time: 0.0045, Total iter time: 4.6857 [2020-11-06 00:49:45,468][root][INFO] - ===> Epoch[252](6527/26): Loss -0.1117, Sem 0.1936, dir -0.6998, norm 0.3946, swav 0.0000 LR: 3.861e-02 Score 93.702 Data time: 0.2236, Forward time: 2.2769, Backward time: 3.0696, DDP time: 0.0045, Total iter time: 6.2419 [2020-11-06 00:49:51,995][root][INFO] - ===> Epoch[252](6528/26): Loss -0.2277, Sem 0.1614, dir -0.7442, norm 0.3552, swav 0.0000 LR: 3.860e-02 Score 94.775 Data time: 0.1948, Forward time: 2.2769, Backward time: 3.0698, DDP time: 0.0045, Total iter time: 6.4151 [2020-11-06 00:49:56,861][root][INFO] - ===> Epoch[252](6529/26): Loss -0.1616, Sem 0.1713, dir -0.6983, norm 0.3654, swav 0.0000 LR: 3.859e-02 Score 95.090 Data time: 0.1942, Forward time: 2.2769, Backward time: 3.0697, DDP time: 0.0045, Total iter time: 4.7586 [2020-11-06 00:50:01,891][root][INFO] - ===> Epoch[252](6530/26): Loss -0.2380, Sem 0.1555, dir -0.7454, norm 0.3519, swav 0.0000 LR: 3.858e-02 Score 95.044 Data time: 0.2436, Forward time: 2.2769, Backward time: 3.0695, DDP time: 0.0045, Total iter time: 4.9257 [2020-11-06 00:50:06,064][root][INFO] - ===> Epoch[252](6531/26): Loss -0.1965, Sem 0.1561, dir -0.7177, norm 0.3651, swav 0.0000 LR: 3.857e-02 Score 94.944 Data time: 0.2207, Forward time: 2.2769, Backward time: 3.0693, DDP time: 0.0045, Total iter time: 4.0389 [2020-11-06 00:50:11,289][root][INFO] - ===> Epoch[252](6532/26): Loss -0.1530, Sem 0.1711, dir -0.7050, norm 0.3809, swav 0.0000 LR: 3.856e-02 Score 94.227 Data time: 0.2327, Forward time: 2.2769, Backward time: 3.0692, DDP time: 0.0045, Total iter time: 5.1259 [2020-11-06 00:50:18,143][root][INFO] - ===> Epoch[252](6533/26): Loss -0.2236, Sem 0.1790, dir -0.7351, norm 0.3325, swav 0.0000 LR: 3.855e-02 Score 93.950 Data time: 0.2161, Forward time: 2.2769, Backward time: 3.0694, DDP time: 0.0045, Total iter time: 6.7168 [2020-11-06 00:50:23,450][root][INFO] - ===> Epoch[252](6534/26): Loss -0.1637, Sem 0.1991, dir -0.6988, norm 0.3361, swav 0.0000 LR: 3.854e-02 Score 93.265 Data time: 0.2105, Forward time: 2.2769, Backward time: 3.0693, DDP time: 0.0045, Total iter time: 5.1871 [2020-11-06 00:50:28,541][root][INFO] - ===> Epoch[252](6535/26): Loss -0.1682, Sem 0.1598, dir -0.6973, norm 0.3693, swav 0.0000 LR: 3.853e-02 Score 94.713 Data time: 0.2361, Forward time: 2.2769, Backward time: 3.0692, DDP time: 0.0045, Total iter time: 4.9680 [2020-11-06 00:50:34,718][root][INFO] - ===> Epoch[252](6536/26): Loss -0.1898, Sem 0.1832, dir -0.7272, norm 0.3542, swav 0.0000 LR: 3.852e-02 Score 94.483 Data time: 0.2784, Forward time: 2.2770, Backward time: 3.0692, DDP time: 0.0045, Total iter time: 6.0506 [2020-11-06 00:50:41,920][root][INFO] - ===> Epoch[252](6537/26): Loss -0.1845, Sem 0.1592, dir -0.7214, norm 0.3777, swav 0.0000 LR: 3.851e-02 Score 94.567 Data time: 0.1804, Forward time: 2.2769, Backward time: 3.0694, DDP time: 0.0045, Total iter time: 7.0718 [2020-11-06 00:50:46,795][root][INFO] - ===> Epoch[252](6538/26): Loss -0.1934, Sem 0.1560, dir -0.7006, norm 0.3511, swav 0.0000 LR: 3.850e-02 Score 94.545 Data time: 0.2125, Forward time: 2.2769, Backward time: 3.0693, DDP time: 0.0045, Total iter time: 4.7628 [2020-11-06 00:50:53,668][root][INFO] - ===> Epoch[252](6539/26): Loss -0.1272, Sem 0.2009, dir -0.6802, norm 0.3521, swav 0.0000 LR: 3.849e-02 Score 93.829 Data time: 0.3327, Forward time: 2.2771, Backward time: 3.0693, DDP time: 0.0045, Total iter time: 6.7619 [2020-11-06 00:50:59,407][root][INFO] - ===> Epoch[252](6540/26): Loss -0.1359, Sem 0.1697, dir -0.6950, norm 0.3895, swav 0.0000 LR: 3.848e-02 Score 94.670 Data time: 0.1957, Forward time: 2.2771, Backward time: 3.0693, DDP time: 0.0045, Total iter time: 5.5890 [2020-11-06 00:51:04,025][root][INFO] - ===> Epoch[252](6541/26): Loss -0.2208, Sem 0.1669, dir -0.7462, norm 0.3584, swav 0.0000 LR: 3.847e-02 Score 94.487 Data time: 0.2116, Forward time: 2.2770, Backward time: 3.0692, DDP time: 0.0045, Total iter time: 4.4972 [2020-11-06 00:51:09,300][root][INFO] - ===> Epoch[252](6542/26): Loss -0.1645, Sem 0.1859, dir -0.7164, norm 0.3661, swav 0.0000 LR: 3.846e-02 Score 93.538 Data time: 0.2441, Forward time: 2.2771, Backward time: 3.0691, DDP time: 0.0045, Total iter time: 5.1868 [2020-11-06 00:51:14,144][root][INFO] - ===> Epoch[252](6543/26): Loss -0.1908, Sem 0.1622, dir -0.7132, norm 0.3602, swav 0.0000 LR: 3.845e-02 Score 94.883 Data time: 0.2184, Forward time: 2.2771, Backward time: 3.0689, DDP time: 0.0045, Total iter time: 4.7056 [2020-11-06 00:51:20,191][root][INFO] - ===> Epoch[252](6544/26): Loss -0.1715, Sem 0.1759, dir -0.7038, norm 0.3564, swav 0.0000 LR: 3.844e-02 Score 94.873 Data time: 0.2137, Forward time: 2.2771, Backward time: 3.0690, DDP time: 0.0045, Total iter time: 5.9255 [2020-11-06 00:51:25,023][root][INFO] - ===> Epoch[252](6545/26): Loss -0.1626, Sem 0.1692, dir -0.7197, norm 0.3879, swav 0.0000 LR: 3.843e-02 Score 94.557 Data time: 0.2119, Forward time: 2.2771, Backward time: 3.0689, DDP time: 0.0045, Total iter time: 4.7149 [2020-11-06 00:51:31,348][root][INFO] - ===> Epoch[252](6546/26): Loss -0.1212, Sem 0.1666, dir -0.6587, norm 0.3708, swav 0.0000 LR: 3.842e-02 Score 94.676 Data time: 0.2827, Forward time: 2.2772, Backward time: 3.0688, DDP time: 0.0045, Total iter time: 6.2278 [2020-11-06 00:51:38,019][root][INFO] - ===> Epoch[252](6547/26): Loss -0.2277, Sem 0.1378, dir -0.7085, norm 0.3430, swav 0.0000 LR: 3.841e-02 Score 95.315 Data time: 0.2038, Forward time: 2.2772, Backward time: 3.0690, DDP time: 0.0045, Total iter time: 6.5026 [2020-11-06 00:51:44,660][root][INFO] - ===> Epoch[252](6548/26): Loss -0.2270, Sem 0.1330, dir -0.7289, norm 0.3689, swav 0.0000 LR: 3.840e-02 Score 95.530 Data time: 0.2456, Forward time: 2.2772, Backward time: 3.0691, DDP time: 0.0045, Total iter time: 6.5392 [2020-11-06 00:51:50,401][root][INFO] - ===> Epoch[252](6549/26): Loss -0.1624, Sem 0.1655, dir -0.7006, norm 0.3727, swav 0.0000 LR: 3.839e-02 Score 94.534 Data time: 0.1565, Forward time: 2.2771, Backward time: 3.0692, DDP time: 0.0045, Total iter time: 5.6100 [2020-11-06 00:51:56,002][root][INFO] - ===> Epoch[252](6550/26): Loss -0.2206, Sem 0.1450, dir -0.7138, norm 0.3482, swav 0.0000 LR: 3.838e-02 Score 95.645 Data time: 0.2108, Forward time: 2.2771, Backward time: 3.0692, DDP time: 0.0045, Total iter time: 5.5068 [2020-11-06 00:52:01,118][root][INFO] - ===> Epoch[252](6551/26): Loss -0.2076, Sem 0.1496, dir -0.7193, norm 0.3621, swav 0.0000 LR: 3.837e-02 Score 95.002 Data time: 0.2480, Forward time: 2.2772, Backward time: 3.0690, DDP time: 0.0045, Total iter time: 5.0004 [2020-11-06 00:52:05,547][root][INFO] - ===> Epoch[252](6552/26): Loss -0.2530, Sem 0.1656, dir -0.7464, norm 0.3278, swav 0.0000 LR: 3.836e-02 Score 94.370 Data time: 0.2139, Forward time: 2.2772, Backward time: 3.0688, DDP time: 0.0045, Total iter time: 4.2951 [2020-11-06 00:52:11,193][root][INFO] - ===> Epoch[253](6553/26): Loss -0.1515, Sem 0.2074, dir -0.7143, norm 0.3554, swav 0.0000 LR: 3.835e-02 Score 93.004 Data time: 0.1893, Forward time: 2.2772, Backward time: 3.0688, DDP time: 0.0045, Total iter time: 5.5414 [2020-11-06 00:52:16,002][root][INFO] - ===> Epoch[253](6554/26): Loss -0.2317, Sem 0.1332, dir -0.7131, norm 0.3482, swav 0.0000 LR: 3.834e-02 Score 95.900 Data time: 0.1821, Forward time: 2.2771, Backward time: 3.0688, DDP time: 0.0045, Total iter time: 4.6898 [2020-11-06 00:52:22,111][root][INFO] - ===> Epoch[253](6555/26): Loss -0.2052, Sem 0.1662, dir -0.7224, norm 0.3510, swav 0.0000 LR: 3.833e-02 Score 94.794 Data time: 0.2363, Forward time: 2.2771, Backward time: 3.0688, DDP time: 0.0045, Total iter time: 6.0286 [2020-11-06 00:52:28,550][root][INFO] - ===> Epoch[253](6556/26): Loss -0.1686, Sem 0.1770, dir -0.7048, norm 0.3592, swav 0.0000 LR: 3.832e-02 Score 93.928 Data time: 0.1590, Forward time: 2.2770, Backward time: 3.0690, DDP time: 0.0045, Total iter time: 6.3010 [2020-11-06 00:52:33,146][root][INFO] - ===> Epoch[253](6557/26): Loss -0.2375, Sem 0.1600, dir -0.7462, norm 0.3486, swav 0.0000 LR: 3.831e-02 Score 95.070 Data time: 0.2224, Forward time: 2.2770, Backward time: 3.0688, DDP time: 0.0045, Total iter time: 4.5051 [2020-11-06 00:52:39,314][root][INFO] - ===> Epoch[253](6558/26): Loss -0.1984, Sem 0.1617, dir -0.7151, norm 0.3550, swav 0.0000 LR: 3.830e-02 Score 94.673 Data time: 0.2078, Forward time: 2.2770, Backward time: 3.0688, DDP time: 0.0045, Total iter time: 6.0572 [2020-11-06 00:52:43,766][root][INFO] - ===> Epoch[253](6559/26): Loss -0.2155, Sem 0.1418, dir -0.7394, norm 0.3822, swav 0.0000 LR: 3.829e-02 Score 95.287 Data time: 0.1562, Forward time: 2.2770, Backward time: 3.0687, DDP time: 0.0045, Total iter time: 4.3335 [2020-11-06 00:52:49,987][root][INFO] - ===> Epoch[253](6560/26): Loss -0.2184, Sem 0.1622, dir -0.7353, norm 0.3546, swav 0.0000 LR: 3.828e-02 Score 94.587 Data time: 0.1629, Forward time: 2.2769, Backward time: 3.0689, DDP time: 0.0045, Total iter time: 6.1533 [2020-11-06 00:52:54,934][root][INFO] - ===> Epoch[253](6561/26): Loss -0.1706, Sem 0.1641, dir -0.7177, norm 0.3830, swav 0.0000 LR: 3.827e-02 Score 94.779 Data time: 0.2368, Forward time: 2.2769, Backward time: 3.0687, DDP time: 0.0045, Total iter time: 4.8523 [2020-11-06 00:52:59,960][root][INFO] - ===> Epoch[253](6562/26): Loss -0.1425, Sem 0.2044, dir -0.7172, norm 0.3703, swav 0.0000 LR: 3.826e-02 Score 93.674 Data time: 0.2067, Forward time: 2.2769, Backward time: 3.0687, DDP time: 0.0045, Total iter time: 4.8964 [2020-11-06 00:53:05,207][root][INFO] - ===> Epoch[253](6563/26): Loss -0.2040, Sem 0.1661, dir -0.7136, norm 0.3436, swav 0.0000 LR: 3.825e-02 Score 94.300 Data time: 0.2489, Forward time: 2.2769, Backward time: 3.0685, DDP time: 0.0045, Total iter time: 5.1368 [2020-11-06 00:53:10,700][root][INFO] - ===> Epoch[253](6564/26): Loss -0.2232, Sem 0.1475, dir -0.7256, norm 0.3549, swav 0.0000 LR: 3.824e-02 Score 95.155 Data time: 0.2343, Forward time: 2.2769, Backward time: 3.0685, DDP time: 0.0045, Total iter time: 5.3666 [2020-11-06 00:53:16,229][root][INFO] - ===> Epoch[253](6565/26): Loss -0.1836, Sem 0.1765, dir -0.7225, norm 0.3625, swav 0.0000 LR: 3.823e-02 Score 94.332 Data time: 0.2408, Forward time: 2.2770, Backward time: 3.0684, DDP time: 0.0045, Total iter time: 5.4280 [2020-11-06 00:53:22,581][root][INFO] - ===> Epoch[253](6566/26): Loss -0.1957, Sem 0.1663, dir -0.7146, norm 0.3526, swav 0.0000 LR: 3.822e-02 Score 94.292 Data time: 0.2298, Forward time: 2.2770, Backward time: 3.0685, DDP time: 0.0045, Total iter time: 6.2005 [2020-11-06 00:53:27,257][root][INFO] - ===> Epoch[253](6567/26): Loss -0.2291, Sem 0.1433, dir -0.7183, norm 0.3459, swav 0.0000 LR: 3.821e-02 Score 95.228 Data time: 0.2236, Forward time: 2.2770, Backward time: 3.0683, DDP time: 0.0045, Total iter time: 4.5526 [2020-11-06 00:53:31,642][root][INFO] - ===> Epoch[253](6568/26): Loss -0.1720, Sem 0.1698, dir -0.7089, norm 0.3671, swav 0.0000 LR: 3.820e-02 Score 94.724 Data time: 0.2430, Forward time: 2.2770, Backward time: 3.0681, DDP time: 0.0045, Total iter time: 4.2816 [2020-11-06 00:53:37,137][root][INFO] - ===> Epoch[253](6569/26): Loss -0.0988, Sem 0.1893, dir -0.6954, norm 0.4073, swav 0.0000 LR: 3.819e-02 Score 93.801 Data time: 0.2412, Forward time: 2.2770, Backward time: 3.0680, DDP time: 0.0045, Total iter time: 5.3823 [2020-11-06 00:53:42,526][root][INFO] - ===> Epoch[253](6570/26): Loss -0.2284, Sem 0.1810, dir -0.7413, norm 0.3318, swav 0.0000 LR: 3.818e-02 Score 94.437 Data time: 0.2533, Forward time: 2.2770, Backward time: 3.0680, DDP time: 0.0045, Total iter time: 5.2233 [2020-11-06 00:53:48,253][root][INFO] - ===> Epoch[253](6571/26): Loss -0.1677, Sem 0.1958, dir -0.7298, norm 0.3663, swav 0.0000 LR: 3.817e-02 Score 93.548 Data time: 0.1771, Forward time: 2.2770, Backward time: 3.0680, DDP time: 0.0045, Total iter time: 5.6084 [2020-11-06 00:53:53,379][root][INFO] - ===> Epoch[253](6572/26): Loss -0.1648, Sem 0.1591, dir -0.7000, norm 0.3760, swav 0.0000 LR: 3.816e-02 Score 94.527 Data time: 0.1885, Forward time: 2.2769, Backward time: 3.0680, DDP time: 0.0045, Total iter time: 5.0058 [2020-11-06 00:53:59,266][root][INFO] - ===> Epoch[253](6573/26): Loss -0.2157, Sem 0.1426, dir -0.7019, norm 0.3436, swav 0.0000 LR: 3.815e-02 Score 95.279 Data time: 0.2002, Forward time: 2.2769, Backward time: 3.0680, DDP time: 0.0045, Total iter time: 5.8006 [2020-11-06 00:54:04,224][root][INFO] - ===> Epoch[253](6574/26): Loss -0.1996, Sem 0.1673, dir -0.7156, norm 0.3487, swav 0.0000 LR: 3.814e-02 Score 94.468 Data time: 0.2224, Forward time: 2.2769, Backward time: 3.0679, DDP time: 0.0045, Total iter time: 4.8133 [2020-11-06 00:54:10,784][root][INFO] - ===> Epoch[253](6575/26): Loss -0.0798, Sem 0.2134, dir -0.6999, norm 0.4067, swav 0.0000 LR: 3.813e-02 Score 93.244 Data time: 0.2339, Forward time: 2.2769, Backward time: 3.0680, DDP time: 0.0045, Total iter time: 6.4484 [2020-11-06 00:54:16,113][root][INFO] - ===> Epoch[253](6576/26): Loss -0.2513, Sem 0.1388, dir -0.7403, norm 0.3502, swav 0.0000 LR: 3.812e-02 Score 95.433 Data time: 0.2208, Forward time: 2.2769, Backward time: 3.0679, DDP time: 0.0045, Total iter time: 5.1815 [2020-11-06 00:54:21,923][root][INFO] - ===> Epoch[253](6577/26): Loss -0.1629, Sem 0.1473, dir -0.6778, norm 0.3677, swav 0.0000 LR: 3.811e-02 Score 95.178 Data time: 0.1788, Forward time: 2.2769, Backward time: 3.0680, DDP time: 0.0045, Total iter time: 5.6745 [2020-11-06 00:54:26,976][root][INFO] - ===> Epoch[253](6578/26): Loss -0.1620, Sem 0.1831, dir -0.7157, norm 0.3706, swav 0.0000 LR: 3.810e-02 Score 94.171 Data time: 0.1666, Forward time: 2.2768, Backward time: 3.0679, DDP time: 0.0045, Total iter time: 4.9428 [2020-11-06 00:54:33,113][root][INFO] - ===> Epoch[254](6579/26): Loss -0.1782, Sem 0.1604, dir -0.7172, norm 0.3786, swav 0.0000 LR: 3.809e-02 Score 94.703 Data time: 0.2321, Forward time: 2.2768, Backward time: 3.0680, DDP time: 0.0045, Total iter time: 6.0419 [2020-11-06 00:54:39,138][root][INFO] - ===> Epoch[254](6580/26): Loss -0.2247, Sem 0.1491, dir -0.7172, norm 0.3434, swav 0.0000 LR: 3.808e-02 Score 94.616 Data time: 0.1945, Forward time: 2.2767, Backward time: 3.0681, DDP time: 0.0045, Total iter time: 5.9143 [2020-11-06 00:54:45,188][root][INFO] - ===> Epoch[254](6581/26): Loss -0.2104, Sem 0.1703, dir -0.7219, norm 0.3412, swav 0.0000 LR: 3.807e-02 Score 94.148 Data time: 0.1833, Forward time: 2.2767, Backward time: 3.0682, DDP time: 0.0045, Total iter time: 5.9785 [2020-11-06 00:54:50,498][root][INFO] - ===> Epoch[254](6582/26): Loss -0.1484, Sem 0.1975, dir -0.7415, norm 0.3957, swav 0.0000 LR: 3.806e-02 Score 93.478 Data time: 0.2086, Forward time: 2.2767, Backward time: 3.0682, DDP time: 0.0045, Total iter time: 5.2029 [2020-11-06 00:54:54,947][root][INFO] - ===> Epoch[254](6583/26): Loss -0.1945, Sem 0.1696, dir -0.7187, norm 0.3547, swav 0.0000 LR: 3.805e-02 Score 94.266 Data time: 0.2057, Forward time: 2.2766, Backward time: 3.0680, DDP time: 0.0045, Total iter time: 4.3291 [2020-11-06 00:55:00,017][root][INFO] - ===> Epoch[254](6584/26): Loss -0.2158, Sem 0.1700, dir -0.7283, norm 0.3426, swav 0.0000 LR: 3.804e-02 Score 94.142 Data time: 0.2483, Forward time: 2.2766, Backward time: 3.0679, DDP time: 0.0045, Total iter time: 4.9715 [2020-11-06 00:55:05,762][root][INFO] - ===> Epoch[254](6585/26): Loss -0.2205, Sem 0.1707, dir -0.7427, norm 0.3515, swav 0.0000 LR: 3.803e-02 Score 94.303 Data time: 0.2833, Forward time: 2.2767, Backward time: 3.0678, DDP time: 0.0045, Total iter time: 5.6274 [2020-11-06 00:55:11,998][root][INFO] - ===> Epoch[254](6586/26): Loss -0.2017, Sem 0.1663, dir -0.7262, norm 0.3582, swav 0.0000 LR: 3.802e-02 Score 94.748 Data time: 0.2227, Forward time: 2.2767, Backward time: 3.0679, DDP time: 0.0045, Total iter time: 6.1058 [2020-11-06 00:55:17,170][root][INFO] - ===> Epoch[254](6587/26): Loss -0.2351, Sem 0.1317, dir -0.7070, norm 0.3402, swav 0.0000 LR: 3.801e-02 Score 96.141 Data time: 0.2498, Forward time: 2.2768, Backward time: 3.0677, DDP time: 0.0045, Total iter time: 5.0780 [2020-11-06 00:55:22,766][root][INFO] - ===> Epoch[254](6588/26): Loss -0.1593, Sem 0.1707, dir -0.7096, norm 0.3796, swav 0.0000 LR: 3.800e-02 Score 94.336 Data time: 0.2000, Forward time: 2.2768, Backward time: 3.0677, DDP time: 0.0045, Total iter time: 5.4771 [2020-11-06 00:55:28,493][root][INFO] - ===> Epoch[254](6589/26): Loss -0.2077, Sem 0.1797, dir -0.7416, norm 0.3542, swav 0.0000 LR: 3.799e-02 Score 93.834 Data time: 0.2250, Forward time: 2.2768, Backward time: 3.0677, DDP time: 0.0045, Total iter time: 5.6333 [2020-11-06 00:55:34,866][root][INFO] - ===> Epoch[254](6590/26): Loss -0.1409, Sem 0.1896, dir -0.7068, norm 0.3763, swav 0.0000 LR: 3.798e-02 Score 93.793 Data time: 0.2635, Forward time: 2.2769, Backward time: 3.0677, DDP time: 0.0045, Total iter time: 6.2560 [2020-11-06 00:55:41,484][root][INFO] - ===> Epoch[254](6591/26): Loss -0.1780, Sem 0.1699, dir -0.6938, norm 0.3459, swav 0.0000 LR: 3.797e-02 Score 94.675 Data time: 0.1794, Forward time: 2.2768, Backward time: 3.0679, DDP time: 0.0045, Total iter time: 6.4752 [2020-11-06 00:55:47,709][root][INFO] - ===> Epoch[254](6592/26): Loss -0.1456, Sem 0.1789, dir -0.7007, norm 0.3761, swav 0.0000 LR: 3.796e-02 Score 94.039 Data time: 0.1987, Forward time: 2.2768, Backward time: 3.0680, DDP time: 0.0045, Total iter time: 6.1396 [2020-11-06 00:55:53,838][root][INFO] - ===> Epoch[254](6593/26): Loss -0.1549, Sem 0.1644, dir -0.7163, norm 0.3971, swav 0.0000 LR: 3.795e-02 Score 95.104 Data time: 0.1971, Forward time: 2.2767, Backward time: 3.0681, DDP time: 0.0045, Total iter time: 6.0122 [2020-11-06 00:56:00,012][root][INFO] - ===> Epoch[254](6594/26): Loss -0.1770, Sem 0.1727, dir -0.7074, norm 0.3577, swav 0.0000 LR: 3.794e-02 Score 94.170 Data time: 0.2687, Forward time: 2.2768, Backward time: 3.0681, DDP time: 0.0045, Total iter time: 6.0814 [2020-11-06 00:56:06,272][root][INFO] - ===> Epoch[254](6595/26): Loss -0.1799, Sem 0.1707, dir -0.7205, norm 0.3699, swav 0.0000 LR: 3.793e-02 Score 94.577 Data time: 0.2962, Forward time: 2.2769, Backward time: 3.0680, DDP time: 0.0045, Total iter time: 6.1439 [2020-11-06 00:56:13,056][root][INFO] - ===> Epoch[254](6596/26): Loss -0.1792, Sem 0.1674, dir -0.6938, norm 0.3472, swav 0.0000 LR: 3.792e-02 Score 94.570 Data time: 0.1734, Forward time: 2.2769, Backward time: 3.0682, DDP time: 0.0045, Total iter time: 6.6420 [2020-11-06 00:56:18,048][root][INFO] - ===> Epoch[254](6597/26): Loss -0.2200, Sem 0.1868, dir -0.7666, norm 0.3598, swav 0.0000 LR: 3.791e-02 Score 94.195 Data time: 0.2217, Forward time: 2.2769, Backward time: 3.0681, DDP time: 0.0045, Total iter time: 4.9014 [2020-11-06 00:56:24,514][root][INFO] - ===> Epoch[254](6598/26): Loss -0.1697, Sem 0.1538, dir -0.6907, norm 0.3672, swav 0.0000 LR: 3.790e-02 Score 94.801 Data time: 0.2408, Forward time: 2.2769, Backward time: 3.0682, DDP time: 0.0045, Total iter time: 6.3454 [2020-11-06 00:56:29,481][root][INFO] - ===> Epoch[254](6599/26): Loss -0.1993, Sem 0.1648, dir -0.7526, norm 0.3886, swav 0.0000 LR: 3.789e-02 Score 94.384 Data time: 0.2119, Forward time: 2.2769, Backward time: 3.0680, DDP time: 0.0045, Total iter time: 4.8346 [2020-11-06 00:56:34,807][root][INFO] - ===> Epoch[254](6600/26): Loss -0.2259, Sem 0.1585, dir -0.7409, norm 0.3564, swav 0.0000 LR: 3.788e-02 Score 95.291 Data time: 0.1968, Forward time: 2.2769, Backward time: 3.0680, DDP time: 0.0045, Total iter time: 5.2142 [2020-11-06 00:56:39,235][root][INFO] - ===> Epoch[254](6601/26): Loss -0.1289, Sem 0.1854, dir -0.7008, norm 0.3865, swav 0.0000 LR: 3.787e-02 Score 93.926 Data time: 0.1751, Forward time: 2.2768, Backward time: 3.0679, DDP time: 0.0045, Total iter time: 4.3425 [2020-11-06 00:56:46,365][root][INFO] - ===> Epoch[254](6602/26): Loss -0.1577, Sem 0.1607, dir -0.6943, norm 0.3759, swav 0.0000 LR: 3.786e-02 Score 94.761 Data time: 0.1855, Forward time: 2.2768, Backward time: 3.0681, DDP time: 0.0045, Total iter time: 7.0333 [2020-11-06 00:56:52,059][root][INFO] - ===> Epoch[254](6603/26): Loss -0.1960, Sem 0.1621, dir -0.7222, norm 0.3641, swav 0.0000 LR: 3.785e-02 Score 94.403 Data time: 0.2122, Forward time: 2.2768, Backward time: 3.0681, DDP time: 0.0045, Total iter time: 5.6015 [2020-11-06 00:56:57,321][root][INFO] - ===> Epoch[254](6604/26): Loss -0.1580, Sem 0.1600, dir -0.6949, norm 0.3769, swav 0.0000 LR: 3.784e-02 Score 94.934 Data time: 0.1905, Forward time: 2.2768, Backward time: 3.0681, DDP time: 0.0045, Total iter time: 5.1321 [2020-11-06 00:57:02,995][root][INFO] - ===> Epoch[255](6605/26): Loss -0.1353, Sem 0.1735, dir -0.6859, norm 0.3771, swav 0.0000 LR: 3.783e-02 Score 94.520 Data time: 0.2274, Forward time: 2.2768, Backward time: 3.0680, DDP time: 0.0045, Total iter time: 5.5476 [2020-11-06 00:57:07,383][root][INFO] - ===> Epoch[255](6606/26): Loss -0.1943, Sem 0.1745, dir -0.6993, norm 0.3306, swav 0.0000 LR: 3.782e-02 Score 94.279 Data time: 0.2163, Forward time: 2.2768, Backward time: 3.0679, DDP time: 0.0045, Total iter time: 4.2610 [2020-11-06 00:57:12,741][root][INFO] - ===> Epoch[255](6607/26): Loss -0.1246, Sem 0.1903, dir -0.6885, norm 0.3736, swav 0.0000 LR: 3.781e-02 Score 93.763 Data time: 0.2459, Forward time: 2.2768, Backward time: 3.0678, DDP time: 0.0045, Total iter time: 5.2296 [2020-11-06 00:57:18,743][root][INFO] - ===> Epoch[255](6608/26): Loss -0.1215, Sem 0.2004, dir -0.7010, norm 0.3791, swav 0.0000 LR: 3.780e-02 Score 93.107 Data time: 0.2393, Forward time: 2.2769, Backward time: 3.0678, DDP time: 0.0045, Total iter time: 5.8686 [2020-11-06 00:57:24,867][root][INFO] - ===> Epoch[255](6609/26): Loss -0.2294, Sem 0.1536, dir -0.7195, norm 0.3365, swav 0.0000 LR: 3.779e-02 Score 95.000 Data time: 0.2509, Forward time: 2.2769, Backward time: 3.0678, DDP time: 0.0045, Total iter time: 5.9671 [2020-11-06 00:57:30,803][root][INFO] - ===> Epoch[255](6610/26): Loss -0.2696, Sem 0.1654, dir -0.7737, norm 0.3387, swav 0.0000 LR: 3.778e-02 Score 94.707 Data time: 0.2000, Forward time: 2.2768, Backward time: 3.0678, DDP time: 0.0045, Total iter time: 5.8234 [2020-11-06 00:57:36,673][root][INFO] - ===> Epoch[255](6611/26): Loss -0.1413, Sem 0.2006, dir -0.7010, norm 0.3591, swav 0.0000 LR: 3.777e-02 Score 93.540 Data time: 0.2542, Forward time: 2.2769, Backward time: 3.0678, DDP time: 0.0045, Total iter time: 5.7685 [2020-11-06 00:57:43,768][root][INFO] - ===> Epoch[255](6612/26): Loss -0.2172, Sem 0.1692, dir -0.7321, norm 0.3457, swav 0.0000 LR: 3.776e-02 Score 94.206 Data time: 0.3526, Forward time: 2.2771, Backward time: 3.0678, DDP time: 0.0045, Total iter time: 6.9610 [2020-11-06 00:57:49,933][root][INFO] - ===> Epoch[255](6613/26): Loss -0.1396, Sem 0.2113, dir -0.7110, norm 0.3600, swav 0.0000 LR: 3.775e-02 Score 93.127 Data time: 0.2474, Forward time: 2.2772, Backward time: 3.0678, DDP time: 0.0045, Total iter time: 6.0324 [2020-11-06 00:57:55,667][root][INFO] - ===> Epoch[255](6614/26): Loss -0.2302, Sem 0.1567, dir -0.7300, norm 0.3430, swav 0.0000 LR: 3.774e-02 Score 95.166 Data time: 0.2812, Forward time: 2.2772, Backward time: 3.0677, DDP time: 0.0045, Total iter time: 5.6003 [2020-11-06 00:58:01,913][root][INFO] - ===> Epoch[255](6615/26): Loss -0.2277, Sem 0.1588, dir -0.7243, norm 0.3377, swav 0.0000 LR: 3.773e-02 Score 94.574 Data time: 0.1737, Forward time: 2.2772, Backward time: 3.0678, DDP time: 0.0045, Total iter time: 6.1162 [2020-11-06 00:58:08,697][root][INFO] - ===> Epoch[255](6616/26): Loss -0.2116, Sem 0.1520, dir -0.7203, norm 0.3567, swav 0.0000 LR: 3.772e-02 Score 95.652 Data time: 0.1995, Forward time: 2.2772, Backward time: 3.0680, DDP time: 0.0045, Total iter time: 6.6866 [2020-11-06 00:58:14,970][root][INFO] - ===> Epoch[255](6617/26): Loss -0.2200, Sem 0.1708, dir -0.7289, norm 0.3381, swav 0.0000 LR: 3.771e-02 Score 94.843 Data time: 0.1795, Forward time: 2.2771, Backward time: 3.0681, DDP time: 0.0045, Total iter time: 6.1550 [2020-11-06 00:58:21,054][root][INFO] - ===> Epoch[255](6618/26): Loss -0.2563, Sem 0.1427, dir -0.7468, norm 0.3478, swav 0.0000 LR: 3.770e-02 Score 95.300 Data time: 0.2079, Forward time: 2.2771, Backward time: 3.0682, DDP time: 0.0045, Total iter time: 5.9917 [2020-11-06 00:58:26,961][root][INFO] - ===> Epoch[255](6619/26): Loss -0.1998, Sem 0.1573, dir -0.7243, norm 0.3673, swav 0.0000 LR: 3.769e-02 Score 95.141 Data time: 0.2173, Forward time: 2.2770, Backward time: 3.0682, DDP time: 0.0045, Total iter time: 5.7904 [2020-11-06 00:58:32,510][root][INFO] - ===> Epoch[255](6620/26): Loss -0.1258, Sem 0.1748, dir -0.6879, norm 0.3873, swav 0.0000 LR: 3.768e-02 Score 94.405 Data time: 0.2637, Forward time: 2.2771, Backward time: 3.0681, DDP time: 0.0045, Total iter time: 5.4427 [2020-11-06 00:58:38,132][root][INFO] - ===> Epoch[255](6621/26): Loss -0.1975, Sem 0.1831, dir -0.7378, norm 0.3572, swav 0.0000 LR: 3.767e-02 Score 93.329 Data time: 0.1850, Forward time: 2.2771, Backward time: 3.0681, DDP time: 0.0045, Total iter time: 5.4728 [2020-11-06 00:58:43,438][root][INFO] - ===> Epoch[255](6622/26): Loss -0.3035, Sem 0.1307, dir -0.7666, norm 0.3324, swav 0.0000 LR: 3.766e-02 Score 95.593 Data time: 0.2465, Forward time: 2.2772, Backward time: 3.0680, DDP time: 0.0045, Total iter time: 5.1795 [2020-11-06 00:58:49,101][root][INFO] - ===> Epoch[255](6623/26): Loss -0.2500, Sem 0.1469, dir -0.7365, norm 0.3395, swav 0.0000 LR: 3.765e-02 Score 95.297 Data time: 0.2325, Forward time: 2.2772, Backward time: 3.0680, DDP time: 0.0045, Total iter time: 5.5682 [2020-11-06 00:58:54,170][root][INFO] - ===> Epoch[255](6624/26): Loss -0.1269, Sem 0.1733, dir -0.6933, norm 0.3931, swav 0.0000 LR: 3.764e-02 Score 94.309 Data time: 0.2080, Forward time: 2.2772, Backward time: 3.0679, DDP time: 0.0045, Total iter time: 4.9432 [2020-11-06 00:59:00,188][root][INFO] - ===> Epoch[255](6625/26): Loss -0.1416, Sem 0.1605, dir -0.6878, norm 0.3857, swav 0.0000 LR: 3.763e-02 Score 95.126 Data time: 0.2646, Forward time: 2.2772, Backward time: 3.0679, DDP time: 0.0045, Total iter time: 5.9056 [2020-11-06 00:59:05,557][root][INFO] - ===> Epoch[255](6626/26): Loss -0.1943, Sem 0.1662, dir -0.7066, norm 0.3462, swav 0.0000 LR: 3.762e-02 Score 94.266 Data time: 0.2045, Forward time: 2.2772, Backward time: 3.0678, DDP time: 0.0045, Total iter time: 5.2173 [2020-11-06 00:59:12,538][root][INFO] - ===> Epoch[255](6627/26): Loss -0.1448, Sem 0.2049, dir -0.7292, norm 0.3795, swav 0.0000 LR: 3.761e-02 Score 93.960 Data time: 0.2081, Forward time: 2.2772, Backward time: 3.0680, DDP time: 0.0045, Total iter time: 6.8836 [2020-11-06 00:59:18,162][root][INFO] - ===> Epoch[255](6628/26): Loss -0.2426, Sem 0.1694, dir -0.7449, norm 0.3328, swav 0.0000 LR: 3.760e-02 Score 94.253 Data time: 0.2486, Forward time: 2.2772, Backward time: 3.0679, DDP time: 0.0045, Total iter time: 5.5239 [2020-11-06 00:59:22,994][root][INFO] - ===> Epoch[255](6629/26): Loss -0.1707, Sem 0.1599, dir -0.6653, norm 0.3347, swav 0.0000 LR: 3.759e-02 Score 94.512 Data time: 0.2413, Forward time: 2.2773, Backward time: 3.0678, DDP time: 0.0045, Total iter time: 4.7050 [2020-11-06 00:59:30,113][root][INFO] - ===> Epoch[255](6630/26): Loss -0.1997, Sem 0.1560, dir -0.7104, norm 0.3546, swav 0.0000 LR: 3.758e-02 Score 94.748 Data time: 0.1797, Forward time: 2.2772, Backward time: 3.0680, DDP time: 0.0045, Total iter time: 7.0100 [2020-11-06 00:59:36,990][root][INFO] - ===> Epoch[256](6631/26): Loss -0.2416, Sem 0.1428, dir -0.7102, norm 0.3257, swav 0.0000 LR: 3.757e-02 Score 95.280 Data time: 0.2187, Forward time: 2.2772, Backward time: 3.0682, DDP time: 0.0045, Total iter time: 6.7759 [2020-11-06 00:59:42,548][root][INFO] - ===> Epoch[256](6632/26): Loss -0.2539, Sem 0.1430, dir -0.7491, norm 0.3522, swav 0.0000 LR: 3.756e-02 Score 95.764 Data time: 0.2174, Forward time: 2.2772, Backward time: 3.0682, DDP time: 0.0045, Total iter time: 5.4390 [2020-11-06 00:59:48,998][root][INFO] - ===> Epoch[256](6633/26): Loss -0.1862, Sem 0.1663, dir -0.7101, norm 0.3576, swav 0.0000 LR: 3.755e-02 Score 94.426 Data time: 0.2660, Forward time: 2.2773, Backward time: 3.0682, DDP time: 0.0045, Total iter time: 6.3407 [2020-11-06 00:59:54,763][root][INFO] - ===> Epoch[256](6634/26): Loss -0.1918, Sem 0.1727, dir -0.7277, norm 0.3633, swav 0.0000 LR: 3.754e-02 Score 94.712 Data time: 0.2815, Forward time: 2.2773, Backward time: 3.0681, DDP time: 0.0045, Total iter time: 5.6287 [2020-11-06 01:00:00,581][root][INFO] - ===> Epoch[256](6635/26): Loss -0.1627, Sem 0.1926, dir -0.7241, norm 0.3688, swav 0.0000 LR: 3.753e-02 Score 94.322 Data time: 0.2922, Forward time: 2.2774, Backward time: 3.0680, DDP time: 0.0045, Total iter time: 5.6896 [2020-11-06 01:00:06,878][root][INFO] - ===> Epoch[256](6636/26): Loss -0.1327, Sem 0.2066, dir -0.7217, norm 0.3825, swav 0.0000 LR: 3.752e-02 Score 93.786 Data time: 0.3016, Forward time: 2.2776, Backward time: 3.0680, DDP time: 0.0045, Total iter time: 6.1712 [2020-11-06 01:00:13,659][root][INFO] - ===> Epoch[256](6637/26): Loss -0.0920, Sem 0.2216, dir -0.7217, norm 0.4081, swav 0.0000 LR: 3.751e-02 Score 93.697 Data time: 0.1623, Forward time: 2.2775, Backward time: 3.0682, DDP time: 0.0045, Total iter time: 6.6512 [2020-11-06 01:00:18,835][root][INFO] - ===> Epoch[256](6638/26): Loss -0.1635, Sem 0.1829, dir -0.7163, norm 0.3698, swav 0.0000 LR: 3.750e-02 Score 93.854 Data time: 0.2412, Forward time: 2.2776, Backward time: 3.0681, DDP time: 0.0045, Total iter time: 5.1015 [2020-11-06 01:00:23,992][root][INFO] - ===> Epoch[256](6639/26): Loss -0.1703, Sem 0.1826, dir -0.7064, norm 0.3535, swav 0.0000 LR: 3.749e-02 Score 94.407 Data time: 0.2224, Forward time: 2.2776, Backward time: 3.0680, DDP time: 0.0045, Total iter time: 5.0346 [2020-11-06 01:00:29,847][root][INFO] - ===> Epoch[256](6640/26): Loss -0.2160, Sem 0.1271, dir -0.6833, norm 0.3403, swav 0.0000 LR: 3.748e-02 Score 95.622 Data time: 0.1734, Forward time: 2.2775, Backward time: 3.0681, DDP time: 0.0045, Total iter time: 5.7572 [2020-11-06 01:00:34,960][root][INFO] - ===> Epoch[256](6641/26): Loss -0.1820, Sem 0.1691, dir -0.7228, norm 0.3717, swav 0.0000 LR: 3.747e-02 Score 94.223 Data time: 0.2308, Forward time: 2.2775, Backward time: 3.0679, DDP time: 0.0045, Total iter time: 5.0055 [2020-11-06 01:00:40,327][root][INFO] - ===> Epoch[256](6642/26): Loss -0.2630, Sem 0.1593, dir -0.7491, norm 0.3268, swav 0.0000 LR: 3.746e-02 Score 94.405 Data time: 0.2154, Forward time: 2.2775, Backward time: 3.0679, DDP time: 0.0045, Total iter time: 5.2426 [2020-11-06 01:00:45,054][root][INFO] - ===> Epoch[256](6643/26): Loss -0.2262, Sem 0.1525, dir -0.7225, norm 0.3438, swav 0.0000 LR: 3.745e-02 Score 94.357 Data time: 0.1769, Forward time: 2.2775, Backward time: 3.0678, DDP time: 0.0045, Total iter time: 4.6028 [2020-11-06 01:00:49,837][root][INFO] - ===> Epoch[256](6644/26): Loss -0.1503, Sem 0.1682, dir -0.7050, norm 0.3865, swav 0.0000 LR: 3.744e-02 Score 94.454 Data time: 0.2264, Forward time: 2.2775, Backward time: 3.0676, DDP time: 0.0045, Total iter time: 4.6623 [2020-11-06 01:00:56,393][root][INFO] - ===> Epoch[256](6645/26): Loss -0.1940, Sem 0.1582, dir -0.7229, norm 0.3706, swav 0.0000 LR: 3.743e-02 Score 94.993 Data time: 0.2115, Forward time: 2.2775, Backward time: 3.0678, DDP time: 0.0045, Total iter time: 6.4447 [2020-11-06 01:01:02,133][root][INFO] - ===> Epoch[256](6646/26): Loss -0.2374, Sem 0.1489, dir -0.7239, norm 0.3376, swav 0.0000 LR: 3.742e-02 Score 95.116 Data time: 0.2470, Forward time: 2.2775, Backward time: 3.0678, DDP time: 0.0045, Total iter time: 5.6020 [2020-11-06 01:01:08,478][root][INFO] - ===> Epoch[256](6647/26): Loss -0.2662, Sem 0.1348, dir -0.7506, norm 0.3496, swav 0.0000 LR: 3.741e-02 Score 95.736 Data time: 0.2055, Forward time: 2.2775, Backward time: 3.0678, DDP time: 0.0045, Total iter time: 6.2229 [2020-11-06 01:01:13,397][root][INFO] - ===> Epoch[256](6648/26): Loss -0.1831, Sem 0.1718, dir -0.7132, norm 0.3582, swav 0.0000 LR: 3.740e-02 Score 94.341 Data time: 0.2234, Forward time: 2.2775, Backward time: 3.0677, DDP time: 0.0045, Total iter time: 4.7753 [2020-11-06 01:01:19,443][root][INFO] - ===> Epoch[256](6649/26): Loss -0.2645, Sem 0.1333, dir -0.7481, norm 0.3503, swav 0.0000 LR: 3.739e-02 Score 95.992 Data time: 0.2865, Forward time: 2.2776, Backward time: 3.0677, DDP time: 0.0045, Total iter time: 5.9296 [2020-11-06 01:01:25,020][root][INFO] - ===> Epoch[256](6650/26): Loss -0.1962, Sem 0.1641, dir -0.7084, norm 0.3482, swav 0.0000 LR: 3.738e-02 Score 94.539 Data time: 0.2650, Forward time: 2.2776, Backward time: 3.0676, DDP time: 0.0045, Total iter time: 5.4582 [2020-11-06 01:01:30,675][root][INFO] - ===> Epoch[256](6651/26): Loss -0.2097, Sem 0.1434, dir -0.6960, norm 0.3429, swav 0.0000 LR: 3.737e-02 Score 95.280 Data time: 0.2377, Forward time: 2.2777, Backward time: 3.0675, DDP time: 0.0045, Total iter time: 5.5363 [2020-11-06 01:01:36,159][root][INFO] - ===> Epoch[256](6652/26): Loss -0.2174, Sem 0.1677, dir -0.7228, norm 0.3378, swav 0.0000 LR: 3.736e-02 Score 94.504 Data time: 0.1748, Forward time: 2.2776, Backward time: 3.0675, DDP time: 0.0045, Total iter time: 5.3485 [2020-11-06 01:01:42,898][root][INFO] - ===> Epoch[256](6653/26): Loss -0.1308, Sem 0.1889, dir -0.6964, norm 0.3767, swav 0.0000 LR: 3.735e-02 Score 94.323 Data time: 0.2660, Forward time: 2.2777, Backward time: 3.0676, DDP time: 0.0045, Total iter time: 6.6563 [2020-11-06 01:01:49,459][root][INFO] - ===> Epoch[256](6654/26): Loss -0.1248, Sem 0.2075, dir -0.7393, norm 0.4070, swav 0.0000 LR: 3.734e-02 Score 93.246 Data time: 0.1938, Forward time: 2.2777, Backward time: 3.0677, DDP time: 0.0045, Total iter time: 6.4427 [2020-11-06 01:01:54,963][root][INFO] - ===> Epoch[256](6655/26): Loss -0.2072, Sem 0.1557, dir -0.7305, norm 0.3676, swav 0.0000 LR: 3.733e-02 Score 94.339 Data time: 0.1948, Forward time: 2.2777, Backward time: 3.0677, DDP time: 0.0045, Total iter time: 5.4303 [2020-11-06 01:01:59,326][root][INFO] - ===> Epoch[256](6656/26): Loss -0.2028, Sem 0.1740, dir -0.7185, norm 0.3418, swav 0.0000 LR: 3.732e-02 Score 94.837 Data time: 0.1595, Forward time: 2.2776, Backward time: 3.0676, DDP time: 0.0045, Total iter time: 4.2539 [2020-11-06 01:02:05,922][root][INFO] - ===> Epoch[257](6657/26): Loss -0.1754, Sem 0.1615, dir -0.7139, norm 0.3770, swav 0.0000 LR: 3.731e-02 Score 95.032 Data time: 0.1400, Forward time: 2.2775, Backward time: 3.0678, DDP time: 0.0045, Total iter time: 6.5068 [2020-11-06 01:02:10,348][root][INFO] - ===> Epoch[257](6658/26): Loss -0.2353, Sem 0.1672, dir -0.7458, norm 0.3433, swav 0.0000 LR: 3.730e-02 Score 94.822 Data time: 0.2292, Forward time: 2.2774, Backward time: 3.0677, DDP time: 0.0045, Total iter time: 4.3822 [2020-11-06 01:02:14,595][root][INFO] - ===> Epoch[257](6659/26): Loss -0.1959, Sem 0.1870, dir -0.7261, norm 0.3432, swav 0.0000 LR: 3.729e-02 Score 94.502 Data time: 0.2359, Forward time: 2.2774, Backward time: 3.0675, DDP time: 0.0045, Total iter time: 4.1396 [2020-11-06 01:02:19,505][root][INFO] - ===> Epoch[257](6660/26): Loss -0.1655, Sem 0.1897, dir -0.7224, norm 0.3673, swav 0.0000 LR: 3.728e-02 Score 93.578 Data time: 0.2157, Forward time: 2.2774, Backward time: 3.0674, DDP time: 0.0045, Total iter time: 4.8299 [2020-11-06 01:02:25,146][root][INFO] - ===> Epoch[257](6661/26): Loss -0.1574, Sem 0.1862, dir -0.6952, norm 0.3517, swav 0.0000 LR: 3.727e-02 Score 93.662 Data time: 0.2756, Forward time: 2.2775, Backward time: 3.0673, DDP time: 0.0045, Total iter time: 5.5274 [2020-11-06 01:02:31,340][root][INFO] - ===> Epoch[257](6662/26): Loss -0.1319, Sem 0.1757, dir -0.6975, norm 0.3899, swav 0.0000 LR: 3.726e-02 Score 94.456 Data time: 0.2458, Forward time: 2.2775, Backward time: 3.0673, DDP time: 0.0045, Total iter time: 6.0507 [2020-11-06 01:02:37,320][root][INFO] - ===> Epoch[257](6663/26): Loss -0.1910, Sem 0.1461, dir -0.6961, norm 0.3590, swav 0.0000 LR: 3.725e-02 Score 95.325 Data time: 0.2673, Forward time: 2.2777, Backward time: 3.0672, DDP time: 0.0045, Total iter time: 5.8485 [2020-11-06 01:02:42,718][root][INFO] - ===> Epoch[257](6664/26): Loss -0.2329, Sem 0.1438, dir -0.7389, norm 0.3622, swav 0.0000 LR: 3.724e-02 Score 95.639 Data time: 0.1866, Forward time: 2.2776, Backward time: 3.0672, DDP time: 0.0045, Total iter time: 5.2609 [2020-11-06 01:02:48,508][root][INFO] - ===> Epoch[257](6665/26): Loss -0.1946, Sem 0.1565, dir -0.7096, norm 0.3586, swav 0.0000 LR: 3.723e-02 Score 95.019 Data time: 0.2526, Forward time: 2.2776, Backward time: 3.0672, DDP time: 0.0045, Total iter time: 5.6885 [2020-11-06 01:02:53,348][root][INFO] - ===> Epoch[257](6666/26): Loss -0.2194, Sem 0.1547, dir -0.7357, norm 0.3616, swav 0.0000 LR: 3.722e-02 Score 95.184 Data time: 0.1653, Forward time: 2.2775, Backward time: 3.0671, DDP time: 0.0045, Total iter time: 4.7361 [2020-11-06 01:02:58,552][root][INFO] - ===> Epoch[257](6667/26): Loss -0.2277, Sem 0.1738, dir -0.7344, norm 0.3328, swav 0.0000 LR: 3.721e-02 Score 93.969 Data time: 0.1746, Forward time: 2.2775, Backward time: 3.0671, DDP time: 0.0045, Total iter time: 5.1430 [2020-11-06 01:03:03,727][root][INFO] - ===> Epoch[257](6668/26): Loss -0.2337, Sem 0.1264, dir -0.7088, norm 0.3488, swav 0.0000 LR: 3.720e-02 Score 95.826 Data time: 0.2399, Forward time: 2.2775, Backward time: 3.0670, DDP time: 0.0045, Total iter time: 5.0901 [2020-11-06 01:03:10,268][root][INFO] - ===> Epoch[257](6669/26): Loss -0.2480, Sem 0.1541, dir -0.7560, norm 0.3539, swav 0.0000 LR: 3.719e-02 Score 94.834 Data time: 0.3703, Forward time: 2.2776, Backward time: 3.0670, DDP time: 0.0045, Total iter time: 6.4286 [2020-11-06 01:03:15,906][root][INFO] - ===> Epoch[257](6670/26): Loss -0.1840, Sem 0.1616, dir -0.6967, norm 0.3510, swav 0.0000 LR: 3.718e-02 Score 94.714 Data time: 0.2346, Forward time: 2.2777, Backward time: 3.0669, DDP time: 0.0045, Total iter time: 5.5014 [2020-11-06 01:03:21,587][root][INFO] - ===> Epoch[257](6671/26): Loss -0.2117, Sem 0.1349, dir -0.6991, norm 0.3525, swav 0.0000 LR: 3.717e-02 Score 95.232 Data time: 0.2082, Forward time: 2.2777, Backward time: 3.0669, DDP time: 0.0045, Total iter time: 5.5606 [2020-11-06 01:03:26,726][root][INFO] - ===> Epoch[257](6672/26): Loss -0.1648, Sem 0.1837, dir -0.7417, norm 0.3932, swav 0.0000 LR: 3.716e-02 Score 94.623 Data time: 0.1654, Forward time: 2.2776, Backward time: 3.0669, DDP time: 0.0045, Total iter time: 5.0321 [2020-11-06 01:03:31,900][root][INFO] - ===> Epoch[257](6673/26): Loss -0.1619, Sem 0.1743, dir -0.7112, norm 0.3751, swav 0.0000 LR: 3.715e-02 Score 94.752 Data time: 0.2736, Forward time: 2.2777, Backward time: 3.0668, DDP time: 0.0045, Total iter time: 5.0780 [2020-11-06 01:03:37,564][root][INFO] - ===> Epoch[257](6674/26): Loss -0.1990, Sem 0.1799, dir -0.7383, norm 0.3593, swav 0.0000 LR: 3.714e-02 Score 93.893 Data time: 0.2096, Forward time: 2.2777, Backward time: 3.0667, DDP time: 0.0045, Total iter time: 5.5337 [2020-11-06 01:03:43,426][root][INFO] - ===> Epoch[257](6675/26): Loss -0.2472, Sem 0.1213, dir -0.7045, norm 0.3359, swav 0.0000 LR: 3.713e-02 Score 95.862 Data time: 0.2183, Forward time: 2.2777, Backward time: 3.0667, DDP time: 0.0045, Total iter time: 5.7509 [2020-11-06 01:03:49,470][root][INFO] - ===> Epoch[257](6676/26): Loss -0.1924, Sem 0.1544, dir -0.6799, norm 0.3331, swav 0.0000 LR: 3.712e-02 Score 94.903 Data time: 0.1940, Forward time: 2.2777, Backward time: 3.0668, DDP time: 0.0045, Total iter time: 5.9465 [2020-11-06 01:03:55,213][root][INFO] - ===> Epoch[257](6677/26): Loss -0.1370, Sem 0.1620, dir -0.6780, norm 0.3790, swav 0.0000 LR: 3.711e-02 Score 94.512 Data time: 0.2010, Forward time: 2.2776, Backward time: 3.0668, DDP time: 0.0045, Total iter time: 5.6381 [2020-11-06 01:03:59,513][root][INFO] - ===> Epoch[257](6678/26): Loss -0.1653, Sem 0.1770, dir -0.7120, norm 0.3697, swav 0.0000 LR: 3.710e-02 Score 94.141 Data time: 0.1779, Forward time: 2.2776, Backward time: 3.0667, DDP time: 0.0045, Total iter time: 4.1751 [2020-11-06 01:04:05,947][root][INFO] - ===> Epoch[257](6679/26): Loss -0.1877, Sem 0.1520, dir -0.7022, norm 0.3626, swav 0.0000 LR: 3.709e-02 Score 95.289 Data time: 0.2052, Forward time: 2.2776, Backward time: 3.0668, DDP time: 0.0045, Total iter time: 6.3365 [2020-11-06 01:04:12,598][root][INFO] - ===> Epoch[257](6680/26): Loss -0.2064, Sem 0.1532, dir -0.6727, norm 0.3130, swav 0.0000 LR: 3.708e-02 Score 94.893 Data time: 0.2420, Forward time: 2.2776, Backward time: 3.0669, DDP time: 0.0045, Total iter time: 6.5256 [2020-11-06 01:04:17,972][root][INFO] - ===> Epoch[257](6681/26): Loss -0.2177, Sem 0.1674, dir -0.7466, norm 0.3615, swav 0.0000 LR: 3.707e-02 Score 94.589 Data time: 0.2210, Forward time: 2.2776, Backward time: 3.0668, DDP time: 0.0045, Total iter time: 5.2440 [2020-11-06 01:04:23,028][root][INFO] - ===> Epoch[257](6682/26): Loss -0.1983, Sem 0.1539, dir -0.7208, norm 0.3686, swav 0.0000 LR: 3.706e-02 Score 94.783 Data time: 0.1717, Forward time: 2.2776, Backward time: 3.0668, DDP time: 0.0045, Total iter time: 4.9523 [2020-11-06 01:04:28,750][root][INFO] - ===> Epoch[258](6683/26): Loss -0.1980, Sem 0.1654, dir -0.7300, norm 0.3666, swav 0.0000 LR: 3.705e-02 Score 94.945 Data time: 0.2009, Forward time: 2.2775, Backward time: 3.0668, DDP time: 0.0045, Total iter time: 5.6127 [2020-11-06 01:04:35,201][root][INFO] - ===> Epoch[258](6684/26): Loss -0.1351, Sem 0.1853, dir -0.7150, norm 0.3946, swav 0.0000 LR: 3.704e-02 Score 93.601 Data time: 0.2311, Forward time: 2.2776, Backward time: 3.0669, DDP time: 0.0045, Total iter time: 6.3481 [2020-11-06 01:04:40,827][root][INFO] - ===> Epoch[258](6685/26): Loss -0.1892, Sem 0.1902, dir -0.7319, norm 0.3525, swav 0.0000 LR: 3.703e-02 Score 93.636 Data time: 0.1764, Forward time: 2.2775, Backward time: 3.0669, DDP time: 0.0045, Total iter time: 5.5076 [2020-11-06 01:04:47,310][root][INFO] - ===> Epoch[258](6686/26): Loss -0.1975, Sem 0.1572, dir -0.7030, norm 0.3483, swav 0.0000 LR: 3.702e-02 Score 94.854 Data time: 0.2159, Forward time: 2.2775, Backward time: 3.0671, DDP time: 0.0045, Total iter time: 6.3892 [2020-11-06 01:04:53,718][root][INFO] - ===> Epoch[258](6687/26): Loss -0.2241, Sem 0.1698, dir -0.7362, norm 0.3423, swav 0.0000 LR: 3.701e-02 Score 94.734 Data time: 0.3480, Forward time: 2.2776, Backward time: 3.0670, DDP time: 0.0045, Total iter time: 6.2921 [2020-11-06 01:05:00,109][root][INFO] - ===> Epoch[258](6688/26): Loss -0.2550, Sem 0.1575, dir -0.7675, norm 0.3550, swav 0.0000 LR: 3.700e-02 Score 95.274 Data time: 0.1478, Forward time: 2.2775, Backward time: 3.0672, DDP time: 0.0045, Total iter time: 6.2697 [2020-11-06 01:05:06,109][root][INFO] - ===> Epoch[258](6689/26): Loss -0.2048, Sem 0.1658, dir -0.7154, norm 0.3448, swav 0.0000 LR: 3.699e-02 Score 94.576 Data time: 0.1659, Forward time: 2.2774, Backward time: 3.0673, DDP time: 0.0045, Total iter time: 5.8959 [2020-11-06 01:05:13,143][root][INFO] - ===> Epoch[258](6690/26): Loss -0.2782, Sem 0.1510, dir -0.7643, norm 0.3350, swav 0.0000 LR: 3.698e-02 Score 95.242 Data time: 0.1749, Forward time: 2.2774, Backward time: 3.0676, DDP time: 0.0045, Total iter time: 6.9424 [2020-11-06 01:05:18,156][root][INFO] - ===> Epoch[258](6691/26): Loss -0.2615, Sem 0.1565, dir -0.7521, norm 0.3341, swav 0.0000 LR: 3.697e-02 Score 94.934 Data time: 0.1943, Forward time: 2.2773, Backward time: 3.0676, DDP time: 0.0045, Total iter time: 4.9196 [2020-11-06 01:05:24,353][root][INFO] - ===> Epoch[258](6692/26): Loss -0.1466, Sem 0.1662, dir -0.6986, norm 0.3857, swav 0.0000 LR: 3.696e-02 Score 94.763 Data time: 0.2250, Forward time: 2.2773, Backward time: 3.0676, DDP time: 0.0045, Total iter time: 6.1096 [2020-11-06 01:05:29,563][root][INFO] - ===> Epoch[258](6693/26): Loss -0.2160, Sem 0.1813, dir -0.7329, norm 0.3355, swav 0.0000 LR: 3.695e-02 Score 94.116 Data time: 0.2344, Forward time: 2.2773, Backward time: 3.0675, DDP time: 0.0045, Total iter time: 5.0766 [2020-11-06 01:05:35,598][root][INFO] - ===> Epoch[258](6694/26): Loss -0.2086, Sem 0.1654, dir -0.7341, norm 0.3600, swav 0.0000 LR: 3.694e-02 Score 94.591 Data time: 0.2568, Forward time: 2.2774, Backward time: 3.0675, DDP time: 0.0045, Total iter time: 5.8972 [2020-11-06 01:05:42,216][root][INFO] - ===> Epoch[258](6695/26): Loss -0.2117, Sem 0.1506, dir -0.7231, norm 0.3608, swav 0.0000 LR: 3.693e-02 Score 94.954 Data time: 0.3328, Forward time: 2.2775, Backward time: 3.0675, DDP time: 0.0045, Total iter time: 6.4799 [2020-11-06 01:05:48,238][root][INFO] - ===> Epoch[258](6696/26): Loss -0.2351, Sem 0.1564, dir -0.7449, norm 0.3534, swav 0.0000 LR: 3.692e-02 Score 95.080 Data time: 0.2149, Forward time: 2.2775, Backward time: 3.0675, DDP time: 0.0045, Total iter time: 5.8923 [2020-11-06 01:05:53,681][root][INFO] - ===> Epoch[258](6697/26): Loss -0.2051, Sem 0.1602, dir -0.7295, norm 0.3642, swav 0.0000 LR: 3.691e-02 Score 94.668 Data time: 0.2640, Forward time: 2.2776, Backward time: 3.0674, DDP time: 0.0045, Total iter time: 5.3282 [2020-11-06 01:05:58,874][root][INFO] - ===> Epoch[258](6698/26): Loss -0.2241, Sem 0.1672, dir -0.7430, norm 0.3517, swav 0.0000 LR: 3.690e-02 Score 94.355 Data time: 0.2065, Forward time: 2.2776, Backward time: 3.0673, DDP time: 0.0045, Total iter time: 5.0814 [2020-11-06 01:06:04,205][root][INFO] - ===> Epoch[258](6699/26): Loss -0.2681, Sem 0.1380, dir -0.7645, norm 0.3584, swav 0.0000 LR: 3.689e-02 Score 95.730 Data time: 0.2269, Forward time: 2.2776, Backward time: 3.0672, DDP time: 0.0045, Total iter time: 5.2286 [2020-11-06 01:06:09,718][root][INFO] - ===> Epoch[258](6700/26): Loss -0.1731, Sem 0.1617, dir -0.6780, norm 0.3432, swav 0.0000 LR: 3.688e-02 Score 94.255 Data time: 0.1367, Forward time: 2.2775, Backward time: 3.0673, DDP time: 0.0045, Total iter time: 5.4084 [2020-11-06 01:06:15,103][root][INFO] - ===> Epoch[258](6701/26): Loss -0.1670, Sem 0.2083, dir -0.7337, norm 0.3584, swav 0.0000 LR: 3.687e-02 Score 93.414 Data time: 0.2170, Forward time: 2.2775, Backward time: 3.0673, DDP time: 0.0045, Total iter time: 5.3208 [2020-11-06 01:06:21,497][root][INFO] - ===> Epoch[258](6702/26): Loss -0.1631, Sem 0.1721, dir -0.7193, norm 0.3840, swav 0.0000 LR: 3.686e-02 Score 94.413 Data time: 0.1825, Forward time: 2.2775, Backward time: 3.0674, DDP time: 0.0045, Total iter time: 6.2748 [2020-11-06 01:06:26,893][root][INFO] - ===> Epoch[258](6703/26): Loss -0.2406, Sem 0.1444, dir -0.7347, norm 0.3497, swav 0.0000 LR: 3.685e-02 Score 95.358 Data time: 0.1883, Forward time: 2.2774, Backward time: 3.0674, DDP time: 0.0045, Total iter time: 5.3022 [2020-11-06 01:06:31,933][root][INFO] - ===> Epoch[258](6704/26): Loss -0.2259, Sem 0.1492, dir -0.7410, norm 0.3659, swav 0.0000 LR: 3.684e-02 Score 95.062 Data time: 0.2431, Forward time: 2.2774, Backward time: 3.0673, DDP time: 0.0045, Total iter time: 4.9987 [2020-11-06 01:06:37,529][root][INFO] - ===> Epoch[258](6705/26): Loss -0.1629, Sem 0.1993, dir -0.7193, norm 0.3570, swav 0.0000 LR: 3.683e-02 Score 93.487 Data time: 0.1971, Forward time: 2.2774, Backward time: 3.0673, DDP time: 0.0045, Total iter time: 5.4773 [2020-11-06 01:06:42,837][root][INFO] - ===> Epoch[258](6706/26): Loss -0.1472, Sem 0.1888, dir -0.7174, norm 0.3813, swav 0.0000 LR: 3.682e-02 Score 93.787 Data time: 0.2558, Forward time: 2.2775, Backward time: 3.0671, DDP time: 0.0045, Total iter time: 5.2122 [2020-11-06 01:06:50,095][root][INFO] - ===> Epoch[258](6707/26): Loss -0.1495, Sem 0.1722, dir -0.6916, norm 0.3698, swav 0.0000 LR: 3.681e-02 Score 94.366 Data time: 0.2279, Forward time: 2.2775, Backward time: 3.0673, DDP time: 0.0045, Total iter time: 7.1386 [2020-11-06 01:06:55,180][root][INFO] - ===> Epoch[258](6708/26): Loss -0.2408, Sem 0.1452, dir -0.7266, norm 0.3407, swav 0.0000 LR: 3.680e-02 Score 95.363 Data time: 0.2490, Forward time: 2.2776, Backward time: 3.0672, DDP time: 0.0045, Total iter time: 4.9671 [2020-11-06 01:07:00,155][root][INFO] - ===> Epoch[259](6709/26): Loss -0.2046, Sem 0.1471, dir -0.7054, norm 0.3538, swav 0.0000 LR: 3.679e-02 Score 95.061 Data time: 0.2178, Forward time: 2.2776, Backward time: 3.0670, DDP time: 0.0045, Total iter time: 4.8482 [2020-11-06 01:07:06,366][root][INFO] - ===> Epoch[259](6710/26): Loss -0.1421, Sem 0.1608, dir -0.6891, norm 0.3862, swav 0.0000 LR: 3.678e-02 Score 94.564 Data time: 0.1938, Forward time: 2.2775, Backward time: 3.0672, DDP time: 0.0045, Total iter time: 6.0833 [2020-11-06 01:07:12,944][root][INFO] - ===> Epoch[259](6711/26): Loss -0.2348, Sem 0.1542, dir -0.7321, norm 0.3431, swav 0.0000 LR: 3.677e-02 Score 95.070 Data time: 0.2932, Forward time: 2.2777, Backward time: 3.0671, DDP time: 0.0045, Total iter time: 6.4846 [2020-11-06 01:07:18,728][root][INFO] - ===> Epoch[259](6712/26): Loss -0.1826, Sem 0.1737, dir -0.7195, norm 0.3632, swav 0.0000 LR: 3.676e-02 Score 94.693 Data time: 0.1612, Forward time: 2.2776, Backward time: 3.0672, DDP time: 0.0045, Total iter time: 5.6335 [2020-11-06 01:07:24,765][root][INFO] - ===> Epoch[259](6713/26): Loss -0.2318, Sem 0.1442, dir -0.7210, norm 0.3450, swav 0.0000 LR: 3.675e-02 Score 95.487 Data time: 0.2661, Forward time: 2.2777, Backward time: 3.0672, DDP time: 0.0045, Total iter time: 5.9458 [2020-11-06 01:07:30,155][root][INFO] - ===> Epoch[259](6714/26): Loss -0.1844, Sem 0.1538, dir -0.6988, norm 0.3606, swav 0.0000 LR: 3.674e-02 Score 94.935 Data time: 0.2515, Forward time: 2.2777, Backward time: 3.0671, DDP time: 0.0045, Total iter time: 5.2751 [2020-11-06 01:07:35,980][root][INFO] - ===> Epoch[259](6715/26): Loss -0.2020, Sem 0.1520, dir -0.7238, norm 0.3697, swav 0.0000 LR: 3.672e-02 Score 95.013 Data time: 0.2353, Forward time: 2.2777, Backward time: 3.0671, DDP time: 0.0045, Total iter time: 5.7150 [2020-11-06 01:07:41,751][root][INFO] - ===> Epoch[259](6716/26): Loss -0.1977, Sem 0.1765, dir -0.7284, norm 0.3542, swav 0.0000 LR: 3.671e-02 Score 94.101 Data time: 0.1670, Forward time: 2.2776, Backward time: 3.0672, DDP time: 0.0045, Total iter time: 5.6554 [2020-11-06 01:07:46,906][root][INFO] - ===> Epoch[259](6717/26): Loss -0.1813, Sem 0.1653, dir -0.6945, norm 0.3479, swav 0.0000 LR: 3.670e-02 Score 94.942 Data time: 0.2458, Forward time: 2.2777, Backward time: 3.0670, DDP time: 0.0045, Total iter time: 5.0759 [2020-11-06 01:07:52,792][root][INFO] - ===> Epoch[259](6718/26): Loss -0.1946, Sem 0.1564, dir -0.6944, norm 0.3434, swav 0.0000 LR: 3.669e-02 Score 95.485 Data time: 0.2750, Forward time: 2.2778, Backward time: 3.0669, DDP time: 0.0045, Total iter time: 5.7734 [2020-11-06 01:07:58,705][root][INFO] - ===> Epoch[259](6719/26): Loss -0.1234, Sem 0.1883, dir -0.6952, norm 0.3835, swav 0.0000 LR: 3.668e-02 Score 93.545 Data time: 0.1567, Forward time: 2.2777, Backward time: 3.0670, DDP time: 0.0045, Total iter time: 5.7953 [2020-11-06 01:08:04,862][root][INFO] - ===> Epoch[259](6720/26): Loss -0.1266, Sem 0.1953, dir -0.6937, norm 0.3718, swav 0.0000 LR: 3.667e-02 Score 93.616 Data time: 0.2378, Forward time: 2.2778, Backward time: 3.0670, DDP time: 0.0045, Total iter time: 6.0626 [2020-11-06 01:08:10,241][root][INFO] - ===> Epoch[259](6721/26): Loss -0.2080, Sem 0.1495, dir -0.7142, norm 0.3567, swav 0.0000 LR: 3.666e-02 Score 95.033 Data time: 0.1982, Forward time: 2.2778, Backward time: 3.0670, DDP time: 0.0045, Total iter time: 5.2355 [2020-11-06 01:08:14,844][root][INFO] - ===> Epoch[259](6722/26): Loss -0.2527, Sem 0.1422, dir -0.7392, norm 0.3442, swav 0.0000 LR: 3.665e-02 Score 95.158 Data time: 0.1956, Forward time: 2.2777, Backward time: 3.0669, DDP time: 0.0045, Total iter time: 4.4810 [2020-11-06 01:08:20,585][root][INFO] - ===> Epoch[259](6723/26): Loss -0.2456, Sem 0.1587, dir -0.7406, norm 0.3363, swav 0.0000 LR: 3.664e-02 Score 94.690 Data time: 0.1575, Forward time: 2.2776, Backward time: 3.0670, DDP time: 0.0045, Total iter time: 5.6442 [2020-11-06 01:08:25,960][root][INFO] - ===> Epoch[259](6724/26): Loss -0.2456, Sem 0.1468, dir -0.7424, norm 0.3500, swav 0.0000 LR: 3.663e-02 Score 95.087 Data time: 0.1743, Forward time: 2.2776, Backward time: 3.0670, DDP time: 0.0045, Total iter time: 5.2930 [2020-11-06 01:08:31,143][root][INFO] - ===> Epoch[259](6725/26): Loss -0.2529, Sem 0.1402, dir -0.7283, norm 0.3351, swav 0.0000 LR: 3.662e-02 Score 95.051 Data time: 0.1772, Forward time: 2.2775, Backward time: 3.0670, DDP time: 0.0045, Total iter time: 5.1001 [2020-11-06 01:08:38,029][root][INFO] - ===> Epoch[259](6726/26): Loss -0.1595, Sem 0.2035, dir -0.7302, norm 0.3672, swav 0.0000 LR: 3.661e-02 Score 93.842 Data time: 0.2273, Forward time: 2.2776, Backward time: 3.0671, DDP time: 0.0045, Total iter time: 6.7956 [2020-11-06 01:08:43,331][root][INFO] - ===> Epoch[259](6727/26): Loss -0.1967, Sem 0.1479, dir -0.7130, norm 0.3684, swav 0.0000 LR: 3.660e-02 Score 95.196 Data time: 0.2168, Forward time: 2.2776, Backward time: 3.0670, DDP time: 0.0045, Total iter time: 5.1619 [2020-11-06 01:08:48,148][root][INFO] - ===> Epoch[259](6728/26): Loss -0.2614, Sem 0.1314, dir -0.7357, norm 0.3428, swav 0.0000 LR: 3.659e-02 Score 95.773 Data time: 0.2172, Forward time: 2.2775, Backward time: 3.0669, DDP time: 0.0045, Total iter time: 4.6920 [2020-11-06 01:08:53,722][root][INFO] - ===> Epoch[259](6729/26): Loss -0.2330, Sem 0.1338, dir -0.7212, norm 0.3544, swav 0.0000 LR: 3.658e-02 Score 95.253 Data time: 0.1991, Forward time: 2.2775, Backward time: 3.0669, DDP time: 0.0045, Total iter time: 5.4604 [2020-11-06 01:08:59,373][root][INFO] - ===> Epoch[259](6730/26): Loss -0.2471, Sem 0.1303, dir -0.7137, norm 0.3364, swav 0.0000 LR: 3.657e-02 Score 95.669 Data time: 0.2395, Forward time: 2.2775, Backward time: 3.0669, DDP time: 0.0045, Total iter time: 5.5511 [2020-11-06 01:09:05,250][root][INFO] - ===> Epoch[259](6731/26): Loss -0.2172, Sem 0.1808, dir -0.7458, norm 0.3478, swav 0.0000 LR: 3.656e-02 Score 94.018 Data time: 0.2583, Forward time: 2.2776, Backward time: 3.0668, DDP time: 0.0045, Total iter time: 5.7352 [2020-11-06 01:09:09,982][root][INFO] - ===> Epoch[259](6732/26): Loss -0.2016, Sem 0.1588, dir -0.7347, norm 0.3743, swav 0.0000 LR: 3.655e-02 Score 94.775 Data time: 0.1957, Forward time: 2.2776, Backward time: 3.0667, DDP time: 0.0045, Total iter time: 4.6027 [2020-11-06 01:09:16,257][root][INFO] - ===> Epoch[259](6733/26): Loss -0.2232, Sem 0.1373, dir -0.6965, norm 0.3359, swav 0.0000 LR: 3.654e-02 Score 95.177 Data time: 0.2275, Forward time: 2.2776, Backward time: 3.0668, DDP time: 0.0045, Total iter time: 6.1708 [2020-11-06 01:09:20,273][root][INFO] - ===> Epoch[259](6734/26): Loss -0.2151, Sem 0.1929, dir -0.7473, norm 0.3393, swav 0.0000 LR: 3.653e-02 Score 94.134 Data time: 0.1963, Forward time: 2.2775, Backward time: 3.0666, DDP time: 0.0045, Total iter time: 3.8977 [2020-11-06 01:09:25,600][root][INFO] - ===> Epoch[260](6735/26): Loss -0.1871, Sem 0.1438, dir -0.7125, norm 0.3816, swav 0.0000 LR: 3.652e-02 Score 95.644 Data time: 0.2654, Forward time: 2.2776, Backward time: 3.0664, DDP time: 0.0045, Total iter time: 5.2394 [2020-11-06 01:09:30,794][root][INFO] - ===> Epoch[260](6736/26): Loss -0.1851, Sem 0.1590, dir -0.6902, norm 0.3461, swav 0.0000 LR: 3.651e-02 Score 94.374 Data time: 0.2258, Forward time: 2.2776, Backward time: 3.0663, DDP time: 0.0045, Total iter time: 5.0672 [2020-11-06 01:09:37,819][root][INFO] - ===> Epoch[260](6737/26): Loss -0.2358, Sem 0.1486, dir -0.7292, norm 0.3448, swav 0.0000 LR: 3.650e-02 Score 95.361 Data time: 0.1922, Forward time: 2.2776, Backward time: 3.0665, DDP time: 0.0045, Total iter time: 6.9061 [2020-11-06 01:09:44,199][root][INFO] - ===> Epoch[260](6738/26): Loss -0.2082, Sem 0.1535, dir -0.7111, norm 0.3494, swav 0.0000 LR: 3.649e-02 Score 95.117 Data time: 0.2413, Forward time: 2.2776, Backward time: 3.0666, DDP time: 0.0045, Total iter time: 6.2620 [2020-11-06 01:09:50,114][root][INFO] - ===> Epoch[260](6739/26): Loss -0.1937, Sem 0.1314, dir -0.7143, norm 0.3892, swav 0.0000 LR: 3.648e-02 Score 95.782 Data time: 0.2309, Forward time: 2.2776, Backward time: 3.0666, DDP time: 0.0045, Total iter time: 5.7724 [2020-11-06 01:09:55,271][root][INFO] - ===> Epoch[260](6740/26): Loss -0.2110, Sem 0.1673, dir -0.7297, norm 0.3513, swav 0.0000 LR: 3.647e-02 Score 94.991 Data time: 0.2175, Forward time: 2.2776, Backward time: 3.0665, DDP time: 0.0045, Total iter time: 5.0462 [2020-11-06 01:10:00,589][root][INFO] - ===> Epoch[260](6741/26): Loss -0.2137, Sem 0.1571, dir -0.7204, norm 0.3497, swav 0.0000 LR: 3.646e-02 Score 95.045 Data time: 0.2113, Forward time: 2.2776, Backward time: 3.0665, DDP time: 0.0045, Total iter time: 5.1915 [2020-11-06 01:10:07,066][root][INFO] - ===> Epoch[260](6742/26): Loss -0.1748, Sem 0.1700, dir -0.7048, norm 0.3599, swav 0.0000 LR: 3.645e-02 Score 94.320 Data time: 0.3177, Forward time: 2.2777, Backward time: 3.0665, DDP time: 0.0045, Total iter time: 6.3748 [2020-11-06 01:10:13,795][root][INFO] - ===> Epoch[260](6743/26): Loss -0.1915, Sem 0.1826, dir -0.7088, norm 0.3347, swav 0.0000 LR: 3.644e-02 Score 93.911 Data time: 0.1695, Forward time: 2.2776, Backward time: 3.0667, DDP time: 0.0045, Total iter time: 6.5845 [2020-11-06 01:10:18,817][root][INFO] - ===> Epoch[260](6744/26): Loss -0.1545, Sem 0.1846, dir -0.7074, norm 0.3683, swav 0.0000 LR: 3.643e-02 Score 94.199 Data time: 0.2027, Forward time: 2.2776, Backward time: 3.0666, DDP time: 0.0045, Total iter time: 4.9417 [2020-11-06 01:10:24,129][root][INFO] - ===> Epoch[260](6745/26): Loss -0.2044, Sem 0.1458, dir -0.7241, norm 0.3739, swav 0.0000 LR: 3.642e-02 Score 95.399 Data time: 0.2060, Forward time: 2.2776, Backward time: 3.0666, DDP time: 0.0045, Total iter time: 5.2062 [2020-11-06 01:10:31,574][root][INFO] - ===> Epoch[260](6746/26): Loss -0.2279, Sem 0.1458, dir -0.7266, norm 0.3530, swav 0.0000 LR: 3.641e-02 Score 95.035 Data time: 0.2211, Forward time: 2.2776, Backward time: 3.0668, DDP time: 0.0045, Total iter time: 7.3331 [2020-11-06 01:10:37,489][root][INFO] - ===> Epoch[260](6747/26): Loss -0.1606, Sem 0.1696, dir -0.7083, norm 0.3780, swav 0.0000 LR: 3.640e-02 Score 94.269 Data time: 0.1716, Forward time: 2.2775, Backward time: 3.0669, DDP time: 0.0045, Total iter time: 5.7794 [2020-11-06 01:10:43,998][root][INFO] - ===> Epoch[260](6748/26): Loss -0.1661, Sem 0.1808, dir -0.7162, norm 0.3693, swav 0.0000 LR: 3.639e-02 Score 94.669 Data time: 0.2153, Forward time: 2.2775, Backward time: 3.0670, DDP time: 0.0045, Total iter time: 6.4047 [2020-11-06 01:10:49,611][root][INFO] - ===> Epoch[260](6749/26): Loss -0.1949, Sem 0.1614, dir -0.7130, norm 0.3567, swav 0.0000 LR: 3.638e-02 Score 94.817 Data time: 0.1798, Forward time: 2.2775, Backward time: 3.0670, DDP time: 0.0045, Total iter time: 5.4791 [2020-11-06 01:10:55,284][root][INFO] - ===> Epoch[260](6750/26): Loss -0.1999, Sem 0.1562, dir -0.7018, norm 0.3457, swav 0.0000 LR: 3.637e-02 Score 95.266 Data time: 0.2141, Forward time: 2.2775, Backward time: 3.0670, DDP time: 0.0045, Total iter time: 5.5703 [2020-11-06 01:11:00,512][root][INFO] - ===> Epoch[260](6751/26): Loss -0.2322, Sem 0.1538, dir -0.7326, norm 0.3467, swav 0.0000 LR: 3.636e-02 Score 94.986 Data time: 0.1743, Forward time: 2.2774, Backward time: 3.0670, DDP time: 0.0045, Total iter time: 5.1009 [2020-11-06 01:11:05,543][root][INFO] - ===> Epoch[260](6752/26): Loss -0.2141, Sem 0.1606, dir -0.7465, norm 0.3718, swav 0.0000 LR: 3.635e-02 Score 94.575 Data time: 0.2333, Forward time: 2.2774, Backward time: 3.0669, DDP time: 0.0045, Total iter time: 4.9107 [2020-11-06 01:11:10,257][root][INFO] - ===> Epoch[260](6753/26): Loss -0.2259, Sem 0.1598, dir -0.7244, norm 0.3387, swav 0.0000 LR: 3.634e-02 Score 94.741 Data time: 0.1965, Forward time: 2.2774, Backward time: 3.0667, DDP time: 0.0045, Total iter time: 4.5974 [2020-11-06 01:11:15,939][root][INFO] - ===> Epoch[260](6754/26): Loss -0.2362, Sem 0.1345, dir -0.7090, norm 0.3383, swav 0.0000 LR: 3.633e-02 Score 96.003 Data time: 0.1789, Forward time: 2.2774, Backward time: 3.0668, DDP time: 0.0045, Total iter time: 5.5603 [2020-11-06 01:11:21,794][root][INFO] - ===> Epoch[260](6755/26): Loss -0.2131, Sem 0.1549, dir -0.7132, norm 0.3453, swav 0.0000 LR: 3.632e-02 Score 95.100 Data time: 0.2167, Forward time: 2.2774, Backward time: 3.0668, DDP time: 0.0045, Total iter time: 5.7583 [2020-11-06 01:11:27,186][root][INFO] - ===> Epoch[260](6756/26): Loss -0.1697, Sem 0.1843, dir -0.7142, norm 0.3602, swav 0.0000 LR: 3.631e-02 Score 93.918 Data time: 0.1821, Forward time: 2.2773, Backward time: 3.0668, DDP time: 0.0045, Total iter time: 5.2654 [2020-11-06 01:11:33,954][root][INFO] - ===> Epoch[260](6757/26): Loss -0.1782, Sem 0.1562, dir -0.7117, norm 0.3772, swav 0.0000 LR: 3.630e-02 Score 94.834 Data time: 0.1926, Forward time: 2.2773, Backward time: 3.0670, DDP time: 0.0045, Total iter time: 6.6561 [2020-11-06 01:11:40,029][root][INFO] - ===> Epoch[260](6758/26): Loss -0.2306, Sem 0.1589, dir -0.7318, norm 0.3423, swav 0.0000 LR: 3.629e-02 Score 94.343 Data time: 0.2532, Forward time: 2.2773, Backward time: 3.0670, DDP time: 0.0045, Total iter time: 5.9433 [2020-11-06 01:11:47,085][root][INFO] - ===> Epoch[260](6759/26): Loss -0.1229, Sem 0.1910, dir -0.6913, norm 0.3773, swav 0.0000 LR: 3.628e-02 Score 94.256 Data time: 0.3297, Forward time: 2.2774, Backward time: 3.0670, DDP time: 0.0045, Total iter time: 6.9397 [2020-11-06 01:11:53,806][root][INFO] - ===> Epoch[260](6760/26): Loss -0.1016, Sem 0.2030, dir -0.7050, norm 0.4004, swav 0.0000 LR: 3.627e-02 Score 93.190 Data time: 0.2165, Forward time: 2.2774, Backward time: 3.0672, DDP time: 0.0045, Total iter time: 6.5750 [2020-11-06 01:11:59,644][root][INFO] - ===> Epoch[261](6761/26): Loss -0.1592, Sem 0.1579, dir -0.6977, norm 0.3805, swav 0.0000 LR: 3.626e-02 Score 95.280 Data time: 0.2647, Forward time: 2.2775, Backward time: 3.0671, DDP time: 0.0045, Total iter time: 5.6951 [2020-11-06 01:12:04,917][root][INFO] - ===> Epoch[261](6762/26): Loss -0.2719, Sem 0.1415, dir -0.7370, norm 0.3237, swav 0.0000 LR: 3.625e-02 Score 95.413 Data time: 0.2095, Forward time: 2.2775, Backward time: 3.0670, DDP time: 0.0045, Total iter time: 5.1393 [2020-11-06 01:12:12,268][root][INFO] - ===> Epoch[261](6763/26): Loss -0.2137, Sem 0.1477, dir -0.7244, norm 0.3629, swav 0.0000 LR: 3.624e-02 Score 95.168 Data time: 0.2179, Forward time: 2.2775, Backward time: 3.0673, DDP time: 0.0045, Total iter time: 7.2318 [2020-11-06 01:12:17,984][root][INFO] - ===> Epoch[261](6764/26): Loss -0.1940, Sem 0.1721, dir -0.7129, norm 0.3468, swav 0.0000 LR: 3.623e-02 Score 94.274 Data time: 0.2999, Forward time: 2.2776, Backward time: 3.0672, DDP time: 0.0045, Total iter time: 5.6150 [2020-11-06 01:12:25,712][root][INFO] - ===> Epoch[261](6765/26): Loss -0.1407, Sem 0.1796, dir -0.6773, norm 0.3569, swav 0.0000 LR: 3.622e-02 Score 93.596 Data time: 0.2658, Forward time: 2.2777, Backward time: 3.0674, DDP time: 0.0045, Total iter time: 7.5856 [2020-11-06 01:12:31,638][root][INFO] - ===> Epoch[261](6766/26): Loss -0.2199, Sem 0.1642, dir -0.7451, norm 0.3609, swav 0.0000 LR: 3.621e-02 Score 94.260 Data time: 0.2660, Forward time: 2.2778, Backward time: 3.0673, DDP time: 0.0045, Total iter time: 5.8095 [2020-11-06 01:12:37,283][root][INFO] - ===> Epoch[261](6767/26): Loss -0.2282, Sem 0.1442, dir -0.7356, norm 0.3632, swav 0.0000 LR: 3.620e-02 Score 95.330 Data time: 0.2151, Forward time: 2.2778, Backward time: 3.0673, DDP time: 0.0045, Total iter time: 5.5048 [2020-11-06 01:12:42,561][root][INFO] - ===> Epoch[261](6768/26): Loss -0.2132, Sem 0.1322, dir -0.7006, norm 0.3552, swav 0.0000 LR: 3.619e-02 Score 95.444 Data time: 0.1834, Forward time: 2.2777, Backward time: 3.0672, DDP time: 0.0045, Total iter time: 5.1581 [2020-11-06 01:12:48,043][root][INFO] - ===> Epoch[261](6769/26): Loss -0.2153, Sem 0.1724, dir -0.7179, norm 0.3302, swav 0.0000 LR: 3.618e-02 Score 93.971 Data time: 0.2745, Forward time: 2.2778, Backward time: 3.0671, DDP time: 0.0045, Total iter time: 5.3932 [2020-11-06 01:12:53,486][root][INFO] - ===> Epoch[261](6770/26): Loss -0.1748, Sem 0.1651, dir -0.7219, norm 0.3821, swav 0.0000 LR: 3.617e-02 Score 94.556 Data time: 0.2041, Forward time: 2.2778, Backward time: 3.0671, DDP time: 0.0045, Total iter time: 5.3305 [2020-11-06 01:12:59,203][root][INFO] - ===> Epoch[261](6771/26): Loss -0.1833, Sem 0.1499, dir -0.7070, norm 0.3738, swav 0.0000 LR: 3.616e-02 Score 94.832 Data time: 0.1925, Forward time: 2.2778, Backward time: 3.0671, DDP time: 0.0045, Total iter time: 5.6199 [2020-11-06 01:13:04,276][root][INFO] - ===> Epoch[261](6772/26): Loss -0.2126, Sem 0.1347, dir -0.6878, norm 0.3405, swav 0.0000 LR: 3.615e-02 Score 95.543 Data time: 0.1888, Forward time: 2.2777, Backward time: 3.0671, DDP time: 0.0045, Total iter time: 4.9604 [2020-11-06 01:13:09,081][root][INFO] - ===> Epoch[261](6773/26): Loss -0.1904, Sem 0.1866, dir -0.7270, norm 0.3499, swav 0.0000 LR: 3.614e-02 Score 93.775 Data time: 0.2090, Forward time: 2.2777, Backward time: 3.0670, DDP time: 0.0045, Total iter time: 4.6938 [2020-11-06 01:13:14,935][root][INFO] - ===> Epoch[261](6774/26): Loss -0.2318, Sem 0.1639, dir -0.7463, norm 0.3506, swav 0.0000 LR: 3.613e-02 Score 94.822 Data time: 0.2109, Forward time: 2.2777, Backward time: 3.0670, DDP time: 0.0045, Total iter time: 5.7342 [2020-11-06 01:13:21,268][root][INFO] - ===> Epoch[261](6775/26): Loss -0.1771, Sem 0.1556, dir -0.7071, norm 0.3744, swav 0.0000 LR: 3.612e-02 Score 94.513 Data time: 0.1428, Forward time: 2.2776, Backward time: 3.0671, DDP time: 0.0045, Total iter time: 6.2010 [2020-11-06 01:13:26,595][root][INFO] - ===> Epoch[261](6776/26): Loss -0.2024, Sem 0.1597, dir -0.7247, norm 0.3626, swav 0.0000 LR: 3.611e-02 Score 95.150 Data time: 0.1891, Forward time: 2.2775, Backward time: 3.0672, DDP time: 0.0045, Total iter time: 5.2332 [2020-11-06 01:13:32,214][root][INFO] - ===> Epoch[261](6777/26): Loss -0.2275, Sem 0.1594, dir -0.7414, norm 0.3545, swav 0.0000 LR: 3.610e-02 Score 94.793 Data time: 0.1739, Forward time: 2.2774, Backward time: 3.0672, DDP time: 0.0045, Total iter time: 5.5180 [2020-11-06 01:13:37,741][root][INFO] - ===> Epoch[261](6778/26): Loss -0.1517, Sem 0.1772, dir -0.6901, norm 0.3612, swav 0.0000 LR: 3.609e-02 Score 94.554 Data time: 0.2541, Forward time: 2.2775, Backward time: 3.0672, DDP time: 0.0045, Total iter time: 5.4299 [2020-11-06 01:13:42,926][root][INFO] - ===> Epoch[261](6779/26): Loss -0.2180, Sem 0.1677, dir -0.7438, norm 0.3581, swav 0.0000 LR: 3.608e-02 Score 94.381 Data time: 0.2074, Forward time: 2.2775, Backward time: 3.0671, DDP time: 0.0045, Total iter time: 5.0429 [2020-11-06 01:13:48,337][root][INFO] - ===> Epoch[261](6780/26): Loss -0.2142, Sem 0.1558, dir -0.7360, norm 0.3661, swav 0.0000 LR: 3.607e-02 Score 94.811 Data time: 0.1788, Forward time: 2.2774, Backward time: 3.0671, DDP time: 0.0045, Total iter time: 5.2947 [2020-11-06 01:13:53,981][root][INFO] - ===> Epoch[261](6781/26): Loss -0.2331, Sem 0.1508, dir -0.7327, norm 0.3488, swav 0.0000 LR: 3.606e-02 Score 95.090 Data time: 0.1223, Forward time: 2.2773, Backward time: 3.0672, DDP time: 0.0045, Total iter time: 5.5349 [2020-11-06 01:13:59,115][root][INFO] - ===> Epoch[261](6782/26): Loss -0.1851, Sem 0.1531, dir -0.7003, norm 0.3621, swav 0.0000 LR: 3.605e-02 Score 94.745 Data time: 0.1135, Forward time: 2.2771, Backward time: 3.0673, DDP time: 0.0045, Total iter time: 5.0434 [2020-11-06 01:14:04,194][root][INFO] - ===> Epoch[261](6783/26): Loss -0.1747, Sem 0.1988, dir -0.7509, norm 0.3775, swav 0.0000 LR: 3.604e-02 Score 93.782 Data time: 0.2318, Forward time: 2.2772, Backward time: 3.0672, DDP time: 0.0045, Total iter time: 4.9892 [2020-11-06 01:14:09,951][root][INFO] - ===> Epoch[261](6784/26): Loss -0.1508, Sem 0.1930, dir -0.7196, norm 0.3758, swav 0.0000 LR: 3.603e-02 Score 93.589 Data time: 0.2170, Forward time: 2.2772, Backward time: 3.0672, DDP time: 0.0045, Total iter time: 5.6422 [2020-11-06 01:14:15,411][root][INFO] - ===> Epoch[261](6785/26): Loss -0.1620, Sem 0.1785, dir -0.7071, norm 0.3667, swav 0.0000 LR: 3.602e-02 Score 93.974 Data time: 0.1723, Forward time: 2.2771, Backward time: 3.0672, DDP time: 0.0045, Total iter time: 5.3234 [2020-11-06 01:14:21,969][root][INFO] - ===> Epoch[261](6786/26): Loss -0.1880, Sem 0.1508, dir -0.7104, norm 0.3717, swav 0.0000 LR: 3.601e-02 Score 95.150 Data time: 0.2093, Forward time: 2.2771, Backward time: 3.0673, DDP time: 0.0045, Total iter time: 6.4488 [2020-11-06 01:14:27,253][root][INFO] - ===> Epoch[262](6787/26): Loss -0.2362, Sem 0.1502, dir -0.7136, norm 0.3271, swav 0.0000 LR: 3.600e-02 Score 95.629 Data time: 0.1580, Forward time: 2.2770, Backward time: 3.0673, DDP time: 0.0045, Total iter time: 5.1360 [2020-11-06 01:14:32,427][root][INFO] - ===> Epoch[262](6788/26): Loss -0.2162, Sem 0.1548, dir -0.7409, norm 0.3699, swav 0.0000 LR: 3.599e-02 Score 95.273 Data time: 0.1441, Forward time: 2.2769, Backward time: 3.0674, DDP time: 0.0045, Total iter time: 5.0729 [2020-11-06 01:14:38,048][root][INFO] - ===> Epoch[262](6789/26): Loss -0.2474, Sem 0.1436, dir -0.7384, norm 0.3473, swav 0.0000 LR: 3.598e-02 Score 95.847 Data time: 0.1693, Forward time: 2.2769, Backward time: 3.0674, DDP time: 0.0045, Total iter time: 5.5663 [2020-11-06 01:14:45,255][root][INFO] - ===> Epoch[262](6790/26): Loss -0.2419, Sem 0.1629, dir -0.7288, norm 0.3240, swav 0.0000 LR: 3.597e-02 Score 95.094 Data time: 0.2066, Forward time: 2.2768, Backward time: 3.0677, DDP time: 0.0045, Total iter time: 7.1252 [2020-11-06 01:14:51,772][root][INFO] - ===> Epoch[262](6791/26): Loss -0.1201, Sem 0.1959, dir -0.6999, norm 0.3840, swav 0.0000 LR: 3.596e-02 Score 94.007 Data time: 0.2621, Forward time: 2.2769, Backward time: 3.0677, DDP time: 0.0045, Total iter time: 6.3627 [2020-11-06 01:14:58,589][root][INFO] - ===> Epoch[262](6792/26): Loss -0.1423, Sem 0.1466, dir -0.6798, norm 0.3909, swav 0.0000 LR: 3.595e-02 Score 95.545 Data time: 0.1833, Forward time: 2.2769, Backward time: 3.0679, DDP time: 0.0045, Total iter time: 6.6840 [2020-11-06 01:15:03,269][root][INFO] - ===> Epoch[262](6793/26): Loss -0.1823, Sem 0.1860, dir -0.7303, norm 0.3620, swav 0.0000 LR: 3.594e-02 Score 94.155 Data time: 0.2050, Forward time: 2.2768, Backward time: 3.0678, DDP time: 0.0045, Total iter time: 4.5600 [2020-11-06 01:15:07,931][root][INFO] - ===> Epoch[262](6794/26): Loss -0.2545, Sem 0.1627, dir -0.7571, norm 0.3399, swav 0.0000 LR: 3.593e-02 Score 94.924 Data time: 0.2067, Forward time: 2.2768, Backward time: 3.0676, DDP time: 0.0045, Total iter time: 4.5813 [2020-11-06 01:15:13,236][root][INFO] - ===> Epoch[262](6795/26): Loss -0.1421, Sem 0.1968, dir -0.6780, norm 0.3391, swav 0.0000 LR: 3.592e-02 Score 93.331 Data time: 0.2569, Forward time: 2.2768, Backward time: 3.0676, DDP time: 0.0045, Total iter time: 5.1974 [2020-11-06 01:15:18,158][root][INFO] - ===> Epoch[262](6796/26): Loss -0.2892, Sem 0.1564, dir -0.7567, norm 0.3111, swav 0.0000 LR: 3.591e-02 Score 94.966 Data time: 0.2128, Forward time: 2.2768, Backward time: 3.0675, DDP time: 0.0045, Total iter time: 4.8108 [2020-11-06 01:15:25,437][root][INFO] - ===> Epoch[262](6797/26): Loss -0.1648, Sem 0.1772, dir -0.6968, norm 0.3548, swav 0.0000 LR: 3.590e-02 Score 93.904 Data time: 0.1930, Forward time: 2.2767, Backward time: 3.0677, DDP time: 0.0045, Total iter time: 7.1684 [2020-11-06 01:15:30,663][root][INFO] - ===> Epoch[262](6798/26): Loss -0.1714, Sem 0.1627, dir -0.7005, norm 0.3664, swav 0.0000 LR: 3.589e-02 Score 94.668 Data time: 0.2519, Forward time: 2.2767, Backward time: 3.0676, DDP time: 0.0045, Total iter time: 5.1209 [2020-11-06 01:15:35,759][root][INFO] - ===> Epoch[262](6799/26): Loss -0.2641, Sem 0.1336, dir -0.7428, norm 0.3452, swav 0.0000 LR: 3.588e-02 Score 95.519 Data time: 0.1631, Forward time: 2.2767, Backward time: 3.0676, DDP time: 0.0045, Total iter time: 4.9785 [2020-11-06 01:15:41,456][root][INFO] - ===> Epoch[262](6800/26): Loss -0.1972, Sem 0.1726, dir -0.7260, norm 0.3562, swav 0.0000 LR: 3.587e-02 Score 94.669 Data time: 0.2053, Forward time: 2.2767, Backward time: 3.0676, DDP time: 0.0045, Total iter time: 5.6037 [2020-11-06 01:15:48,348][root][INFO] - ===> Epoch[262](6801/26): Loss -0.1922, Sem 0.1577, dir -0.7103, norm 0.3603, swav 0.0000 LR: 3.586e-02 Score 94.803 Data time: 0.1714, Forward time: 2.2766, Backward time: 3.0679, DDP time: 0.0045, Total iter time: 6.7847 [2020-11-06 01:15:54,665][root][INFO] - ===> Epoch[262](6802/26): Loss -0.2706, Sem 0.1320, dir -0.7452, norm 0.3425, swav 0.0000 LR: 3.585e-02 Score 95.559 Data time: 0.1525, Forward time: 2.2765, Backward time: 3.0681, DDP time: 0.0045, Total iter time: 6.2360 [2020-11-06 01:16:00,587][root][INFO] - ===> Epoch[262](6803/26): Loss -0.2153, Sem 0.1567, dir -0.7291, norm 0.3570, swav 0.0000 LR: 3.584e-02 Score 95.204 Data time: 0.2529, Forward time: 2.2765, Backward time: 3.0680, DDP time: 0.0045, Total iter time: 5.8627 [2020-11-06 01:16:06,163][root][INFO] - ===> Epoch[262](6804/26): Loss -0.2334, Sem 0.1354, dir -0.7190, norm 0.3502, swav 0.0000 LR: 3.583e-02 Score 95.667 Data time: 0.1870, Forward time: 2.2765, Backward time: 3.0680, DDP time: 0.0045, Total iter time: 5.4676 [2020-11-06 01:16:11,569][root][INFO] - ===> Epoch[262](6805/26): Loss -0.2577, Sem 0.1456, dir -0.7484, norm 0.3450, swav 0.0000 LR: 3.582e-02 Score 95.549 Data time: 0.1885, Forward time: 2.2765, Backward time: 3.0680, DDP time: 0.0045, Total iter time: 5.3045 [2020-11-06 01:16:16,755][root][INFO] - ===> Epoch[262](6806/26): Loss -0.1898, Sem 0.1561, dir -0.7337, norm 0.3877, swav 0.0000 LR: 3.581e-02 Score 94.438 Data time: 0.1946, Forward time: 2.2764, Backward time: 3.0680, DDP time: 0.0045, Total iter time: 5.0811 [2020-11-06 01:16:23,332][root][INFO] - ===> Epoch[262](6807/26): Loss -0.1948, Sem 0.1379, dir -0.7123, norm 0.3796, swav 0.0000 LR: 3.580e-02 Score 95.389 Data time: 0.2408, Forward time: 2.2765, Backward time: 3.0681, DDP time: 0.0045, Total iter time: 6.4613 [2020-11-06 01:16:29,317][root][INFO] - ===> Epoch[262](6808/26): Loss -0.2630, Sem 0.1404, dir -0.7523, norm 0.3489, swav 0.0000 LR: 3.579e-02 Score 95.348 Data time: 0.2877, Forward time: 2.2766, Backward time: 3.0680, DDP time: 0.0045, Total iter time: 5.8521 [2020-11-06 01:16:35,040][root][INFO] - ===> Epoch[262](6809/26): Loss -0.1384, Sem 0.1718, dir -0.6880, norm 0.3778, swav 0.0000 LR: 3.578e-02 Score 94.844 Data time: 0.1772, Forward time: 2.2765, Backward time: 3.0680, DDP time: 0.0045, Total iter time: 5.6058 [2020-11-06 01:16:40,444][root][INFO] - ===> Epoch[262](6810/26): Loss -0.2514, Sem 0.1368, dir -0.7235, norm 0.3354, swav 0.0000 LR: 3.577e-02 Score 95.826 Data time: 0.2206, Forward time: 2.2765, Backward time: 3.0680, DDP time: 0.0045, Total iter time: 5.2898 [2020-11-06 01:16:47,352][root][INFO] - ===> Epoch[262](6811/26): Loss -0.1796, Sem 0.1635, dir -0.6992, norm 0.3561, swav 0.0000 LR: 3.576e-02 Score 94.429 Data time: 0.3437, Forward time: 2.2767, Backward time: 3.0680, DDP time: 0.0045, Total iter time: 6.7837 [2020-11-06 01:16:52,111][root][INFO] - ===> Epoch[262](6812/26): Loss -0.2174, Sem 0.1884, dir -0.7254, norm 0.3196, swav 0.0000 LR: 3.575e-02 Score 94.057 Data time: 0.1619, Forward time: 2.2766, Backward time: 3.0679, DDP time: 0.0045, Total iter time: 4.6346 [2020-11-06 01:16:57,410][root][INFO] - ===> Epoch[263](6813/26): Loss -0.1912, Sem 0.1559, dir -0.7300, norm 0.3829, swav 0.0000 LR: 3.574e-02 Score 94.949 Data time: 0.2084, Forward time: 2.2766, Backward time: 3.0679, DDP time: 0.0045, Total iter time: 5.1881 [2020-11-06 01:17:04,382][root][INFO] - ===> Epoch[263](6814/26): Loss -0.1066, Sem 0.2325, dir -0.7285, norm 0.3895, swav 0.0000 LR: 3.573e-02 Score 92.814 Data time: 0.3315, Forward time: 2.2767, Backward time: 3.0679, DDP time: 0.0045, Total iter time: 6.8633 [2020-11-06 01:17:11,354][root][INFO] - ===> Epoch[263](6815/26): Loss -0.2412, Sem 0.1394, dir -0.7301, norm 0.3495, swav 0.0000 LR: 3.572e-02 Score 94.979 Data time: 0.1678, Forward time: 2.2767, Backward time: 3.0681, DDP time: 0.0045, Total iter time: 6.8498 [2020-11-06 01:17:17,342][root][INFO] - ===> Epoch[263](6816/26): Loss -0.2004, Sem 0.1661, dir -0.7314, norm 0.3649, swav 0.0000 LR: 3.571e-02 Score 94.390 Data time: 0.1698, Forward time: 2.2766, Backward time: 3.0682, DDP time: 0.0045, Total iter time: 5.8862 [2020-11-06 01:17:25,429][root][INFO] - ===> Epoch[263](6817/26): Loss -0.2176, Sem 0.1716, dir -0.7494, norm 0.3603, swav 0.0000 LR: 3.570e-02 Score 94.236 Data time: 0.1971, Forward time: 2.2766, Backward time: 3.0686, DDP time: 0.0045, Total iter time: 8.0109 [2020-11-06 01:17:32,294][root][INFO] - ===> Epoch[263](6818/26): Loss -0.2098, Sem 0.1932, dir -0.7580, norm 0.3550, swav 0.0000 LR: 3.569e-02 Score 93.507 Data time: 0.2205, Forward time: 2.2766, Backward time: 3.0687, DDP time: 0.0045, Total iter time: 6.7554 [2020-11-06 01:17:38,201][root][INFO] - ===> Epoch[263](6819/26): Loss -0.2956, Sem 0.1362, dir -0.7464, norm 0.3146, swav 0.0000 LR: 3.568e-02 Score 95.515 Data time: 0.1918, Forward time: 2.2766, Backward time: 3.0688, DDP time: 0.0045, Total iter time: 5.8026 [2020-11-06 01:17:43,380][root][INFO] - ===> Epoch[263](6820/26): Loss -0.1745, Sem 0.1601, dir -0.7251, norm 0.3905, swav 0.0000 LR: 3.567e-02 Score 94.938 Data time: 0.2470, Forward time: 2.2766, Backward time: 3.0687, DDP time: 0.0045, Total iter time: 5.0912 [2020-11-06 01:17:49,160][root][INFO] - ===> Epoch[263](6821/26): Loss -0.1503, Sem 0.1403, dir -0.6840, norm 0.3935, swav 0.0000 LR: 3.566e-02 Score 95.307 Data time: 0.2556, Forward time: 2.2767, Backward time: 3.0686, DDP time: 0.0045, Total iter time: 5.6613 [2020-11-06 01:17:54,764][root][INFO] - ===> Epoch[263](6822/26): Loss -0.1860, Sem 0.1615, dir -0.6849, norm 0.3374, swav 0.0000 LR: 3.565e-02 Score 94.781 Data time: 0.2019, Forward time: 2.2767, Backward time: 3.0686, DDP time: 0.0045, Total iter time: 5.4808 [2020-11-06 01:18:00,269][root][INFO] - ===> Epoch[263](6823/26): Loss -0.1989, Sem 0.1403, dir -0.6901, norm 0.3509, swav 0.0000 LR: 3.564e-02 Score 95.486 Data time: 0.2072, Forward time: 2.2767, Backward time: 3.0685, DDP time: 0.0045, Total iter time: 5.3623 [2020-11-06 01:18:05,984][root][INFO] - ===> Epoch[263](6824/26): Loss -0.1511, Sem 0.1919, dir -0.6954, norm 0.3524, swav 0.0000 LR: 3.563e-02 Score 93.793 Data time: 0.2015, Forward time: 2.2767, Backward time: 3.0686, DDP time: 0.0045, Total iter time: 5.6018 [2020-11-06 01:18:11,090][root][INFO] - ===> Epoch[263](6825/26): Loss -0.1896, Sem 0.1822, dir -0.7248, norm 0.3530, swav 0.0000 LR: 3.562e-02 Score 93.578 Data time: 0.2347, Forward time: 2.2767, Backward time: 3.0684, DDP time: 0.0045, Total iter time: 5.0256 [2020-11-06 01:18:17,538][root][INFO] - ===> Epoch[263](6826/26): Loss -0.1702, Sem 0.1667, dir -0.7155, norm 0.3786, swav 0.0000 LR: 3.561e-02 Score 94.173 Data time: 0.2235, Forward time: 2.2767, Backward time: 3.0685, DDP time: 0.0045, Total iter time: 6.3315 [2020-11-06 01:18:23,182][root][INFO] - ===> Epoch[263](6827/26): Loss -0.2064, Sem 0.1622, dir -0.7236, norm 0.3551, swav 0.0000 LR: 3.560e-02 Score 94.833 Data time: 0.1739, Forward time: 2.2766, Backward time: 3.0686, DDP time: 0.0045, Total iter time: 5.5469 [2020-11-06 01:18:29,462][root][INFO] - ===> Epoch[263](6828/26): Loss -0.2038, Sem 0.1570, dir -0.7282, norm 0.3674, swav 0.0000 LR: 3.559e-02 Score 95.058 Data time: 0.2457, Forward time: 2.2767, Backward time: 3.0686, DDP time: 0.0045, Total iter time: 6.1894 [2020-11-06 01:18:35,741][root][INFO] - ===> Epoch[263](6829/26): Loss -0.1635, Sem 0.1679, dir -0.6973, norm 0.3659, swav 0.0000 LR: 3.558e-02 Score 94.437 Data time: 0.1938, Forward time: 2.2767, Backward time: 3.0687, DDP time: 0.0045, Total iter time: 6.1591 [2020-11-06 01:18:40,447][root][INFO] - ===> Epoch[263](6830/26): Loss -0.2016, Sem 0.1760, dir -0.7310, norm 0.3535, swav 0.0000 LR: 3.557e-02 Score 94.828 Data time: 0.2340, Forward time: 2.2767, Backward time: 3.0685, DDP time: 0.0045, Total iter time: 4.5909 [2020-11-06 01:18:46,710][root][INFO] - ===> Epoch[263](6831/26): Loss -0.2352, Sem 0.1400, dir -0.7151, norm 0.3399, swav 0.0000 LR: 3.556e-02 Score 95.446 Data time: 0.3127, Forward time: 2.2768, Backward time: 3.0685, DDP time: 0.0045, Total iter time: 6.1412 [2020-11-06 01:18:51,777][root][INFO] - ===> Epoch[263](6832/26): Loss -0.1928, Sem 0.1749, dir -0.7205, norm 0.3528, swav 0.0000 LR: 3.555e-02 Score 94.232 Data time: 0.1895, Forward time: 2.2768, Backward time: 3.0684, DDP time: 0.0045, Total iter time: 4.9566 [2020-11-06 01:18:56,728][root][INFO] - ===> Epoch[263](6833/26): Loss -0.2280, Sem 0.1566, dir -0.7446, norm 0.3601, swav 0.0000 LR: 3.554e-02 Score 94.915 Data time: 0.2201, Forward time: 2.2768, Backward time: 3.0683, DDP time: 0.0045, Total iter time: 4.8259 [2020-11-06 01:19:02,743][root][INFO] - ===> Epoch[263](6834/26): Loss -0.2148, Sem 0.1523, dir -0.7364, norm 0.3693, swav 0.0000 LR: 3.553e-02 Score 94.934 Data time: 0.2457, Forward time: 2.2768, Backward time: 3.0683, DDP time: 0.0045, Total iter time: 5.8863 [2020-11-06 01:19:08,005][root][INFO] - ===> Epoch[263](6835/26): Loss -0.2313, Sem 0.1255, dir -0.7011, norm 0.3443, swav 0.0000 LR: 3.552e-02 Score 95.594 Data time: 0.2720, Forward time: 2.2769, Backward time: 3.0682, DDP time: 0.0045, Total iter time: 5.1318 [2020-11-06 01:19:14,117][root][INFO] - ===> Epoch[263](6836/26): Loss -0.1948, Sem 0.1473, dir -0.6877, norm 0.3456, swav 0.0000 LR: 3.551e-02 Score 95.492 Data time: 0.3015, Forward time: 2.2770, Backward time: 3.0681, DDP time: 0.0045, Total iter time: 5.9944 [2020-11-06 01:19:20,177][root][INFO] - ===> Epoch[263](6837/26): Loss -0.1761, Sem 0.1738, dir -0.7331, norm 0.3833, swav 0.0000 LR: 3.550e-02 Score 94.303 Data time: 0.2823, Forward time: 2.2771, Backward time: 3.0680, DDP time: 0.0045, Total iter time: 5.9345 [2020-11-06 01:19:25,914][root][INFO] - ===> Epoch[263](6838/26): Loss -0.2369, Sem 0.1518, dir -0.7333, norm 0.3446, swav 0.0000 LR: 3.549e-02 Score 95.387 Data time: 0.2890, Forward time: 2.2772, Backward time: 3.0679, DDP time: 0.0045, Total iter time: 5.6363 [2020-11-06 01:19:31,255][root][INFO] - ===> Epoch[264](6839/26): Loss -0.2236, Sem 0.1571, dir -0.7312, norm 0.3505, swav 0.0000 LR: 3.548e-02 Score 95.067 Data time: 0.2081, Forward time: 2.2772, Backward time: 3.0679, DDP time: 0.0045, Total iter time: 5.2205 [2020-11-06 01:19:37,467][root][INFO] - ===> Epoch[264](6840/26): Loss -0.1905, Sem 0.1716, dir -0.7288, norm 0.3667, swav 0.0000 LR: 3.547e-02 Score 94.590 Data time: 0.2025, Forward time: 2.2772, Backward time: 3.0680, DDP time: 0.0045, Total iter time: 6.1067 [2020-11-06 01:19:44,538][root][INFO] - ===> Epoch[264](6841/26): Loss -0.2009, Sem 0.1560, dir -0.7073, norm 0.3503, swav 0.0000 LR: 3.546e-02 Score 94.819 Data time: 0.2151, Forward time: 2.2772, Backward time: 3.0681, DDP time: 0.0045, Total iter time: 6.9622 [2020-11-06 01:19:49,433][root][INFO] - ===> Epoch[264](6842/26): Loss -0.1555, Sem 0.1817, dir -0.7147, norm 0.3775, swav 0.0000 LR: 3.545e-02 Score 94.131 Data time: 0.1438, Forward time: 2.2771, Backward time: 3.0681, DDP time: 0.0045, Total iter time: 4.7630 [2020-11-06 01:19:55,261][root][INFO] - ===> Epoch[264](6843/26): Loss -0.1430, Sem 0.1742, dir -0.7007, norm 0.3835, swav 0.0000 LR: 3.543e-02 Score 94.873 Data time: 0.2192, Forward time: 2.2770, Backward time: 3.0682, DDP time: 0.0045, Total iter time: 5.7289 [2020-11-06 01:20:00,860][root][INFO] - ===> Epoch[264](6844/26): Loss -0.1956, Sem 0.1563, dir -0.6878, norm 0.3359, swav 0.0000 LR: 3.542e-02 Score 95.171 Data time: 0.2108, Forward time: 2.2770, Backward time: 3.0682, DDP time: 0.0045, Total iter time: 5.4666 [2020-11-06 01:20:05,243][root][INFO] - ===> Epoch[264](6845/26): Loss -0.3192, Sem 0.1646, dir -0.8002, norm 0.3163, swav 0.0000 LR: 3.541e-02 Score 94.514 Data time: 0.1958, Forward time: 2.2770, Backward time: 3.0680, DDP time: 0.0045, Total iter time: 4.2792 [2020-11-06 01:20:11,883][root][INFO] - ===> Epoch[264](6846/26): Loss -0.1774, Sem 0.1715, dir -0.7120, norm 0.3631, swav 0.0000 LR: 3.540e-02 Score 94.112 Data time: 0.2422, Forward time: 2.2770, Backward time: 3.0681, DDP time: 0.0045, Total iter time: 6.5496 [2020-11-06 01:20:16,722][root][INFO] - ===> Epoch[264](6847/26): Loss -0.1634, Sem 0.1604, dir -0.6944, norm 0.3706, swav 0.0000 LR: 3.539e-02 Score 94.002 Data time: 0.2302, Forward time: 2.2771, Backward time: 3.0679, DDP time: 0.0045, Total iter time: 4.6978 [2020-11-06 01:20:23,515][root][INFO] - ===> Epoch[264](6848/26): Loss -0.2052, Sem 0.1594, dir -0.7491, norm 0.3845, swav 0.0000 LR: 3.538e-02 Score 94.767 Data time: 0.1539, Forward time: 2.2770, Backward time: 3.0682, DDP time: 0.0045, Total iter time: 6.6806 [2020-11-06 01:20:29,304][root][INFO] - ===> Epoch[264](6849/26): Loss -0.2438, Sem 0.1444, dir -0.7409, norm 0.3526, swav 0.0000 LR: 3.537e-02 Score 95.435 Data time: 0.2059, Forward time: 2.2769, Backward time: 3.0682, DDP time: 0.0045, Total iter time: 5.6838 [2020-11-06 01:20:34,937][root][INFO] - ===> Epoch[264](6850/26): Loss -0.1701, Sem 0.1524, dir -0.6773, norm 0.3548, swav 0.0000 LR: 3.536e-02 Score 94.689 Data time: 0.2784, Forward time: 2.2770, Backward time: 3.0681, DDP time: 0.0045, Total iter time: 5.5179 [2020-11-06 01:20:42,406][root][INFO] - ===> Epoch[264](6851/26): Loss -0.1002, Sem 0.1911, dir -0.7038, norm 0.4125, swav 0.0000 LR: 3.535e-02 Score 93.788 Data time: 0.2570, Forward time: 2.2770, Backward time: 3.0683, DDP time: 0.0045, Total iter time: 7.3540 [2020-11-06 01:20:47,678][root][INFO] - ===> Epoch[264](6852/26): Loss -0.2066, Sem 0.1599, dir -0.7207, norm 0.3541, swav 0.0000 LR: 3.534e-02 Score 95.018 Data time: 0.2629, Forward time: 2.2771, Backward time: 3.0682, DDP time: 0.0045, Total iter time: 5.1463 [2020-11-06 01:20:52,647][root][INFO] - ===> Epoch[264](6853/26): Loss -0.1460, Sem 0.1678, dir -0.6982, norm 0.3844, swav 0.0000 LR: 3.533e-02 Score 94.463 Data time: 0.2304, Forward time: 2.2771, Backward time: 3.0680, DDP time: 0.0045, Total iter time: 4.8440 [2020-11-06 01:20:57,794][root][INFO] - ===> Epoch[264](6854/26): Loss -0.2922, Sem 0.1333, dir -0.7594, norm 0.3339, swav 0.0000 LR: 3.532e-02 Score 95.366 Data time: 0.2401, Forward time: 2.2772, Backward time: 3.0679, DDP time: 0.0045, Total iter time: 5.0297 [2020-11-06 01:21:02,680][root][INFO] - ===> Epoch[264](6855/26): Loss -0.2771, Sem 0.1445, dir -0.7464, norm 0.3248, swav 0.0000 LR: 3.531e-02 Score 95.248 Data time: 0.2174, Forward time: 2.2772, Backward time: 3.0678, DDP time: 0.0045, Total iter time: 4.7604 [2020-11-06 01:21:08,414][root][INFO] - ===> Epoch[264](6856/26): Loss -0.2428, Sem 0.1581, dir -0.7375, norm 0.3366, swav 0.0000 LR: 3.530e-02 Score 95.119 Data time: 0.2450, Forward time: 2.2772, Backward time: 3.0677, DDP time: 0.0045, Total iter time: 5.6422 [2020-11-06 01:21:13,318][root][INFO] - ===> Epoch[264](6857/26): Loss -0.2037, Sem 0.1420, dir -0.6899, norm 0.3442, swav 0.0000 LR: 3.529e-02 Score 95.385 Data time: 0.1855, Forward time: 2.2772, Backward time: 3.0676, DDP time: 0.0045, Total iter time: 4.7867 [2020-11-06 01:21:18,521][root][INFO] - ===> Epoch[264](6858/26): Loss -0.2238, Sem 0.1667, dir -0.7187, norm 0.3282, swav 0.0000 LR: 3.528e-02 Score 94.311 Data time: 0.1312, Forward time: 2.2771, Backward time: 3.0677, DDP time: 0.0045, Total iter time: 5.0934 [2020-11-06 01:21:23,901][root][INFO] - ===> Epoch[264](6859/26): Loss -0.2249, Sem 0.1475, dir -0.7186, norm 0.3463, swav 0.0000 LR: 3.527e-02 Score 95.494 Data time: 0.1519, Forward time: 2.2770, Backward time: 3.0677, DDP time: 0.0045, Total iter time: 5.3030 [2020-11-06 01:21:29,007][root][INFO] - ===> Epoch[264](6860/26): Loss -0.2367, Sem 0.1606, dir -0.7288, norm 0.3315, swav 0.0000 LR: 3.526e-02 Score 94.718 Data time: 0.1615, Forward time: 2.2769, Backward time: 3.0677, DDP time: 0.0045, Total iter time: 5.0422 [2020-11-06 01:21:36,194][root][INFO] - ===> Epoch[264](6861/26): Loss -0.1945, Sem 0.1562, dir -0.7083, norm 0.3576, swav 0.0000 LR: 3.525e-02 Score 95.222 Data time: 0.2114, Forward time: 2.2769, Backward time: 3.0679, DDP time: 0.0045, Total iter time: 7.0880 [2020-11-06 01:21:41,380][root][INFO] - ===> Epoch[264](6862/26): Loss -0.2230, Sem 0.1605, dir -0.7302, norm 0.3467, swav 0.0000 LR: 3.524e-02 Score 93.945 Data time: 0.2269, Forward time: 2.2769, Backward time: 3.0678, DDP time: 0.0045, Total iter time: 5.0671 [2020-11-06 01:21:47,013][root][INFO] - ===> Epoch[264](6863/26): Loss -0.2427, Sem 0.1431, dir -0.7314, norm 0.3456, swav 0.0000 LR: 3.523e-02 Score 95.478 Data time: 0.2388, Forward time: 2.2769, Backward time: 3.0678, DDP time: 0.0045, Total iter time: 5.5245 [2020-11-06 01:21:52,714][root][INFO] - ===> Epoch[264](6864/26): Loss -0.1629, Sem 0.1894, dir -0.7068, norm 0.3546, swav 0.0000 LR: 3.522e-02 Score 93.805 Data time: 0.1611, Forward time: 2.2769, Backward time: 3.0679, DDP time: 0.0045, Total iter time: 5.5831 [2020-11-06 01:21:57,510][root][INFO] - ===> Epoch[265](6865/26): Loss -0.2553, Sem 0.1260, dir -0.7258, norm 0.3444, swav 0.0000 LR: 3.521e-02 Score 95.598 Data time: 0.1833, Forward time: 2.2768, Backward time: 3.0678, DDP time: 0.0045, Total iter time: 4.7077 [2020-11-06 01:22:02,312][root][INFO] - ===> Epoch[265](6866/26): Loss -0.1659, Sem 0.1612, dir -0.7021, norm 0.3750, swav 0.0000 LR: 3.520e-02 Score 94.687 Data time: 0.2354, Forward time: 2.2768, Backward time: 3.0676, DDP time: 0.0045, Total iter time: 4.7063 [2020-11-06 01:22:08,871][root][INFO] - ===> Epoch[265](6867/26): Loss -0.1601, Sem 0.1688, dir -0.6871, norm 0.3582, swav 0.0000 LR: 3.519e-02 Score 94.162 Data time: 0.3000, Forward time: 2.2769, Backward time: 3.0676, DDP time: 0.0045, Total iter time: 6.4316 [2020-11-06 01:22:14,278][root][INFO] - ===> Epoch[265](6868/26): Loss -0.2050, Sem 0.1496, dir -0.7140, norm 0.3593, swav 0.0000 LR: 3.518e-02 Score 95.356 Data time: 0.2090, Forward time: 2.2770, Backward time: 3.0675, DDP time: 0.0045, Total iter time: 5.2524 [2020-11-06 01:22:19,456][root][INFO] - ===> Epoch[265](6869/26): Loss -0.1797, Sem 0.1639, dir -0.7125, norm 0.3689, swav 0.0000 LR: 3.517e-02 Score 94.185 Data time: 0.2700, Forward time: 2.2770, Backward time: 3.0674, DDP time: 0.0045, Total iter time: 5.0645 [2020-11-06 01:22:24,517][root][INFO] - ===> Epoch[265](6870/26): Loss -0.1964, Sem 0.1638, dir -0.7249, norm 0.3647, swav 0.0000 LR: 3.516e-02 Score 94.729 Data time: 0.1505, Forward time: 2.2769, Backward time: 3.0674, DDP time: 0.0045, Total iter time: 4.9430 [2020-11-06 01:22:32,005][root][INFO] - ===> Epoch[265](6871/26): Loss -0.1342, Sem 0.1643, dir -0.6927, norm 0.3942, swav 0.0000 LR: 3.515e-02 Score 94.840 Data time: 0.1953, Forward time: 2.2769, Backward time: 3.0677, DDP time: 0.0045, Total iter time: 7.3845 [2020-11-06 01:22:38,779][root][INFO] - ===> Epoch[265](6872/26): Loss -0.1948, Sem 0.1622, dir -0.7227, norm 0.3657, swav 0.0000 LR: 3.514e-02 Score 94.909 Data time: 0.2769, Forward time: 2.2770, Backward time: 3.0677, DDP time: 0.0045, Total iter time: 6.6552 [2020-11-06 01:22:43,971][root][INFO] - ===> Epoch[265](6873/26): Loss -0.2331, Sem 0.1514, dir -0.7294, norm 0.3449, swav 0.0000 LR: 3.513e-02 Score 95.178 Data time: 0.1667, Forward time: 2.2769, Backward time: 3.0677, DDP time: 0.0045, Total iter time: 5.0402 [2020-11-06 01:22:49,544][root][INFO] - ===> Epoch[265](6874/26): Loss -0.1717, Sem 0.1628, dir -0.6910, norm 0.3565, swav 0.0000 LR: 3.512e-02 Score 95.021 Data time: 0.2538, Forward time: 2.2769, Backward time: 3.0677, DDP time: 0.0045, Total iter time: 5.4894 [2020-11-06 01:22:56,556][root][INFO] - ===> Epoch[265](6875/26): Loss -0.2251, Sem 0.1509, dir -0.7225, norm 0.3465, swav 0.0000 LR: 3.511e-02 Score 94.784 Data time: 0.3474, Forward time: 2.2771, Backward time: 3.0677, DDP time: 0.0045, Total iter time: 6.8841 [2020-11-06 01:23:02,570][root][INFO] - ===> Epoch[265](6876/26): Loss -0.2292, Sem 0.1334, dir -0.7345, norm 0.3719, swav 0.0000 LR: 3.510e-02 Score 95.612 Data time: 0.1969, Forward time: 2.2771, Backward time: 3.0677, DDP time: 0.0045, Total iter time: 5.8790 [2020-11-06 01:23:07,568][root][INFO] - ===> Epoch[265](6877/26): Loss -0.2031, Sem 0.1650, dir -0.7411, norm 0.3730, swav 0.0000 LR: 3.509e-02 Score 94.740 Data time: 0.2457, Forward time: 2.2771, Backward time: 3.0676, DDP time: 0.0045, Total iter time: 4.8833 [2020-11-06 01:23:13,338][root][INFO] - ===> Epoch[265](6878/26): Loss -0.1891, Sem 0.1382, dir -0.6971, norm 0.3697, swav 0.0000 LR: 3.508e-02 Score 95.136 Data time: 0.1970, Forward time: 2.2771, Backward time: 3.0676, DDP time: 0.0045, Total iter time: 5.6409 [2020-11-06 01:23:20,608][root][INFO] - ===> Epoch[265](6879/26): Loss -0.2183, Sem 0.1509, dir -0.7374, norm 0.3683, swav 0.0000 LR: 3.507e-02 Score 94.877 Data time: 0.2471, Forward time: 2.2771, Backward time: 3.0678, DDP time: 0.0045, Total iter time: 7.1538 [2020-11-06 01:23:27,047][root][INFO] - ===> Epoch[265](6880/26): Loss -0.2133, Sem 0.1455, dir -0.7094, norm 0.3506, swav 0.0000 LR: 3.506e-02 Score 94.949 Data time: 0.3529, Forward time: 2.2772, Backward time: 3.0678, DDP time: 0.0045, Total iter time: 6.3214 [2020-11-06 01:23:31,993][root][INFO] - ===> Epoch[265](6881/26): Loss -0.2691, Sem 0.1407, dir -0.7392, norm 0.3294, swav 0.0000 LR: 3.505e-02 Score 95.357 Data time: 0.1983, Forward time: 2.2772, Backward time: 3.0677, DDP time: 0.0045, Total iter time: 4.8171 [2020-11-06 01:23:37,907][root][INFO] - ===> Epoch[265](6882/26): Loss -0.2036, Sem 0.1599, dir -0.7357, norm 0.3722, swav 0.0000 LR: 3.504e-02 Score 94.858 Data time: 0.2935, Forward time: 2.2773, Backward time: 3.0676, DDP time: 0.0045, Total iter time: 5.8109 [2020-11-06 01:23:44,530][root][INFO] - ===> Epoch[265](6883/26): Loss -0.1822, Sem 0.1557, dir -0.7129, norm 0.3751, swav 0.0000 LR: 3.503e-02 Score 95.581 Data time: 0.2256, Forward time: 2.2774, Backward time: 3.0676, DDP time: 0.0045, Total iter time: 6.5020 [2020-11-06 01:23:51,438][root][INFO] - ===> Epoch[265](6884/26): Loss -0.1882, Sem 0.1907, dir -0.7246, norm 0.3457, swav 0.0000 LR: 3.502e-02 Score 94.178 Data time: 0.2293, Forward time: 2.2774, Backward time: 3.0678, DDP time: 0.0045, Total iter time: 6.7780 [2020-11-06 01:23:56,634][root][INFO] - ===> Epoch[265](6885/26): Loss -0.2205, Sem 0.1482, dir -0.7018, norm 0.3330, swav 0.0000 LR: 3.501e-02 Score 95.382 Data time: 0.2464, Forward time: 2.2774, Backward time: 3.0677, DDP time: 0.0045, Total iter time: 5.0744 [2020-11-06 01:24:01,587][root][INFO] - ===> Epoch[265](6886/26): Loss -0.2474, Sem 0.1392, dir -0.7344, norm 0.3478, swav 0.0000 LR: 3.500e-02 Score 95.112 Data time: 0.2361, Forward time: 2.2774, Backward time: 3.0675, DDP time: 0.0045, Total iter time: 4.8582 [2020-11-06 01:24:07,059][root][INFO] - ===> Epoch[265](6887/26): Loss -0.2387, Sem 0.1286, dir -0.7339, norm 0.3667, swav 0.0000 LR: 3.499e-02 Score 95.900 Data time: 0.2227, Forward time: 2.2775, Backward time: 3.0675, DDP time: 0.0045, Total iter time: 5.3706 [2020-11-06 01:24:13,851][root][INFO] - ===> Epoch[265](6888/26): Loss -0.1995, Sem 0.1848, dir -0.7380, norm 0.3538, swav 0.0000 LR: 3.498e-02 Score 94.216 Data time: 0.1828, Forward time: 2.2774, Backward time: 3.0677, DDP time: 0.0045, Total iter time: 6.6775 [2020-11-06 01:24:19,706][root][INFO] - ===> Epoch[265](6889/26): Loss -0.1494, Sem 0.2038, dir -0.7045, norm 0.3513, swav 0.0000 LR: 3.497e-02 Score 93.113 Data time: 0.2367, Forward time: 2.2775, Backward time: 3.0676, DDP time: 0.0045, Total iter time: 5.7334 [2020-11-06 01:24:24,522][root][INFO] - ===> Epoch[265](6890/26): Loss -0.1208, Sem 0.1930, dir -0.6973, norm 0.3836, swav 0.0000 LR: 3.496e-02 Score 94.297 Data time: 0.1750, Forward time: 2.2774, Backward time: 3.0676, DDP time: 0.0045, Total iter time: 4.6700 [2020-11-06 01:24:30,042][root][INFO] - ===> Epoch[266](6891/26): Loss -0.1119, Sem 0.1815, dir -0.6849, norm 0.3915, swav 0.0000 LR: 3.495e-02 Score 94.180 Data time: 0.2300, Forward time: 2.2774, Backward time: 3.0675, DDP time: 0.0045, Total iter time: 5.4307 [2020-11-06 01:24:36,410][root][INFO] - ===> Epoch[266](6892/26): Loss -0.2058, Sem 0.1779, dir -0.7272, norm 0.3435, swav 0.0000 LR: 3.494e-02 Score 94.034 Data time: 0.3219, Forward time: 2.2776, Backward time: 3.0675, DDP time: 0.0045, Total iter time: 6.2418 [2020-11-06 01:24:41,327][root][INFO] - ===> Epoch[266](6893/26): Loss -0.2254, Sem 0.1386, dir -0.7330, norm 0.3690, swav 0.0000 LR: 3.493e-02 Score 95.177 Data time: 0.2294, Forward time: 2.2776, Backward time: 3.0673, DDP time: 0.0045, Total iter time: 4.7857 [2020-11-06 01:24:47,071][root][INFO] - ===> Epoch[266](6894/26): Loss -0.1354, Sem 0.1759, dir -0.6743, norm 0.3631, swav 0.0000 LR: 3.492e-02 Score 94.840 Data time: 0.2701, Forward time: 2.2777, Backward time: 3.0673, DDP time: 0.0045, Total iter time: 5.6383 [2020-11-06 01:24:53,024][root][INFO] - ===> Epoch[266](6895/26): Loss -0.2087, Sem 0.1574, dir -0.7563, norm 0.3902, swav 0.0000 LR: 3.491e-02 Score 95.155 Data time: 0.2039, Forward time: 2.2776, Backward time: 3.0673, DDP time: 0.0045, Total iter time: 5.8271 [2020-11-06 01:24:58,820][root][INFO] - ===> Epoch[266](6896/26): Loss -0.1344, Sem 0.1949, dir -0.7098, norm 0.3805, swav 0.0000 LR: 3.490e-02 Score 93.825 Data time: 0.2285, Forward time: 2.2776, Backward time: 3.0673, DDP time: 0.0045, Total iter time: 5.7009 [2020-11-06 01:25:04,357][root][INFO] - ===> Epoch[266](6897/26): Loss -0.1942, Sem 0.1596, dir -0.7113, norm 0.3576, swav 0.0000 LR: 3.489e-02 Score 94.337 Data time: 0.1893, Forward time: 2.2776, Backward time: 3.0673, DDP time: 0.0045, Total iter time: 5.4119 [2020-11-06 01:25:10,390][root][INFO] - ===> Epoch[266](6898/26): Loss -0.2548, Sem 0.1462, dir -0.7495, norm 0.3485, swav 0.0000 LR: 3.488e-02 Score 95.186 Data time: 0.1504, Forward time: 2.2775, Backward time: 3.0675, DDP time: 0.0045, Total iter time: 5.9479 [2020-11-06 01:25:14,465][root][INFO] - ===> Epoch[266](6899/26): Loss -0.2662, Sem 0.1456, dir -0.7414, norm 0.3296, swav 0.0000 LR: 3.487e-02 Score 95.679 Data time: 0.1335, Forward time: 2.2774, Backward time: 3.0673, DDP time: 0.0045, Total iter time: 3.9795 [2020-11-06 01:25:21,078][root][INFO] - ===> Epoch[266](6900/26): Loss -0.1910, Sem 0.1476, dir -0.7113, norm 0.3728, swav 0.0000 LR: 3.486e-02 Score 95.074 Data time: 0.1729, Forward time: 2.2773, Backward time: 3.0675, DDP time: 0.0045, Total iter time: 6.5500 [2020-11-06 01:25:26,785][root][INFO] - ===> Epoch[266](6901/26): Loss -0.2611, Sem 0.1752, dir -0.7800, norm 0.3437, swav 0.0000 LR: 3.485e-02 Score 94.213 Data time: 0.2638, Forward time: 2.2774, Backward time: 3.0675, DDP time: 0.0045, Total iter time: 5.6090 [2020-11-06 01:25:31,943][root][INFO] - ===> Epoch[266](6902/26): Loss -0.2236, Sem 0.1485, dir -0.7209, norm 0.3489, swav 0.0000 LR: 3.484e-02 Score 95.402 Data time: 0.1830, Forward time: 2.2773, Backward time: 3.0674, DDP time: 0.0045, Total iter time: 5.0383 [2020-11-06 01:25:37,634][root][INFO] - ===> Epoch[266](6903/26): Loss -0.2480, Sem 0.1372, dir -0.7335, norm 0.3483, swav 0.0000 LR: 3.483e-02 Score 95.525 Data time: 0.1830, Forward time: 2.2773, Backward time: 3.0674, DDP time: 0.0045, Total iter time: 5.5878 [2020-11-06 01:25:42,506][root][INFO] - ===> Epoch[266](6904/26): Loss -0.2223, Sem 0.1462, dir -0.7154, norm 0.3469, swav 0.0000 LR: 3.482e-02 Score 95.378 Data time: 0.1574, Forward time: 2.2772, Backward time: 3.0674, DDP time: 0.0045, Total iter time: 4.7424 [2020-11-06 01:25:48,620][root][INFO] - ===> Epoch[266](6905/26): Loss -0.2360, Sem 0.1194, dir -0.7191, norm 0.3637, swav 0.0000 LR: 3.481e-02 Score 96.400 Data time: 0.2338, Forward time: 2.2772, Backward time: 3.0674, DDP time: 0.0045, Total iter time: 6.0176 [2020-11-06 01:25:54,342][root][INFO] - ===> Epoch[266](6906/26): Loss -0.2448, Sem 0.1419, dir -0.7336, norm 0.3469, swav 0.0000 LR: 3.480e-02 Score 95.070 Data time: 0.2692, Forward time: 2.2773, Backward time: 3.0674, DDP time: 0.0045, Total iter time: 5.5496 [2020-11-06 01:25:59,691][root][INFO] - ===> Epoch[266](6907/26): Loss -0.1669, Sem 0.1873, dir -0.7315, norm 0.3773, swav 0.0000 LR: 3.479e-02 Score 93.625 Data time: 0.2329, Forward time: 2.2773, Backward time: 3.0673, DDP time: 0.0045, Total iter time: 5.2163 [2020-11-06 01:26:05,856][root][INFO] - ===> Epoch[266](6908/26): Loss -0.1814, Sem 0.1934, dir -0.7251, norm 0.3503, swav 0.0000 LR: 3.478e-02 Score 93.221 Data time: 0.2154, Forward time: 2.2773, Backward time: 3.0673, DDP time: 0.0045, Total iter time: 6.0564 [2020-11-06 01:26:11,390][root][INFO] - ===> Epoch[266](6909/26): Loss -0.1518, Sem 0.1997, dir -0.7096, norm 0.3581, swav 0.0000 LR: 3.477e-02 Score 93.375 Data time: 0.1733, Forward time: 2.2772, Backward time: 3.0674, DDP time: 0.0045, Total iter time: 5.4051 [2020-11-06 01:26:17,412][root][INFO] - ===> Epoch[266](6910/26): Loss -0.2277, Sem 0.1722, dir -0.7397, norm 0.3398, swav 0.0000 LR: 3.476e-02 Score 94.423 Data time: 0.2087, Forward time: 2.2772, Backward time: 3.0674, DDP time: 0.0045, Total iter time: 5.9214 [2020-11-06 01:26:22,284][root][INFO] - ===> Epoch[266](6911/26): Loss -0.2681, Sem 0.1548, dir -0.7443, norm 0.3214, swav 0.0000 LR: 3.475e-02 Score 95.276 Data time: 0.2226, Forward time: 2.2773, Backward time: 3.0673, DDP time: 0.0045, Total iter time: 4.7612 [2020-11-06 01:26:28,295][root][INFO] - ===> Epoch[266](6912/26): Loss -0.1055, Sem 0.1698, dir -0.6626, norm 0.3873, swav 0.0000 LR: 3.474e-02 Score 94.477 Data time: 0.1766, Forward time: 2.2772, Backward time: 3.0673, DDP time: 0.0045, Total iter time: 5.8825 [2020-11-06 01:26:33,864][root][INFO] - ===> Epoch[266](6913/26): Loss -0.1739, Sem 0.1730, dir -0.7006, norm 0.3537, swav 0.0000 LR: 3.473e-02 Score 94.258 Data time: 0.2321, Forward time: 2.2773, Backward time: 3.0673, DDP time: 0.0045, Total iter time: 5.4603 [2020-11-06 01:26:40,498][root][INFO] - ===> Epoch[266](6914/26): Loss -0.1702, Sem 0.1761, dir -0.7152, norm 0.3690, swav 0.0000 LR: 3.472e-02 Score 94.206 Data time: 0.2032, Forward time: 2.2773, Backward time: 3.0674, DDP time: 0.0045, Total iter time: 6.4759 [2020-11-06 01:26:46,832][root][INFO] - ===> Epoch[266](6915/26): Loss -0.2355, Sem 0.1541, dir -0.7351, norm 0.3455, swav 0.0000 LR: 3.471e-02 Score 94.544 Data time: 0.2176, Forward time: 2.2772, Backward time: 3.0675, DDP time: 0.0045, Total iter time: 6.2173 [2020-11-06 01:26:52,426][root][INFO] - ===> Epoch[266](6916/26): Loss -0.1849, Sem 0.1466, dir -0.6831, norm 0.3517, swav 0.0000 LR: 3.470e-02 Score 95.258 Data time: 0.2557, Forward time: 2.2773, Backward time: 3.0674, DDP time: 0.0045, Total iter time: 5.4773 [2020-11-06 01:26:57,832][root][INFO] - ===> Epoch[267](6917/26): Loss -0.2398, Sem 0.1399, dir -0.7240, norm 0.3443, swav 0.0000 LR: 3.469e-02 Score 95.279 Data time: 0.1330, Forward time: 2.2772, Backward time: 3.0675, DDP time: 0.0045, Total iter time: 5.2858 [2020-11-06 01:27:04,033][root][INFO] - ===> Epoch[267](6918/26): Loss -0.2084, Sem 0.1717, dir -0.7290, norm 0.3489, swav 0.0000 LR: 3.468e-02 Score 94.471 Data time: 0.2323, Forward time: 2.2772, Backward time: 3.0675, DDP time: 0.0045, Total iter time: 6.1362 [2020-11-06 01:27:09,197][root][INFO] - ===> Epoch[267](6919/26): Loss -0.2711, Sem 0.1575, dir -0.7667, norm 0.3382, swav 0.0000 LR: 3.467e-02 Score 94.845 Data time: 0.1916, Forward time: 2.2772, Backward time: 3.0675, DDP time: 0.0045, Total iter time: 5.0365 [2020-11-06 01:27:15,659][root][INFO] - ===> Epoch[267](6920/26): Loss -0.1420, Sem 0.1613, dir -0.7113, norm 0.4080, swav 0.0000 LR: 3.466e-02 Score 94.582 Data time: 0.2215, Forward time: 2.2772, Backward time: 3.0675, DDP time: 0.0045, Total iter time: 6.3851 [2020-11-06 01:27:21,538][root][INFO] - ===> Epoch[267](6921/26): Loss -0.2001, Sem 0.1751, dir -0.7296, norm 0.3544, swav 0.0000 LR: 3.465e-02 Score 94.124 Data time: 0.1342, Forward time: 2.2771, Backward time: 3.0677, DDP time: 0.0045, Total iter time: 5.7245 [2020-11-06 01:27:26,987][root][INFO] - ===> Epoch[267](6922/26): Loss -0.2806, Sem 0.1365, dir -0.7339, norm 0.3167, swav 0.0000 LR: 3.464e-02 Score 95.627 Data time: 0.2149, Forward time: 2.2771, Backward time: 3.0676, DDP time: 0.0045, Total iter time: 5.3788 [2020-11-06 01:27:34,366][root][INFO] - ===> Epoch[267](6923/26): Loss -0.1961, Sem 0.1458, dir -0.7012, norm 0.3594, swav 0.0000 LR: 3.463e-02 Score 94.850 Data time: 0.2121, Forward time: 2.2771, Backward time: 3.0678, DDP time: 0.0045, Total iter time: 7.2689 [2020-11-06 01:27:40,010][root][INFO] - ===> Epoch[267](6924/26): Loss -0.1472, Sem 0.1434, dir -0.6797, norm 0.3891, swav 0.0000 LR: 3.462e-02 Score 95.114 Data time: 0.1675, Forward time: 2.2770, Backward time: 3.0679, DDP time: 0.0045, Total iter time: 5.5307 [2020-11-06 01:27:47,068][root][INFO] - ===> Epoch[267](6925/26): Loss -0.2201, Sem 0.1538, dir -0.6872, norm 0.3133, swav 0.0000 LR: 3.461e-02 Score 95.143 Data time: 0.3398, Forward time: 2.2772, Backward time: 3.0679, DDP time: 0.0045, Total iter time: 6.9793 [2020-11-06 01:27:52,137][root][INFO] - ===> Epoch[267](6926/26): Loss -0.2935, Sem 0.1124, dir -0.7457, norm 0.3399, swav 0.0000 LR: 3.460e-02 Score 95.977 Data time: 0.2179, Forward time: 2.2772, Backward time: 3.0678, DDP time: 0.0045, Total iter time: 4.9210 [2020-11-06 01:27:57,449][root][INFO] - ===> Epoch[267](6927/26): Loss -0.2359, Sem 0.1418, dir -0.7016, norm 0.3240, swav 0.0000 LR: 3.459e-02 Score 95.402 Data time: 0.2200, Forward time: 2.2772, Backward time: 3.0677, DDP time: 0.0045, Total iter time: 5.1662 [2020-11-06 01:28:02,758][root][INFO] - ===> Epoch[267](6928/26): Loss -0.2330, Sem 0.1551, dir -0.7456, norm 0.3575, swav 0.0000 LR: 3.458e-02 Score 95.254 Data time: 0.2400, Forward time: 2.2773, Backward time: 3.0676, DDP time: 0.0045, Total iter time: 5.1883 [2020-11-06 01:28:08,465][root][INFO] - ===> Epoch[267](6929/26): Loss -0.1367, Sem 0.1937, dir -0.7210, norm 0.3906, swav 0.0000 LR: 3.457e-02 Score 93.817 Data time: 0.1888, Forward time: 2.2773, Backward time: 3.0677, DDP time: 0.0045, Total iter time: 5.5902 [2020-11-06 01:28:14,171][root][INFO] - ===> Epoch[267](6930/26): Loss -0.2150, Sem 0.1949, dir -0.7576, norm 0.3477, swav 0.0000 LR: 3.456e-02 Score 94.529 Data time: 0.2578, Forward time: 2.2773, Backward time: 3.0676, DDP time: 0.0045, Total iter time: 5.5923 [2020-11-06 01:28:19,861][root][INFO] - ===> Epoch[267](6931/26): Loss -0.2254, Sem 0.1549, dir -0.7228, norm 0.3425, swav 0.0000 LR: 3.455e-02 Score 95.266 Data time: 0.1444, Forward time: 2.2772, Backward time: 3.0677, DDP time: 0.0045, Total iter time: 5.5721 [2020-11-06 01:28:24,205][root][INFO] - ===> Epoch[267](6932/26): Loss -0.2403, Sem 0.1644, dir -0.7516, norm 0.3469, swav 0.0000 LR: 3.453e-02 Score 94.651 Data time: 0.1776, Forward time: 2.2771, Backward time: 3.0676, DDP time: 0.0045, Total iter time: 4.2536 [2020-11-06 01:28:29,669][root][INFO] - ===> Epoch[267](6933/26): Loss -0.1943, Sem 0.1572, dir -0.7126, norm 0.3611, swav 0.0000 LR: 3.452e-02 Score 95.014 Data time: 0.2422, Forward time: 2.2772, Backward time: 3.0675, DDP time: 0.0045, Total iter time: 5.3647 [2020-11-06 01:28:33,880][root][INFO] - ===> Epoch[267](6934/26): Loss -0.2294, Sem 0.1496, dir -0.7348, norm 0.3558, swav 0.0000 LR: 3.451e-02 Score 95.592 Data time: 0.1860, Forward time: 2.2771, Backward time: 3.0673, DDP time: 0.0045, Total iter time: 4.0929 [2020-11-06 01:28:38,510][root][INFO] - ===> Epoch[267](6935/26): Loss -0.1566, Sem 0.1910, dir -0.7186, norm 0.3710, swav 0.0000 LR: 3.450e-02 Score 93.947 Data time: 0.1645, Forward time: 2.2770, Backward time: 3.0673, DDP time: 0.0045, Total iter time: 4.5293 [2020-11-06 01:28:44,432][root][INFO] - ===> Epoch[267](6936/26): Loss -0.2010, Sem 0.1761, dir -0.7239, norm 0.3469, swav 0.0000 LR: 3.449e-02 Score 94.530 Data time: 0.1586, Forward time: 2.2770, Backward time: 3.0674, DDP time: 0.0045, Total iter time: 5.8324 [2020-11-06 01:28:49,215][root][INFO] - ===> Epoch[267](6937/26): Loss -0.1747, Sem 0.1687, dir -0.6948, norm 0.3513, swav 0.0000 LR: 3.448e-02 Score 94.122 Data time: 0.1822, Forward time: 2.2769, Backward time: 3.0673, DDP time: 0.0045, Total iter time: 4.6958 [2020-11-06 01:28:55,496][root][INFO] - ===> Epoch[267](6938/26): Loss -0.1443, Sem 0.1765, dir -0.7103, norm 0.3895, swav 0.0000 LR: 3.447e-02 Score 94.068 Data time: 0.2109, Forward time: 2.2769, Backward time: 3.0674, DDP time: 0.0045, Total iter time: 6.1945 [2020-11-06 01:29:00,820][root][INFO] - ===> Epoch[267](6939/26): Loss -0.1933, Sem 0.1727, dir -0.7285, norm 0.3625, swav 0.0000 LR: 3.446e-02 Score 94.523 Data time: 0.1863, Forward time: 2.2769, Backward time: 3.0673, DDP time: 0.0045, Total iter time: 5.1975 [2020-11-06 01:29:06,240][root][INFO] - ===> Epoch[267](6940/26): Loss -0.2471, Sem 0.1512, dir -0.7519, norm 0.3536, swav 0.0000 LR: 3.445e-02 Score 94.946 Data time: 0.2091, Forward time: 2.2769, Backward time: 3.0673, DDP time: 0.0045, Total iter time: 5.3115 [2020-11-06 01:29:11,410][root][INFO] - ===> Epoch[267](6941/26): Loss -0.2055, Sem 0.1543, dir -0.7040, norm 0.3442, swav 0.0000 LR: 3.444e-02 Score 95.047 Data time: 0.2576, Forward time: 2.2769, Backward time: 3.0672, DDP time: 0.0045, Total iter time: 5.0431 [2020-11-06 01:29:15,863][root][INFO] - ===> Epoch[267](6942/26): Loss -0.2179, Sem 0.1587, dir -0.7372, norm 0.3606, swav 0.0000 LR: 3.443e-02 Score 94.602 Data time: 0.2026, Forward time: 2.2769, Backward time: 3.0670, DDP time: 0.0045, Total iter time: 4.3231 [2020-11-06 01:29:21,934][root][INFO] - ===> Epoch[268](6943/26): Loss -0.2010, Sem 0.1743, dir -0.7283, norm 0.3529, swav 0.0000 LR: 3.442e-02 Score 94.580 Data time: 0.1985, Forward time: 2.2768, Backward time: 3.0671, DDP time: 0.0045, Total iter time: 5.9662 [2020-11-06 01:29:26,921][root][INFO] - ===> Epoch[268](6944/26): Loss -0.2022, Sem 0.1728, dir -0.7308, norm 0.3558, swav 0.0000 LR: 3.441e-02 Score 94.713 Data time: 0.2579, Forward time: 2.2769, Backward time: 3.0670, DDP time: 0.0045, Total iter time: 4.9106 [2020-11-06 01:29:33,343][root][INFO] - ===> Epoch[268](6945/26): Loss -0.1690, Sem 0.1789, dir -0.6989, norm 0.3510, swav 0.0000 LR: 3.440e-02 Score 94.232 Data time: 0.2343, Forward time: 2.2769, Backward time: 3.0670, DDP time: 0.0045, Total iter time: 6.2818 [2020-11-06 01:29:40,162][root][INFO] - ===> Epoch[268](6946/26): Loss -0.1987, Sem 0.1423, dir -0.6968, norm 0.3558, swav 0.0000 LR: 3.439e-02 Score 95.391 Data time: 0.2623, Forward time: 2.2770, Backward time: 3.0671, DDP time: 0.0045, Total iter time: 6.7027 [2020-11-06 01:29:46,609][root][INFO] - ===> Epoch[268](6947/26): Loss -0.1854, Sem 0.1602, dir -0.7202, norm 0.3747, swav 0.0000 LR: 3.438e-02 Score 94.406 Data time: 0.1709, Forward time: 2.2769, Backward time: 3.0673, DDP time: 0.0045, Total iter time: 6.3055 [2020-11-06 01:29:52,985][root][INFO] - ===> Epoch[268](6948/26): Loss -0.1411, Sem 0.1917, dir -0.7024, norm 0.3696, swav 0.0000 LR: 3.437e-02 Score 93.774 Data time: 0.2121, Forward time: 2.2769, Backward time: 3.0674, DDP time: 0.0045, Total iter time: 6.3055 [2020-11-06 01:29:57,815][root][INFO] - ===> Epoch[268](6949/26): Loss -0.2117, Sem 0.1468, dir -0.7301, norm 0.3716, swav 0.0000 LR: 3.436e-02 Score 95.518 Data time: 0.2215, Forward time: 2.2769, Backward time: 3.0673, DDP time: 0.0045, Total iter time: 4.7152 [2020-11-06 01:30:03,291][root][INFO] - ===> Epoch[268](6950/26): Loss -0.1658, Sem 0.1741, dir -0.6991, norm 0.3591, swav 0.0000 LR: 3.435e-02 Score 94.335 Data time: 0.1909, Forward time: 2.2768, Backward time: 3.0673, DDP time: 0.0045, Total iter time: 5.3754 [2020-11-06 01:30:09,651][root][INFO] - ===> Epoch[268](6951/26): Loss -0.2031, Sem 0.1270, dir -0.7109, norm 0.3808, swav 0.0000 LR: 3.434e-02 Score 95.803 Data time: 0.3064, Forward time: 2.2770, Backward time: 3.0672, DDP time: 0.0045, Total iter time: 6.2465 [2020-11-06 01:30:14,831][root][INFO] - ===> Epoch[268](6952/26): Loss -0.2691, Sem 0.1211, dir -0.7305, norm 0.3403, swav 0.0000 LR: 3.433e-02 Score 95.703 Data time: 0.2124, Forward time: 2.2770, Backward time: 3.0671, DDP time: 0.0045, Total iter time: 5.0646 [2020-11-06 01:30:20,066][root][INFO] - ===> Epoch[268](6953/26): Loss -0.2123, Sem 0.1592, dir -0.7292, norm 0.3577, swav 0.0000 LR: 3.432e-02 Score 94.932 Data time: 0.2207, Forward time: 2.2769, Backward time: 3.0671, DDP time: 0.0045, Total iter time: 5.1375 [2020-11-06 01:30:25,541][root][INFO] - ===> Epoch[268](6954/26): Loss -0.2331, Sem 0.1398, dir -0.7239, norm 0.3511, swav 0.0000 LR: 3.431e-02 Score 95.333 Data time: 0.2484, Forward time: 2.2770, Backward time: 3.0670, DDP time: 0.0045, Total iter time: 5.3804 [2020-11-06 01:30:31,471][root][INFO] - ===> Epoch[268](6955/26): Loss -0.1576, Sem 0.1654, dir -0.7148, norm 0.3918, swav 0.0000 LR: 3.430e-02 Score 94.472 Data time: 0.1972, Forward time: 2.2770, Backward time: 3.0670, DDP time: 0.0045, Total iter time: 5.7999 [2020-11-06 01:30:36,376][root][INFO] - ===> Epoch[268](6956/26): Loss -0.2318, Sem 0.1595, dir -0.7469, norm 0.3556, swav 0.0000 LR: 3.429e-02 Score 95.148 Data time: 0.1862, Forward time: 2.2769, Backward time: 3.0670, DDP time: 0.0045, Total iter time: 4.8176 [2020-11-06 01:30:43,757][root][INFO] - ===> Epoch[268](6957/26): Loss -0.1475, Sem 0.2129, dir -0.7288, norm 0.3684, swav 0.0000 LR: 3.428e-02 Score 93.624 Data time: 0.2503, Forward time: 2.2769, Backward time: 3.0672, DDP time: 0.0045, Total iter time: 7.2851 [2020-11-06 01:30:50,051][root][INFO] - ===> Epoch[268](6958/26): Loss -0.1378, Sem 0.1988, dir -0.7224, norm 0.3858, swav 0.0000 LR: 3.427e-02 Score 94.258 Data time: 0.2078, Forward time: 2.2769, Backward time: 3.0673, DDP time: 0.0045, Total iter time: 6.1803 [2020-11-06 01:30:54,949][root][INFO] - ===> Epoch[268](6959/26): Loss -0.1715, Sem 0.1591, dir -0.6893, norm 0.3588, swav 0.0000 LR: 3.426e-02 Score 94.581 Data time: 0.1680, Forward time: 2.2769, Backward time: 3.0672, DDP time: 0.0045, Total iter time: 4.8037 [2020-11-06 01:31:00,273][root][INFO] - ===> Epoch[268](6960/26): Loss -0.2028, Sem 0.1533, dir -0.7090, norm 0.3530, swav 0.0000 LR: 3.425e-02 Score 95.062 Data time: 0.1622, Forward time: 2.2768, Backward time: 3.0673, DDP time: 0.0045, Total iter time: 5.2229 [2020-11-06 01:31:05,704][root][INFO] - ===> Epoch[268](6961/26): Loss -0.2742, Sem 0.1288, dir -0.7572, norm 0.3543, swav 0.0000 LR: 3.424e-02 Score 95.592 Data time: 0.1816, Forward time: 2.2767, Backward time: 3.0673, DDP time: 0.0045, Total iter time: 5.3451 [2020-11-06 01:31:10,669][root][INFO] - ===> Epoch[268](6962/26): Loss -0.1895, Sem 0.1637, dir -0.7119, norm 0.3586, swav 0.0000 LR: 3.423e-02 Score 94.401 Data time: 0.1724, Forward time: 2.2766, Backward time: 3.0672, DDP time: 0.0045, Total iter time: 4.8676 [2020-11-06 01:31:15,922][root][INFO] - ===> Epoch[268](6963/26): Loss -0.2245, Sem 0.1675, dir -0.7357, norm 0.3437, swav 0.0000 LR: 3.422e-02 Score 94.472 Data time: 0.1964, Forward time: 2.2766, Backward time: 3.0672, DDP time: 0.0045, Total iter time: 5.1575 [2020-11-06 01:31:21,373][root][INFO] - ===> Epoch[268](6964/26): Loss -0.2061, Sem 0.1446, dir -0.7167, norm 0.3660, swav 0.0000 LR: 3.421e-02 Score 95.518 Data time: 0.1823, Forward time: 2.2766, Backward time: 3.0672, DDP time: 0.0045, Total iter time: 5.3342 [2020-11-06 01:31:27,865][root][INFO] - ===> Epoch[268](6965/26): Loss -0.2306, Sem 0.1312, dir -0.7053, norm 0.3435, swav 0.0000 LR: 3.420e-02 Score 95.697 Data time: 0.2244, Forward time: 2.2766, Backward time: 3.0673, DDP time: 0.0045, Total iter time: 6.4007 [2020-11-06 01:31:33,831][root][INFO] - ===> Epoch[268](6966/26): Loss -0.1950, Sem 0.1874, dir -0.7317, norm 0.3493, swav 0.0000 LR: 3.419e-02 Score 93.829 Data time: 0.2762, Forward time: 2.2766, Backward time: 3.0673, DDP time: 0.0045, Total iter time: 5.8591 [2020-11-06 01:31:41,369][root][INFO] - ===> Epoch[268](6967/26): Loss -0.2069, Sem 0.1480, dir -0.7116, norm 0.3567, swav 0.0000 LR: 3.418e-02 Score 94.954 Data time: 0.2664, Forward time: 2.2767, Backward time: 3.0674, DDP time: 0.0045, Total iter time: 7.4120 [2020-11-06 01:31:46,749][root][INFO] - ===> Epoch[268](6968/26): Loss -0.2185, Sem 0.1649, dir -0.7403, norm 0.3570, swav 0.0000 LR: 3.417e-02 Score 94.606 Data time: 0.2145, Forward time: 2.2768, Backward time: 3.0673, DDP time: 0.0045, Total iter time: 5.2478 [2020-11-06 01:31:52,136][root][INFO] - ===> Epoch[269](6969/26): Loss -0.2490, Sem 0.1387, dir -0.7325, norm 0.3448, swav 0.0000 LR: 3.416e-02 Score 95.324 Data time: 0.1700, Forward time: 2.2767, Backward time: 3.0674, DDP time: 0.0045, Total iter time: 5.2478 [2020-11-06 01:31:57,962][root][INFO] - ===> Epoch[269](6970/26): Loss -0.2200, Sem 0.1764, dir -0.7216, norm 0.3252, swav 0.0000 LR: 3.415e-02 Score 93.888 Data time: 0.1830, Forward time: 2.2766, Backward time: 3.0674, DDP time: 0.0045, Total iter time: 5.7202 [2020-11-06 01:32:03,070][root][INFO] - ===> Epoch[269](6971/26): Loss -0.1740, Sem 0.1881, dir -0.7233, norm 0.3612, swav 0.0000 LR: 3.414e-02 Score 93.724 Data time: 0.2250, Forward time: 2.2767, Backward time: 3.0673, DDP time: 0.0045, Total iter time: 5.0045 [2020-11-06 01:32:09,297][root][INFO] - ===> Epoch[269](6972/26): Loss -0.2602, Sem 0.1781, dir -0.7749, norm 0.3366, swav 0.0000 LR: 3.413e-02 Score 94.391 Data time: 0.1835, Forward time: 2.2766, Backward time: 3.0675, DDP time: 0.0045, Total iter time: 6.0933 [2020-11-06 01:32:14,016][root][INFO] - ===> Epoch[269](6973/26): Loss -0.2513, Sem 0.1552, dir -0.7399, norm 0.3334, swav 0.0000 LR: 3.412e-02 Score 94.679 Data time: 0.1008, Forward time: 2.2764, Backward time: 3.0675, DDP time: 0.0045, Total iter time: 4.6348 [2020-11-06 01:32:19,532][root][INFO] - ===> Epoch[269](6974/26): Loss -0.2101, Sem 0.1554, dir -0.7275, norm 0.3620, swav 0.0000 LR: 3.411e-02 Score 95.060 Data time: 0.1606, Forward time: 2.2763, Backward time: 3.0676, DDP time: 0.0045, Total iter time: 5.4690 [2020-11-06 01:32:24,223][root][INFO] - ===> Epoch[269](6975/26): Loss -0.2609, Sem 0.1372, dir -0.7392, norm 0.3410, swav 0.0000 LR: 3.410e-02 Score 96.067 Data time: 0.1608, Forward time: 2.2762, Backward time: 3.0675, DDP time: 0.0045, Total iter time: 4.5704 [2020-11-06 01:32:29,250][root][INFO] - ===> Epoch[269](6976/26): Loss -0.2177, Sem 0.1455, dir -0.7133, norm 0.3501, swav 0.0000 LR: 3.409e-02 Score 95.736 Data time: 0.1966, Forward time: 2.2762, Backward time: 3.0675, DDP time: 0.0045, Total iter time: 4.9477 [2020-11-06 01:32:34,542][root][INFO] - ===> Epoch[269](6977/26): Loss -0.2083, Sem 0.1788, dir -0.7513, norm 0.3642, swav 0.0000 LR: 3.408e-02 Score 94.351 Data time: 0.1606, Forward time: 2.2761, Backward time: 3.0675, DDP time: 0.0045, Total iter time: 5.1737 [2020-11-06 01:32:40,352][root][INFO] - ===> Epoch[269](6978/26): Loss -0.1766, Sem 0.1559, dir -0.6955, norm 0.3630, swav 0.0000 LR: 3.407e-02 Score 94.666 Data time: 0.2037, Forward time: 2.2761, Backward time: 3.0675, DDP time: 0.0045, Total iter time: 5.7176 [2020-11-06 01:32:45,343][root][INFO] - ===> Epoch[269](6979/26): Loss -0.2423, Sem 0.1310, dir -0.7088, norm 0.3355, swav 0.0000 LR: 3.406e-02 Score 95.565 Data time: 0.2101, Forward time: 2.2761, Backward time: 3.0674, DDP time: 0.0045, Total iter time: 4.8628 [2020-11-06 01:32:51,232][root][INFO] - ===> Epoch[269](6980/26): Loss -0.2022, Sem 0.1477, dir -0.7040, norm 0.3541, swav 0.0000 LR: 3.405e-02 Score 95.303 Data time: 0.2919, Forward time: 2.2762, Backward time: 3.0673, DDP time: 0.0045, Total iter time: 5.7726 [2020-11-06 01:32:56,951][root][INFO] - ===> Epoch[269](6981/26): Loss -0.1010, Sem 0.1906, dir -0.6913, norm 0.3997, swav 0.0000 LR: 3.404e-02 Score 93.854 Data time: 0.1896, Forward time: 2.2762, Backward time: 3.0674, DDP time: 0.0045, Total iter time: 5.5863 [2020-11-06 01:33:02,198][root][INFO] - ===> Epoch[269](6982/26): Loss -0.1956, Sem 0.1742, dir -0.7181, norm 0.3483, swav 0.0000 LR: 3.403e-02 Score 94.767 Data time: 0.2433, Forward time: 2.2762, Backward time: 3.0672, DDP time: 0.0045, Total iter time: 5.1429 [2020-11-06 01:33:07,540][root][INFO] - ===> Epoch[269](6983/26): Loss -0.2670, Sem 0.1406, dir -0.7394, norm 0.3317, swav 0.0000 LR: 3.402e-02 Score 95.182 Data time: 0.2502, Forward time: 2.2763, Backward time: 3.0671, DDP time: 0.0045, Total iter time: 5.2138 [2020-11-06 01:33:12,515][root][INFO] - ===> Epoch[269](6984/26): Loss -0.1800, Sem 0.1735, dir -0.7151, norm 0.3616, swav 0.0000 LR: 3.401e-02 Score 95.070 Data time: 0.2075, Forward time: 2.2763, Backward time: 3.0670, DDP time: 0.0045, Total iter time: 4.8426 [2020-11-06 01:33:18,559][root][INFO] - ===> Epoch[269](6985/26): Loss -0.1815, Sem 0.1759, dir -0.7129, norm 0.3555, swav 0.0000 LR: 3.400e-02 Score 94.673 Data time: 0.2647, Forward time: 2.2764, Backward time: 3.0670, DDP time: 0.0045, Total iter time: 5.9274 [2020-11-06 01:33:23,842][root][INFO] - ===> Epoch[269](6986/26): Loss -0.1318, Sem 0.2060, dir -0.7257, norm 0.3878, swav 0.0000 LR: 3.399e-02 Score 93.121 Data time: 0.1964, Forward time: 2.2763, Backward time: 3.0669, DDP time: 0.0045, Total iter time: 5.1500 [2020-11-06 01:33:30,072][root][INFO] - ===> Epoch[269](6987/26): Loss -0.2543, Sem 0.1327, dir -0.7214, norm 0.3345, swav 0.0000 LR: 3.398e-02 Score 95.426 Data time: 0.2091, Forward time: 2.2763, Backward time: 3.0670, DDP time: 0.0045, Total iter time: 6.1061 [2020-11-06 01:33:36,384][root][INFO] - ===> Epoch[269](6988/26): Loss -0.1510, Sem 0.1743, dir -0.7040, norm 0.3787, swav 0.0000 LR: 3.397e-02 Score 94.620 Data time: 0.2054, Forward time: 2.2763, Backward time: 3.0670, DDP time: 0.0045, Total iter time: 6.2038 [2020-11-06 01:33:41,419][root][INFO] - ===> Epoch[269](6989/26): Loss -0.2438, Sem 0.1587, dir -0.7755, norm 0.3731, swav 0.0000 LR: 3.396e-02 Score 94.517 Data time: 0.2230, Forward time: 2.2763, Backward time: 3.0669, DDP time: 0.0045, Total iter time: 4.8916 [2020-11-06 01:33:47,332][root][INFO] - ===> Epoch[269](6990/26): Loss -0.2550, Sem 0.1492, dir -0.7443, norm 0.3401, swav 0.0000 LR: 3.395e-02 Score 95.266 Data time: 0.2817, Forward time: 2.2765, Backward time: 3.0669, DDP time: 0.0045, Total iter time: 5.7819 [2020-11-06 01:33:53,725][root][INFO] - ===> Epoch[269](6991/26): Loss -0.2232, Sem 0.1533, dir -0.7320, norm 0.3555, swav 0.0000 LR: 3.394e-02 Score 94.720 Data time: 0.1934, Forward time: 2.2764, Backward time: 3.0670, DDP time: 0.0045, Total iter time: 6.2559 [2020-11-06 01:34:00,351][root][INFO] - ===> Epoch[269](6992/26): Loss -0.1978, Sem 0.1482, dir -0.7044, norm 0.3584, swav 0.0000 LR: 3.393e-02 Score 95.427 Data time: 0.3525, Forward time: 2.2766, Backward time: 3.0670, DDP time: 0.0045, Total iter time: 6.5033 [2020-11-06 01:34:06,593][root][INFO] - ===> Epoch[269](6993/26): Loss -0.2002, Sem 0.1568, dir -0.7074, norm 0.3503, swav 0.0000 LR: 3.392e-02 Score 95.062 Data time: 0.2024, Forward time: 2.2766, Backward time: 3.0670, DDP time: 0.0045, Total iter time: 6.0940 [2020-11-06 01:34:12,948][root][INFO] - ===> Epoch[269](6994/26): Loss -0.2803, Sem 0.1404, dir -0.7488, norm 0.3281, swav 0.0000 LR: 3.391e-02 Score 95.510 Data time: 0.2327, Forward time: 2.2766, Backward time: 3.0671, DDP time: 0.0045, Total iter time: 6.2211 [2020-11-06 01:34:18,535][root][INFO] - ===> Epoch[270](6995/26): Loss -0.2106, Sem 0.1635, dir -0.7388, norm 0.3647, swav 0.0000 LR: 3.390e-02 Score 94.499 Data time: 0.1880, Forward time: 2.2765, Backward time: 3.0671, DDP time: 0.0045, Total iter time: 5.4720 [2020-11-06 01:34:22,988][root][INFO] - ===> Epoch[270](6996/26): Loss -0.2081, Sem 0.1489, dir -0.7230, norm 0.3660, swav 0.0000 LR: 3.389e-02 Score 95.289 Data time: 0.1979, Forward time: 2.2765, Backward time: 3.0669, DDP time: 0.0045, Total iter time: 4.3577 [2020-11-06 01:34:28,526][root][INFO] - ===> Epoch[270](6997/26): Loss -0.1993, Sem 0.1721, dir -0.7182, norm 0.3468, swav 0.0000 LR: 3.388e-02 Score 94.185 Data time: 0.1996, Forward time: 2.2765, Backward time: 3.0669, DDP time: 0.0045, Total iter time: 5.4240 [2020-11-06 01:34:34,988][root][INFO] - ===> Epoch[270](6998/26): Loss -0.2087, Sem 0.1578, dir -0.6927, norm 0.3262, swav 0.0000 LR: 3.387e-02 Score 94.589 Data time: 0.2517, Forward time: 2.2766, Backward time: 3.0670, DDP time: 0.0045, Total iter time: 6.3645 [2020-11-06 01:34:40,421][root][INFO] - ===> Epoch[270](6999/26): Loss -0.2369, Sem 0.1350, dir -0.7190, norm 0.3471, swav 0.0000 LR: 3.386e-02 Score 95.655 Data time: 0.2022, Forward time: 2.2766, Backward time: 3.0669, DDP time: 0.0045, Total iter time: 5.3082 [2020-11-06 01:34:46,000][root][INFO] - ===> Epoch[270](7000/26): Loss -0.2583, Sem 0.1538, dir -0.7520, norm 0.3399, swav 0.0000 LR: 3.385e-02 Score 95.324 Data time: 0.2273, Forward time: 2.2766, Backward time: 3.0669, DDP time: 0.0045, Total iter time: 5.4783 [2020-11-06 01:34:46,716][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-11-06 01:34:46,950][root][INFO] - ===> Start testing [2020-11-06 01:36:08,781][root][INFO] - 101/312: Data time: 0.0051, Iter time: 0.3260 Loss 0.461 (AVG: 0.509) Score 88.354 (AVG: 87.330) mIOU 66.513 mAP 72.492 mAcc 75.390 IOU: 81.667 96.077 59.012 83.098 91.373 84.570 69.955 47.572 54.985 68.774 35.307 59.795 53.750 70.420 40.130 61.437 88.026 55.994 86.632 41.678 mAP: 81.525 96.185 61.060 75.262 90.706 90.573 66.847 61.940 66.244 71.503 51.821 44.739 65.924 69.956 57.217 87.841 94.564 78.697 81.417 55.813 mAcc: 94.532 98.341 75.051 84.791 96.305 93.240 81.780 55.034 71.756 82.810 45.076 66.491 68.365 80.118 49.861 71.889 89.498 63.272 90.956 48.643 [2020-11-06 01:37:34,128][root][INFO] - 201/312: Data time: 0.0057, Iter time: 0.2580 Loss 0.205 (AVG: 0.502) Score 92.753 (AVG: 87.768) mIOU 66.955 mAP 72.865 mAcc 75.623 IOU: 82.026 96.188 57.747 77.993 91.424 83.332 71.643 51.358 53.379 75.120 28.257 64.238 52.944 65.659 40.830 64.235 90.095 57.261 87.607 47.768 mAP: 81.918 95.641 61.091 72.454 90.714 82.402 72.442 67.252 64.842 72.823 46.954 52.216 64.730 71.818 52.516 89.018 95.717 81.428 83.308 58.023 mAcc: 94.551 98.467 77.071 79.642 95.749 91.773 84.261 60.387 68.111 86.957 37.384 73.155 67.436 72.079 49.577 73.774 92.518 64.494 90.998 54.068 [2020-11-06 01:38:55,868][root][INFO] - 301/312: Data time: 0.0062, Iter time: 0.3926 Loss 1.454 (AVG: 0.508) Score 72.587 (AVG: 87.907) mIOU 67.554 mAP 73.140 mAcc 75.949 IOU: 81.946 96.276 59.688 79.642 90.610 84.482 70.704 53.063 54.670 77.552 23.325 60.089 55.584 65.465 48.652 62.957 89.813 58.754 86.575 51.223 mAP: 81.742 95.749 63.599 73.101 90.398 83.014 71.535 67.428 63.557 73.099 42.727 52.998 65.141 73.999 58.912 89.435 96.132 79.067 82.216 58.950 mAcc: 94.754 98.499 77.662 81.387 95.276 92.527 82.808 62.511 68.703 88.895 29.994 68.616 69.249 71.748 56.788 72.321 92.281 66.045 91.379 57.536 [2020-11-06 01:39:03,946][root][INFO] - 312/312: Data time: 0.0042, Iter time: 0.3874 Loss 0.371 (AVG: 0.503) Score 89.569 (AVG: 88.015) mIOU 67.677 mAP 73.450 mAcc 76.004 IOU: 82.094 96.306 59.898 79.619 90.465 84.728 70.660 53.472 55.542 77.506 22.882 60.507 56.109 65.432 47.323 63.380 90.025 58.771 87.013 51.802 mAP: 81.721 95.840 63.680 73.101 90.440 83.207 71.916 67.725 64.305 74.124 42.897 54.900 65.225 73.999 58.281 89.814 96.166 79.076 82.752 59.833 mAcc: 94.797 98.493 77.636 81.387 95.078 92.471 83.000 62.914 69.271 89.054 29.819 68.696 69.542 71.748 54.998 72.753 92.450 66.037 91.677 58.270 [2020-11-06 01:39:03,947][root][INFO] - Finished test. Elapsed time: 256.9958 [2020-11-06 01:39:15,421][root][INFO] - [2020-11-06 01:39:15,422][root][INFO] - ################################################################ [2020-11-06 01:39:15,422][root][INFO] - what : AP AP_50% AP_25% [2020-11-06 01:39:15,422][root][INFO] - ################################################################ [2020-11-06 01:39:15,422][root][INFO] - cabinet : 0.156 0.362 0.641 [2020-11-06 01:39:15,422][root][INFO] - bed : 0.368 0.716 0.812 [2020-11-06 01:39:15,422][root][INFO] - chair : 0.504 0.713 0.814 [2020-11-06 01:39:15,422][root][INFO] - sofa : 0.330 0.572 0.828 [2020-11-06 01:39:15,422][root][INFO] - table : 0.303 0.526 0.637 [2020-11-06 01:39:15,422][root][INFO] - door : 0.198 0.363 0.511 [2020-11-06 01:39:15,422][root][INFO] - window : 0.097 0.219 0.423 [2020-11-06 01:39:15,423][root][INFO] - bookshelf : 0.212 0.562 0.733 [2020-11-06 01:39:15,423][root][INFO] - picture : 0.083 0.173 0.298 [2020-11-06 01:39:15,423][root][INFO] - counter : 0.056 0.218 0.499 [2020-11-06 01:39:15,423][root][INFO] - desk : 0.036 0.123 0.514 [2020-11-06 01:39:15,423][root][INFO] - curtain : 0.192 0.318 0.544 [2020-11-06 01:39:15,423][root][INFO] - refrigerator : 0.247 0.424 0.451 [2020-11-06 01:39:15,423][root][INFO] - shower curtain : 0.479 0.622 0.703 [2020-11-06 01:39:15,423][root][INFO] - toilet : 0.809 0.945 0.978 [2020-11-06 01:39:15,423][root][INFO] - sink : 0.191 0.486 0.779 [2020-11-06 01:39:15,423][root][INFO] - bathtub : 0.545 0.760 0.843 [2020-11-06 01:39:15,423][root][INFO] - otherfurniture : 0.253 0.402 0.590 [2020-11-06 01:39:15,423][root][INFO] - ---------------------------------------------------------------- [2020-11-06 01:39:15,423][root][INFO] - average : 0.281 0.473 0.644 [2020-11-06 01:39:15,423][root][INFO] - [2020-11-06 01:39:15,646][root][INFO] - Summary name validation/mAP@0.5 is illegal; using validation/mAP_0.5 instead. [2020-11-06 01:39:16,463][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34Cbest_val.pth [2020-11-06 01:39:16,683][root][INFO] - Current best mIoU: 67.677 at iter 7000 [2020-11-06 01:39:20,221][root][INFO] - ===> Epoch[270](7001/26): Loss -0.1548, Sem 0.2113, dir -0.7382, norm 0.3720, swav 0.0000 LR: 3.384e-02 Score 93.365 Data time: 0.1571, Forward time: 2.2765, Backward time: 3.0667, DDP time: 0.0045, Total iter time: 3.5324 [2020-11-06 01:39:26,536][root][INFO] - ===> Epoch[270](7002/26): Loss -0.2604, Sem 0.1463, dir -0.7424, norm 0.3357, swav 0.0000 LR: 3.383e-02 Score 95.096 Data time: 0.1758, Forward time: 2.2764, Backward time: 3.0668, DDP time: 0.0045, Total iter time: 6.2118 [2020-11-06 01:39:32,841][root][INFO] - ===> Epoch[270](7003/26): Loss -0.2495, Sem 0.1429, dir -0.7384, norm 0.3459, swav 0.0000 LR: 3.381e-02 Score 95.325 Data time: 0.2149, Forward time: 2.2765, Backward time: 3.0669, DDP time: 0.0045, Total iter time: 6.2088 [2020-11-06 01:39:39,383][root][INFO] - ===> Epoch[270](7004/26): Loss -0.1794, Sem 0.1831, dir -0.7384, norm 0.3758, swav 0.0000 LR: 3.380e-02 Score 94.328 Data time: 0.1918, Forward time: 2.2764, Backward time: 3.0670, DDP time: 0.0045, Total iter time: 6.4250 [2020-11-06 01:39:44,936][root][INFO] - ===> Epoch[270](7005/26): Loss -0.2406, Sem 0.1586, dir -0.7439, norm 0.3446, swav 0.0000 LR: 3.379e-02 Score 95.008 Data time: 0.2028, Forward time: 2.2764, Backward time: 3.0670, DDP time: 0.0045, Total iter time: 5.4734 [2020-11-06 01:39:50,018][root][INFO] - ===> Epoch[270](7006/26): Loss -0.1881, Sem 0.1381, dir -0.6605, norm 0.3343, swav 0.0000 LR: 3.378e-02 Score 95.270 Data time: 0.2231, Forward time: 2.2764, Backward time: 3.0669, DDP time: 0.0045, Total iter time: 4.9584 [2020-11-06 01:39:55,153][root][INFO] - ===> Epoch[270](7007/26): Loss -0.2246, Sem 0.1378, dir -0.7259, norm 0.3636, swav 0.0000 LR: 3.377e-02 Score 95.704 Data time: 0.2479, Forward time: 2.2764, Backward time: 3.0668, DDP time: 0.0045, Total iter time: 5.0322 [2020-11-06 01:40:00,553][root][INFO] - ===> Epoch[270](7008/26): Loss -0.1743, Sem 0.1545, dir -0.7058, norm 0.3770, swav 0.0000 LR: 3.376e-02 Score 95.278 Data time: 0.1694, Forward time: 2.2764, Backward time: 3.0668, DDP time: 0.0045, Total iter time: 5.2880 [2020-11-06 01:40:05,273][root][INFO] - ===> Epoch[270](7009/26): Loss -0.2002, Sem 0.1603, dir -0.7040, norm 0.3436, swav 0.0000 LR: 3.375e-02 Score 94.306 Data time: 0.2041, Forward time: 2.2764, Backward time: 3.0667, DDP time: 0.0045, Total iter time: 4.6241 [2020-11-06 01:40:09,722][root][INFO] - ===> Epoch[270](7010/26): Loss -0.2210, Sem 0.1600, dir -0.7386, norm 0.3576, swav 0.0000 LR: 3.374e-02 Score 95.101 Data time: 0.2164, Forward time: 2.2763, Backward time: 3.0665, DDP time: 0.0045, Total iter time: 4.3431 [2020-11-06 01:40:16,627][root][INFO] - ===> Epoch[270](7011/26): Loss -0.1520, Sem 0.1818, dir -0.6855, norm 0.3516, swav 0.0000 LR: 3.373e-02 Score 94.159 Data time: 0.2024, Forward time: 2.2763, Backward time: 3.0667, DDP time: 0.0045, Total iter time: 6.7975 [2020-11-06 01:40:22,015][root][INFO] - ===> Epoch[270](7012/26): Loss -0.2939, Sem 0.1237, dir -0.7562, norm 0.3385, swav 0.0000 LR: 3.372e-02 Score 95.687 Data time: 0.1612, Forward time: 2.2762, Backward time: 3.0667, DDP time: 0.0045, Total iter time: 5.2726 [2020-11-06 01:40:27,485][root][INFO] - ===> Epoch[270](7013/26): Loss -0.2224, Sem 0.1572, dir -0.7232, norm 0.3435, swav 0.0000 LR: 3.371e-02 Score 95.340 Data time: 0.2363, Forward time: 2.2762, Backward time: 3.0667, DDP time: 0.0045, Total iter time: 5.3873 [2020-11-06 01:40:34,326][root][INFO] - ===> Epoch[270](7014/26): Loss -0.1736, Sem 0.1632, dir -0.7260, norm 0.3892, swav 0.0000 LR: 3.370e-02 Score 94.573 Data time: 0.3571, Forward time: 2.2764, Backward time: 3.0667, DDP time: 0.0045, Total iter time: 6.7342 [2020-11-06 01:40:40,147][root][INFO] - ===> Epoch[270](7015/26): Loss -0.2482, Sem 0.1409, dir -0.7564, norm 0.3674, swav 0.0000 LR: 3.369e-02 Score 95.423 Data time: 0.1833, Forward time: 2.2764, Backward time: 3.0667, DDP time: 0.0045, Total iter time: 5.6872 [2020-11-06 01:40:45,284][root][INFO] - ===> Epoch[270](7016/26): Loss -0.1649, Sem 0.1675, dir -0.6987, norm 0.3663, swav 0.0000 LR: 3.368e-02 Score 94.705 Data time: 0.2551, Forward time: 2.2764, Backward time: 3.0666, DDP time: 0.0045, Total iter time: 5.0109 [2020-11-06 01:40:50,450][root][INFO] - ===> Epoch[270](7017/26): Loss -0.1404, Sem 0.1696, dir -0.6770, norm 0.3670, swav 0.0000 LR: 3.367e-02 Score 94.640 Data time: 0.1599, Forward time: 2.2764, Backward time: 3.0666, DDP time: 0.0045, Total iter time: 5.0333 [2020-11-06 01:40:56,853][root][INFO] - ===> Epoch[270](7018/26): Loss -0.1937, Sem 0.1574, dir -0.7096, norm 0.3585, swav 0.0000 LR: 3.366e-02 Score 94.798 Data time: 0.1912, Forward time: 2.2763, Backward time: 3.0667, DDP time: 0.0045, Total iter time: 6.3113 [2020-11-06 01:41:02,099][root][INFO] - ===> Epoch[270](7019/26): Loss -0.1258, Sem 0.1885, dir -0.6899, norm 0.3756, swav 0.0000 LR: 3.365e-02 Score 93.856 Data time: 0.2536, Forward time: 2.2764, Backward time: 3.0666, DDP time: 0.0045, Total iter time: 5.1307 [2020-11-06 01:41:07,800][root][INFO] - ===> Epoch[270](7020/26): Loss -0.1503, Sem 0.1705, dir -0.6871, norm 0.3663, swav 0.0000 LR: 3.364e-02 Score 94.485 Data time: 0.2272, Forward time: 2.2764, Backward time: 3.0666, DDP time: 0.0045, Total iter time: 5.5699 [2020-11-06 01:41:14,427][root][INFO] - ===> Epoch[271](7021/26): Loss -0.2386, Sem 0.1731, dir -0.7530, norm 0.3413, swav 0.0000 LR: 3.363e-02 Score 94.593 Data time: 0.2810, Forward time: 2.2764, Backward time: 3.0666, DDP time: 0.0045, Total iter time: 6.4949 [2020-11-06 01:41:19,573][root][INFO] - ===> Epoch[271](7022/26): Loss -0.2177, Sem 0.1736, dir -0.7430, norm 0.3518, swav 0.0000 LR: 3.362e-02 Score 94.875 Data time: 0.2506, Forward time: 2.2765, Backward time: 3.0665, DDP time: 0.0045, Total iter time: 5.0020 [2020-11-06 01:41:24,330][root][INFO] - ===> Epoch[271](7023/26): Loss -0.1837, Sem 0.1481, dir -0.6744, norm 0.3426, swav 0.0000 LR: 3.361e-02 Score 95.179 Data time: 0.1224, Forward time: 2.2763, Backward time: 3.0665, DDP time: 0.0045, Total iter time: 4.6437 [2020-11-06 01:41:30,333][root][INFO] - ===> Epoch[271](7024/26): Loss -0.2051, Sem 0.1544, dir -0.7295, norm 0.3699, swav 0.0000 LR: 3.360e-02 Score 94.935 Data time: 0.2418, Forward time: 2.2763, Backward time: 3.0665, DDP time: 0.0045, Total iter time: 5.9287 [2020-11-06 01:41:35,649][root][INFO] - ===> Epoch[271](7025/26): Loss -0.2891, Sem 0.1284, dir -0.7200, norm 0.3026, swav 0.0000 LR: 3.359e-02 Score 96.118 Data time: 0.2162, Forward time: 2.2763, Backward time: 3.0665, DDP time: 0.0045, Total iter time: 5.1832 [2020-11-06 01:41:41,018][root][INFO] - ===> Epoch[271](7026/26): Loss -0.1761, Sem 0.1656, dir -0.7036, norm 0.3620, swav 0.0000 LR: 3.358e-02 Score 94.786 Data time: 0.2475, Forward time: 2.2764, Backward time: 3.0664, DDP time: 0.0045, Total iter time: 5.2622 [2020-11-06 01:41:48,110][root][INFO] - ===> Epoch[271](7027/26): Loss -0.1643, Sem 0.1729, dir -0.7012, norm 0.3640, swav 0.0000 LR: 3.357e-02 Score 94.230 Data time: 0.1700, Forward time: 2.2763, Backward time: 3.0666, DDP time: 0.0045, Total iter time: 6.9686 [2020-11-06 01:41:53,321][root][INFO] - ===> Epoch[271](7028/26): Loss -0.2465, Sem 0.1383, dir -0.7319, norm 0.3470, swav 0.0000 LR: 3.356e-02 Score 95.484 Data time: 0.2059, Forward time: 2.2763, Backward time: 3.0666, DDP time: 0.0045, Total iter time: 5.0962 [2020-11-06 01:41:58,645][root][INFO] - ===> Epoch[271](7029/26): Loss -0.1812, Sem 0.1864, dir -0.7268, norm 0.3592, swav 0.0000 LR: 3.355e-02 Score 93.765 Data time: 0.2156, Forward time: 2.2763, Backward time: 3.0665, DDP time: 0.0045, Total iter time: 5.2160 [2020-11-06 01:42:05,065][root][INFO] - ===> Epoch[271](7030/26): Loss -0.2224, Sem 0.1545, dir -0.7358, norm 0.3589, swav 0.0000 LR: 3.354e-02 Score 94.864 Data time: 0.2238, Forward time: 2.2763, Backward time: 3.0666, DDP time: 0.0045, Total iter time: 6.2897 [2020-11-06 01:42:11,368][root][INFO] - ===> Epoch[271](7031/26): Loss -0.1747, Sem 0.1606, dir -0.7056, norm 0.3703, swav 0.0000 LR: 3.353e-02 Score 94.683 Data time: 0.2951, Forward time: 2.2763, Backward time: 3.0666, DDP time: 0.0045, Total iter time: 6.1815 [2020-11-06 01:42:16,291][root][INFO] - ===> Epoch[271](7032/26): Loss -0.2249, Sem 0.1300, dir -0.7280, norm 0.3732, swav 0.0000 LR: 3.352e-02 Score 95.560 Data time: 0.1749, Forward time: 2.2763, Backward time: 3.0666, DDP time: 0.0045, Total iter time: 4.7781 [2020-11-06 01:42:20,647][root][INFO] - ===> Epoch[271](7033/26): Loss -0.2383, Sem 0.1889, dir -0.7656, norm 0.3385, swav 0.0000 LR: 3.351e-02 Score 93.963 Data time: 0.2439, Forward time: 2.2762, Backward time: 3.0664, DDP time: 0.0045, Total iter time: 4.2715 [2020-11-06 01:42:25,531][root][INFO] - ===> Epoch[271](7034/26): Loss -0.2109, Sem 0.1554, dir -0.7007, norm 0.3344, swav 0.0000 LR: 3.350e-02 Score 94.817 Data time: 0.2293, Forward time: 2.2763, Backward time: 3.0663, DDP time: 0.0045, Total iter time: 4.7932 [2020-11-06 01:42:31,326][root][INFO] - ===> Epoch[271](7035/26): Loss -0.2365, Sem 0.1583, dir -0.7512, norm 0.3563, swav 0.0000 LR: 3.349e-02 Score 94.759 Data time: 0.2788, Forward time: 2.2763, Backward time: 3.0662, DDP time: 0.0045, Total iter time: 5.6839 [2020-11-06 01:42:37,066][root][INFO] - ===> Epoch[271](7036/26): Loss -0.2064, Sem 0.1450, dir -0.7119, norm 0.3606, swav 0.0000 LR: 3.348e-02 Score 95.514 Data time: 0.2000, Forward time: 2.2763, Backward time: 3.0662, DDP time: 0.0045, Total iter time: 5.6139 [2020-11-06 01:42:41,700][root][INFO] - ===> Epoch[271](7037/26): Loss -0.1217, Sem 0.2025, dir -0.7243, norm 0.4000, swav 0.0000 LR: 3.347e-02 Score 94.225 Data time: 0.2143, Forward time: 2.2763, Backward time: 3.0661, DDP time: 0.0045, Total iter time: 4.5453 [2020-11-06 01:42:46,974][root][INFO] - ===> Epoch[271](7038/26): Loss -0.1864, Sem 0.1915, dir -0.7457, norm 0.3678, swav 0.0000 LR: 3.346e-02 Score 94.033 Data time: 0.1509, Forward time: 2.2762, Backward time: 3.0661, DDP time: 0.0045, Total iter time: 5.1866 [2020-11-06 01:42:52,399][root][INFO] - ===> Epoch[271](7039/26): Loss -0.2058, Sem 0.1557, dir -0.7382, norm 0.3768, swav 0.0000 LR: 3.345e-02 Score 94.931 Data time: 0.1951, Forward time: 2.2762, Backward time: 3.0661, DDP time: 0.0045, Total iter time: 5.3559 [2020-11-06 01:42:58,210][root][INFO] - ===> Epoch[271](7040/26): Loss -0.2013, Sem 0.1550, dir -0.7060, norm 0.3497, swav 0.0000 LR: 3.344e-02 Score 95.288 Data time: 0.2820, Forward time: 2.2763, Backward time: 3.0660, DDP time: 0.0045, Total iter time: 5.7279 [2020-11-06 01:43:04,080][root][INFO] - ===> Epoch[271](7041/26): Loss -0.1531, Sem 0.1946, dir -0.7162, norm 0.3685, swav 0.0000 LR: 3.343e-02 Score 94.191 Data time: 0.1848, Forward time: 2.2763, Backward time: 3.0661, DDP time: 0.0045, Total iter time: 5.7467 [2020-11-06 01:43:09,398][root][INFO] - ===> Epoch[271](7042/26): Loss -0.2059, Sem 0.1675, dir -0.7327, norm 0.3593, swav 0.0000 LR: 3.342e-02 Score 94.534 Data time: 0.2311, Forward time: 2.2763, Backward time: 3.0660, DDP time: 0.0045, Total iter time: 5.2277 [2020-11-06 01:43:16,107][root][INFO] - ===> Epoch[271](7043/26): Loss -0.2099, Sem 0.1447, dir -0.7057, norm 0.3512, swav 0.0000 LR: 3.341e-02 Score 95.137 Data time: 0.2018, Forward time: 2.2762, Backward time: 3.0662, DDP time: 0.0045, Total iter time: 6.5997 [2020-11-06 01:43:21,843][root][INFO] - ===> Epoch[271](7044/26): Loss -0.2598, Sem 0.1319, dir -0.7444, norm 0.3527, swav 0.0000 LR: 3.340e-02 Score 95.725 Data time: 0.2116, Forward time: 2.2762, Backward time: 3.0662, DDP time: 0.0045, Total iter time: 5.6640 [2020-11-06 01:43:26,854][root][INFO] - ===> Epoch[271](7045/26): Loss -0.1996, Sem 0.1536, dir -0.7155, norm 0.3623, swav 0.0000 LR: 3.339e-02 Score 95.022 Data time: 0.1446, Forward time: 2.2761, Backward time: 3.0662, DDP time: 0.0045, Total iter time: 4.8862 [2020-11-06 01:43:32,656][root][INFO] - ===> Epoch[271](7046/26): Loss -0.1780, Sem 0.1472, dir -0.6891, norm 0.3640, swav 0.0000 LR: 3.338e-02 Score 94.529 Data time: 0.2044, Forward time: 2.2761, Backward time: 3.0662, DDP time: 0.0045, Total iter time: 5.7314 [2020-11-06 01:43:38,250][root][INFO] - ===> Epoch[272](7047/26): Loss -0.1678, Sem 0.1843, dir -0.7250, norm 0.3729, swav 0.0000 LR: 3.337e-02 Score 93.840 Data time: 0.2596, Forward time: 2.2762, Backward time: 3.0661, DDP time: 0.0045, Total iter time: 5.4783 [2020-11-06 01:43:44,178][root][INFO] - ===> Epoch[272](7048/26): Loss -0.2173, Sem 0.1619, dir -0.7278, norm 0.3486, swav 0.0000 LR: 3.336e-02 Score 94.527 Data time: 0.2591, Forward time: 2.2762, Backward time: 3.0661, DDP time: 0.0045, Total iter time: 5.8044 [2020-11-06 01:43:49,719][root][INFO] - ===> Epoch[272](7049/26): Loss -0.1799, Sem 0.1800, dir -0.7311, norm 0.3712, swav 0.0000 LR: 3.335e-02 Score 93.698 Data time: 0.2405, Forward time: 2.2762, Backward time: 3.0661, DDP time: 0.0045, Total iter time: 5.4328 [2020-11-06 01:43:54,463][root][INFO] - ===> Epoch[272](7050/26): Loss -0.2809, Sem 0.1483, dir -0.7712, norm 0.3421, swav 0.0000 LR: 3.334e-02 Score 94.839 Data time: 0.2313, Forward time: 2.2762, Backward time: 3.0659, DDP time: 0.0045, Total iter time: 4.6106 [2020-11-06 01:43:59,810][root][INFO] - ===> Epoch[272](7051/26): Loss -0.2257, Sem 0.1613, dir -0.7230, norm 0.3359, swav 0.0000 LR: 3.333e-02 Score 94.722 Data time: 0.2199, Forward time: 2.2762, Backward time: 3.0658, DDP time: 0.0045, Total iter time: 5.2161 [2020-11-06 01:44:04,354][root][INFO] - ===> Epoch[272](7052/26): Loss -0.2943, Sem 0.1124, dir -0.7467, norm 0.3399, swav 0.0000 LR: 3.332e-02 Score 96.237 Data time: 0.1336, Forward time: 2.2761, Backward time: 3.0658, DDP time: 0.0045, Total iter time: 4.4234 [2020-11-06 01:44:09,985][root][INFO] - ===> Epoch[272](7053/26): Loss -0.2289, Sem 0.1666, dir -0.7326, norm 0.3371, swav 0.0000 LR: 3.331e-02 Score 94.534 Data time: 0.2411, Forward time: 2.2761, Backward time: 3.0658, DDP time: 0.0045, Total iter time: 5.5624 [2020-11-06 01:44:16,523][root][INFO] - ===> Epoch[272](7054/26): Loss -0.1853, Sem 0.1524, dir -0.7057, norm 0.3680, swav 0.0000 LR: 3.330e-02 Score 94.852 Data time: 0.2073, Forward time: 2.2761, Backward time: 3.0659, DDP time: 0.0045, Total iter time: 6.4231 [2020-11-06 01:44:23,612][root][INFO] - ===> Epoch[272](7055/26): Loss -0.2449, Sem 0.1422, dir -0.7411, norm 0.3540, swav 0.0000 LR: 3.329e-02 Score 95.246 Data time: 0.2248, Forward time: 2.2761, Backward time: 3.0660, DDP time: 0.0045, Total iter time: 6.9787 [2020-11-06 01:44:29,501][root][INFO] - ===> Epoch[272](7056/26): Loss -0.2054, Sem 0.1710, dir -0.7128, norm 0.3364, swav 0.0000 LR: 3.328e-02 Score 94.637 Data time: 0.1635, Forward time: 2.2761, Backward time: 3.0661, DDP time: 0.0045, Total iter time: 5.7631 [2020-11-06 01:44:36,152][root][INFO] - ===> Epoch[272](7057/26): Loss -0.2055, Sem 0.1530, dir -0.7105, norm 0.3520, swav 0.0000 LR: 3.327e-02 Score 94.926 Data time: 0.2716, Forward time: 2.2761, Backward time: 3.0662, DDP time: 0.0045, Total iter time: 6.5664 [2020-11-06 01:44:43,278][root][INFO] - ===> Epoch[272](7058/26): Loss -0.1884, Sem 0.1494, dir -0.7247, norm 0.3870, swav 0.0000 LR: 3.326e-02 Score 94.864 Data time: 0.2754, Forward time: 2.2762, Backward time: 3.0663, DDP time: 0.0045, Total iter time: 6.9816 [2020-11-06 01:44:50,216][root][INFO] - ===> Epoch[272](7059/26): Loss -0.2003, Sem 0.1496, dir -0.6970, norm 0.3471, swav 0.0000 LR: 3.325e-02 Score 94.844 Data time: 0.2016, Forward time: 2.2762, Backward time: 3.0665, DDP time: 0.0045, Total iter time: 6.8206 [2020-11-06 01:44:55,672][root][INFO] - ===> Epoch[272](7060/26): Loss -0.1592, Sem 0.1744, dir -0.6908, norm 0.3572, swav 0.0000 LR: 3.324e-02 Score 93.888 Data time: 0.2491, Forward time: 2.2762, Backward time: 3.0664, DDP time: 0.0045, Total iter time: 5.3278 [2020-11-06 01:45:00,856][root][INFO] - ===> Epoch[272](7061/26): Loss -0.2055, Sem 0.1600, dir -0.7309, norm 0.3653, swav 0.0000 LR: 3.323e-02 Score 94.910 Data time: 0.2095, Forward time: 2.2762, Backward time: 3.0663, DDP time: 0.0045, Total iter time: 5.0507 [2020-11-06 01:45:07,252][root][INFO] - ===> Epoch[272](7062/26): Loss -0.1826, Sem 0.1754, dir -0.7244, norm 0.3664, swav 0.0000 LR: 3.322e-02 Score 94.144 Data time: 0.2180, Forward time: 2.2763, Backward time: 3.0664, DDP time: 0.0045, Total iter time: 6.2958 [2020-11-06 01:45:12,820][root][INFO] - ===> Epoch[272](7063/26): Loss -0.2500, Sem 0.1430, dir -0.7480, norm 0.3550, swav 0.0000 LR: 3.321e-02 Score 95.610 Data time: 0.2023, Forward time: 2.2762, Backward time: 3.0664, DDP time: 0.0045, Total iter time: 5.4571 [2020-11-06 01:45:18,589][root][INFO] - ===> Epoch[272](7064/26): Loss -0.2382, Sem 0.1403, dir -0.7269, norm 0.3484, swav 0.0000 LR: 3.320e-02 Score 95.485 Data time: 0.2891, Forward time: 2.2763, Backward time: 3.0663, DDP time: 0.0045, Total iter time: 5.6451 [2020-11-06 01:45:25,341][root][INFO] - ===> Epoch[272](7065/26): Loss -0.2261, Sem 0.1338, dir -0.7181, norm 0.3582, swav 0.0000 LR: 3.318e-02 Score 95.622 Data time: 0.2748, Forward time: 2.2764, Backward time: 3.0664, DDP time: 0.0045, Total iter time: 6.6227 [2020-11-06 01:45:30,452][root][INFO] - ===> Epoch[272](7066/26): Loss -0.2053, Sem 0.1799, dir -0.7098, norm 0.3246, swav 0.0000 LR: 3.317e-02 Score 94.196 Data time: 0.1662, Forward time: 2.2763, Backward time: 3.0664, DDP time: 0.0045, Total iter time: 4.9841 [2020-11-06 01:45:36,200][root][INFO] - ===> Epoch[272](7067/26): Loss -0.1574, Sem 0.1852, dir -0.7330, norm 0.3904, swav 0.0000 LR: 3.316e-02 Score 93.844 Data time: 0.2322, Forward time: 2.2763, Backward time: 3.0663, DDP time: 0.0045, Total iter time: 5.6649 [2020-11-06 01:45:41,953][root][INFO] - ===> Epoch[272](7068/26): Loss -0.2001, Sem 0.1785, dir -0.7415, norm 0.3629, swav 0.0000 LR: 3.315e-02 Score 94.456 Data time: 0.2502, Forward time: 2.2764, Backward time: 3.0663, DDP time: 0.0045, Total iter time: 5.6324 [2020-11-06 01:45:48,674][root][INFO] - ===> Epoch[272](7069/26): Loss -0.1831, Sem 0.1684, dir -0.7004, norm 0.3489, swav 0.0000 LR: 3.314e-02 Score 94.688 Data time: 0.2840, Forward time: 2.2765, Backward time: 3.0663, DDP time: 0.0045, Total iter time: 6.6098 [2020-11-06 01:45:53,598][root][INFO] - ===> Epoch[272](7070/26): Loss -0.2414, Sem 0.1544, dir -0.7421, norm 0.3463, swav 0.0000 LR: 3.313e-02 Score 94.448 Data time: 0.2273, Forward time: 2.2765, Backward time: 3.0662, DDP time: 0.0045, Total iter time: 4.7841 [2020-11-06 01:45:59,721][root][INFO] - ===> Epoch[272](7071/26): Loss -0.2235, Sem 0.1603, dir -0.7315, norm 0.3478, swav 0.0000 LR: 3.312e-02 Score 94.902 Data time: 0.2055, Forward time: 2.2764, Backward time: 3.0663, DDP time: 0.0045, Total iter time: 6.0140 [2020-11-06 01:46:04,737][root][INFO] - ===> Epoch[272](7072/26): Loss -0.1654, Sem 0.1946, dir -0.7298, norm 0.3698, swav 0.0000 LR: 3.311e-02 Score 93.403 Data time: 0.2035, Forward time: 2.2764, Backward time: 3.0662, DDP time: 0.0045, Total iter time: 4.9079 [2020-11-06 01:46:09,403][root][INFO] - ===> Epoch[273](7073/26): Loss -0.2693, Sem 0.1511, dir -0.7508, norm 0.3304, swav 0.0000 LR: 3.310e-02 Score 94.946 Data time: 0.1958, Forward time: 2.2764, Backward time: 3.0661, DDP time: 0.0045, Total iter time: 4.5752 [2020-11-06 01:46:15,122][root][INFO] - ===> Epoch[273](7074/26): Loss -0.1888, Sem 0.1679, dir -0.7147, norm 0.3580, swav 0.0000 LR: 3.309e-02 Score 94.505 Data time: 0.2196, Forward time: 2.2763, Backward time: 3.0661, DDP time: 0.0045, Total iter time: 5.6050 [2020-11-06 01:46:20,972][root][INFO] - ===> Epoch[273](7075/26): Loss -0.1594, Sem 0.1540, dir -0.6959, norm 0.3825, swav 0.0000 LR: 3.308e-02 Score 95.057 Data time: 0.2187, Forward time: 2.2763, Backward time: 3.0662, DDP time: 0.0045, Total iter time: 5.7647 [2020-11-06 01:46:26,698][root][INFO] - ===> Epoch[273](7076/26): Loss -0.2262, Sem 0.1338, dir -0.7210, norm 0.3609, swav 0.0000 LR: 3.307e-02 Score 95.490 Data time: 0.2082, Forward time: 2.2763, Backward time: 3.0662, DDP time: 0.0045, Total iter time: 5.6058 [2020-11-06 01:46:32,085][root][INFO] - ===> Epoch[273](7077/26): Loss -0.2093, Sem 0.1416, dir -0.7005, norm 0.3497, swav 0.0000 LR: 3.306e-02 Score 95.315 Data time: 0.1792, Forward time: 2.2763, Backward time: 3.0662, DDP time: 0.0045, Total iter time: 5.2922 [2020-11-06 01:46:38,351][root][INFO] - ===> Epoch[273](7078/26): Loss -0.2202, Sem 0.1479, dir -0.7122, norm 0.3440, swav 0.0000 LR: 3.305e-02 Score 94.922 Data time: 0.2152, Forward time: 2.2763, Backward time: 3.0663, DDP time: 0.0045, Total iter time: 6.1745 [2020-11-06 01:46:44,380][root][INFO] - ===> Epoch[273](7079/26): Loss -0.2166, Sem 0.1329, dir -0.7155, norm 0.3660, swav 0.0000 LR: 3.304e-02 Score 95.239 Data time: 0.2017, Forward time: 2.2763, Backward time: 3.0663, DDP time: 0.0045, Total iter time: 5.9198 [2020-11-06 01:46:50,616][root][INFO] - ===> Epoch[273](7080/26): Loss -0.2108, Sem 0.1929, dir -0.7439, norm 0.3403, swav 0.0000 LR: 3.303e-02 Score 93.776 Data time: 0.1472, Forward time: 2.2762, Backward time: 3.0665, DDP time: 0.0045, Total iter time: 6.1028 [2020-11-06 01:46:55,381][root][INFO] - ===> Epoch[273](7081/26): Loss -0.1911, Sem 0.1741, dir -0.7043, norm 0.3391, swav 0.0000 LR: 3.302e-02 Score 94.532 Data time: 0.1587, Forward time: 2.2761, Backward time: 3.0664, DDP time: 0.0045, Total iter time: 4.6817 [2020-11-06 01:47:02,073][root][INFO] - ===> Epoch[273](7082/26): Loss -0.1169, Sem 0.2189, dir -0.6981, norm 0.3623, swav 0.0000 LR: 3.301e-02 Score 93.192 Data time: 0.2114, Forward time: 2.2761, Backward time: 3.0666, DDP time: 0.0045, Total iter time: 6.5941 [2020-11-06 01:47:07,526][root][INFO] - ===> Epoch[273](7083/26): Loss -0.1408, Sem 0.2387, dir -0.7397, norm 0.3603, swav 0.0000 LR: 3.300e-02 Score 92.920 Data time: 0.1744, Forward time: 2.2760, Backward time: 3.0666, DDP time: 0.0045, Total iter time: 5.3318 [2020-11-06 01:47:12,765][root][INFO] - ===> Epoch[273](7084/26): Loss 0.0363, Sem 0.3470, dir -0.7133, norm 0.4026, swav 0.0000 LR: 3.299e-02 Score 91.446 Data time: 0.2079, Forward time: 2.2760, Backward time: 3.0665, DDP time: 0.0045, Total iter time: 5.1318 [2020-11-06 01:47:18,287][root][INFO] - ===> Epoch[273](7085/26): Loss -0.0955, Sem 0.2439, dir -0.7130, norm 0.3737, swav 0.0000 LR: 3.298e-02 Score 92.969 Data time: 0.2892, Forward time: 2.2761, Backward time: 3.0664, DDP time: 0.0045, Total iter time: 5.4157 [2020-11-06 01:47:23,587][root][INFO] - ===> Epoch[273](7086/26): Loss 0.0199, Sem 0.3416, dir -0.7163, norm 0.3946, swav 0.0000 LR: 3.297e-02 Score 91.076 Data time: 0.2379, Forward time: 2.2761, Backward time: 3.0663, DDP time: 0.0045, Total iter time: 5.1691 [2020-11-06 01:47:28,819][root][INFO] - ===> Epoch[273](7087/26): Loss -0.0250, Sem 0.2525, dir -0.6698, norm 0.3923, swav 0.0000 LR: 3.296e-02 Score 92.646 Data time: 0.1582, Forward time: 2.2760, Backward time: 3.0663, DDP time: 0.0045, Total iter time: 5.0990 [2020-11-06 01:47:33,612][root][INFO] - ===> Epoch[273](7088/26): Loss -0.0820, Sem 0.2825, dir -0.7325, norm 0.3681, swav 0.0000 LR: 3.295e-02 Score 91.737 Data time: 0.1823, Forward time: 2.2760, Backward time: 3.0663, DDP time: 0.0045, Total iter time: 4.6756 [2020-11-06 01:47:38,116][root][INFO] - ===> Epoch[273](7089/26): Loss -0.0166, Sem 0.3226, dir -0.7222, norm 0.3830, swav 0.0000 LR: 3.294e-02 Score 90.311 Data time: 0.2355, Forward time: 2.2760, Backward time: 3.0661, DDP time: 0.0045, Total iter time: 4.4169 [2020-11-06 01:47:44,147][root][INFO] - ===> Epoch[273](7090/26): Loss 0.0670, Sem 0.3432, dir -0.7117, norm 0.4355, swav 0.0000 LR: 3.293e-02 Score 89.800 Data time: 0.2182, Forward time: 2.2760, Backward time: 3.0661, DDP time: 0.0045, Total iter time: 5.9104 [2020-11-06 01:47:49,102][root][INFO] - ===> Epoch[273](7091/26): Loss -0.0031, Sem 0.2827, dir -0.6803, norm 0.3945, swav 0.0000 LR: 3.292e-02 Score 91.377 Data time: 0.1968, Forward time: 2.2759, Backward time: 3.0660, DDP time: 0.0045, Total iter time: 4.8188 [2020-11-06 01:47:54,627][root][INFO] - ===> Epoch[273](7092/26): Loss -0.0441, Sem 0.2923, dir -0.7066, norm 0.3703, swav 0.0000 LR: 3.291e-02 Score 91.135 Data time: 0.2245, Forward time: 2.2760, Backward time: 3.0660, DDP time: 0.0045, Total iter time: 5.3956 [2020-11-06 01:48:00,311][root][INFO] - ===> Epoch[273](7093/26): Loss -0.0808, Sem 0.2471, dir -0.7220, norm 0.3941, swav 0.0000 LR: 3.290e-02 Score 91.988 Data time: 0.1580, Forward time: 2.2759, Backward time: 3.0661, DDP time: 0.0045, Total iter time: 5.5717 [2020-11-06 01:48:05,661][root][INFO] - ===> Epoch[273](7094/26): Loss -0.0282, Sem 0.2859, dir -0.6810, norm 0.3669, swav 0.0000 LR: 3.289e-02 Score 91.227 Data time: 0.1949, Forward time: 2.2758, Backward time: 3.0661, DDP time: 0.0045, Total iter time: 5.2528 [2020-11-06 01:48:10,493][root][INFO] - ===> Epoch[273](7095/26): Loss -0.0945, Sem 0.2338, dir -0.7119, norm 0.3836, swav 0.0000 LR: 3.288e-02 Score 93.335 Data time: 0.2513, Forward time: 2.2758, Backward time: 3.0659, DDP time: 0.0045, Total iter time: 4.6883 [2020-11-06 01:48:16,885][root][INFO] - ===> Epoch[273](7096/26): Loss -0.0593, Sem 0.2551, dir -0.6704, norm 0.3560, swav 0.0000 LR: 3.287e-02 Score 91.635 Data time: 0.3311, Forward time: 2.2759, Backward time: 3.0659, DDP time: 0.0045, Total iter time: 6.2626 [2020-11-06 01:48:23,313][root][INFO] - ===> Epoch[273](7097/26): Loss -0.0168, Sem 0.2788, dir -0.6824, norm 0.3868, swav 0.0000 LR: 3.286e-02 Score 91.904 Data time: 0.2514, Forward time: 2.2760, Backward time: 3.0659, DDP time: 0.0045, Total iter time: 6.2731 [2020-11-06 01:48:29,773][root][INFO] - ===> Epoch[273](7098/26): Loss -0.0991, Sem 0.2374, dir -0.7071, norm 0.3706, swav 0.0000 LR: 3.285e-02 Score 92.470 Data time: 0.1843, Forward time: 2.2760, Backward time: 3.0661, DDP time: 0.0045, Total iter time: 6.3348 [2020-11-06 01:48:36,953][root][INFO] - ===> Epoch[274](7099/26): Loss -0.0863, Sem 0.2423, dir -0.7050, norm 0.3763, swav 0.0000 LR: 3.284e-02 Score 92.474 Data time: 0.1938, Forward time: 2.2759, Backward time: 3.0663, DDP time: 0.0045, Total iter time: 7.0782 [2020-11-06 01:48:42,580][root][INFO] - ===> Epoch[274](7100/26): Loss -0.1120, Sem 0.2155, dir -0.6901, norm 0.3625, swav 0.0000 LR: 3.283e-02 Score 93.126 Data time: 0.1721, Forward time: 2.2758, Backward time: 3.0663, DDP time: 0.0045, Total iter time: 5.4941 [2020-11-06 01:48:48,994][root][INFO] - ===> Epoch[274](7101/26): Loss -0.0621, Sem 0.2442, dir -0.6901, norm 0.3837, swav 0.0000 LR: 3.282e-02 Score 92.494 Data time: 0.2221, Forward time: 2.2758, Backward time: 3.0664, DDP time: 0.0045, Total iter time: 6.3250 [2020-11-06 01:48:53,950][root][INFO] - ===> Epoch[274](7102/26): Loss -0.1539, Sem 0.2038, dir -0.7124, norm 0.3548, swav 0.0000 LR: 3.281e-02 Score 93.484 Data time: 0.1988, Forward time: 2.2758, Backward time: 3.0664, DDP time: 0.0045, Total iter time: 4.8286 [2020-11-06 01:49:01,086][root][INFO] - ===> Epoch[274](7103/26): Loss -0.0733, Sem 0.2621, dir -0.7015, norm 0.3661, swav 0.0000 LR: 3.280e-02 Score 91.660 Data time: 0.2135, Forward time: 2.2758, Backward time: 3.0666, DDP time: 0.0045, Total iter time: 7.0230 [2020-11-06 01:49:07,774][root][INFO] - ===> Epoch[274](7104/26): Loss -0.1347, Sem 0.2051, dir -0.7122, norm 0.3724, swav 0.0000 LR: 3.279e-02 Score 93.290 Data time: 0.2360, Forward time: 2.2758, Backward time: 3.0667, DDP time: 0.0045, Total iter time: 6.5585 [2020-11-06 01:49:13,407][root][INFO] - ===> Epoch[274](7105/26): Loss -0.1292, Sem 0.2387, dir -0.7168, norm 0.3489, swav 0.0000 LR: 3.278e-02 Score 92.252 Data time: 0.1906, Forward time: 2.2758, Backward time: 3.0667, DDP time: 0.0045, Total iter time: 5.5095 [2020-11-06 01:49:20,206][root][INFO] - ===> Epoch[274](7106/26): Loss -0.1298, Sem 0.2243, dir -0.7319, norm 0.3778, swav 0.0000 LR: 3.277e-02 Score 93.231 Data time: 0.1910, Forward time: 2.2758, Backward time: 3.0669, DDP time: 0.0045, Total iter time: 6.6883 [2020-11-06 01:49:25,593][root][INFO] - ===> Epoch[274](7107/26): Loss -0.2347, Sem 0.1684, dir -0.7338, norm 0.3306, swav 0.0000 LR: 3.276e-02 Score 94.427 Data time: 0.1904, Forward time: 2.2757, Backward time: 3.0668, DDP time: 0.0045, Total iter time: 5.2982 [2020-11-06 01:49:32,384][root][INFO] - ===> Epoch[274](7108/26): Loss -0.0770, Sem 0.2368, dir -0.6956, norm 0.3818, swav 0.0000 LR: 3.275e-02 Score 92.625 Data time: 0.1969, Forward time: 2.2757, Backward time: 3.0670, DDP time: 0.0045, Total iter time: 6.6727 [2020-11-06 01:49:39,544][root][INFO] - ===> Epoch[274](7109/26): Loss -0.0770, Sem 0.2206, dir -0.6958, norm 0.3983, swav 0.0000 LR: 3.274e-02 Score 92.702 Data time: 0.2086, Forward time: 2.2757, Backward time: 3.0672, DDP time: 0.0045, Total iter time: 7.0482 [2020-11-06 01:49:46,279][root][INFO] - ===> Epoch[274](7110/26): Loss -0.1350, Sem 0.2174, dir -0.7220, norm 0.3696, swav 0.0000 LR: 3.273e-02 Score 93.357 Data time: 0.2072, Forward time: 2.2757, Backward time: 3.0674, DDP time: 0.0045, Total iter time: 6.5999 [2020-11-06 01:49:51,200][root][INFO] - ===> Epoch[274](7111/26): Loss -0.1000, Sem 0.2412, dir -0.7370, norm 0.3958, swav 0.0000 LR: 3.272e-02 Score 92.417 Data time: 0.2202, Forward time: 2.2756, Backward time: 3.0673, DDP time: 0.0045, Total iter time: 4.7885 [2020-11-06 01:49:57,946][root][INFO] - ===> Epoch[274](7112/26): Loss -0.0856, Sem 0.2307, dir -0.7004, norm 0.3841, swav 0.0000 LR: 3.271e-02 Score 92.630 Data time: 0.2086, Forward time: 2.2756, Backward time: 3.0674, DDP time: 0.0045, Total iter time: 6.6104 [2020-11-06 01:50:03,807][root][INFO] - ===> Epoch[274](7113/26): Loss -0.1414, Sem 0.2119, dir -0.7101, norm 0.3568, swav 0.0000 LR: 3.270e-02 Score 93.520 Data time: 0.2226, Forward time: 2.2756, Backward time: 3.0674, DDP time: 0.0045, Total iter time: 5.7391 [2020-11-06 01:50:09,754][root][INFO] - ===> Epoch[274](7114/26): Loss -0.1139, Sem 0.2162, dir -0.6919, norm 0.3618, swav 0.0000 LR: 3.269e-02 Score 93.121 Data time: 0.2396, Forward time: 2.2756, Backward time: 3.0674, DDP time: 0.0045, Total iter time: 5.8127 [2020-11-06 01:50:14,902][root][INFO] - ===> Epoch[274](7115/26): Loss -0.1268, Sem 0.2063, dir -0.7221, norm 0.3890, swav 0.0000 LR: 3.268e-02 Score 92.730 Data time: 0.1260, Forward time: 2.2755, Backward time: 3.0675, DDP time: 0.0045, Total iter time: 5.0233 [2020-11-06 01:50:21,880][root][INFO] - ===> Epoch[274](7116/26): Loss -0.0696, Sem 0.2318, dir -0.6694, norm 0.3680, swav 0.0000 LR: 3.267e-02 Score 91.265 Data time: 0.2243, Forward time: 2.2755, Backward time: 3.0676, DDP time: 0.0045, Total iter time: 6.9224 [2020-11-06 01:50:27,273][root][INFO] - ===> Epoch[274](7117/26): Loss -0.1373, Sem 0.1957, dir -0.6920, norm 0.3589, swav 0.0000 LR: 3.266e-02 Score 93.132 Data time: 0.1755, Forward time: 2.2755, Backward time: 3.0677, DDP time: 0.0045, Total iter time: 5.2607 [2020-11-06 01:50:31,837][root][INFO] - ===> Epoch[274](7118/26): Loss -0.1137, Sem 0.1937, dir -0.6914, norm 0.3841, swav 0.0000 LR: 3.265e-02 Score 93.795 Data time: 0.2190, Forward time: 2.2755, Backward time: 3.0675, DDP time: 0.0045, Total iter time: 4.4641 [2020-11-06 01:50:36,749][root][INFO] - ===> Epoch[274](7119/26): Loss -0.0840, Sem 0.2194, dir -0.7311, norm 0.4277, swav 0.0000 LR: 3.264e-02 Score 93.413 Data time: 0.2119, Forward time: 2.2755, Backward time: 3.0674, DDP time: 0.0045, Total iter time: 4.7959 [2020-11-06 01:50:42,928][root][INFO] - ===> Epoch[274](7120/26): Loss -0.1752, Sem 0.1609, dir -0.7113, norm 0.3752, swav 0.0000 LR: 3.262e-02 Score 95.271 Data time: 0.2969, Forward time: 2.2756, Backward time: 3.0673, DDP time: 0.0045, Total iter time: 6.0602 [2020-11-06 01:50:49,631][root][INFO] - ===> Epoch[274](7121/26): Loss -0.0683, Sem 0.2333, dir -0.6984, norm 0.3968, swav 0.0000 LR: 3.261e-02 Score 92.846 Data time: 0.1954, Forward time: 2.2756, Backward time: 3.0675, DDP time: 0.0045, Total iter time: 6.5852 [2020-11-06 01:50:55,183][root][INFO] - ===> Epoch[274](7122/26): Loss -0.0154, Sem 0.2532, dir -0.6858, norm 0.4172, swav 0.0000 LR: 3.260e-02 Score 92.740 Data time: 0.2651, Forward time: 2.2756, Backward time: 3.0674, DDP time: 0.0045, Total iter time: 5.4294 [2020-11-06 01:51:00,811][root][INFO] - ===> Epoch[274](7123/26): Loss -0.1453, Sem 0.2015, dir -0.7229, norm 0.3761, swav 0.0000 LR: 3.259e-02 Score 93.428 Data time: 0.1571, Forward time: 2.2755, Backward time: 3.0675, DDP time: 0.0045, Total iter time: 5.5014 [2020-11-06 01:51:05,989][root][INFO] - ===> Epoch[274](7124/26): Loss -0.2586, Sem 0.1426, dir -0.7304, norm 0.3293, swav 0.0000 LR: 3.258e-02 Score 95.699 Data time: 0.2337, Forward time: 2.2756, Backward time: 3.0674, DDP time: 0.0045, Total iter time: 5.0871 [2020-11-06 01:51:11,274][root][INFO] - ===> Epoch[275](7125/26): Loss -0.1258, Sem 0.2113, dir -0.7082, norm 0.3711, swav 0.0000 LR: 3.257e-02 Score 93.164 Data time: 0.2148, Forward time: 2.2756, Backward time: 3.0673, DDP time: 0.0045, Total iter time: 5.1768 [2020-11-06 01:51:17,804][root][INFO] - ===> Epoch[275](7126/26): Loss -0.1711, Sem 0.1741, dir -0.6900, norm 0.3448, swav 0.0000 LR: 3.256e-02 Score 94.565 Data time: 0.1872, Forward time: 2.2755, Backward time: 3.0674, DDP time: 0.0045, Total iter time: 6.4158 [2020-11-06 01:51:22,636][root][INFO] - ===> Epoch[275](7127/26): Loss -0.1588, Sem 0.1969, dir -0.7029, norm 0.3473, swav 0.0000 LR: 3.255e-02 Score 93.335 Data time: 0.1625, Forward time: 2.2755, Backward time: 3.0674, DDP time: 0.0045, Total iter time: 4.7343 [2020-11-06 01:51:29,116][root][INFO] - ===> Epoch[275](7128/26): Loss -0.1544, Sem 0.1895, dir -0.7105, norm 0.3665, swav 0.0000 LR: 3.254e-02 Score 94.691 Data time: 0.2261, Forward time: 2.2754, Backward time: 3.0675, DDP time: 0.0045, Total iter time: 6.3835 [2020-11-06 01:51:34,825][root][INFO] - ===> Epoch[275](7129/26): Loss -0.1628, Sem 0.1906, dir -0.7236, norm 0.3702, swav 0.0000 LR: 3.253e-02 Score 93.605 Data time: 0.3225, Forward time: 2.2755, Backward time: 3.0674, DDP time: 0.0045, Total iter time: 5.5940 [2020-11-06 01:51:39,529][root][INFO] - ===> Epoch[275](7130/26): Loss -0.1599, Sem 0.1671, dir -0.7016, norm 0.3747, swav 0.0000 LR: 3.252e-02 Score 94.387 Data time: 0.2130, Forward time: 2.2755, Backward time: 3.0673, DDP time: 0.0045, Total iter time: 4.5629 [2020-11-06 01:51:45,047][root][INFO] - ===> Epoch[275](7131/26): Loss -0.1300, Sem 0.2001, dir -0.7219, norm 0.3918, swav 0.0000 LR: 3.251e-02 Score 93.935 Data time: 0.2922, Forward time: 2.2756, Backward time: 3.0672, DDP time: 0.0045, Total iter time: 5.4050 [2020-11-06 01:51:50,077][root][INFO] - ===> Epoch[275](7132/26): Loss -0.1921, Sem 0.1864, dir -0.7302, norm 0.3517, swav 0.0000 LR: 3.250e-02 Score 93.964 Data time: 0.2415, Forward time: 2.2756, Backward time: 3.0671, DDP time: 0.0045, Total iter time: 4.8873 [2020-11-06 01:51:55,735][root][INFO] - ===> Epoch[275](7133/26): Loss -0.2584, Sem 0.1497, dir -0.7423, norm 0.3342, swav 0.0000 LR: 3.249e-02 Score 95.251 Data time: 0.1967, Forward time: 2.2756, Backward time: 3.0671, DDP time: 0.0045, Total iter time: 5.5505 [2020-11-06 01:52:01,158][root][INFO] - ===> Epoch[275](7134/26): Loss -0.1440, Sem 0.1805, dir -0.6853, norm 0.3607, swav 0.0000 LR: 3.248e-02 Score 94.397 Data time: 0.2256, Forward time: 2.2756, Backward time: 3.0670, DDP time: 0.0045, Total iter time: 5.3352 [2020-11-06 01:52:06,536][root][INFO] - ===> Epoch[275](7135/26): Loss -0.1136, Sem 0.1625, dir -0.6540, norm 0.3779, swav 0.0000 LR: 3.247e-02 Score 94.726 Data time: 0.2213, Forward time: 2.2756, Backward time: 3.0670, DDP time: 0.0045, Total iter time: 5.2621 [2020-11-06 01:52:11,718][root][INFO] - ===> Epoch[275](7136/26): Loss -0.1612, Sem 0.1937, dir -0.7312, norm 0.3763, swav 0.0000 LR: 3.246e-02 Score 93.092 Data time: 0.1858, Forward time: 2.2755, Backward time: 3.0669, DDP time: 0.0045, Total iter time: 5.0748 [2020-11-06 01:52:17,526][root][INFO] - ===> Epoch[275](7137/26): Loss -0.2595, Sem 0.1534, dir -0.7509, norm 0.3380, swav 0.0000 LR: 3.245e-02 Score 95.239 Data time: 0.1845, Forward time: 2.2755, Backward time: 3.0670, DDP time: 0.0045, Total iter time: 5.6822 [2020-11-06 01:52:24,139][root][INFO] - ===> Epoch[275](7138/26): Loss -0.0591, Sem 0.2674, dir -0.6952, norm 0.3687, swav 0.0000 LR: 3.244e-02 Score 91.704 Data time: 0.1763, Forward time: 2.2754, Backward time: 3.0672, DDP time: 0.0045, Total iter time: 6.5133 [2020-11-06 01:52:29,776][root][INFO] - ===> Epoch[275](7139/26): Loss -0.0965, Sem 0.1876, dir -0.7136, norm 0.4295, swav 0.0000 LR: 3.243e-02 Score 94.649 Data time: 0.2459, Forward time: 2.2754, Backward time: 3.0672, DDP time: 0.0045, Total iter time: 5.5453 [2020-11-06 01:52:35,421][root][INFO] - ===> Epoch[275](7140/26): Loss -0.1949, Sem 0.1805, dir -0.7136, norm 0.3382, swav 0.0000 LR: 3.242e-02 Score 94.196 Data time: 0.2772, Forward time: 2.2755, Backward time: 3.0671, DDP time: 0.0045, Total iter time: 5.5270 [2020-11-06 01:52:40,926][root][INFO] - ===> Epoch[275](7141/26): Loss -0.1432, Sem 0.1952, dir -0.6974, norm 0.3590, swav 0.0000 LR: 3.241e-02 Score 93.270 Data time: 0.2195, Forward time: 2.2755, Backward time: 3.0670, DDP time: 0.0045, Total iter time: 5.3886 [2020-11-06 01:52:47,591][root][INFO] - ===> Epoch[275](7142/26): Loss -0.1403, Sem 0.2206, dir -0.7102, norm 0.3493, swav 0.0000 LR: 3.240e-02 Score 92.351 Data time: 0.2474, Forward time: 2.2756, Backward time: 3.0671, DDP time: 0.0045, Total iter time: 6.5470 [2020-11-06 01:52:53,161][root][INFO] - ===> Epoch[275](7143/26): Loss -0.2033, Sem 0.1835, dir -0.7439, norm 0.3571, swav 0.0000 LR: 3.239e-02 Score 94.458 Data time: 0.2031, Forward time: 2.2756, Backward time: 3.0671, DDP time: 0.0045, Total iter time: 5.4255 [2020-11-06 01:52:58,460][root][INFO] - ===> Epoch[275](7144/26): Loss -0.1653, Sem 0.1799, dir -0.7114, norm 0.3663, swav 0.0000 LR: 3.238e-02 Score 93.536 Data time: 0.1776, Forward time: 2.2755, Backward time: 3.0671, DDP time: 0.0045, Total iter time: 5.1811 [2020-11-06 01:53:04,579][root][INFO] - ===> Epoch[275](7145/26): Loss -0.1779, Sem 0.1863, dir -0.7328, norm 0.3685, swav 0.0000 LR: 3.237e-02 Score 93.653 Data time: 0.2941, Forward time: 2.2756, Backward time: 3.0670, DDP time: 0.0045, Total iter time: 6.0123 [2020-11-06 01:53:12,602][root][INFO] - ===> Epoch[275](7146/26): Loss -0.1835, Sem 0.1743, dir -0.6999, norm 0.3421, swav 0.0000 LR: 3.236e-02 Score 94.546 Data time: 0.1975, Forward time: 2.2756, Backward time: 3.0674, DDP time: 0.0045, Total iter time: 7.8942 [2020-11-06 01:53:17,859][root][INFO] - ===> Epoch[275](7147/26): Loss -0.2147, Sem 0.1670, dir -0.7267, norm 0.3450, swav 0.0000 LR: 3.235e-02 Score 94.678 Data time: 0.2232, Forward time: 2.2756, Backward time: 3.0673, DDP time: 0.0045, Total iter time: 5.1455 [2020-11-06 01:53:23,745][root][INFO] - ===> Epoch[275](7148/26): Loss -0.2093, Sem 0.1830, dir -0.7519, norm 0.3596, swav 0.0000 LR: 3.234e-02 Score 93.396 Data time: 0.2008, Forward time: 2.2756, Backward time: 3.0673, DDP time: 0.0045, Total iter time: 5.7809 [2020-11-06 01:53:29,148][root][INFO] - ===> Epoch[275](7149/26): Loss -0.2160, Sem 0.1722, dir -0.7365, norm 0.3482, swav 0.0000 LR: 3.233e-02 Score 94.403 Data time: 0.2279, Forward time: 2.2756, Backward time: 3.0673, DDP time: 0.0045, Total iter time: 5.2913 [2020-11-06 01:53:35,950][root][INFO] - ===> Epoch[275](7150/26): Loss -0.2045, Sem 0.1885, dir -0.7504, norm 0.3575, swav 0.0000 LR: 3.232e-02 Score 93.840 Data time: 0.2866, Forward time: 2.2757, Backward time: 3.0673, DDP time: 0.0045, Total iter time: 6.6887 [2020-11-06 01:53:41,529][root][INFO] - ===> Epoch[276](7151/26): Loss -0.2203, Sem 0.1813, dir -0.7351, norm 0.3335, swav 0.0000 LR: 3.231e-02 Score 94.126 Data time: 0.2524, Forward time: 2.2756, Backward time: 3.0673, DDP time: 0.0045, Total iter time: 5.4426 [2020-11-06 01:53:47,589][root][INFO] - ===> Epoch[276](7152/26): Loss -0.1278, Sem 0.1846, dir -0.6983, norm 0.3859, swav 0.0000 LR: 3.230e-02 Score 93.744 Data time: 0.3297, Forward time: 2.2758, Backward time: 3.0672, DDP time: 0.0045, Total iter time: 5.9388 [2020-11-06 01:53:54,321][root][INFO] - ===> Epoch[276](7153/26): Loss -0.1376, Sem 0.1859, dir -0.6974, norm 0.3739, swav 0.0000 LR: 3.229e-02 Score 94.253 Data time: 0.3125, Forward time: 2.2759, Backward time: 3.0672, DDP time: 0.0045, Total iter time: 6.5957 [2020-11-06 01:54:00,471][root][INFO] - ===> Epoch[276](7154/26): Loss -0.1987, Sem 0.1941, dir -0.7458, norm 0.3531, swav 0.0000 LR: 3.228e-02 Score 93.423 Data time: 0.2107, Forward time: 2.2759, Backward time: 3.0673, DDP time: 0.0045, Total iter time: 6.0108 [2020-11-06 01:54:05,462][root][INFO] - ===> Epoch[276](7155/26): Loss -0.1772, Sem 0.1741, dir -0.7211, norm 0.3698, swav 0.0000 LR: 3.227e-02 Score 94.829 Data time: 0.2265, Forward time: 2.2759, Backward time: 3.0671, DDP time: 0.0045, Total iter time: 4.8819 [2020-11-06 01:54:11,068][root][INFO] - ===> Epoch[276](7156/26): Loss -0.1612, Sem 0.1677, dir -0.6932, norm 0.3643, swav 0.0000 LR: 3.226e-02 Score 94.235 Data time: 0.2094, Forward time: 2.2759, Backward time: 3.0671, DDP time: 0.0045, Total iter time: 5.4786 [2020-11-06 01:54:18,345][root][INFO] - ===> Epoch[276](7157/26): Loss -0.1527, Sem 0.1885, dir -0.7082, norm 0.3670, swav 0.0000 LR: 3.225e-02 Score 93.688 Data time: 0.1734, Forward time: 2.2759, Backward time: 3.0674, DDP time: 0.0045, Total iter time: 7.1841 [2020-11-06 01:54:23,741][root][INFO] - ===> Epoch[276](7158/26): Loss -0.1991, Sem 0.1534, dir -0.7038, norm 0.3513, swav 0.0000 LR: 3.224e-02 Score 95.452 Data time: 0.2018, Forward time: 2.2759, Backward time: 3.0674, DDP time: 0.0045, Total iter time: 5.3029 [2020-11-06 01:54:28,924][root][INFO] - ===> Epoch[276](7159/26): Loss -0.1345, Sem 0.1949, dir -0.7066, norm 0.3771, swav 0.0000 LR: 3.223e-02 Score 93.570 Data time: 0.2546, Forward time: 2.2759, Backward time: 3.0672, DDP time: 0.0045, Total iter time: 5.0696 [2020-11-06 01:54:34,162][root][INFO] - ===> Epoch[276](7160/26): Loss -0.1988, Sem 0.1802, dir -0.7252, norm 0.3463, swav 0.0000 LR: 3.222e-02 Score 93.896 Data time: 0.1653, Forward time: 2.2758, Backward time: 3.0672, DDP time: 0.0045, Total iter time: 5.0888 [2020-11-06 01:54:40,653][root][INFO] - ===> Epoch[276](7161/26): Loss -0.2004, Sem 0.1716, dir -0.7348, norm 0.3628, swav 0.0000 LR: 3.221e-02 Score 94.145 Data time: 0.2090, Forward time: 2.2758, Backward time: 3.0673, DDP time: 0.0045, Total iter time: 6.3838 [2020-11-06 01:54:47,852][root][INFO] - ===> Epoch[276](7162/26): Loss -0.2072, Sem 0.1653, dir -0.7387, norm 0.3662, swav 0.0000 LR: 3.220e-02 Score 94.858 Data time: 0.1393, Forward time: 2.2757, Backward time: 3.0676, DDP time: 0.0045, Total iter time: 7.0867 [2020-11-06 01:54:54,408][root][INFO] - ===> Epoch[276](7163/26): Loss -0.2036, Sem 0.1338, dir -0.7056, norm 0.3682, swav 0.0000 LR: 3.219e-02 Score 95.500 Data time: 0.1837, Forward time: 2.2757, Backward time: 3.0678, DDP time: 0.0045, Total iter time: 6.4836 [2020-11-06 01:54:59,226][root][INFO] - ===> Epoch[276](7164/26): Loss -0.1362, Sem 0.1709, dir -0.6695, norm 0.3624, swav 0.0000 LR: 3.218e-02 Score 93.949 Data time: 0.1916, Forward time: 2.2756, Backward time: 3.0677, DDP time: 0.0046, Total iter time: 4.7083 [2020-11-06 01:55:06,183][root][INFO] - ===> Epoch[276](7165/26): Loss -0.2037, Sem 0.1711, dir -0.7253, norm 0.3504, swav 0.0000 LR: 3.217e-02 Score 94.430 Data time: 0.2243, Forward time: 2.2756, Backward time: 3.0679, DDP time: 0.0045, Total iter time: 6.8276 [2020-11-06 01:55:11,373][root][INFO] - ===> Epoch[276](7166/26): Loss -0.1699, Sem 0.1894, dir -0.7381, norm 0.3788, swav 0.0000 LR: 3.216e-02 Score 93.607 Data time: 0.2193, Forward time: 2.2756, Backward time: 3.0678, DDP time: 0.0046, Total iter time: 5.0644 [2020-11-06 01:55:16,823][root][INFO] - ===> Epoch[276](7167/26): Loss -0.1556, Sem 0.1910, dir -0.7283, norm 0.3817, swav 0.0000 LR: 3.215e-02 Score 93.805 Data time: 0.2120, Forward time: 2.2756, Backward time: 3.0678, DDP time: 0.0046, Total iter time: 5.3198 [2020-11-06 01:55:22,375][root][INFO] - ===> Epoch[276](7168/26): Loss -0.1984, Sem 0.1640, dir -0.7051, norm 0.3426, swav 0.0000 LR: 3.214e-02 Score 94.887 Data time: 0.1853, Forward time: 2.2756, Backward time: 3.0678, DDP time: 0.0045, Total iter time: 5.4417 [2020-11-06 01:55:28,498][root][INFO] - ===> Epoch[276](7169/26): Loss -0.1791, Sem 0.1847, dir -0.7249, norm 0.3612, swav 0.0000 LR: 3.213e-02 Score 93.797 Data time: 0.1873, Forward time: 2.2756, Backward time: 3.0679, DDP time: 0.0046, Total iter time: 6.0203 [2020-11-06 01:55:35,105][root][INFO] - ===> Epoch[276](7170/26): Loss -0.2027, Sem 0.1874, dir -0.7512, norm 0.3610, swav 0.0000 LR: 3.211e-02 Score 93.057 Data time: 0.2302, Forward time: 2.2756, Backward time: 3.0680, DDP time: 0.0046, Total iter time: 6.4953 [2020-11-06 01:55:40,461][root][INFO] - ===> Epoch[276](7171/26): Loss -0.1934, Sem 0.1689, dir -0.7366, norm 0.3742, swav 0.0000 LR: 3.210e-02 Score 94.973 Data time: 0.2131, Forward time: 2.2756, Backward time: 3.0679, DDP time: 0.0046, Total iter time: 5.2365 [2020-11-06 01:55:46,045][root][INFO] - ===> Epoch[276](7172/26): Loss -0.1437, Sem 0.1849, dir -0.6820, norm 0.3533, swav 0.0000 LR: 3.209e-02 Score 93.531 Data time: 0.2097, Forward time: 2.2756, Backward time: 3.0679, DDP time: 0.0046, Total iter time: 5.4446 [2020-11-06 01:55:51,207][root][INFO] - ===> Epoch[276](7173/26): Loss -0.2029, Sem 0.1683, dir -0.7348, norm 0.3636, swav 0.0000 LR: 3.208e-02 Score 94.336 Data time: 0.2253, Forward time: 2.2756, Backward time: 3.0678, DDP time: 0.0046, Total iter time: 5.0480 [2020-11-06 01:55:56,850][root][INFO] - ===> Epoch[276](7174/26): Loss -0.3066, Sem 0.1319, dir -0.7641, norm 0.3255, swav 0.0000 LR: 3.207e-02 Score 95.834 Data time: 0.2251, Forward time: 2.2756, Backward time: 3.0678, DDP time: 0.0046, Total iter time: 5.5038 [2020-11-06 01:56:01,911][root][INFO] - ===> Epoch[276](7175/26): Loss -0.1159, Sem 0.1974, dir -0.6865, norm 0.3732, swav 0.0000 LR: 3.206e-02 Score 94.007 Data time: 0.1824, Forward time: 2.2756, Backward time: 3.0677, DDP time: 0.0046, Total iter time: 4.9145 [2020-11-06 01:56:07,699][root][INFO] - ===> Epoch[276](7176/26): Loss -0.1909, Sem 0.1570, dir -0.7019, norm 0.3540, swav 0.0000 LR: 3.205e-02 Score 94.824 Data time: 0.1632, Forward time: 2.2755, Backward time: 3.0678, DDP time: 0.0046, Total iter time: 5.6962 [2020-11-06 01:56:13,360][root][INFO] - ===> Epoch[277](7177/26): Loss -0.1552, Sem 0.1752, dir -0.7198, norm 0.3894, swav 0.0000 LR: 3.204e-02 Score 94.374 Data time: 0.1857, Forward time: 2.2755, Backward time: 3.0678, DDP time: 0.0046, Total iter time: 5.5851 [2020-11-06 01:56:18,952][root][INFO] - ===> Epoch[277](7178/26): Loss -0.2738, Sem 0.1522, dir -0.7557, norm 0.3297, swav 0.0000 LR: 3.203e-02 Score 94.943 Data time: 0.1737, Forward time: 2.2754, Backward time: 3.0679, DDP time: 0.0046, Total iter time: 5.4769 [2020-11-06 01:56:26,606][root][INFO] - ===> Epoch[277](7179/26): Loss -0.1325, Sem 0.1783, dir -0.6862, norm 0.3754, swav 0.0000 LR: 3.202e-02 Score 94.320 Data time: 0.2312, Forward time: 2.2754, Backward time: 3.0681, DDP time: 0.0046, Total iter time: 7.5780 [2020-11-06 01:56:31,521][root][INFO] - ===> Epoch[277](7180/26): Loss -0.2228, Sem 0.1695, dir -0.7410, norm 0.3487, swav 0.0000 LR: 3.201e-02 Score 94.423 Data time: 0.2349, Forward time: 2.2754, Backward time: 3.0680, DDP time: 0.0046, Total iter time: 4.7993 [2020-11-06 01:56:37,125][root][INFO] - ===> Epoch[277](7181/26): Loss -0.1875, Sem 0.1655, dir -0.7231, norm 0.3702, swav 0.0000 LR: 3.200e-02 Score 95.045 Data time: 0.2421, Forward time: 2.2754, Backward time: 3.0679, DDP time: 0.0046, Total iter time: 5.4931 [2020-11-06 01:56:42,634][root][INFO] - ===> Epoch[277](7182/26): Loss -0.1420, Sem 0.1779, dir -0.6824, norm 0.3625, swav 0.0000 LR: 3.199e-02 Score 93.701 Data time: 0.2171, Forward time: 2.2754, Backward time: 3.0679, DDP time: 0.0046, Total iter time: 5.3569 [2020-11-06 01:56:48,628][root][INFO] - ===> Epoch[277](7183/26): Loss -0.1687, Sem 0.1865, dir -0.7101, norm 0.3549, swav 0.0000 LR: 3.198e-02 Score 93.655 Data time: 0.1957, Forward time: 2.2754, Backward time: 3.0680, DDP time: 0.0046, Total iter time: 5.8821 [2020-11-06 01:56:54,994][root][INFO] - ===> Epoch[277](7184/26): Loss -0.1331, Sem 0.1699, dir -0.6725, norm 0.3696, swav 0.0000 LR: 3.197e-02 Score 94.668 Data time: 0.1881, Forward time: 2.2754, Backward time: 3.0681, DDP time: 0.0046, Total iter time: 6.2542 [2020-11-06 01:57:00,068][root][INFO] - ===> Epoch[277](7185/26): Loss -0.1665, Sem 0.1834, dir -0.6985, norm 0.3485, swav 0.0000 LR: 3.196e-02 Score 94.267 Data time: 0.2561, Forward time: 2.2754, Backward time: 3.0680, DDP time: 0.0046, Total iter time: 4.9746 [2020-11-06 01:57:06,273][root][INFO] - ===> Epoch[277](7186/26): Loss -0.2175, Sem 0.1671, dir -0.7303, norm 0.3457, swav 0.0000 LR: 3.195e-02 Score 94.629 Data time: 0.3062, Forward time: 2.2755, Backward time: 3.0679, DDP time: 0.0046, Total iter time: 6.0855 [2020-11-06 01:57:11,957][root][INFO] - ===> Epoch[277](7187/26): Loss -0.2239, Sem 0.1676, dir -0.7381, norm 0.3466, swav 0.0000 LR: 3.194e-02 Score 94.843 Data time: 0.2580, Forward time: 2.2756, Backward time: 3.0679, DDP time: 0.0046, Total iter time: 5.5262 [2020-11-06 01:57:17,636][root][INFO] - ===> Epoch[277](7188/26): Loss -0.0973, Sem 0.2057, dir -0.6887, norm 0.3857, swav 0.0000 LR: 3.193e-02 Score 93.390 Data time: 0.1578, Forward time: 2.2754, Backward time: 3.0679, DDP time: 0.0046, Total iter time: 5.5667 [2020-11-06 01:57:22,881][root][INFO] - ===> Epoch[277](7189/26): Loss -0.1836, Sem 0.1841, dir -0.7507, norm 0.3830, swav 0.0000 LR: 3.192e-02 Score 94.036 Data time: 0.2480, Forward time: 2.2755, Backward time: 3.0678, DDP time: 0.0046, Total iter time: 5.1448 [2020-11-06 01:57:28,793][root][INFO] - ===> Epoch[277](7190/26): Loss -0.2163, Sem 0.1337, dir -0.7075, norm 0.3575, swav 0.0000 LR: 3.191e-02 Score 95.234 Data time: 0.2003, Forward time: 2.2755, Backward time: 3.0679, DDP time: 0.0046, Total iter time: 5.7724 [2020-11-06 01:57:34,247][root][INFO] - ===> Epoch[277](7191/26): Loss -0.1791, Sem 0.1571, dir -0.6859, norm 0.3496, swav 0.0000 LR: 3.190e-02 Score 95.102 Data time: 0.1594, Forward time: 2.2754, Backward time: 3.0679, DDP time: 0.0046, Total iter time: 5.3238 [2020-11-06 01:57:40,302][root][INFO] - ===> Epoch[277](7192/26): Loss -0.1549, Sem 0.1591, dir -0.7017, norm 0.3877, swav 0.0000 LR: 3.189e-02 Score 94.648 Data time: 0.2609, Forward time: 2.2754, Backward time: 3.0679, DDP time: 0.0046, Total iter time: 5.9543 [2020-11-06 01:57:46,846][root][INFO] - ===> Epoch[277](7193/26): Loss -0.1299, Sem 0.1906, dir -0.6886, norm 0.3681, swav 0.0000 LR: 3.188e-02 Score 93.857 Data time: 0.1934, Forward time: 2.2754, Backward time: 3.0680, DDP time: 0.0046, Total iter time: 6.3876 [2020-11-06 01:57:52,443][root][INFO] - ===> Epoch[277](7194/26): Loss -0.1895, Sem 0.1632, dir -0.7115, norm 0.3588, swav 0.0000 LR: 3.187e-02 Score 94.818 Data time: 0.1839, Forward time: 2.2754, Backward time: 3.0680, DDP time: 0.0046, Total iter time: 5.4748 [2020-11-06 01:57:57,948][root][INFO] - ===> Epoch[277](7195/26): Loss -0.2099, Sem 0.1738, dir -0.7469, norm 0.3632, swav 0.0000 LR: 3.186e-02 Score 94.676 Data time: 0.1773, Forward time: 2.2753, Backward time: 3.0681, DDP time: 0.0046, Total iter time: 5.3953 [2020-11-06 01:58:02,625][root][INFO] - ===> Epoch[277](7196/26): Loss -0.2266, Sem 0.1871, dir -0.7568, norm 0.3431, swav 0.0000 LR: 3.185e-02 Score 93.354 Data time: 0.1967, Forward time: 2.2753, Backward time: 3.0680, DDP time: 0.0046, Total iter time: 4.5853 [2020-11-06 01:58:08,530][root][INFO] - ===> Epoch[277](7197/26): Loss -0.1689, Sem 0.1855, dir -0.7089, norm 0.3545, swav 0.0000 LR: 3.184e-02 Score 93.502 Data time: 0.1843, Forward time: 2.2753, Backward time: 3.0680, DDP time: 0.0046, Total iter time: 5.7916 [2020-11-06 01:58:16,495][root][INFO] - ===> Epoch[277](7198/26): Loss -0.1587, Sem 0.1989, dir -0.7216, norm 0.3641, swav 0.0000 LR: 3.183e-02 Score 93.682 Data time: 0.3971, Forward time: 2.2755, Backward time: 3.0681, DDP time: 0.0046, Total iter time: 7.8412 [2020-11-06 01:58:22,186][root][INFO] - ===> Epoch[277](7199/26): Loss -0.1670, Sem 0.1766, dir -0.7011, norm 0.3575, swav 0.0000 LR: 3.182e-02 Score 93.921 Data time: 0.2038, Forward time: 2.2755, Backward time: 3.0681, DDP time: 0.0046, Total iter time: 5.5627 [2020-11-06 01:58:29,535][root][INFO] - ===> Epoch[277](7200/26): Loss -0.1872, Sem 0.1678, dir -0.7125, norm 0.3576, swav 0.0000 LR: 3.181e-02 Score 94.476 Data time: 0.2139, Forward time: 2.2755, Backward time: 3.0683, DDP time: 0.0046, Total iter time: 7.2325 [2020-11-06 01:58:34,813][root][INFO] - ===> Epoch[277](7201/26): Loss -0.2372, Sem 0.1288, dir -0.7266, norm 0.3605, swav 0.0000 LR: 3.180e-02 Score 95.569 Data time: 0.1635, Forward time: 2.2754, Backward time: 3.0683, DDP time: 0.0046, Total iter time: 5.1687 [2020-11-06 01:58:39,810][root][INFO] - ===> Epoch[277](7202/26): Loss -0.2037, Sem 0.1964, dir -0.7473, norm 0.3472, swav 0.0000 LR: 3.179e-02 Score 93.524 Data time: 0.1973, Forward time: 2.2754, Backward time: 3.0682, DDP time: 0.0046, Total iter time: 4.9124 [2020-11-06 01:58:44,374][root][INFO] - ===> Epoch[278](7203/26): Loss -0.2499, Sem 0.1434, dir -0.7276, norm 0.3343, swav 0.0000 LR: 3.178e-02 Score 95.046 Data time: 0.1986, Forward time: 2.2753, Backward time: 3.0681, DDP time: 0.0046, Total iter time: 4.4414 [2020-11-06 01:58:50,906][root][INFO] - ===> Epoch[278](7204/26): Loss -0.2002, Sem 0.1539, dir -0.7176, norm 0.3635, swav 0.0000 LR: 3.177e-02 Score 94.988 Data time: 0.2284, Forward time: 2.2753, Backward time: 3.0682, DDP time: 0.0046, Total iter time: 6.4217 [2020-11-06 01:58:56,761][root][INFO] - ===> Epoch[278](7205/26): Loss -0.1272, Sem 0.1798, dir -0.6872, norm 0.3802, swav 0.0000 LR: 3.176e-02 Score 93.959 Data time: 0.1753, Forward time: 2.2753, Backward time: 3.0683, DDP time: 0.0046, Total iter time: 5.7335 [2020-11-06 01:59:00,965][root][INFO] - ===> Epoch[278](7206/26): Loss -0.1598, Sem 0.1650, dir -0.6936, norm 0.3688, swav 0.0000 LR: 3.175e-02 Score 94.041 Data time: 0.2060, Forward time: 2.2753, Backward time: 3.0681, DDP time: 0.0046, Total iter time: 4.1015 [2020-11-06 01:59:06,908][root][INFO] - ===> Epoch[278](7207/26): Loss -0.1903, Sem 0.1641, dir -0.7120, norm 0.3575, swav 0.0000 LR: 3.174e-02 Score 95.032 Data time: 0.2095, Forward time: 2.2752, Backward time: 3.0682, DDP time: 0.0046, Total iter time: 5.8489 [2020-11-06 01:59:13,871][root][INFO] - ===> Epoch[278](7208/26): Loss -0.1747, Sem 0.1699, dir -0.7327, norm 0.3880, swav 0.0000 LR: 3.173e-02 Score 94.321 Data time: 0.2099, Forward time: 2.2753, Backward time: 3.0683, DDP time: 0.0046, Total iter time: 6.8646 [2020-11-06 01:59:19,459][root][INFO] - ===> Epoch[278](7209/26): Loss -0.1412, Sem 0.1683, dir -0.6743, norm 0.3648, swav 0.0000 LR: 3.172e-02 Score 94.359 Data time: 0.1485, Forward time: 2.2752, Backward time: 3.0684, DDP time: 0.0046, Total iter time: 5.4573 [2020-11-06 01:59:25,645][root][INFO] - ===> Epoch[278](7210/26): Loss -0.1931, Sem 0.1837, dir -0.7259, norm 0.3491, swav 0.0000 LR: 3.171e-02 Score 93.847 Data time: 0.2319, Forward time: 2.2752, Backward time: 3.0684, DDP time: 0.0046, Total iter time: 6.1084 [2020-11-06 01:59:31,837][root][INFO] - ===> Epoch[278](7211/26): Loss -0.1190, Sem 0.2049, dir -0.7036, norm 0.3797, swav 0.0000 LR: 3.170e-02 Score 93.795 Data time: 0.2458, Forward time: 2.2752, Backward time: 3.0685, DDP time: 0.0046, Total iter time: 6.0830 [2020-11-06 01:59:37,050][root][INFO] - ===> Epoch[278](7212/26): Loss -0.2123, Sem 0.1559, dir -0.7418, norm 0.3736, swav 0.0000 LR: 3.169e-02 Score 95.021 Data time: 0.2201, Forward time: 2.2752, Backward time: 3.0684, DDP time: 0.0046, Total iter time: 5.1051 [2020-11-06 01:59:42,901][root][INFO] - ===> Epoch[278](7213/26): Loss -0.1353, Sem 0.2031, dir -0.7287, norm 0.3903, swav 0.0000 LR: 3.168e-02 Score 93.680 Data time: 0.2384, Forward time: 2.2752, Backward time: 3.0684, DDP time: 0.0046, Total iter time: 5.7344 [2020-11-06 01:59:50,528][root][INFO] - ===> Epoch[278](7214/26): Loss -0.1466, Sem 0.1590, dir -0.6703, norm 0.3647, swav 0.0000 LR: 3.167e-02 Score 94.483 Data time: 0.2612, Forward time: 2.2753, Backward time: 3.0686, DDP time: 0.0046, Total iter time: 7.5045 [2020-11-06 01:59:57,096][root][INFO] - ===> Epoch[278](7215/26): Loss -0.2386, Sem 0.1426, dir -0.7384, norm 0.3571, swav 0.0000 LR: 3.166e-02 Score 95.425 Data time: 0.3387, Forward time: 2.2754, Backward time: 3.0685, DDP time: 0.0046, Total iter time: 6.4464 [2020-11-06 02:00:01,687][root][INFO] - ===> Epoch[278](7216/26): Loss -0.2048, Sem 0.1624, dir -0.7347, norm 0.3675, swav 0.0000 LR: 3.164e-02 Score 94.428 Data time: 0.2108, Forward time: 2.2754, Backward time: 3.0684, DDP time: 0.0046, Total iter time: 4.4492 [2020-11-06 02:00:06,751][root][INFO] - ===> Epoch[278](7217/26): Loss -0.2557, Sem 0.1382, dir -0.7358, norm 0.3419, swav 0.0000 LR: 3.163e-02 Score 95.421 Data time: 0.1842, Forward time: 2.2754, Backward time: 3.0683, DDP time: 0.0046, Total iter time: 4.9614 [2020-11-06 02:00:12,462][root][INFO] - ===> Epoch[278](7218/26): Loss -0.1484, Sem 0.1851, dir -0.6868, norm 0.3533, swav 0.0000 LR: 3.162e-02 Score 94.041 Data time: 0.2177, Forward time: 2.2754, Backward time: 3.0683, DDP time: 0.0046, Total iter time: 5.6150 [2020-11-06 02:00:17,131][root][INFO] - ===> Epoch[278](7219/26): Loss -0.2313, Sem 0.1599, dir -0.7434, norm 0.3522, swav 0.0000 LR: 3.161e-02 Score 94.690 Data time: 0.1898, Forward time: 2.2754, Backward time: 3.0682, DDP time: 0.0046, Total iter time: 4.5659 [2020-11-06 02:00:22,755][root][INFO] - ===> Epoch[278](7220/26): Loss -0.2230, Sem 0.1734, dir -0.7317, norm 0.3354, swav 0.0000 LR: 3.160e-02 Score 94.522 Data time: 0.2372, Forward time: 2.2754, Backward time: 3.0682, DDP time: 0.0046, Total iter time: 5.5185 [2020-11-06 02:00:28,368][root][INFO] - ===> Epoch[278](7221/26): Loss -0.1979, Sem 0.1451, dir -0.7150, norm 0.3720, swav 0.0000 LR: 3.159e-02 Score 94.985 Data time: 0.1938, Forward time: 2.2754, Backward time: 3.0682, DDP time: 0.0046, Total iter time: 5.4889 [2020-11-06 02:00:34,247][root][INFO] - ===> Epoch[278](7222/26): Loss -0.2076, Sem 0.1484, dir -0.7183, norm 0.3624, swav 0.0000 LR: 3.158e-02 Score 95.725 Data time: 0.1841, Forward time: 2.2753, Backward time: 3.0682, DDP time: 0.0046, Total iter time: 5.7884 [2020-11-06 02:00:40,724][root][INFO] - ===> Epoch[278](7223/26): Loss -0.2043, Sem 0.1610, dir -0.7248, norm 0.3595, swav 0.0000 LR: 3.157e-02 Score 94.665 Data time: 0.1986, Forward time: 2.2753, Backward time: 3.0684, DDP time: 0.0046, Total iter time: 6.3896 [2020-11-06 02:00:45,949][root][INFO] - ===> Epoch[278](7224/26): Loss -0.2423, Sem 0.1430, dir -0.7209, norm 0.3356, swav 0.0000 LR: 3.156e-02 Score 95.563 Data time: 0.1633, Forward time: 2.2752, Backward time: 3.0684, DDP time: 0.0046, Total iter time: 5.1268 [2020-11-06 02:00:51,520][root][INFO] - ===> Epoch[278](7225/26): Loss -0.2299, Sem 0.1455, dir -0.7135, norm 0.3382, swav 0.0000 LR: 3.155e-02 Score 94.979 Data time: 0.2320, Forward time: 2.2752, Backward time: 3.0684, DDP time: 0.0046, Total iter time: 5.4943 [2020-11-06 02:00:58,304][root][INFO] - ===> Epoch[278](7226/26): Loss -0.1655, Sem 0.1819, dir -0.7304, norm 0.3830, swav 0.0000 LR: 3.154e-02 Score 94.298 Data time: 0.3413, Forward time: 2.2754, Backward time: 3.0684, DDP time: 0.0046, Total iter time: 6.6686 [2020-11-06 02:01:04,439][root][INFO] - ===> Epoch[278](7227/26): Loss -0.1469, Sem 0.2058, dir -0.7226, norm 0.3698, swav 0.0000 LR: 3.153e-02 Score 93.357 Data time: 0.2078, Forward time: 2.2754, Backward time: 3.0684, DDP time: 0.0046, Total iter time: 6.0068 [2020-11-06 02:01:11,022][root][INFO] - ===> Epoch[278](7228/26): Loss -0.1608, Sem 0.1683, dir -0.6854, norm 0.3563, swav 0.0000 LR: 3.152e-02 Score 94.409 Data time: 0.1791, Forward time: 2.2753, Backward time: 3.0686, DDP time: 0.0046, Total iter time: 6.4515 [2020-11-06 02:01:17,890][root][INFO] - ===> Epoch[279](7229/26): Loss -0.2291, Sem 0.1471, dir -0.7279, norm 0.3518, swav 0.0000 LR: 3.151e-02 Score 95.399 Data time: 0.2097, Forward time: 2.2753, Backward time: 3.0687, DDP time: 0.0046, Total iter time: 6.7684 [2020-11-06 02:01:23,100][root][INFO] - ===> Epoch[279](7230/26): Loss -0.2320, Sem 0.1643, dir -0.7332, norm 0.3369, swav 0.0000 LR: 3.150e-02 Score 94.746 Data time: 0.2004, Forward time: 2.2753, Backward time: 3.0687, DDP time: 0.0046, Total iter time: 5.0887 [2020-11-06 02:01:28,718][root][INFO] - ===> Epoch[279](7231/26): Loss -0.2489, Sem 0.1643, dir -0.7647, norm 0.3515, swav 0.0000 LR: 3.149e-02 Score 94.524 Data time: 0.2834, Forward time: 2.2754, Backward time: 3.0686, DDP time: 0.0046, Total iter time: 5.4962 [2020-11-06 02:01:34,152][root][INFO] - ===> Epoch[279](7232/26): Loss -0.2093, Sem 0.1486, dir -0.7180, norm 0.3600, swav 0.0000 LR: 3.148e-02 Score 95.115 Data time: 0.2446, Forward time: 2.2754, Backward time: 3.0685, DDP time: 0.0046, Total iter time: 5.3006 [2020-11-06 02:01:40,365][root][INFO] - ===> Epoch[279](7233/26): Loss -0.2239, Sem 0.1376, dir -0.7183, norm 0.3569, swav 0.0000 LR: 3.147e-02 Score 95.659 Data time: 0.2618, Forward time: 2.2754, Backward time: 3.0685, DDP time: 0.0046, Total iter time: 6.0798 [2020-11-06 02:01:46,277][root][INFO] - ===> Epoch[279](7234/26): Loss -0.1410, Sem 0.1623, dir -0.6804, norm 0.3771, swav 0.0000 LR: 3.146e-02 Score 94.677 Data time: 0.2276, Forward time: 2.2754, Backward time: 3.0685, DDP time: 0.0046, Total iter time: 5.7849 [2020-11-06 02:01:52,144][root][INFO] - ===> Epoch[279](7235/26): Loss -0.2075, Sem 0.1769, dir -0.7127, norm 0.3282, swav 0.0000 LR: 3.145e-02 Score 93.855 Data time: 0.1460, Forward time: 2.2753, Backward time: 3.0686, DDP time: 0.0046, Total iter time: 5.7359 [2020-11-06 02:01:58,883][root][INFO] - ===> Epoch[279](7236/26): Loss -0.1881, Sem 0.1720, dir -0.7269, norm 0.3668, swav 0.0000 LR: 3.144e-02 Score 94.598 Data time: 0.2645, Forward time: 2.2754, Backward time: 3.0687, DDP time: 0.0046, Total iter time: 6.6434 [2020-11-06 02:02:04,145][root][INFO] - ===> Epoch[279](7237/26): Loss -0.2300, Sem 0.1384, dir -0.7211, norm 0.3527, swav 0.0000 LR: 3.143e-02 Score 94.923 Data time: 0.1911, Forward time: 2.2754, Backward time: 3.0687, DDP time: 0.0046, Total iter time: 5.1234 [2020-11-06 02:02:09,556][root][INFO] - ===> Epoch[279](7238/26): Loss -0.2413, Sem 0.1634, dir -0.7376, norm 0.3329, swav 0.0000 LR: 3.142e-02 Score 94.763 Data time: 0.2273, Forward time: 2.2754, Backward time: 3.0686, DDP time: 0.0046, Total iter time: 5.3065 [2020-11-06 02:02:15,751][root][INFO] - ===> Epoch[279](7239/26): Loss -0.2322, Sem 0.1673, dir -0.7493, norm 0.3498, swav 0.0000 LR: 3.141e-02 Score 94.502 Data time: 0.2938, Forward time: 2.2755, Backward time: 3.0686, DDP time: 0.0046, Total iter time: 6.0617 [2020-11-06 02:02:21,525][root][INFO] - ===> Epoch[279](7240/26): Loss -0.2393, Sem 0.1498, dir -0.7330, norm 0.3439, swav 0.0000 LR: 3.140e-02 Score 95.062 Data time: 0.1503, Forward time: 2.2754, Backward time: 3.0687, DDP time: 0.0046, Total iter time: 5.6487 [2020-11-06 02:02:28,044][root][INFO] - ===> Epoch[279](7241/26): Loss -0.1860, Sem 0.1646, dir -0.7230, norm 0.3725, swav 0.0000 LR: 3.139e-02 Score 94.895 Data time: 0.2433, Forward time: 2.2754, Backward time: 3.0687, DDP time: 0.0046, Total iter time: 6.4116 [2020-11-06 02:02:34,438][root][INFO] - ===> Epoch[279](7242/26): Loss -0.1126, Sem 0.2058, dir -0.7150, norm 0.3966, swav 0.0000 LR: 3.138e-02 Score 93.396 Data time: 0.2509, Forward time: 2.2755, Backward time: 3.0688, DDP time: 0.0046, Total iter time: 6.2629 [2020-11-06 02:02:39,399][root][INFO] - ===> Epoch[279](7243/26): Loss -0.1468, Sem 0.1699, dir -0.6924, norm 0.3757, swav 0.0000 LR: 3.137e-02 Score 94.661 Data time: 0.2029, Forward time: 2.2754, Backward time: 3.0687, DDP time: 0.0046, Total iter time: 4.8207 [2020-11-06 02:02:45,530][root][INFO] - ===> Epoch[279](7244/26): Loss -0.1923, Sem 0.1561, dir -0.6817, norm 0.3334, swav 0.0000 LR: 3.136e-02 Score 95.030 Data time: 0.2383, Forward time: 2.2755, Backward time: 3.0687, DDP time: 0.0046, Total iter time: 6.0170 [2020-11-06 02:02:51,467][root][INFO] - ===> Epoch[279](7245/26): Loss -0.2735, Sem 0.1488, dir -0.7569, norm 0.3346, swav 0.0000 LR: 3.135e-02 Score 94.650 Data time: 0.2478, Forward time: 2.2755, Backward time: 3.0687, DDP time: 0.0046, Total iter time: 5.7999 [2020-11-06 02:02:58,170][root][INFO] - ===> Epoch[279](7246/26): Loss -0.1268, Sem 0.1632, dir -0.6626, norm 0.3727, swav 0.0000 LR: 3.134e-02 Score 94.997 Data time: 0.2683, Forward time: 2.2755, Backward time: 3.0688, DDP time: 0.0046, Total iter time: 6.5938 [2020-11-06 02:03:04,497][root][INFO] - ===> Epoch[279](7247/26): Loss -0.1835, Sem 0.1701, dir -0.7221, norm 0.3685, swav 0.0000 LR: 3.133e-02 Score 94.661 Data time: 0.2102, Forward time: 2.2754, Backward time: 3.0689, DDP time: 0.0046, Total iter time: 6.2081 [2020-11-06 02:03:09,432][root][INFO] - ===> Epoch[279](7248/26): Loss -0.1920, Sem 0.1704, dir -0.7338, norm 0.3714, swav 0.0000 LR: 3.132e-02 Score 94.568 Data time: 0.2168, Forward time: 2.2754, Backward time: 3.0688, DDP time: 0.0046, Total iter time: 4.8298 [2020-11-06 02:03:14,482][root][INFO] - ===> Epoch[279](7249/26): Loss -0.1463, Sem 0.1854, dir -0.7053, norm 0.3736, swav 0.0000 LR: 3.131e-02 Score 94.066 Data time: 0.2100, Forward time: 2.2754, Backward time: 3.0688, DDP time: 0.0046, Total iter time: 4.9337 [2020-11-06 02:03:19,673][root][INFO] - ===> Epoch[279](7250/26): Loss -0.2332, Sem 0.1451, dir -0.7132, norm 0.3349, swav 0.0000 LR: 3.130e-02 Score 95.055 Data time: 0.1895, Forward time: 2.2753, Backward time: 3.0688, DDP time: 0.0046, Total iter time: 5.0910 [2020-11-06 02:03:23,845][root][INFO] - ===> Epoch[279](7251/26): Loss -0.1985, Sem 0.1579, dir -0.7152, norm 0.3588, swav 0.0000 LR: 3.129e-02 Score 94.622 Data time: 0.1996, Forward time: 2.2753, Backward time: 3.0686, DDP time: 0.0046, Total iter time: 4.0653 [2020-11-06 02:03:29,568][root][INFO] - ===> Epoch[279](7252/26): Loss -0.2715, Sem 0.1445, dir -0.7380, norm 0.3220, swav 0.0000 LR: 3.128e-02 Score 95.082 Data time: 0.1793, Forward time: 2.2753, Backward time: 3.0686, DDP time: 0.0046, Total iter time: 5.5974 [2020-11-06 02:03:34,155][root][INFO] - ===> Epoch[279](7253/26): Loss -0.2043, Sem 0.1725, dir -0.7260, norm 0.3491, swav 0.0000 LR: 3.127e-02 Score 94.251 Data time: 0.1685, Forward time: 2.2752, Backward time: 3.0686, DDP time: 0.0046, Total iter time: 4.4850 [2020-11-06 02:03:39,747][root][INFO] - ===> Epoch[279](7254/26): Loss -0.1545, Sem 0.1739, dir -0.7285, norm 0.4002, swav 0.0000 LR: 3.126e-02 Score 94.138 Data time: 0.1620, Forward time: 2.2751, Backward time: 3.0686, DDP time: 0.0046, Total iter time: 5.5136 [2020-11-06 02:03:45,556][root][INFO] - ===> Epoch[280](7255/26): Loss -0.1140, Sem 0.1853, dir -0.7009, norm 0.4016, swav 0.0000 LR: 3.125e-02 Score 94.016 Data time: 0.2302, Forward time: 2.2751, Backward time: 3.0686, DDP time: 0.0046, Total iter time: 5.7371 [2020-11-06 02:03:51,332][root][INFO] - ===> Epoch[280](7256/26): Loss -0.2382, Sem 0.1569, dir -0.7364, norm 0.3413, swav 0.0000 LR: 3.124e-02 Score 94.776 Data time: 0.2030, Forward time: 2.2751, Backward time: 3.0686, DDP time: 0.0046, Total iter time: 5.6512 [2020-11-06 02:03:57,754][root][INFO] - ===> Epoch[280](7257/26): Loss -0.2156, Sem 0.1556, dir -0.7352, norm 0.3640, swav 0.0000 LR: 3.123e-02 Score 95.006 Data time: 0.3252, Forward time: 2.2752, Backward time: 3.0686, DDP time: 0.0046, Total iter time: 6.3026 [2020-11-06 02:04:02,826][root][INFO] - ===> Epoch[280](7258/26): Loss -0.2461, Sem 0.1521, dir -0.7364, norm 0.3383, swav 0.0000 LR: 3.122e-02 Score 94.982 Data time: 0.1894, Forward time: 2.2752, Backward time: 3.0685, DDP time: 0.0046, Total iter time: 4.9001 [2020-11-06 02:04:09,459][root][INFO] - ===> Epoch[280](7259/26): Loss -0.1855, Sem 0.1742, dir -0.7308, norm 0.3711, swav 0.0000 LR: 3.120e-02 Score 94.214 Data time: 0.2145, Forward time: 2.2752, Backward time: 3.0686, DDP time: 0.0046, Total iter time: 6.5161 [2020-11-06 02:04:14,624][root][INFO] - ===> Epoch[280](7260/26): Loss -0.2058, Sem 0.1787, dir -0.7437, norm 0.3592, swav 0.0000 LR: 3.119e-02 Score 94.556 Data time: 0.1640, Forward time: 2.2751, Backward time: 3.0686, DDP time: 0.0046, Total iter time: 5.0267 [2020-11-06 02:04:21,545][root][INFO] - ===> Epoch[280](7261/26): Loss -0.1711, Sem 0.1604, dir -0.6913, norm 0.3598, swav 0.0000 LR: 3.118e-02 Score 94.353 Data time: 0.1883, Forward time: 2.2751, Backward time: 3.0688, DDP time: 0.0046, Total iter time: 6.8436 [2020-11-06 02:04:26,378][root][INFO] - ===> Epoch[280](7262/26): Loss -0.2291, Sem 0.1568, dir -0.7453, norm 0.3594, swav 0.0000 LR: 3.117e-02 Score 94.842 Data time: 0.2050, Forward time: 2.2750, Backward time: 3.0688, DDP time: 0.0046, Total iter time: 4.7222 [2020-11-06 02:04:32,516][root][INFO] - ===> Epoch[280](7263/26): Loss -0.2118, Sem 0.1684, dir -0.7268, norm 0.3466, swav 0.0000 LR: 3.116e-02 Score 94.460 Data time: 0.2838, Forward time: 2.2751, Backward time: 3.0687, DDP time: 0.0046, Total iter time: 6.0292 [2020-11-06 02:04:38,603][root][INFO] - ===> Epoch[280](7264/26): Loss -0.1657, Sem 0.1807, dir -0.7126, norm 0.3662, swav 0.0000 LR: 3.115e-02 Score 94.364 Data time: 0.2178, Forward time: 2.2751, Backward time: 3.0688, DDP time: 0.0046, Total iter time: 5.9464 [2020-11-06 02:04:44,700][root][INFO] - ===> Epoch[280](7265/26): Loss -0.1190, Sem 0.1682, dir -0.6689, norm 0.3816, swav 0.0000 LR: 3.114e-02 Score 94.661 Data time: 0.1920, Forward time: 2.2751, Backward time: 3.0689, DDP time: 0.0046, Total iter time: 5.9772 [2020-11-06 02:04:51,092][root][INFO] - ===> Epoch[280](7266/26): Loss -0.2323, Sem 0.1475, dir -0.7209, norm 0.3411, swav 0.0000 LR: 3.113e-02 Score 95.103 Data time: 0.2085, Forward time: 2.2751, Backward time: 3.0689, DDP time: 0.0046, Total iter time: 6.2947 [2020-11-06 02:04:56,942][root][INFO] - ===> Epoch[280](7267/26): Loss -0.1714, Sem 0.1615, dir -0.7014, norm 0.3685, swav 0.0000 LR: 3.112e-02 Score 94.813 Data time: 0.1745, Forward time: 2.2750, Backward time: 3.0690, DDP time: 0.0046, Total iter time: 5.7214 [2020-11-06 02:05:01,843][root][INFO] - ===> Epoch[280](7268/26): Loss -0.2054, Sem 0.1619, dir -0.7315, norm 0.3642, swav 0.0000 LR: 3.111e-02 Score 94.489 Data time: 0.1904, Forward time: 2.2750, Backward time: 3.0689, DDP time: 0.0046, Total iter time: 4.8154 [2020-11-06 02:05:07,444][root][INFO] - ===> Epoch[280](7269/26): Loss -0.1749, Sem 0.1823, dir -0.7397, norm 0.3825, swav 0.0000 LR: 3.110e-02 Score 94.012 Data time: 0.2650, Forward time: 2.2751, Backward time: 3.0688, DDP time: 0.0046, Total iter time: 5.4931 [2020-11-06 02:05:13,648][root][INFO] - ===> Epoch[280](7270/26): Loss -0.2670, Sem 0.1540, dir -0.7507, norm 0.3296, swav 0.0000 LR: 3.109e-02 Score 95.458 Data time: 0.2407, Forward time: 2.2751, Backward time: 3.0689, DDP time: 0.0046, Total iter time: 6.0862 [2020-11-06 02:05:19,746][root][INFO] - ===> Epoch[280](7271/26): Loss -0.2131, Sem 0.1856, dir -0.7340, norm 0.3353, swav 0.0000 LR: 3.108e-02 Score 93.273 Data time: 0.2772, Forward time: 2.2752, Backward time: 3.0688, DDP time: 0.0046, Total iter time: 5.9834 [2020-11-06 02:05:25,403][root][INFO] - ===> Epoch[280](7272/26): Loss -0.1524, Sem 0.2103, dir -0.7293, norm 0.3667, swav 0.0000 LR: 3.107e-02 Score 93.396 Data time: 0.2923, Forward time: 2.2753, Backward time: 3.0687, DDP time: 0.0046, Total iter time: 5.5278 [2020-11-06 02:05:31,130][root][INFO] - ===> Epoch[280](7273/26): Loss -0.1462, Sem 0.1952, dir -0.6897, norm 0.3483, swav 0.0000 LR: 3.106e-02 Score 92.857 Data time: 0.2270, Forward time: 2.2753, Backward time: 3.0687, DDP time: 0.0046, Total iter time: 5.5991 [2020-11-06 02:05:36,654][root][INFO] - ===> Epoch[280](7274/26): Loss -0.1856, Sem 0.1816, dir -0.7229, norm 0.3557, swav 0.0000 LR: 3.105e-02 Score 94.026 Data time: 0.2100, Forward time: 2.2753, Backward time: 3.0687, DDP time: 0.0046, Total iter time: 5.4134 [2020-11-06 02:05:43,788][root][INFO] - ===> Epoch[280](7275/26): Loss -0.1091, Sem 0.1683, dir -0.6712, norm 0.3938, swav 0.0000 LR: 3.104e-02 Score 94.283 Data time: 0.1855, Forward time: 2.2752, Backward time: 3.0689, DDP time: 0.0046, Total iter time: 7.0463 [2020-11-06 02:05:49,934][root][INFO] - ===> Epoch[280](7276/26): Loss -0.2136, Sem 0.1474, dir -0.6927, norm 0.3317, swav 0.0000 LR: 3.103e-02 Score 95.181 Data time: 0.2417, Forward time: 2.2753, Backward time: 3.0689, DDP time: 0.0046, Total iter time: 6.0386 [2020-11-06 02:05:54,349][root][INFO] - ===> Epoch[280](7277/26): Loss -0.2604, Sem 0.1411, dir -0.7414, norm 0.3399, swav 0.0000 LR: 3.102e-02 Score 94.880 Data time: 0.2084, Forward time: 2.2753, Backward time: 3.0688, DDP time: 0.0046, Total iter time: 4.3020 [2020-11-06 02:06:00,989][root][INFO] - ===> Epoch[280](7278/26): Loss -0.2213, Sem 0.1501, dir -0.7347, norm 0.3633, swav 0.0000 LR: 3.101e-02 Score 94.978 Data time: 0.1894, Forward time: 2.2752, Backward time: 3.0689, DDP time: 0.0046, Total iter time: 6.5444 [2020-11-06 02:06:06,312][root][INFO] - ===> Epoch[280](7279/26): Loss -0.1881, Sem 0.1559, dir -0.7098, norm 0.3658, swav 0.0000 LR: 3.100e-02 Score 94.594 Data time: 0.2145, Forward time: 2.2752, Backward time: 3.0689, DDP time: 0.0046, Total iter time: 5.2095 [2020-11-06 02:06:13,749][root][INFO] - ===> Epoch[280](7280/26): Loss -0.2004, Sem 0.1430, dir -0.7120, norm 0.3686, swav 0.0000 LR: 3.099e-02 Score 95.249 Data time: 0.2284, Forward time: 2.2753, Backward time: 3.0691, DDP time: 0.0046, Total iter time: 7.3161 [2020-11-06 02:06:20,333][root][INFO] - ===> Epoch[281](7281/26): Loss -0.2411, Sem 0.1540, dir -0.7392, norm 0.3441, swav 0.0000 LR: 3.098e-02 Score 95.103 Data time: 0.2066, Forward time: 2.2752, Backward time: 3.0692, DDP time: 0.0046, Total iter time: 6.4670 [2020-11-06 02:06:26,132][root][INFO] - ===> Epoch[281](7282/26): Loss -0.2026, Sem 0.1531, dir -0.7120, norm 0.3563, swav 0.0000 LR: 3.097e-02 Score 94.808 Data time: 0.2444, Forward time: 2.2753, Backward time: 3.0692, DDP time: 0.0046, Total iter time: 5.6910 [2020-11-06 02:06:33,023][root][INFO] - ===> Epoch[281](7283/26): Loss -0.1937, Sem 0.1745, dir -0.7326, norm 0.3644, swav 0.0000 LR: 3.096e-02 Score 94.654 Data time: 0.2390, Forward time: 2.2753, Backward time: 3.0693, DDP time: 0.0046, Total iter time: 6.7650 [2020-11-06 02:06:38,347][root][INFO] - ===> Epoch[281](7284/26): Loss -0.2514, Sem 0.1393, dir -0.7286, norm 0.3379, swav 0.0000 LR: 3.095e-02 Score 95.187 Data time: 0.2180, Forward time: 2.2753, Backward time: 3.0692, DDP time: 0.0046, Total iter time: 5.1974 [2020-11-06 02:06:43,423][root][INFO] - ===> Epoch[281](7285/26): Loss -0.2043, Sem 0.1666, dir -0.7326, norm 0.3617, swav 0.0000 LR: 3.094e-02 Score 94.988 Data time: 0.2338, Forward time: 2.2753, Backward time: 3.0691, DDP time: 0.0046, Total iter time: 4.9863 [2020-11-06 02:06:49,224][root][INFO] - ===> Epoch[281](7286/26): Loss -0.2284, Sem 0.1463, dir -0.7289, norm 0.3542, swav 0.0000 LR: 3.093e-02 Score 95.467 Data time: 0.1618, Forward time: 2.2752, Backward time: 3.0692, DDP time: 0.0046, Total iter time: 5.6764 [2020-11-06 02:06:54,611][root][INFO] - ===> Epoch[281](7287/26): Loss -0.2097, Sem 0.1746, dir -0.7225, norm 0.3381, swav 0.0000 LR: 3.092e-02 Score 93.961 Data time: 0.2422, Forward time: 2.2753, Backward time: 3.0691, DDP time: 0.0046, Total iter time: 5.2971 [2020-11-06 02:07:01,046][root][INFO] - ===> Epoch[281](7288/26): Loss -0.2497, Sem 0.1236, dir -0.7226, norm 0.3493, swav 0.0000 LR: 3.091e-02 Score 95.923 Data time: 0.2035, Forward time: 2.2753, Backward time: 3.0692, DDP time: 0.0046, Total iter time: 6.2814 [2020-11-06 02:07:05,878][root][INFO] - ===> Epoch[281](7289/26): Loss -0.2521, Sem 0.1578, dir -0.7477, norm 0.3378, swav 0.0000 LR: 3.090e-02 Score 95.062 Data time: 0.2294, Forward time: 2.2753, Backward time: 3.0691, DDP time: 0.0046, Total iter time: 4.7328 [2020-11-06 02:07:11,195][root][INFO] - ===> Epoch[281](7290/26): Loss -0.1255, Sem 0.1751, dir -0.6878, norm 0.3872, swav 0.0000 LR: 3.089e-02 Score 94.670 Data time: 0.2295, Forward time: 2.2753, Backward time: 3.0690, DDP time: 0.0046, Total iter time: 5.1927 [2020-11-06 02:07:17,453][root][INFO] - ===> Epoch[281](7291/26): Loss -0.1405, Sem 0.1839, dir -0.7338, norm 0.4094, swav 0.0000 LR: 3.088e-02 Score 93.746 Data time: 0.3188, Forward time: 2.2754, Backward time: 3.0690, DDP time: 0.0046, Total iter time: 6.1501 [2020-11-06 02:07:22,708][root][INFO] - ===> Epoch[281](7292/26): Loss -0.2692, Sem 0.1458, dir -0.7301, norm 0.3151, swav 0.0000 LR: 3.087e-02 Score 95.155 Data time: 0.2175, Forward time: 2.2754, Backward time: 3.0689, DDP time: 0.0046, Total iter time: 5.1173 [2020-11-06 02:07:27,912][root][INFO] - ===> Epoch[281](7293/26): Loss -0.1751, Sem 0.1757, dir -0.6971, norm 0.3464, swav 0.0000 LR: 3.086e-02 Score 94.568 Data time: 0.1861, Forward time: 2.2754, Backward time: 3.0688, DDP time: 0.0046, Total iter time: 5.1078 [2020-11-06 02:07:32,739][root][INFO] - ===> Epoch[281](7294/26): Loss -0.1560, Sem 0.2187, dir -0.7488, norm 0.3742, swav 0.0000 LR: 3.085e-02 Score 93.669 Data time: 0.2195, Forward time: 2.2754, Backward time: 3.0687, DDP time: 0.0046, Total iter time: 4.7415 [2020-11-06 02:07:39,096][root][INFO] - ===> Epoch[281](7295/26): Loss -0.1633, Sem 0.1800, dir -0.6937, norm 0.3504, swav 0.0000 LR: 3.084e-02 Score 93.963 Data time: 0.3095, Forward time: 2.2755, Backward time: 3.0687, DDP time: 0.0046, Total iter time: 6.2433 [2020-11-06 02:07:46,724][root][INFO] - ===> Epoch[281](7296/26): Loss -0.2347, Sem 0.1533, dir -0.7241, norm 0.3361, swav 0.0000 LR: 3.083e-02 Score 94.831 Data time: 0.2013, Forward time: 2.2754, Backward time: 3.0690, DDP time: 0.0046, Total iter time: 7.4705 [2020-11-06 02:07:51,780][root][INFO] - ===> Epoch[281](7297/26): Loss -0.2584, Sem 0.1581, dir -0.7645, norm 0.3481, swav 0.0000 LR: 3.082e-02 Score 94.844 Data time: 0.2168, Forward time: 2.2755, Backward time: 3.0689, DDP time: 0.0046, Total iter time: 4.9572 [2020-11-06 02:07:57,236][root][INFO] - ===> Epoch[281](7298/26): Loss -0.2652, Sem 0.1587, dir -0.7547, norm 0.3308, swav 0.0000 LR: 3.081e-02 Score 94.881 Data time: 0.1655, Forward time: 2.2754, Backward time: 3.0689, DDP time: 0.0046, Total iter time: 5.3414 [2020-11-06 02:08:04,394][root][INFO] - ===> Epoch[281](7299/26): Loss -0.1751, Sem 0.1635, dir -0.7175, norm 0.3789, swav 0.0000 LR: 3.079e-02 Score 95.144 Data time: 0.1916, Forward time: 2.2753, Backward time: 3.0691, DDP time: 0.0046, Total iter time: 7.0668 [2020-11-06 02:08:08,743][root][INFO] - ===> Epoch[281](7300/26): Loss -0.2147, Sem 0.1719, dir -0.7326, norm 0.3460, swav 0.0000 LR: 3.078e-02 Score 94.298 Data time: 0.1471, Forward time: 2.2753, Backward time: 3.0690, DDP time: 0.0046, Total iter time: 4.2526 [2020-11-06 02:08:15,267][root][INFO] - ===> Epoch[281](7301/26): Loss -0.2515, Sem 0.1591, dir -0.7229, norm 0.3123, swav 0.0000 LR: 3.077e-02 Score 94.882 Data time: 0.2217, Forward time: 2.2753, Backward time: 3.0691, DDP time: 0.0046, Total iter time: 6.4665 [2020-11-06 02:08:21,524][root][INFO] - ===> Epoch[281](7302/26): Loss -0.1855, Sem 0.1483, dir -0.6981, norm 0.3643, swav 0.0000 LR: 3.076e-02 Score 95.481 Data time: 0.2747, Forward time: 2.2753, Backward time: 3.0691, DDP time: 0.0046, Total iter time: 6.1261 [2020-11-06 02:08:28,555][root][INFO] - ===> Epoch[281](7303/26): Loss -0.2066, Sem 0.1304, dir -0.6900, norm 0.3530, swav 0.0000 LR: 3.075e-02 Score 95.661 Data time: 0.3339, Forward time: 2.2755, Backward time: 3.0691, DDP time: 0.0046, Total iter time: 6.9018 [2020-11-06 02:08:33,260][root][INFO] - ===> Epoch[281](7304/26): Loss -0.1777, Sem 0.1573, dir -0.7056, norm 0.3706, swav 0.0000 LR: 3.074e-02 Score 95.042 Data time: 0.1903, Forward time: 2.2755, Backward time: 3.0690, DDP time: 0.0046, Total iter time: 4.5798 [2020-11-06 02:08:39,556][root][INFO] - ===> Epoch[281](7305/26): Loss -0.2516, Sem 0.1357, dir -0.7459, norm 0.3586, swav 0.0000 LR: 3.073e-02 Score 95.578 Data time: 0.2015, Forward time: 2.2754, Backward time: 3.0691, DDP time: 0.0046, Total iter time: 6.1821 [2020-11-06 02:08:44,454][root][INFO] - ===> Epoch[281](7306/26): Loss -0.2044, Sem 0.1625, dir -0.7035, norm 0.3367, swav 0.0000 LR: 3.072e-02 Score 94.873 Data time: 0.2021, Forward time: 2.2754, Backward time: 3.0690, DDP time: 0.0046, Total iter time: 4.7776 [2020-11-06 02:08:49,160][root][INFO] - ===> Epoch[282](7307/26): Loss -0.2297, Sem 0.1584, dir -0.7238, norm 0.3357, swav 0.0000 LR: 3.071e-02 Score 94.656 Data time: 0.2032, Forward time: 2.2754, Backward time: 3.0689, DDP time: 0.0046, Total iter time: 4.5997 [2020-11-06 02:08:54,377][root][INFO] - ===> Epoch[282](7308/26): Loss -0.2243, Sem 0.1550, dir -0.7333, norm 0.3539, swav 0.0000 LR: 3.070e-02 Score 94.816 Data time: 0.2235, Forward time: 2.2754, Backward time: 3.0688, DDP time: 0.0046, Total iter time: 5.1070 [2020-11-06 02:09:00,881][root][INFO] - ===> Epoch[282](7309/26): Loss -0.2629, Sem 0.1252, dir -0.7481, norm 0.3601, swav 0.0000 LR: 3.069e-02 Score 96.103 Data time: 0.2421, Forward time: 2.2754, Backward time: 3.0689, DDP time: 0.0046, Total iter time: 6.3800 [2020-11-06 02:09:06,522][root][INFO] - ===> Epoch[282](7310/26): Loss -0.1950, Sem 0.1450, dir -0.6735, norm 0.3334, swav 0.0000 LR: 3.068e-02 Score 95.051 Data time: 0.1979, Forward time: 2.2754, Backward time: 3.0689, DDP time: 0.0046, Total iter time: 5.5199 [2020-11-06 02:09:13,938][root][INFO] - ===> Epoch[282](7311/26): Loss -0.1236, Sem 0.2026, dir -0.7274, norm 0.4012, swav 0.0000 LR: 3.067e-02 Score 93.632 Data time: 0.2270, Forward time: 2.2755, Backward time: 3.0690, DDP time: 0.0046, Total iter time: 7.3077 [2020-11-06 02:09:18,907][root][INFO] - ===> Epoch[282](7312/26): Loss -0.2499, Sem 0.1512, dir -0.7364, norm 0.3353, swav 0.0000 LR: 3.066e-02 Score 94.959 Data time: 0.2189, Forward time: 2.2754, Backward time: 3.0690, DDP time: 0.0046, Total iter time: 4.8362 [2020-11-06 02:09:25,399][root][INFO] - ===> Epoch[282](7313/26): Loss -0.2312, Sem 0.1360, dir -0.7317, norm 0.3644, swav 0.0000 LR: 3.065e-02 Score 96.021 Data time: 0.3282, Forward time: 2.2755, Backward time: 3.0690, DDP time: 0.0046, Total iter time: 6.3880 [2020-11-06 02:09:32,136][root][INFO] - ===> Epoch[282](7314/26): Loss -0.1974, Sem 0.1614, dir -0.7181, norm 0.3593, swav 0.0000 LR: 3.064e-02 Score 94.919 Data time: 0.1745, Forward time: 2.2754, Backward time: 3.0692, DDP time: 0.0046, Total iter time: 6.6012 [2020-11-06 02:09:37,157][root][INFO] - ===> Epoch[282](7315/26): Loss -0.1248, Sem 0.1775, dir -0.7023, norm 0.4000, swav 0.0000 LR: 3.063e-02 Score 94.694 Data time: 0.1932, Forward time: 2.2754, Backward time: 3.0691, DDP time: 0.0046, Total iter time: 4.9282 [2020-11-06 02:09:43,864][root][INFO] - ===> Epoch[282](7316/26): Loss -0.2441, Sem 0.1433, dir -0.7355, norm 0.3481, swav 0.0000 LR: 3.062e-02 Score 95.107 Data time: 0.1528, Forward time: 2.2753, Backward time: 3.0693, DDP time: 0.0046, Total iter time: 6.5987 [2020-11-06 02:09:49,501][root][INFO] - ===> Epoch[282](7317/26): Loss -0.1525, Sem 0.1506, dir -0.6678, norm 0.3648, swav 0.0000 LR: 3.061e-02 Score 94.799 Data time: 0.1930, Forward time: 2.2753, Backward time: 3.0694, DDP time: 0.0046, Total iter time: 5.5523 [2020-11-06 02:09:55,389][root][INFO] - ===> Epoch[282](7318/26): Loss -0.2603, Sem 0.1326, dir -0.7359, norm 0.3431, swav 0.0000 LR: 3.060e-02 Score 95.541 Data time: 0.2037, Forward time: 2.2753, Backward time: 3.0694, DDP time: 0.0046, Total iter time: 5.7586 [2020-11-06 02:10:01,775][root][INFO] - ===> Epoch[282](7319/26): Loss -0.2069, Sem 0.1613, dir -0.7137, norm 0.3454, swav 0.0000 LR: 3.059e-02 Score 94.704 Data time: 0.1755, Forward time: 2.2752, Backward time: 3.0696, DDP time: 0.0046, Total iter time: 6.2801 [2020-11-06 02:10:07,507][root][INFO] - ===> Epoch[282](7320/26): Loss -0.1830, Sem 0.1579, dir -0.7226, norm 0.3818, swav 0.0000 LR: 3.058e-02 Score 94.673 Data time: 0.2072, Forward time: 2.2752, Backward time: 3.0696, DDP time: 0.0046, Total iter time: 5.6271 [2020-11-06 02:10:13,576][root][INFO] - ===> Epoch[282](7321/26): Loss -0.2439, Sem 0.1633, dir -0.7608, norm 0.3535, swav 0.0000 LR: 3.057e-02 Score 94.442 Data time: 0.2979, Forward time: 2.2753, Backward time: 3.0695, DDP time: 0.0046, Total iter time: 5.9697 [2020-11-06 02:10:19,907][root][INFO] - ===> Epoch[282](7322/26): Loss -0.1892, Sem 0.1666, dir -0.7284, norm 0.3726, swav 0.0000 LR: 3.056e-02 Score 94.005 Data time: 0.1998, Forward time: 2.2752, Backward time: 3.0696, DDP time: 0.0046, Total iter time: 6.1878 [2020-11-06 02:10:25,641][root][INFO] - ===> Epoch[282](7323/26): Loss -0.1954, Sem 0.1637, dir -0.7324, norm 0.3733, swav 0.0000 LR: 3.055e-02 Score 94.788 Data time: 0.2484, Forward time: 2.2753, Backward time: 3.0696, DDP time: 0.0046, Total iter time: 5.6253 [2020-11-06 02:10:32,008][root][INFO] - ===> Epoch[282](7324/26): Loss -0.1538, Sem 0.1661, dir -0.6837, norm 0.3638, swav 0.0000 LR: 3.054e-02 Score 94.407 Data time: 0.2364, Forward time: 2.2753, Backward time: 3.0696, DDP time: 0.0046, Total iter time: 6.2384 [2020-11-06 02:10:38,251][root][INFO] - ===> Epoch[282](7325/26): Loss -0.2987, Sem 0.1456, dir -0.7547, norm 0.3105, swav 0.0000 LR: 3.053e-02 Score 95.167 Data time: 0.2320, Forward time: 2.2753, Backward time: 3.0697, DDP time: 0.0046, Total iter time: 6.1145 [2020-11-06 02:10:42,913][root][INFO] - ===> Epoch[282](7326/26): Loss -0.1987, Sem 0.1611, dir -0.7398, norm 0.3800, swav 0.0000 LR: 3.052e-02 Score 94.312 Data time: 0.2411, Forward time: 2.2753, Backward time: 3.0695, DDP time: 0.0046, Total iter time: 4.5401 [2020-11-06 02:10:49,096][root][INFO] - ===> Epoch[282](7327/26): Loss -0.1960, Sem 0.1549, dir -0.7026, norm 0.3516, swav 0.0000 LR: 3.051e-02 Score 94.954 Data time: 0.2410, Forward time: 2.2754, Backward time: 3.0695, DDP time: 0.0046, Total iter time: 6.0670 [2020-11-06 02:10:54,431][root][INFO] - ===> Epoch[282](7328/26): Loss -0.1894, Sem 0.1456, dir -0.7089, norm 0.3739, swav 0.0000 LR: 3.050e-02 Score 94.747 Data time: 0.2419, Forward time: 2.2754, Backward time: 3.0694, DDP time: 0.0046, Total iter time: 5.1969 [2020-11-06 02:10:59,558][root][INFO] - ===> Epoch[282](7329/26): Loss -0.2725, Sem 0.1247, dir -0.7250, norm 0.3278, swav 0.0000 LR: 3.049e-02 Score 96.173 Data time: 0.2029, Forward time: 2.2754, Backward time: 3.0694, DDP time: 0.0046, Total iter time: 5.0196 [2020-11-06 02:11:04,774][root][INFO] - ===> Epoch[282](7330/26): Loss -0.1590, Sem 0.2101, dir -0.7491, norm 0.3800, swav 0.0000 LR: 3.048e-02 Score 93.655 Data time: 0.2555, Forward time: 2.2754, Backward time: 3.0693, DDP time: 0.0046, Total iter time: 5.1107 [2020-11-06 02:11:09,677][root][INFO] - ===> Epoch[282](7331/26): Loss -0.2514, Sem 0.1410, dir -0.7261, norm 0.3337, swav 0.0000 LR: 3.047e-02 Score 95.324 Data time: 0.1686, Forward time: 2.2754, Backward time: 3.0692, DDP time: 0.0046, Total iter time: 4.7615 [2020-11-06 02:11:15,257][root][INFO] - ===> Epoch[282](7332/26): Loss -0.2029, Sem 0.1231, dir -0.6949, norm 0.3689, swav 0.0000 LR: 3.046e-02 Score 95.879 Data time: 0.1792, Forward time: 2.2753, Backward time: 3.0693, DDP time: 0.0046, Total iter time: 5.5017 [2020-11-06 02:11:21,004][root][INFO] - ===> Epoch[283](7333/26): Loss -0.1879, Sem 0.1787, dir -0.7354, norm 0.3688, swav 0.0000 LR: 3.045e-02 Score 94.039 Data time: 0.2372, Forward time: 2.2753, Backward time: 3.0692, DDP time: 0.0046, Total iter time: 5.6468 [2020-11-06 02:11:26,148][root][INFO] - ===> Epoch[283](7334/26): Loss -0.1827, Sem 0.1716, dir -0.7192, norm 0.3649, swav 0.0000 LR: 3.044e-02 Score 94.293 Data time: 0.2217, Forward time: 2.2753, Backward time: 3.0692, DDP time: 0.0046, Total iter time: 5.0108 [2020-11-06 02:11:31,405][root][INFO] - ===> Epoch[283](7335/26): Loss -0.2120, Sem 0.1667, dir -0.7401, norm 0.3614, swav 0.0000 LR: 3.043e-02 Score 94.223 Data time: 0.2111, Forward time: 2.2754, Backward time: 3.0691, DDP time: 0.0046, Total iter time: 5.1378 [2020-11-06 02:11:36,412][root][INFO] - ===> Epoch[283](7336/26): Loss -0.2120, Sem 0.1861, dir -0.7211, norm 0.3230, swav 0.0000 LR: 3.042e-02 Score 93.789 Data time: 0.1834, Forward time: 2.2753, Backward time: 3.0690, DDP time: 0.0046, Total iter time: 4.8813 [2020-11-06 02:11:42,276][root][INFO] - ===> Epoch[283](7337/26): Loss -0.1745, Sem 0.1817, dir -0.7187, norm 0.3625, swav 0.0000 LR: 3.040e-02 Score 93.894 Data time: 0.2488, Forward time: 2.2754, Backward time: 3.0690, DDP time: 0.0046, Total iter time: 5.7613 [2020-11-06 02:11:47,487][root][INFO] - ===> Epoch[283](7338/26): Loss -0.1904, Sem 0.1579, dir -0.7015, norm 0.3532, swav 0.0000 LR: 3.039e-02 Score 94.684 Data time: 0.1977, Forward time: 2.2753, Backward time: 3.0689, DDP time: 0.0046, Total iter time: 5.0894 [2020-11-06 02:11:52,599][root][INFO] - ===> Epoch[283](7339/26): Loss -0.2287, Sem 0.1372, dir -0.7115, norm 0.3457, swav 0.0000 LR: 3.038e-02 Score 95.306 Data time: 0.1927, Forward time: 2.2753, Backward time: 3.0689, DDP time: 0.0046, Total iter time: 5.0579 [2020-11-06 02:11:58,566][root][INFO] - ===> Epoch[283](7340/26): Loss -0.2106, Sem 0.1413, dir -0.7288, norm 0.3769, swav 0.0000 LR: 3.037e-02 Score 95.490 Data time: 0.1989, Forward time: 2.2753, Backward time: 3.0690, DDP time: 0.0046, Total iter time: 5.8738 [2020-11-06 02:12:04,564][root][INFO] - ===> Epoch[283](7341/26): Loss -0.2194, Sem 0.1413, dir -0.6896, norm 0.3289, swav 0.0000 LR: 3.036e-02 Score 95.170 Data time: 0.2389, Forward time: 2.2753, Backward time: 3.0690, DDP time: 0.0046, Total iter time: 5.9078 [2020-11-06 02:12:10,172][root][INFO] - ===> Epoch[283](7342/26): Loss -0.1873, Sem 0.1533, dir -0.7043, norm 0.3637, swav 0.0000 LR: 3.035e-02 Score 95.033 Data time: 0.1816, Forward time: 2.2753, Backward time: 3.0690, DDP time: 0.0046, Total iter time: 5.5021 [2020-11-06 02:12:16,289][root][INFO] - ===> Epoch[283](7343/26): Loss -0.1639, Sem 0.1843, dir -0.7162, norm 0.3681, swav 0.0000 LR: 3.034e-02 Score 94.196 Data time: 0.2244, Forward time: 2.2752, Backward time: 3.0690, DDP time: 0.0046, Total iter time: 6.0093 [2020-11-06 02:12:21,831][root][INFO] - ===> Epoch[283](7344/26): Loss -0.2084, Sem 0.1821, dir -0.7467, norm 0.3561, swav 0.0000 LR: 3.033e-02 Score 94.352 Data time: 0.2588, Forward time: 2.2753, Backward time: 3.0689, DDP time: 0.0046, Total iter time: 5.4116 [2020-11-06 02:12:27,270][root][INFO] - ===> Epoch[283](7345/26): Loss -0.2367, Sem 0.1323, dir -0.7215, norm 0.3525, swav 0.0000 LR: 3.032e-02 Score 95.372 Data time: 0.2262, Forward time: 2.2753, Backward time: 3.0689, DDP time: 0.0046, Total iter time: 5.3238 [2020-11-06 02:12:32,217][root][INFO] - ===> Epoch[283](7346/26): Loss -0.2004, Sem 0.1702, dir -0.6983, norm 0.3277, swav 0.0000 LR: 3.031e-02 Score 94.129 Data time: 0.1764, Forward time: 2.2753, Backward time: 3.0688, DDP time: 0.0046, Total iter time: 4.8271 [2020-11-06 02:12:37,824][root][INFO] - ===> Epoch[283](7347/26): Loss -0.2160, Sem 0.1637, dir -0.7176, norm 0.3379, swav 0.0000 LR: 3.030e-02 Score 94.646 Data time: 0.1337, Forward time: 2.2752, Backward time: 3.0689, DDP time: 0.0046, Total iter time: 5.5099 [2020-11-06 02:12:44,084][root][INFO] - ===> Epoch[283](7348/26): Loss -0.2235, Sem 0.1472, dir -0.7181, norm 0.3473, swav 0.0000 LR: 3.029e-02 Score 95.353 Data time: 0.2006, Forward time: 2.2751, Backward time: 3.0690, DDP time: 0.0046, Total iter time: 6.1823 [2020-11-06 02:12:49,436][root][INFO] - ===> Epoch[283](7349/26): Loss -0.1584, Sem 0.1836, dir -0.7163, norm 0.3743, swav 0.0000 LR: 3.028e-02 Score 94.321 Data time: 0.1827, Forward time: 2.2751, Backward time: 3.0690, DDP time: 0.0046, Total iter time: 5.2598 [2020-11-06 02:12:54,687][root][INFO] - ===> Epoch[283](7350/26): Loss -0.2319, Sem 0.1389, dir -0.7135, norm 0.3427, swav 0.0000 LR: 3.027e-02 Score 95.439 Data time: 0.2595, Forward time: 2.2751, Backward time: 3.0689, DDP time: 0.0046, Total iter time: 5.1410 [2020-11-06 02:13:00,438][root][INFO] - ===> Epoch[283](7351/26): Loss -0.1897, Sem 0.1415, dir -0.7337, norm 0.4026, swav 0.0000 LR: 3.026e-02 Score 95.758 Data time: 0.2160, Forward time: 2.2751, Backward time: 3.0689, DDP time: 0.0046, Total iter time: 5.6239 [2020-11-06 02:13:06,332][root][INFO] - ===> Epoch[283](7352/26): Loss -0.2243, Sem 0.1311, dir -0.7148, norm 0.3594, swav 0.0000 LR: 3.025e-02 Score 95.750 Data time: 0.1709, Forward time: 2.2751, Backward time: 3.0690, DDP time: 0.0046, Total iter time: 5.7834 [2020-11-06 02:13:11,785][root][INFO] - ===> Epoch[283](7353/26): Loss -0.2525, Sem 0.1493, dir -0.7532, norm 0.3515, swav 0.0000 LR: 3.024e-02 Score 94.863 Data time: 0.1757, Forward time: 2.2750, Backward time: 3.0690, DDP time: 0.0046, Total iter time: 5.3914 [2020-11-06 02:13:18,253][root][INFO] - ===> Epoch[283](7354/26): Loss -0.2223, Sem 0.1454, dir -0.6988, norm 0.3311, swav 0.0000 LR: 3.023e-02 Score 95.095 Data time: 0.2347, Forward time: 2.2750, Backward time: 3.0691, DDP time: 0.0046, Total iter time: 6.3788 [2020-11-06 02:13:24,102][root][INFO] - ===> Epoch[283](7355/26): Loss -0.1824, Sem 0.1768, dir -0.6965, norm 0.3373, swav 0.0000 LR: 3.022e-02 Score 94.551 Data time: 0.2905, Forward time: 2.2751, Backward time: 3.0690, DDP time: 0.0046, Total iter time: 5.7190 [2020-11-06 02:13:30,298][root][INFO] - ===> Epoch[283](7356/26): Loss -0.1507, Sem 0.1756, dir -0.7097, norm 0.3834, swav 0.0000 LR: 3.021e-02 Score 94.376 Data time: 0.1881, Forward time: 2.2750, Backward time: 3.0692, DDP time: 0.0046, Total iter time: 6.0737 [2020-11-06 02:13:35,821][root][INFO] - ===> Epoch[283](7357/26): Loss -0.2875, Sem 0.1220, dir -0.7286, norm 0.3191, swav 0.0000 LR: 3.020e-02 Score 95.738 Data time: 0.2284, Forward time: 2.2750, Backward time: 3.0692, DDP time: 0.0046, Total iter time: 5.4286 [2020-11-06 02:13:41,548][root][INFO] - ===> Epoch[283](7358/26): Loss -0.0837, Sem 0.2437, dir -0.7072, norm 0.3798, swav 0.0000 LR: 3.019e-02 Score 92.175 Data time: 0.3074, Forward time: 2.2751, Backward time: 3.0691, DDP time: 0.0046, Total iter time: 5.6173 [2020-11-06 02:13:47,840][root][INFO] - ===> Epoch[284](7359/26): Loss -0.1555, Sem 0.1736, dir -0.6983, norm 0.3693, swav 0.0000 LR: 3.018e-02 Score 94.416 Data time: 0.3100, Forward time: 2.2752, Backward time: 3.0690, DDP time: 0.0046, Total iter time: 6.1562 [2020-11-06 02:13:54,198][root][INFO] - ===> Epoch[284](7360/26): Loss -0.2495, Sem 0.1481, dir -0.7345, norm 0.3368, swav 0.0000 LR: 3.017e-02 Score 95.105 Data time: 0.1632, Forward time: 2.2752, Backward time: 3.0691, DDP time: 0.0046, Total iter time: 6.2243 [2020-11-06 02:13:59,720][root][INFO] - ===> Epoch[284](7361/26): Loss -0.1464, Sem 0.1679, dir -0.7179, norm 0.4037, swav 0.0000 LR: 3.016e-02 Score 94.575 Data time: 0.2031, Forward time: 2.2752, Backward time: 3.0691, DDP time: 0.0046, Total iter time: 5.4487 [2020-11-06 02:14:05,673][root][INFO] - ===> Epoch[284](7362/26): Loss -0.2142, Sem 0.1462, dir -0.7133, norm 0.3529, swav 0.0000 LR: 3.015e-02 Score 94.883 Data time: 0.1805, Forward time: 2.2751, Backward time: 3.0692, DDP time: 0.0046, Total iter time: 5.8344 [2020-11-06 02:14:11,924][root][INFO] - ===> Epoch[284](7363/26): Loss -0.1865, Sem 0.1870, dir -0.7258, norm 0.3522, swav 0.0000 LR: 3.014e-02 Score 93.517 Data time: 0.2991, Forward time: 2.2752, Backward time: 3.0692, DDP time: 0.0046, Total iter time: 6.1544 [2020-11-06 02:14:17,793][root][INFO] - ===> Epoch[284](7364/26): Loss -0.2032, Sem 0.1824, dir -0.7395, norm 0.3540, swav 0.0000 LR: 3.013e-02 Score 94.384 Data time: 0.1554, Forward time: 2.2751, Backward time: 3.0693, DDP time: 0.0046, Total iter time: 5.7381 [2020-11-06 02:14:23,784][root][INFO] - ===> Epoch[284](7365/26): Loss -0.2205, Sem 0.1455, dir -0.7241, norm 0.3582, swav 0.0000 LR: 3.012e-02 Score 94.924 Data time: 0.1770, Forward time: 2.2751, Backward time: 3.0694, DDP time: 0.0046, Total iter time: 5.8645 [2020-11-06 02:14:28,770][root][INFO] - ===> Epoch[284](7366/26): Loss -0.2303, Sem 0.1292, dir -0.7382, norm 0.3787, swav 0.0000 LR: 3.011e-02 Score 95.962 Data time: 0.2316, Forward time: 2.2751, Backward time: 3.0693, DDP time: 0.0046, Total iter time: 4.8670 [2020-11-06 02:14:34,980][root][INFO] - ===> Epoch[284](7367/26): Loss -0.1836, Sem 0.1695, dir -0.7079, norm 0.3547, swav 0.0000 LR: 3.010e-02 Score 94.504 Data time: 0.3306, Forward time: 2.2752, Backward time: 3.0692, DDP time: 0.0046, Total iter time: 6.0815 [2020-11-06 02:14:41,005][root][INFO] - ===> Epoch[284](7368/26): Loss -0.2222, Sem 0.1532, dir -0.7325, norm 0.3571, swav 0.0000 LR: 3.009e-02 Score 94.868 Data time: 0.2839, Forward time: 2.2753, Backward time: 3.0691, DDP time: 0.0046, Total iter time: 5.9032 [2020-11-06 02:14:46,497][root][INFO] - ===> Epoch[284](7369/26): Loss -0.2628, Sem 0.1404, dir -0.7341, norm 0.3310, swav 0.0000 LR: 3.008e-02 Score 95.336 Data time: 0.2608, Forward time: 2.2754, Backward time: 3.0690, DDP time: 0.0046, Total iter time: 5.3692 [2020-11-06 02:14:51,989][root][INFO] - ===> Epoch[284](7370/26): Loss -0.2154, Sem 0.1755, dir -0.7303, norm 0.3393, swav 0.0000 LR: 3.007e-02 Score 94.284 Data time: 0.2638, Forward time: 2.2754, Backward time: 3.0690, DDP time: 0.0046, Total iter time: 5.3740 [2020-11-06 02:14:56,903][root][INFO] - ===> Epoch[284](7371/26): Loss -0.1878, Sem 0.1764, dir -0.6962, norm 0.3319, swav 0.0000 LR: 3.006e-02 Score 94.338 Data time: 0.1708, Forward time: 2.2753, Backward time: 3.0689, DDP time: 0.0046, Total iter time: 4.8053 [2020-11-06 02:15:01,859][root][INFO] - ===> Epoch[284](7372/26): Loss -0.1779, Sem 0.2030, dir -0.7329, norm 0.3520, swav 0.0000 LR: 3.005e-02 Score 92.893 Data time: 0.2202, Forward time: 2.2753, Backward time: 3.0688, DDP time: 0.0046, Total iter time: 4.8541 [2020-11-06 02:15:06,830][root][INFO] - ===> Epoch[284](7373/26): Loss -0.2364, Sem 0.1418, dir -0.7268, norm 0.3486, swav 0.0000 LR: 3.003e-02 Score 95.085 Data time: 0.1670, Forward time: 2.2752, Backward time: 3.0688, DDP time: 0.0046, Total iter time: 4.8727 [2020-11-06 02:15:12,424][root][INFO] - ===> Epoch[284](7374/26): Loss -0.2529, Sem 0.1345, dir -0.7196, norm 0.3322, swav 0.0000 LR: 3.002e-02 Score 95.487 Data time: 0.1865, Forward time: 2.2752, Backward time: 3.0688, DDP time: 0.0046, Total iter time: 5.5068 [2020-11-06 02:15:18,155][root][INFO] - ===> Epoch[284](7375/26): Loss -0.2496, Sem 0.1519, dir -0.7303, norm 0.3288, swav 0.0000 LR: 3.001e-02 Score 95.101 Data time: 0.1938, Forward time: 2.2751, Backward time: 3.0689, DDP time: 0.0046, Total iter time: 5.6179 [2020-11-06 02:15:24,914][root][INFO] - ===> Epoch[284](7376/26): Loss -0.1925, Sem 0.1738, dir -0.7387, norm 0.3725, swav 0.0000 LR: 3.000e-02 Score 94.273 Data time: 0.1982, Forward time: 2.2750, Backward time: 3.0691, DDP time: 0.0046, Total iter time: 6.6444 [2020-11-06 02:15:30,123][root][INFO] - ===> Epoch[284](7377/26): Loss -0.1858, Sem 0.1767, dir -0.7332, norm 0.3707, swav 0.0000 LR: 2.999e-02 Score 94.055 Data time: 0.2171, Forward time: 2.2751, Backward time: 3.0690, DDP time: 0.0046, Total iter time: 5.1097 [2020-11-06 02:15:35,812][root][INFO] - ===> Epoch[284](7378/26): Loss -0.1864, Sem 0.1476, dir -0.6986, norm 0.3645, swav 0.0000 LR: 2.998e-02 Score 95.187 Data time: 0.2204, Forward time: 2.2751, Backward time: 3.0690, DDP time: 0.0046, Total iter time: 5.5825 [2020-11-06 02:15:40,174][root][INFO] - ===> Epoch[284](7379/26): Loss -0.2878, Sem 0.1375, dir -0.7568, norm 0.3315, swav 0.0000 LR: 2.997e-02 Score 95.036 Data time: 0.1943, Forward time: 2.2750, Backward time: 3.0688, DDP time: 0.0046, Total iter time: 4.2386 [2020-11-06 02:15:45,635][root][INFO] - ===> Epoch[284](7380/26): Loss -0.2232, Sem 0.1541, dir -0.7432, norm 0.3660, swav 0.0000 LR: 2.996e-02 Score 95.215 Data time: 0.2544, Forward time: 2.2751, Backward time: 3.0687, DDP time: 0.0046, Total iter time: 5.3462 [2020-11-06 02:15:52,357][root][INFO] - ===> Epoch[284](7381/26): Loss -0.2283, Sem 0.1394, dir -0.7344, norm 0.3668, swav 0.0000 LR: 2.995e-02 Score 95.419 Data time: 0.2179, Forward time: 2.2751, Backward time: 3.0689, DDP time: 0.0046, Total iter time: 6.6025 [2020-11-06 02:15:58,094][root][INFO] - ===> Epoch[284](7382/26): Loss -0.2169, Sem 0.1595, dir -0.7179, norm 0.3415, swav 0.0000 LR: 2.994e-02 Score 94.534 Data time: 0.1623, Forward time: 2.2750, Backward time: 3.0689, DDP time: 0.0046, Total iter time: 5.6171 [2020-11-06 02:16:02,752][root][INFO] - ===> Epoch[284](7383/26): Loss -0.2477, Sem 0.1426, dir -0.7358, norm 0.3456, swav 0.0000 LR: 2.993e-02 Score 95.284 Data time: 0.1935, Forward time: 2.2750, Backward time: 3.0688, DDP time: 0.0046, Total iter time: 4.5630 [2020-11-06 02:16:08,394][root][INFO] - ===> Epoch[284](7384/26): Loss -0.2208, Sem 0.1604, dir -0.7221, norm 0.3409, swav 0.0000 LR: 2.992e-02 Score 94.399 Data time: 0.1741, Forward time: 2.2750, Backward time: 3.0688, DDP time: 0.0046, Total iter time: 5.5262 [2020-11-06 02:16:14,062][root][INFO] - ===> Epoch[285](7385/26): Loss -0.2848, Sem 0.1415, dir -0.7548, norm 0.3285, swav 0.0000 LR: 2.991e-02 Score 95.605 Data time: 0.2239, Forward time: 2.2749, Backward time: 3.0688, DDP time: 0.0046, Total iter time: 5.5846 [2020-11-06 02:16:19,710][root][INFO] - ===> Epoch[285](7386/26): Loss -0.2166, Sem 0.1397, dir -0.7294, norm 0.3731, swav 0.0000 LR: 2.990e-02 Score 95.441 Data time: 0.2785, Forward time: 2.2750, Backward time: 3.0687, DDP time: 0.0046, Total iter time: 5.5284 [2020-11-06 02:16:25,875][root][INFO] - ===> Epoch[285](7387/26): Loss -0.2302, Sem 0.1340, dir -0.7243, norm 0.3601, swav 0.0000 LR: 2.989e-02 Score 95.523 Data time: 0.2256, Forward time: 2.2750, Backward time: 3.0688, DDP time: 0.0046, Total iter time: 6.0244 [2020-11-06 02:16:33,400][root][INFO] - ===> Epoch[285](7388/26): Loss -0.1703, Sem 0.1539, dir -0.7293, norm 0.4051, swav 0.0000 LR: 2.988e-02 Score 95.269 Data time: 0.2472, Forward time: 2.2751, Backward time: 3.0690, DDP time: 0.0046, Total iter time: 7.3907 [2020-11-06 02:16:39,643][root][INFO] - ===> Epoch[285](7389/26): Loss -0.2336, Sem 0.1319, dir -0.7232, norm 0.3577, swav 0.0000 LR: 2.987e-02 Score 95.366 Data time: 0.1905, Forward time: 2.2750, Backward time: 3.0691, DDP time: 0.0046, Total iter time: 6.1293 [2020-11-06 02:16:45,401][root][INFO] - ===> Epoch[285](7390/26): Loss -0.2387, Sem 0.1513, dir -0.7391, norm 0.3491, swav 0.0000 LR: 2.986e-02 Score 95.296 Data time: 0.1704, Forward time: 2.2750, Backward time: 3.0691, DDP time: 0.0046, Total iter time: 5.6624 [2020-11-06 02:16:50,796][root][INFO] - ===> Epoch[285](7391/26): Loss -0.2160, Sem 0.1754, dir -0.7278, norm 0.3364, swav 0.0000 LR: 2.985e-02 Score 94.343 Data time: 0.2104, Forward time: 2.2750, Backward time: 3.0691, DDP time: 0.0046, Total iter time: 5.3279 [2020-11-06 02:16:56,213][root][INFO] - ===> Epoch[285](7392/26): Loss -0.1785, Sem 0.1384, dir -0.6892, norm 0.3723, swav 0.0000 LR: 2.984e-02 Score 94.983 Data time: 0.2083, Forward time: 2.2750, Backward time: 3.0691, DDP time: 0.0046, Total iter time: 5.3077 [2020-11-06 02:17:01,466][root][INFO] - ===> Epoch[285](7393/26): Loss -0.2325, Sem 0.1491, dir -0.7166, norm 0.3351, swav 0.0000 LR: 2.983e-02 Score 94.795 Data time: 0.1884, Forward time: 2.2749, Backward time: 3.0691, DDP time: 0.0046, Total iter time: 5.1035 [2020-11-06 02:17:06,125][root][INFO] - ===> Epoch[285](7394/26): Loss -0.2160, Sem 0.1776, dir -0.7485, norm 0.3549, swav 0.0000 LR: 2.982e-02 Score 94.315 Data time: 0.2240, Forward time: 2.2748, Backward time: 3.0690, DDP time: 0.0046, Total iter time: 4.5793 [2020-11-06 02:17:11,768][root][INFO] - ===> Epoch[285](7395/26): Loss -0.2249, Sem 0.1576, dir -0.7254, norm 0.3429, swav 0.0000 LR: 2.981e-02 Score 95.188 Data time: 0.2061, Forward time: 2.2749, Backward time: 3.0689, DDP time: 0.0046, Total iter time: 5.5195 [2020-11-06 02:17:17,074][root][INFO] - ===> Epoch[285](7396/26): Loss -0.2278, Sem 0.1554, dir -0.7320, norm 0.3488, swav 0.0000 LR: 2.980e-02 Score 95.325 Data time: 0.2103, Forward time: 2.2748, Backward time: 3.0689, DDP time: 0.0046, Total iter time: 5.1845 [2020-11-06 02:17:24,839][root][INFO] - ===> Epoch[285](7397/26): Loss -0.1497, Sem 0.1589, dir -0.6715, norm 0.3629, swav 0.0000 LR: 2.979e-02 Score 94.365 Data time: 0.2401, Forward time: 2.2749, Backward time: 3.0691, DDP time: 0.0046, Total iter time: 7.6340 [2020-11-06 02:17:30,980][root][INFO] - ===> Epoch[285](7398/26): Loss -0.1762, Sem 0.1570, dir -0.7199, norm 0.3867, swav 0.0000 LR: 2.978e-02 Score 95.277 Data time: 0.1624, Forward time: 2.2748, Backward time: 3.0692, DDP time: 0.0046, Total iter time: 5.9946 [2020-11-06 02:17:36,391][root][INFO] - ===> Epoch[285](7399/26): Loss -0.2158, Sem 0.1419, dir -0.7058, norm 0.3480, swav 0.0000 LR: 2.977e-02 Score 95.443 Data time: 0.2339, Forward time: 2.2748, Backward time: 3.0692, DDP time: 0.0046, Total iter time: 5.2892 [2020-11-06 02:17:42,386][root][INFO] - ===> Epoch[285](7400/26): Loss -0.2746, Sem 0.1373, dir -0.7566, norm 0.3447, swav 0.0000 LR: 2.976e-02 Score 95.724 Data time: 0.2516, Forward time: 2.2749, Backward time: 3.0692, DDP time: 0.0046, Total iter time: 5.8789 [2020-11-06 02:17:47,202][root][INFO] - ===> Epoch[285](7401/26): Loss -0.2728, Sem 0.1467, dir -0.7534, norm 0.3339, swav 0.0000 LR: 2.975e-02 Score 95.108 Data time: 0.1780, Forward time: 2.2748, Backward time: 3.0691, DDP time: 0.0046, Total iter time: 4.6944 [2020-11-06 02:17:53,097][root][INFO] - ===> Epoch[285](7402/26): Loss -0.2506, Sem 0.1259, dir -0.7198, norm 0.3433, swav 0.0000 LR: 2.974e-02 Score 95.694 Data time: 0.1957, Forward time: 2.2748, Backward time: 3.0692, DDP time: 0.0046, Total iter time: 5.7996 [2020-11-06 02:17:57,978][root][INFO] - ===> Epoch[285](7403/26): Loss -0.1913, Sem 0.1484, dir -0.7176, norm 0.3779, swav 0.0000 LR: 2.973e-02 Score 94.945 Data time: 0.2400, Forward time: 2.2748, Backward time: 3.0690, DDP time: 0.0046, Total iter time: 4.7292 [2020-11-06 02:18:03,468][root][INFO] - ===> Epoch[285](7404/26): Loss -0.2643, Sem 0.1407, dir -0.7284, norm 0.3234, swav 0.0000 LR: 2.972e-02 Score 94.989 Data time: 0.2246, Forward time: 2.2748, Backward time: 3.0690, DDP time: 0.0046, Total iter time: 5.3769 [2020-11-06 02:18:08,645][root][INFO] - ===> Epoch[285](7405/26): Loss -0.2557, Sem 0.1467, dir -0.7418, norm 0.3394, swav 0.0000 LR: 2.971e-02 Score 94.530 Data time: 0.1268, Forward time: 2.2746, Backward time: 3.0691, DDP time: 0.0046, Total iter time: 5.0500 [2020-11-06 02:18:13,236][root][INFO] - ===> Epoch[285](7406/26): Loss -0.2059, Sem 0.1686, dir -0.7363, norm 0.3618, swav 0.0000 LR: 2.970e-02 Score 94.292 Data time: 0.1840, Forward time: 2.2746, Backward time: 3.0690, DDP time: 0.0046, Total iter time: 4.5284 [2020-11-06 02:18:18,635][root][INFO] - ===> Epoch[285](7407/26): Loss -0.2017, Sem 0.1620, dir -0.7138, norm 0.3501, swav 0.0000 LR: 2.968e-02 Score 94.185 Data time: 0.2131, Forward time: 2.2746, Backward time: 3.0689, DDP time: 0.0046, Total iter time: 5.2961 [2020-11-06 02:18:24,742][root][INFO] - ===> Epoch[285](7408/26): Loss -0.1783, Sem 0.1817, dir -0.7162, norm 0.3562, swav 0.0000 LR: 2.967e-02 Score 94.002 Data time: 0.2063, Forward time: 2.2746, Backward time: 3.0690, DDP time: 0.0046, Total iter time: 5.9651 [2020-11-06 02:18:30,055][root][INFO] - ===> Epoch[285](7409/26): Loss -0.2496, Sem 0.1257, dir -0.7166, norm 0.3413, swav 0.0000 LR: 2.966e-02 Score 96.088 Data time: 0.2376, Forward time: 2.2746, Backward time: 3.0689, DDP time: 0.0046, Total iter time: 5.1971 [2020-11-06 02:18:35,203][root][INFO] - ===> Epoch[285](7410/26): Loss -0.2392, Sem 0.1481, dir -0.7368, norm 0.3495, swav 0.0000 LR: 2.965e-02 Score 94.870 Data time: 0.1390, Forward time: 2.2746, Backward time: 3.0689, DDP time: 0.0046, Total iter time: 5.0251 [2020-11-06 02:18:40,399][root][INFO] - ===> Epoch[286](7411/26): Loss -0.2168, Sem 0.1666, dir -0.7434, norm 0.3600, swav 0.0000 LR: 2.964e-02 Score 93.941 Data time: 0.2049, Forward time: 2.2745, Backward time: 3.0689, DDP time: 0.0046, Total iter time: 5.1007 [2020-11-06 02:18:45,999][root][INFO] - ===> Epoch[286](7412/26): Loss -0.2561, Sem 0.1474, dir -0.7359, norm 0.3323, swav 0.0000 LR: 2.963e-02 Score 95.090 Data time: 0.2644, Forward time: 2.2746, Backward time: 3.0688, DDP time: 0.0046, Total iter time: 5.4795 [2020-11-06 02:18:50,982][root][INFO] - ===> Epoch[286](7413/26): Loss -0.1371, Sem 0.1638, dir -0.6933, norm 0.3924, swav 0.0000 LR: 2.962e-02 Score 94.872 Data time: 0.1920, Forward time: 2.2746, Backward time: 3.0687, DDP time: 0.0046, Total iter time: 4.8550 [2020-11-06 02:18:57,202][root][INFO] - ===> Epoch[286](7414/26): Loss -0.1829, Sem 0.1508, dir -0.7052, norm 0.3715, swav 0.0000 LR: 2.961e-02 Score 95.438 Data time: 0.1837, Forward time: 2.2745, Backward time: 3.0688, DDP time: 0.0046, Total iter time: 6.1280 [2020-11-06 02:19:03,509][root][INFO] - ===> Epoch[286](7415/26): Loss -0.2581, Sem 0.1419, dir -0.7390, norm 0.3391, swav 0.0000 LR: 2.960e-02 Score 95.279 Data time: 0.2222, Forward time: 2.2745, Backward time: 3.0689, DDP time: 0.0046, Total iter time: 6.2221 [2020-11-06 02:19:09,435][root][INFO] - ===> Epoch[286](7416/26): Loss -0.2332, Sem 0.1810, dir -0.7468, norm 0.3326, swav 0.0000 LR: 2.959e-02 Score 94.282 Data time: 0.2269, Forward time: 2.2745, Backward time: 3.0689, DDP time: 0.0046, Total iter time: 5.8253 [2020-11-06 02:19:16,030][root][INFO] - ===> Epoch[286](7417/26): Loss -0.1972, Sem 0.1589, dir -0.7116, norm 0.3554, swav 0.0000 LR: 2.958e-02 Score 95.223 Data time: 0.2934, Forward time: 2.2746, Backward time: 3.0689, DDP time: 0.0046, Total iter time: 6.4851 [2020-11-06 02:19:22,066][root][INFO] - ===> Epoch[286](7418/26): Loss -0.2435, Sem 0.1632, dir -0.7320, norm 0.3254, swav 0.0000 LR: 2.957e-02 Score 94.586 Data time: 0.2217, Forward time: 2.2746, Backward time: 3.0689, DDP time: 0.0046, Total iter time: 5.8920 [2020-11-06 02:19:29,580][root][INFO] - ===> Epoch[286](7419/26): Loss -0.2109, Sem 0.1572, dir -0.7019, norm 0.3338, swav 0.0000 LR: 2.956e-02 Score 95.189 Data time: 0.3592, Forward time: 2.2748, Backward time: 3.0690, DDP time: 0.0046, Total iter time: 7.4065 [2020-11-06 02:19:35,592][root][INFO] - ===> Epoch[286](7420/26): Loss -0.1534, Sem 0.1431, dir -0.6910, norm 0.3945, swav 0.0000 LR: 2.955e-02 Score 94.974 Data time: 0.2293, Forward time: 2.2748, Backward time: 3.0690, DDP time: 0.0046, Total iter time: 5.8675 [2020-11-06 02:19:41,726][root][INFO] - ===> Epoch[286](7421/26): Loss -0.2128, Sem 0.1436, dir -0.7148, norm 0.3583, swav 0.0000 LR: 2.954e-02 Score 95.299 Data time: 0.2142, Forward time: 2.2748, Backward time: 3.0691, DDP time: 0.0046, Total iter time: 6.0251 [2020-11-06 02:19:48,734][root][INFO] - ===> Epoch[286](7422/26): Loss -0.1741, Sem 0.1863, dir -0.7246, norm 0.3643, swav 0.0000 LR: 2.953e-02 Score 94.120 Data time: 0.1409, Forward time: 2.2747, Backward time: 3.0694, DDP time: 0.0046, Total iter time: 6.8933 [2020-11-06 02:19:54,570][root][INFO] - ===> Epoch[286](7423/26): Loss -0.2210, Sem 0.1329, dir -0.7000, norm 0.3461, swav 0.0000 LR: 2.952e-02 Score 95.542 Data time: 0.2371, Forward time: 2.2747, Backward time: 3.0694, DDP time: 0.0046, Total iter time: 5.7613 [2020-11-06 02:20:00,563][root][INFO] - ===> Epoch[286](7424/26): Loss -0.2371, Sem 0.1623, dir -0.7437, norm 0.3443, swav 0.0000 LR: 2.951e-02 Score 95.204 Data time: 0.2115, Forward time: 2.2747, Backward time: 3.0694, DDP time: 0.0046, Total iter time: 5.8546 [2020-11-06 02:20:05,884][root][INFO] - ===> Epoch[286](7425/26): Loss -0.2573, Sem 0.1415, dir -0.7569, norm 0.3581, swav 0.0000 LR: 2.950e-02 Score 95.315 Data time: 0.2152, Forward time: 2.2747, Backward time: 3.0694, DDP time: 0.0046, Total iter time: 5.2099 [2020-11-06 02:20:11,355][root][INFO] - ===> Epoch[286](7426/26): Loss -0.1530, Sem 0.1681, dir -0.6892, norm 0.3681, swav 0.0000 LR: 2.949e-02 Score 94.280 Data time: 0.2216, Forward time: 2.2747, Backward time: 3.0693, DDP time: 0.0046, Total iter time: 5.3427 [2020-11-06 02:20:17,414][root][INFO] - ===> Epoch[286](7427/26): Loss -0.2121, Sem 0.1398, dir -0.7157, norm 0.3638, swav 0.0000 LR: 2.948e-02 Score 95.301 Data time: 0.2066, Forward time: 2.2747, Backward time: 3.0693, DDP time: 0.0046, Total iter time: 5.9420 [2020-11-06 02:20:23,944][root][INFO] - ===> Epoch[286](7428/26): Loss -0.2067, Sem 0.1448, dir -0.7172, norm 0.3657, swav 0.0000 LR: 2.947e-02 Score 95.414 Data time: 0.1759, Forward time: 2.2746, Backward time: 3.0695, DDP time: 0.0046, Total iter time: 6.4133 [2020-11-06 02:20:28,770][root][INFO] - ===> Epoch[286](7429/26): Loss -0.2453, Sem 0.1638, dir -0.7298, norm 0.3207, swav 0.0000 LR: 2.946e-02 Score 95.166 Data time: 0.2229, Forward time: 2.2746, Backward time: 3.0694, DDP time: 0.0046, Total iter time: 4.7175 [2020-11-06 02:20:34,969][root][INFO] - ===> Epoch[286](7430/26): Loss -0.1451, Sem 0.1808, dir -0.7084, norm 0.3825, swav 0.0000 LR: 2.945e-02 Score 94.370 Data time: 0.2450, Forward time: 2.2747, Backward time: 3.0694, DDP time: 0.0046, Total iter time: 6.0902 [2020-11-06 02:20:41,571][root][INFO] - ===> Epoch[286](7431/26): Loss -0.2443, Sem 0.1663, dir -0.7461, norm 0.3354, swav 0.0000 LR: 2.944e-02 Score 94.479 Data time: 0.2441, Forward time: 2.2747, Backward time: 3.0695, DDP time: 0.0046, Total iter time: 6.4670 [2020-11-06 02:20:47,166][root][INFO] - ===> Epoch[286](7432/26): Loss -0.1953, Sem 0.1384, dir -0.6902, norm 0.3565, swav 0.0000 LR: 2.943e-02 Score 95.269 Data time: 0.2907, Forward time: 2.2748, Backward time: 3.0694, DDP time: 0.0046, Total iter time: 5.4787 [2020-11-06 02:20:52,614][root][INFO] - ===> Epoch[286](7433/26): Loss -0.1817, Sem 0.1847, dir -0.7194, norm 0.3530, swav 0.0000 LR: 2.942e-02 Score 94.254 Data time: 0.1746, Forward time: 2.2747, Backward time: 3.0694, DDP time: 0.0046, Total iter time: 5.3241 [2020-11-06 02:20:58,708][root][INFO] - ===> Epoch[286](7434/26): Loss -0.2300, Sem 0.1285, dir -0.7084, norm 0.3499, swav 0.0000 LR: 2.941e-02 Score 96.075 Data time: 0.1902, Forward time: 2.2747, Backward time: 3.0695, DDP time: 0.0046, Total iter time: 6.0089 [2020-11-06 02:21:04,106][root][INFO] - ===> Epoch[286](7435/26): Loss -0.2289, Sem 0.1385, dir -0.7303, norm 0.3629, swav 0.0000 LR: 2.940e-02 Score 95.033 Data time: 0.1861, Forward time: 2.2746, Backward time: 3.0695, DDP time: 0.0046, Total iter time: 5.3029 [2020-11-06 02:21:10,689][root][INFO] - ===> Epoch[286](7436/26): Loss -0.2283, Sem 0.1414, dir -0.7137, norm 0.3440, swav 0.0000 LR: 2.939e-02 Score 95.031 Data time: 0.2007, Forward time: 2.2746, Backward time: 3.0697, DDP time: 0.0046, Total iter time: 6.4844 [2020-11-06 02:21:15,881][root][INFO] - ===> Epoch[287](7437/26): Loss -0.2219, Sem 0.1682, dir -0.7556, norm 0.3655, swav 0.0000 LR: 2.938e-02 Score 94.667 Data time: 0.1879, Forward time: 2.2745, Backward time: 3.0696, DDP time: 0.0046, Total iter time: 5.1098 [2020-11-06 02:21:20,852][root][INFO] - ===> Epoch[287](7438/26): Loss -0.2429, Sem 0.1347, dir -0.7191, norm 0.3416, swav 0.0000 LR: 2.937e-02 Score 95.694 Data time: 0.2275, Forward time: 2.2745, Backward time: 3.0696, DDP time: 0.0046, Total iter time: 4.8716 [2020-11-06 02:21:26,273][root][INFO] - ===> Epoch[287](7439/26): Loss -0.2204, Sem 0.1445, dir -0.7097, norm 0.3448, swav 0.0000 LR: 2.936e-02 Score 95.286 Data time: 0.2170, Forward time: 2.2745, Backward time: 3.0695, DDP time: 0.0046, Total iter time: 5.2896 [2020-11-06 02:21:30,577][root][INFO] - ===> Epoch[287](7440/26): Loss -0.2446, Sem 0.1404, dir -0.7311, norm 0.3461, swav 0.0000 LR: 2.934e-02 Score 95.661 Data time: 0.1892, Forward time: 2.2745, Backward time: 3.0694, DDP time: 0.0046, Total iter time: 4.2056 [2020-11-06 02:21:37,852][root][INFO] - ===> Epoch[287](7441/26): Loss -0.1508, Sem 0.1872, dir -0.7230, norm 0.3850, swav 0.0000 LR: 2.933e-02 Score 94.363 Data time: 0.2422, Forward time: 2.2745, Backward time: 3.0695, DDP time: 0.0046, Total iter time: 7.1689 [2020-11-06 02:21:43,553][root][INFO] - ===> Epoch[287](7442/26): Loss -0.2563, Sem 0.1306, dir -0.7430, norm 0.3560, swav 0.0000 LR: 2.932e-02 Score 95.437 Data time: 0.3131, Forward time: 2.2746, Backward time: 3.0694, DDP time: 0.0046, Total iter time: 5.5759 [2020-11-06 02:21:49,385][root][INFO] - ===> Epoch[287](7443/26): Loss -0.2195, Sem 0.1520, dir -0.7236, norm 0.3522, swav 0.0000 LR: 2.931e-02 Score 95.465 Data time: 0.1989, Forward time: 2.2746, Backward time: 3.0695, DDP time: 0.0046, Total iter time: 5.7041 [2020-11-06 02:21:55,332][root][INFO] - ===> Epoch[287](7444/26): Loss -0.2314, Sem 0.1652, dir -0.7353, norm 0.3387, swav 0.0000 LR: 2.930e-02 Score 94.663 Data time: 0.2962, Forward time: 2.2747, Backward time: 3.0694, DDP time: 0.0046, Total iter time: 5.8440 [2020-11-06 02:22:00,852][root][INFO] - ===> Epoch[287](7445/26): Loss -0.2199, Sem 0.1479, dir -0.7101, norm 0.3423, swav 0.0000 LR: 2.929e-02 Score 95.349 Data time: 0.1686, Forward time: 2.2746, Backward time: 3.0694, DDP time: 0.0046, Total iter time: 5.3839 [2020-11-06 02:22:06,324][root][INFO] - ===> Epoch[287](7446/26): Loss -0.2363, Sem 0.1488, dir -0.7364, norm 0.3513, swav 0.0000 LR: 2.928e-02 Score 95.116 Data time: 0.2617, Forward time: 2.2747, Backward time: 3.0694, DDP time: 0.0046, Total iter time: 5.3747 [2020-11-06 02:22:12,322][root][INFO] - ===> Epoch[287](7447/26): Loss -0.2136, Sem 0.1395, dir -0.7036, norm 0.3505, swav 0.0000 LR: 2.927e-02 Score 95.072 Data time: 0.2304, Forward time: 2.2747, Backward time: 3.0694, DDP time: 0.0046, Total iter time: 5.8679 [2020-11-06 02:22:16,509][root][INFO] - ===> Epoch[287](7448/26): Loss -0.2291, Sem 0.1496, dir -0.7324, norm 0.3536, swav 0.0000 LR: 2.926e-02 Score 94.733 Data time: 0.1916, Forward time: 2.2746, Backward time: 3.0692, DDP time: 0.0046, Total iter time: 4.0716 [2020-11-06 02:22:22,268][root][INFO] - ===> Epoch[287](7449/26): Loss -0.2486, Sem 0.1432, dir -0.7308, norm 0.3390, swav 0.0000 LR: 2.925e-02 Score 95.282 Data time: 0.1588, Forward time: 2.2746, Backward time: 3.0693, DDP time: 0.0046, Total iter time: 5.6419 [2020-11-06 02:22:27,929][root][INFO] - ===> Epoch[287](7450/26): Loss -0.2452, Sem 0.1532, dir -0.7380, norm 0.3396, swav 0.0000 LR: 2.924e-02 Score 94.701 Data time: 0.2235, Forward time: 2.2746, Backward time: 3.0693, DDP time: 0.0046, Total iter time: 5.5626 [2020-11-06 02:22:34,785][root][INFO] - ===> Epoch[287](7451/26): Loss -0.1684, Sem 0.1612, dir -0.6975, norm 0.3680, swav 0.0000 LR: 2.923e-02 Score 94.178 Data time: 0.2392, Forward time: 2.2746, Backward time: 3.0694, DDP time: 0.0046, Total iter time: 6.7420 [2020-11-06 02:22:39,509][root][INFO] - ===> Epoch[287](7452/26): Loss -0.2556, Sem 0.1655, dir -0.7512, norm 0.3302, swav 0.0000 LR: 2.922e-02 Score 94.816 Data time: 0.2145, Forward time: 2.2746, Backward time: 3.0692, DDP time: 0.0046, Total iter time: 4.5893 [2020-11-06 02:22:44,444][root][INFO] - ===> Epoch[287](7453/26): Loss -0.2226, Sem 0.1457, dir -0.7205, norm 0.3523, swav 0.0000 LR: 2.921e-02 Score 95.084 Data time: 0.2186, Forward time: 2.2745, Backward time: 3.0692, DDP time: 0.0046, Total iter time: 4.8186 [2020-11-06 02:22:51,084][root][INFO] - ===> Epoch[287](7454/26): Loss -0.2000, Sem 0.1512, dir -0.7129, norm 0.3618, swav 0.0000 LR: 2.920e-02 Score 95.085 Data time: 0.3314, Forward time: 2.2747, Backward time: 3.0692, DDP time: 0.0046, Total iter time: 6.5289 [2020-11-06 02:22:55,884][root][INFO] - ===> Epoch[287](7455/26): Loss -0.1782, Sem 0.1439, dir -0.6973, norm 0.3752, swav 0.0000 LR: 2.919e-02 Score 95.291 Data time: 0.1922, Forward time: 2.2747, Backward time: 3.0690, DDP time: 0.0046, Total iter time: 4.6623 [2020-11-06 02:23:02,754][root][INFO] - ===> Epoch[287](7456/26): Loss -0.1550, Sem 0.1441, dir -0.6754, norm 0.3763, swav 0.0000 LR: 2.918e-02 Score 95.156 Data time: 0.2077, Forward time: 2.2746, Backward time: 3.0692, DDP time: 0.0046, Total iter time: 6.7733 [2020-11-06 02:23:08,956][root][INFO] - ===> Epoch[287](7457/26): Loss -0.2085, Sem 0.1695, dir -0.7223, norm 0.3443, swav 0.0000 LR: 2.917e-02 Score 93.849 Data time: 0.2406, Forward time: 2.2747, Backward time: 3.0692, DDP time: 0.0046, Total iter time: 6.0550 [2020-11-06 02:23:13,678][root][INFO] - ===> Epoch[287](7458/26): Loss -0.2606, Sem 0.1190, dir -0.7354, norm 0.3558, swav 0.0000 LR: 2.916e-02 Score 95.822 Data time: 0.2183, Forward time: 2.2747, Backward time: 3.0691, DDP time: 0.0046, Total iter time: 4.5972 [2020-11-06 02:23:19,576][root][INFO] - ===> Epoch[287](7459/26): Loss -0.1744, Sem 0.1828, dir -0.7340, norm 0.3768, swav 0.0000 LR: 2.915e-02 Score 93.965 Data time: 0.1849, Forward time: 2.2746, Backward time: 3.0691, DDP time: 0.0046, Total iter time: 5.7903 [2020-11-06 02:23:24,750][root][INFO] - ===> Epoch[287](7460/26): Loss -0.2382, Sem 0.1316, dir -0.7189, norm 0.3491, swav 0.0000 LR: 2.914e-02 Score 95.294 Data time: 0.2494, Forward time: 2.2747, Backward time: 3.0690, DDP time: 0.0046, Total iter time: 5.0524 [2020-11-06 02:23:31,244][root][INFO] - ===> Epoch[287](7461/26): Loss -0.2441, Sem 0.1468, dir -0.7311, norm 0.3401, swav 0.0000 LR: 2.913e-02 Score 95.453 Data time: 0.2025, Forward time: 2.2747, Backward time: 3.0691, DDP time: 0.0046, Total iter time: 6.3760 [2020-11-06 02:23:37,394][root][INFO] - ===> Epoch[287](7462/26): Loss -0.2009, Sem 0.1456, dir -0.7035, norm 0.3570, swav 0.0000 LR: 2.912e-02 Score 95.147 Data time: 0.2078, Forward time: 2.2746, Backward time: 3.0692, DDP time: 0.0046, Total iter time: 6.0483 [2020-11-06 02:23:44,552][root][INFO] - ===> Epoch[288](7463/26): Loss -0.2189, Sem 0.1461, dir -0.7141, norm 0.3492, swav 0.0000 LR: 2.911e-02 Score 95.577 Data time: 0.2220, Forward time: 2.2746, Backward time: 3.0694, DDP time: 0.0046, Total iter time: 7.0441 [2020-11-06 02:23:49,691][root][INFO] - ===> Epoch[288](7464/26): Loss -0.1636, Sem 0.1697, dir -0.7150, norm 0.3817, swav 0.0000 LR: 2.910e-02 Score 94.411 Data time: 0.2089, Forward time: 2.2746, Backward time: 3.0694, DDP time: 0.0046, Total iter time: 5.0210 [2020-11-06 02:23:54,997][root][INFO] - ===> Epoch[288](7465/26): Loss -0.2322, Sem 0.1345, dir -0.6997, norm 0.3330, swav 0.0000 LR: 2.909e-02 Score 95.289 Data time: 0.2605, Forward time: 2.2746, Backward time: 3.0692, DDP time: 0.0046, Total iter time: 5.1900 [2020-11-06 02:24:00,643][root][INFO] - ===> Epoch[288](7466/26): Loss -0.2090, Sem 0.1418, dir -0.7238, norm 0.3730, swav 0.0000 LR: 2.908e-02 Score 95.417 Data time: 0.2742, Forward time: 2.2747, Backward time: 3.0691, DDP time: 0.0046, Total iter time: 5.5364 [2020-11-06 02:24:05,600][root][INFO] - ===> Epoch[288](7467/26): Loss -0.2926, Sem 0.1206, dir -0.7577, norm 0.3446, swav 0.0000 LR: 2.907e-02 Score 95.921 Data time: 0.2398, Forward time: 2.2748, Backward time: 3.0690, DDP time: 0.0046, Total iter time: 4.8377 [2020-11-06 02:24:10,673][root][INFO] - ===> Epoch[288](7468/26): Loss -0.2176, Sem 0.1465, dir -0.7022, norm 0.3381, swav 0.0000 LR: 2.906e-02 Score 94.902 Data time: 0.1733, Forward time: 2.2747, Backward time: 3.0690, DDP time: 0.0046, Total iter time: 4.9692 [2020-11-06 02:24:15,554][root][INFO] - ===> Epoch[288](7469/26): Loss -0.1719, Sem 0.1691, dir -0.7343, norm 0.3934, swav 0.0000 LR: 2.905e-02 Score 94.731 Data time: 0.2318, Forward time: 2.2747, Backward time: 3.0688, DDP time: 0.0046, Total iter time: 4.7931 [2020-11-06 02:24:20,579][root][INFO] - ===> Epoch[288](7470/26): Loss -0.2061, Sem 0.1456, dir -0.7052, norm 0.3536, swav 0.0000 LR: 2.904e-02 Score 95.026 Data time: 0.2307, Forward time: 2.2747, Backward time: 3.0687, DDP time: 0.0046, Total iter time: 4.9212 [2020-11-06 02:24:26,750][root][INFO] - ===> Epoch[288](7471/26): Loss -0.1090, Sem 0.2070, dir -0.6876, norm 0.3716, swav 0.0000 LR: 2.902e-02 Score 93.466 Data time: 0.3017, Forward time: 2.2749, Backward time: 3.0687, DDP time: 0.0046, Total iter time: 6.0405 [2020-11-06 02:24:32,430][root][INFO] - ===> Epoch[288](7472/26): Loss -0.2885, Sem 0.1524, dir -0.7615, norm 0.3207, swav 0.0000 LR: 2.901e-02 Score 94.974 Data time: 0.1895, Forward time: 2.2748, Backward time: 3.0687, DDP time: 0.0046, Total iter time: 5.5383 [2020-11-06 02:24:37,847][root][INFO] - ===> Epoch[288](7473/26): Loss -0.2730, Sem 0.1367, dir -0.7370, norm 0.3272, swav 0.0000 LR: 2.900e-02 Score 95.671 Data time: 0.1685, Forward time: 2.2748, Backward time: 3.0687, DDP time: 0.0046, Total iter time: 5.3359 [2020-11-06 02:24:43,355][root][INFO] - ===> Epoch[288](7474/26): Loss -0.2292, Sem 0.1938, dir -0.7448, norm 0.3217, swav 0.0000 LR: 2.899e-02 Score 93.473 Data time: 0.1648, Forward time: 2.2747, Backward time: 3.0688, DDP time: 0.0046, Total iter time: 5.4304 [2020-11-06 02:24:48,471][root][INFO] - ===> Epoch[288](7475/26): Loss -0.2328, Sem 0.1246, dir -0.6981, norm 0.3408, swav 0.0000 LR: 2.898e-02 Score 96.095 Data time: 0.2281, Forward time: 2.2747, Backward time: 3.0687, DDP time: 0.0046, Total iter time: 5.0481 [2020-11-06 02:24:55,571][root][INFO] - ===> Epoch[288](7476/26): Loss -0.1802, Sem 0.1491, dir -0.6899, norm 0.3606, swav 0.0000 LR: 2.897e-02 Score 94.869 Data time: 0.2194, Forward time: 2.2747, Backward time: 3.0688, DDP time: 0.0046, Total iter time: 6.9769 [2020-11-06 02:25:01,888][root][INFO] - ===> Epoch[288](7477/26): Loss -0.2035, Sem 0.1621, dir -0.7536, norm 0.3879, swav 0.0000 LR: 2.896e-02 Score 94.890 Data time: 0.2590, Forward time: 2.2748, Backward time: 3.0689, DDP time: 0.0046, Total iter time: 6.2020 [2020-11-06 02:25:08,605][root][INFO] - ===> Epoch[288](7478/26): Loss -0.2377, Sem 0.1286, dir -0.7278, norm 0.3614, swav 0.0000 LR: 2.895e-02 Score 95.927 Data time: 0.2521, Forward time: 2.2748, Backward time: 3.0689, DDP time: 0.0046, Total iter time: 6.5887 [2020-11-06 02:25:14,699][root][INFO] - ===> Epoch[288](7479/26): Loss -0.1874, Sem 0.1707, dir -0.7178, norm 0.3598, swav 0.0000 LR: 2.894e-02 Score 94.183 Data time: 0.2834, Forward time: 2.2749, Backward time: 3.0689, DDP time: 0.0046, Total iter time: 5.9846 [2020-11-06 02:25:19,306][root][INFO] - ===> Epoch[288](7480/26): Loss -0.2565, Sem 0.1433, dir -0.7445, norm 0.3448, swav 0.0000 LR: 2.893e-02 Score 95.384 Data time: 0.2231, Forward time: 2.2748, Backward time: 3.0688, DDP time: 0.0046, Total iter time: 4.4873 [2020-11-06 02:25:25,405][root][INFO] - ===> Epoch[288](7481/26): Loss -0.1683, Sem 0.1364, dir -0.6763, norm 0.3716, swav 0.0000 LR: 2.892e-02 Score 95.064 Data time: 0.2472, Forward time: 2.2749, Backward time: 3.0688, DDP time: 0.0046, Total iter time: 5.9985 [2020-11-06 02:25:29,856][root][INFO] - ===> Epoch[288](7482/26): Loss -0.2012, Sem 0.1778, dir -0.7229, norm 0.3439, swav 0.0000 LR: 2.891e-02 Score 94.598 Data time: 0.1698, Forward time: 2.2748, Backward time: 3.0687, DDP time: 0.0046, Total iter time: 4.3132 [2020-11-06 02:25:34,970][root][INFO] - ===> Epoch[288](7483/26): Loss -0.2227, Sem 0.1466, dir -0.7291, norm 0.3598, swav 0.0000 LR: 2.890e-02 Score 94.955 Data time: 0.1386, Forward time: 2.2747, Backward time: 3.0687, DDP time: 0.0046, Total iter time: 5.0315 [2020-11-06 02:25:40,814][root][INFO] - ===> Epoch[288](7484/26): Loss -0.2411, Sem 0.1519, dir -0.7237, norm 0.3307, swav 0.0000 LR: 2.889e-02 Score 94.957 Data time: 0.2030, Forward time: 2.2747, Backward time: 3.0688, DDP time: 0.0046, Total iter time: 5.7709 [2020-11-06 02:25:46,730][root][INFO] - ===> Epoch[288](7485/26): Loss -0.2603, Sem 0.1692, dir -0.7648, norm 0.3354, swav 0.0000 LR: 2.888e-02 Score 94.883 Data time: 0.2935, Forward time: 2.2748, Backward time: 3.0687, DDP time: 0.0046, Total iter time: 5.8080 [2020-11-06 02:25:51,653][root][INFO] - ===> Epoch[288](7486/26): Loss -0.2234, Sem 0.1420, dir -0.7109, norm 0.3455, swav 0.0000 LR: 2.887e-02 Score 95.445 Data time: 0.2390, Forward time: 2.2748, Backward time: 3.0686, DDP time: 0.0046, Total iter time: 4.8014 [2020-11-06 02:25:57,155][root][INFO] - ===> Epoch[288](7487/26): Loss -0.2505, Sem 0.1491, dir -0.7320, norm 0.3324, swav 0.0000 LR: 2.886e-02 Score 95.399 Data time: 0.2686, Forward time: 2.2749, Backward time: 3.0685, DDP time: 0.0046, Total iter time: 5.3861 [2020-11-06 02:26:03,126][root][INFO] - ===> Epoch[288](7488/26): Loss -0.2140, Sem 0.1755, dir -0.7319, norm 0.3425, swav 0.0000 LR: 2.885e-02 Score 94.183 Data time: 0.2257, Forward time: 2.2749, Backward time: 3.0685, DDP time: 0.0046, Total iter time: 5.8520 [2020-11-06 02:26:09,674][root][INFO] - ===> Epoch[289](7489/26): Loss -0.2482, Sem 0.1373, dir -0.7333, norm 0.3478, swav 0.0000 LR: 2.884e-02 Score 95.384 Data time: 0.2239, Forward time: 2.2749, Backward time: 3.0686, DDP time: 0.0046, Total iter time: 6.4287 [2020-11-06 02:26:15,131][root][INFO] - ===> Epoch[289](7490/26): Loss -0.2188, Sem 0.1540, dir -0.7356, norm 0.3628, swav 0.0000 LR: 2.883e-02 Score 94.822 Data time: 0.2383, Forward time: 2.2749, Backward time: 3.0685, DDP time: 0.0046, Total iter time: 5.3422 [2020-11-06 02:26:20,948][root][INFO] - ===> Epoch[289](7491/26): Loss -0.2537, Sem 0.1440, dir -0.7418, norm 0.3441, swav 0.0000 LR: 2.882e-02 Score 95.446 Data time: 0.2101, Forward time: 2.2749, Backward time: 3.0685, DDP time: 0.0046, Total iter time: 5.6668 [2020-11-06 02:26:27,072][root][INFO] - ===> Epoch[289](7492/26): Loss -0.1935, Sem 0.1465, dir -0.7087, norm 0.3688, swav 0.0000 LR: 2.881e-02 Score 95.341 Data time: 0.2835, Forward time: 2.2750, Backward time: 3.0685, DDP time: 0.0046, Total iter time: 6.0120 [2020-11-06 02:26:32,746][root][INFO] - ===> Epoch[289](7493/26): Loss -0.2461, Sem 0.1494, dir -0.7390, norm 0.3436, swav 0.0000 LR: 2.880e-02 Score 95.283 Data time: 0.1770, Forward time: 2.2749, Backward time: 3.0685, DDP time: 0.0046, Total iter time: 5.5362 [2020-11-06 02:26:37,736][root][INFO] - ===> Epoch[289](7494/26): Loss -0.2261, Sem 0.1585, dir -0.7319, norm 0.3473, swav 0.0000 LR: 2.879e-02 Score 94.815 Data time: 0.1939, Forward time: 2.2749, Backward time: 3.0685, DDP time: 0.0046, Total iter time: 4.9237 [2020-11-06 02:26:44,185][root][INFO] - ===> Epoch[289](7495/26): Loss -0.2070, Sem 0.1426, dir -0.7159, norm 0.3664, swav 0.0000 LR: 2.878e-02 Score 95.352 Data time: 0.2424, Forward time: 2.2749, Backward time: 3.0685, DDP time: 0.0046, Total iter time: 6.3356 [2020-11-06 02:26:49,818][root][INFO] - ===> Epoch[289](7496/26): Loss -0.1748, Sem 0.1593, dir -0.6857, norm 0.3516, swav 0.0000 LR: 2.877e-02 Score 94.917 Data time: 0.1988, Forward time: 2.2749, Backward time: 3.0685, DDP time: 0.0046, Total iter time: 5.5029 [2020-11-06 02:26:56,067][root][INFO] - ===> Epoch[289](7497/26): Loss -0.2125, Sem 0.1486, dir -0.7336, norm 0.3725, swav 0.0000 LR: 2.876e-02 Score 94.692 Data time: 0.2530, Forward time: 2.2749, Backward time: 3.0686, DDP time: 0.0046, Total iter time: 6.1257 [2020-11-06 02:27:02,275][root][INFO] - ===> Epoch[289](7498/26): Loss -0.2234, Sem 0.1490, dir -0.7243, norm 0.3520, swav 0.0000 LR: 2.875e-02 Score 94.686 Data time: 0.3075, Forward time: 2.2751, Backward time: 3.0685, DDP time: 0.0046, Total iter time: 6.0695 [2020-11-06 02:27:09,035][root][INFO] - ===> Epoch[289](7499/26): Loss -0.2715, Sem 0.1398, dir -0.7416, norm 0.3302, swav 0.0000 LR: 2.874e-02 Score 95.165 Data time: 0.1831, Forward time: 2.2750, Backward time: 3.0687, DDP time: 0.0046, Total iter time: 6.6062 [2020-11-06 02:27:13,660][root][INFO] - ===> Epoch[289](7500/26): Loss -0.2484, Sem 0.1444, dir -0.7490, norm 0.3562, swav 0.0000 LR: 2.873e-02 Score 95.347 Data time: 0.2181, Forward time: 2.2750, Backward time: 3.0685, DDP time: 0.0046, Total iter time: 4.4997 [2020-11-06 02:27:14,427][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-11-06 02:27:14,638][root][INFO] - ===> Start testing [2020-11-06 02:28:37,640][root][INFO] - 101/312: Data time: 0.0048, Iter time: 0.2745 Loss 0.928 (AVG: 0.475) Score 79.268 (AVG: 88.394) mIOU 67.304 mAP 74.210 mAcc 77.094 IOU: 82.902 95.905 64.801 85.104 89.729 91.149 70.835 54.332 50.933 69.535 24.730 61.044 56.672 69.959 42.616 54.797 91.905 49.951 81.919 57.267 mAP: 82.407 96.587 67.961 80.513 91.265 87.199 69.310 71.495 58.673 78.132 47.184 59.323 63.368 70.457 58.787 93.919 95.154 72.472 80.934 59.049 mAcc: 93.900 98.107 79.981 89.451 94.231 95.676 78.762 60.895 61.161 86.580 50.195 71.897 76.320 83.273 52.884 64.522 93.372 57.146 83.510 70.026 [2020-11-06 02:30:03,399][root][INFO] - 201/312: Data time: 0.0064, Iter time: 0.4140 Loss 0.372 (AVG: 0.460) Score 90.018 (AVG: 88.593) mIOU 68.388 mAP 74.126 mAcc 77.688 IOU: 83.064 96.348 61.713 81.916 90.395 88.250 73.819 53.781 54.673 70.072 27.963 58.323 57.687 67.254 45.127 58.851 93.543 59.079 87.964 57.937 mAP: 82.381 96.257 65.521 74.743 90.110 84.893 70.660 66.930 63.010 76.246 50.778 53.064 62.923 71.742 58.568 90.787 96.097 80.864 85.445 61.505 mAcc: 93.217 98.208 79.730 85.305 94.707 94.557 83.413 62.730 68.590 86.012 44.567 66.893 73.990 79.410 54.275 66.461 95.370 66.168 90.024 70.134 [2020-11-06 02:31:27,455][root][INFO] - 301/312: Data time: 0.0061, Iter time: 0.2121 Loss 0.579 (AVG: 0.501) Score 84.843 (AVG: 87.928) mIOU 67.365 mAP 73.751 mAcc 76.911 IOU: 82.507 96.216 59.274 81.924 90.074 85.115 71.947 52.452 54.097 75.433 24.437 58.525 56.629 63.888 47.460 54.244 90.676 60.320 87.243 54.846 mAP: 82.108 96.083 65.047 75.413 90.408 83.806 70.558 66.680 64.015 72.161 46.243 55.193 63.653 74.939 58.241 91.343 96.266 80.561 83.107 59.204 mAcc: 93.093 98.321 78.853 85.036 94.954 93.270 82.498 60.222 70.260 87.169 39.291 68.071 71.636 77.942 58.001 62.538 92.987 68.571 90.197 65.306 [2020-11-06 02:31:34,669][root][INFO] - 312/312: Data time: 0.0027, Iter time: 0.1579 Loss 0.132 (AVG: 0.501) Score 95.651 (AVG: 87.924) mIOU 67.229 mAP 73.496 mAcc 76.783 IOU: 82.507 96.186 58.957 81.675 90.255 85.058 71.510 52.513 54.049 76.410 24.616 58.486 56.567 63.339 46.450 54.139 90.536 59.678 87.238 54.410 mAP: 82.099 96.144 64.498 74.219 90.306 82.754 70.312 66.761 64.341 72.553 45.856 54.463 64.131 74.320 57.128 91.343 96.327 79.875 83.107 59.395 mAcc: 93.038 98.318 78.784 84.777 95.010 93.219 82.329 60.303 70.639 87.656 39.459 67.933 71.261 77.375 57.175 62.538 93.079 67.631 90.197 64.930 [2020-11-06 02:31:34,670][root][INFO] - Finished test. Elapsed time: 260.0314 [2020-11-06 02:31:47,112][root][INFO] - [2020-11-06 02:31:47,113][root][INFO] - ################################################################ [2020-11-06 02:31:47,113][root][INFO] - what : AP AP_50% AP_25% [2020-11-06 02:31:47,113][root][INFO] - ################################################################ [2020-11-06 02:31:47,113][root][INFO] - cabinet : 0.165 0.357 0.625 [2020-11-06 02:31:47,113][root][INFO] - bed : 0.359 0.740 0.839 [2020-11-06 02:31:47,113][root][INFO] - chair : 0.490 0.699 0.795 [2020-11-06 02:31:47,113][root][INFO] - sofa : 0.310 0.567 0.801 [2020-11-06 02:31:47,113][root][INFO] - table : 0.263 0.466 0.588 [2020-11-06 02:31:47,113][root][INFO] - door : 0.187 0.367 0.489 [2020-11-06 02:31:47,113][root][INFO] - window : 0.082 0.199 0.432 [2020-11-06 02:31:47,113][root][INFO] - bookshelf : 0.175 0.473 0.711 [2020-11-06 02:31:47,113][root][INFO] - picture : 0.098 0.202 0.311 [2020-11-06 02:31:47,113][root][INFO] - counter : 0.039 0.156 0.408 [2020-11-06 02:31:47,113][root][INFO] - desk : 0.028 0.097 0.485 [2020-11-06 02:31:47,113][root][INFO] - curtain : 0.217 0.365 0.520 [2020-11-06 02:31:47,114][root][INFO] - refrigerator : 0.233 0.396 0.484 [2020-11-06 02:31:47,114][root][INFO] - shower curtain : 0.534 0.679 0.679 [2020-11-06 02:31:47,114][root][INFO] - toilet : 0.711 0.894 0.894 [2020-11-06 02:31:47,114][root][INFO] - sink : 0.179 0.530 0.819 [2020-11-06 02:31:47,114][root][INFO] - bathtub : 0.670 0.871 0.871 [2020-11-06 02:31:47,114][root][INFO] - otherfurniture : 0.302 0.464 0.635 [2020-11-06 02:31:47,114][root][INFO] - ---------------------------------------------------------------- [2020-11-06 02:31:47,114][root][INFO] - average : 0.280 0.473 0.633 [2020-11-06 02:31:47,114][root][INFO] - [2020-11-06 02:31:47,316][root][INFO] - Summary name validation/mAP@0.5 is illegal; using validation/mAP_0.5 instead. [2020-11-06 02:31:47,317][root][INFO] - Current best mIoU: 67.677 at iter 7000 [2020-11-06 02:31:51,244][root][INFO] - ===> Epoch[289](7501/26): Loss -0.1909, Sem 0.1197, dir -0.6692, norm 0.3585, swav 0.0000 LR: 2.871e-02 Score 95.948 Data time: 0.1799, Forward time: 2.2749, Backward time: 3.0684, DDP time: 0.0046, Total iter time: 3.9200 [2020-11-06 02:31:57,335][root][INFO] - ===> Epoch[289](7502/26): Loss -0.2447, Sem 0.1366, dir -0.7413, norm 0.3599, swav 0.0000 LR: 2.870e-02 Score 95.366 Data time: 0.2314, Forward time: 2.2749, Backward time: 3.0684, DDP time: 0.0046, Total iter time: 5.9876 [2020-11-06 02:32:02,625][root][INFO] - ===> Epoch[289](7503/26): Loss -0.2407, Sem 0.1306, dir -0.7248, norm 0.3534, swav 0.0000 LR: 2.869e-02 Score 95.754 Data time: 0.1658, Forward time: 2.2749, Backward time: 3.0684, DDP time: 0.0046, Total iter time: 5.1750 [2020-11-06 02:32:08,739][root][INFO] - ===> Epoch[289](7504/26): Loss -0.2086, Sem 0.1394, dir -0.7344, norm 0.3864, swav 0.0000 LR: 2.868e-02 Score 95.365 Data time: 0.2212, Forward time: 2.2749, Backward time: 3.0684, DDP time: 0.0046, Total iter time: 6.0207 [2020-11-06 02:32:14,485][root][INFO] - ===> Epoch[289](7505/26): Loss -0.2530, Sem 0.1317, dir -0.7245, norm 0.3397, swav 0.0000 LR: 2.867e-02 Score 96.198 Data time: 0.2105, Forward time: 2.2749, Backward time: 3.0684, DDP time: 0.0046, Total iter time: 5.6206 [2020-11-06 02:32:19,676][root][INFO] - ===> Epoch[289](7506/26): Loss -0.2821, Sem 0.1296, dir -0.7452, norm 0.3335, swav 0.0000 LR: 2.866e-02 Score 95.961 Data time: 0.1666, Forward time: 2.2748, Backward time: 3.0684, DDP time: 0.0046, Total iter time: 5.0630 [2020-11-06 02:32:25,009][root][INFO] - ===> Epoch[289](7507/26): Loss -0.2209, Sem 0.1620, dir -0.7167, norm 0.3338, swav 0.0000 LR: 2.865e-02 Score 94.533 Data time: 0.2005, Forward time: 2.2748, Backward time: 3.0684, DDP time: 0.0046, Total iter time: 5.2319 [2020-11-06 02:32:31,488][root][INFO] - ===> Epoch[289](7508/26): Loss -0.2000, Sem 0.1482, dir -0.6992, norm 0.3510, swav 0.0000 LR: 2.864e-02 Score 94.927 Data time: 0.2175, Forward time: 2.2748, Backward time: 3.0685, DDP time: 0.0046, Total iter time: 6.3593 [2020-11-06 02:32:36,732][root][INFO] - ===> Epoch[289](7509/26): Loss -0.3250, Sem 0.1399, dir -0.7729, norm 0.3080, swav 0.0000 LR: 2.863e-02 Score 95.216 Data time: 0.1696, Forward time: 2.2748, Backward time: 3.0685, DDP time: 0.0046, Total iter time: 5.1321 [2020-11-06 02:32:41,930][root][INFO] - ===> Epoch[289](7510/26): Loss -0.2439, Sem 0.1624, dir -0.7296, norm 0.3233, swav 0.0000 LR: 2.862e-02 Score 94.432 Data time: 0.1968, Forward time: 2.2747, Backward time: 3.0684, DDP time: 0.0046, Total iter time: 5.0905 [2020-11-06 02:32:47,926][root][INFO] - ===> Epoch[289](7511/26): Loss -0.2348, Sem 0.1340, dir -0.7106, norm 0.3418, swav 0.0000 LR: 2.861e-02 Score 95.765 Data time: 0.2149, Forward time: 2.2747, Backward time: 3.0685, DDP time: 0.0046, Total iter time: 5.8880 [2020-11-06 02:32:52,556][root][INFO] - ===> Epoch[289](7512/26): Loss -0.1744, Sem 0.1645, dir -0.7072, norm 0.3683, swav 0.0000 LR: 2.860e-02 Score 94.759 Data time: 0.2658, Forward time: 2.2747, Backward time: 3.0683, DDP time: 0.0046, Total iter time: 4.5154 [2020-11-06 02:32:58,201][root][INFO] - ===> Epoch[289](7513/26): Loss -0.1669, Sem 0.1659, dir -0.6887, norm 0.3560, swav 0.0000 LR: 2.859e-02 Score 94.479 Data time: 0.2198, Forward time: 2.2747, Backward time: 3.0683, DDP time: 0.0046, Total iter time: 5.5256 [2020-11-06 02:33:05,419][root][INFO] - ===> Epoch[289](7514/26): Loss -0.1761, Sem 0.1539, dir -0.6909, norm 0.3609, swav 0.0000 LR: 2.858e-02 Score 94.954 Data time: 0.2668, Forward time: 2.2748, Backward time: 3.0684, DDP time: 0.0046, Total iter time: 7.0851 [2020-11-06 02:33:10,798][root][INFO] - ===> Epoch[290](7515/26): Loss -0.2154, Sem 0.1567, dir -0.7281, norm 0.3559, swav 0.0000 LR: 2.857e-02 Score 95.396 Data time: 0.1735, Forward time: 2.2748, Backward time: 3.0684, DDP time: 0.0046, Total iter time: 5.2325 [2020-11-06 02:33:15,116][root][INFO] - ===> Epoch[290](7516/26): Loss -0.3145, Sem 0.1419, dir -0.7749, norm 0.3185, swav 0.0000 LR: 2.856e-02 Score 95.262 Data time: 0.2090, Forward time: 2.2747, Backward time: 3.0683, DDP time: 0.0046, Total iter time: 4.2258 [2020-11-06 02:33:20,923][root][INFO] - ===> Epoch[290](7517/26): Loss -0.1427, Sem 0.1741, dir -0.6841, norm 0.3673, swav 0.0000 LR: 2.855e-02 Score 94.044 Data time: 0.2507, Forward time: 2.2748, Backward time: 3.0682, DDP time: 0.0046, Total iter time: 5.6988 [2020-11-06 02:33:25,919][root][INFO] - ===> Epoch[290](7518/26): Loss -0.2437, Sem 0.1390, dir -0.7089, norm 0.3263, swav 0.0000 LR: 2.854e-02 Score 95.397 Data time: 0.1407, Forward time: 2.2747, Backward time: 3.0682, DDP time: 0.0046, Total iter time: 4.8415 [2020-11-06 02:33:32,280][root][INFO] - ===> Epoch[290](7519/26): Loss -0.2299, Sem 0.1651, dir -0.7409, norm 0.3458, swav 0.0000 LR: 2.853e-02 Score 95.021 Data time: 0.1865, Forward time: 2.2746, Backward time: 3.0684, DDP time: 0.0046, Total iter time: 6.2671 [2020-11-06 02:33:37,634][root][INFO] - ===> Epoch[290](7520/26): Loss -0.2097, Sem 0.1533, dir -0.7077, norm 0.3447, swav 0.0000 LR: 2.852e-02 Score 95.302 Data time: 0.2083, Forward time: 2.2746, Backward time: 3.0683, DDP time: 0.0046, Total iter time: 5.2720 [2020-11-06 02:33:42,813][root][INFO] - ===> Epoch[290](7521/26): Loss -0.1796, Sem 0.1614, dir -0.7344, norm 0.3934, swav 0.0000 LR: 2.851e-02 Score 94.474 Data time: 0.2379, Forward time: 2.2747, Backward time: 3.0682, DDP time: 0.0046, Total iter time: 5.0596 [2020-11-06 02:33:48,581][root][INFO] - ===> Epoch[290](7522/26): Loss -0.2068, Sem 0.1495, dir -0.7186, norm 0.3623, swav 0.0000 LR: 2.850e-02 Score 95.129 Data time: 0.2318, Forward time: 2.2747, Backward time: 3.0682, DDP time: 0.0046, Total iter time: 5.6566 [2020-11-06 02:33:53,800][root][INFO] - ===> Epoch[290](7523/26): Loss -0.2095, Sem 0.1518, dir -0.7233, norm 0.3620, swav 0.0000 LR: 2.849e-02 Score 95.073 Data time: 0.1798, Forward time: 2.2746, Backward time: 3.0682, DDP time: 0.0046, Total iter time: 5.0789 [2020-11-06 02:33:59,863][root][INFO] - ===> Epoch[290](7524/26): Loss -0.1899, Sem 0.1421, dir -0.7268, norm 0.3947, swav 0.0000 LR: 2.848e-02 Score 95.026 Data time: 0.2824, Forward time: 2.2747, Backward time: 3.0681, DDP time: 0.0046, Total iter time: 5.9759 [2020-11-06 02:34:05,016][root][INFO] - ===> Epoch[290](7525/26): Loss -0.2425, Sem 0.1555, dir -0.7321, norm 0.3341, swav 0.0000 LR: 2.847e-02 Score 94.929 Data time: 0.1882, Forward time: 2.2747, Backward time: 3.0681, DDP time: 0.0046, Total iter time: 5.0131 [2020-11-06 02:34:10,379][root][INFO] - ===> Epoch[290](7526/26): Loss -0.1682, Sem 0.1877, dir -0.7256, norm 0.3697, swav 0.0000 LR: 2.846e-02 Score 94.011 Data time: 0.1893, Forward time: 2.2747, Backward time: 3.0680, DDP time: 0.0046, Total iter time: 5.2720 [2020-11-06 02:34:17,551][root][INFO] - ===> Epoch[290](7527/26): Loss -0.2768, Sem 0.1450, dir -0.7484, norm 0.3266, swav 0.0000 LR: 2.845e-02 Score 95.285 Data time: 0.1586, Forward time: 2.2746, Backward time: 3.0683, DDP time: 0.0046, Total iter time: 7.0739 [2020-11-06 02:34:23,145][root][INFO] - ===> Epoch[290](7528/26): Loss -0.2828, Sem 0.1419, dir -0.7360, norm 0.3112, swav 0.0000 LR: 2.844e-02 Score 95.130 Data time: 0.2995, Forward time: 2.2746, Backward time: 3.0682, DDP time: 0.0046, Total iter time: 5.5008 [2020-11-06 02:34:28,390][root][INFO] - ===> Epoch[290](7529/26): Loss -0.2459, Sem 0.1062, dir -0.6960, norm 0.3439, swav 0.0000 LR: 2.843e-02 Score 96.275 Data time: 0.2390, Forward time: 2.2747, Backward time: 3.0681, DDP time: 0.0046, Total iter time: 5.1107 [2020-11-06 02:34:34,657][root][INFO] - ===> Epoch[290](7530/26): Loss -0.2329, Sem 0.1471, dir -0.7206, norm 0.3406, swav 0.0000 LR: 2.841e-02 Score 95.472 Data time: 0.1713, Forward time: 2.2746, Backward time: 3.0682, DDP time: 0.0046, Total iter time: 6.1513 [2020-11-06 02:34:40,502][root][INFO] - ===> Epoch[290](7531/26): Loss -0.1686, Sem 0.1525, dir -0.7148, norm 0.3937, swav 0.0000 LR: 2.840e-02 Score 95.111 Data time: 0.2858, Forward time: 2.2747, Backward time: 3.0682, DDP time: 0.0046, Total iter time: 5.7464 [2020-11-06 02:34:47,151][root][INFO] - ===> Epoch[290](7532/26): Loss -0.2169, Sem 0.1440, dir -0.7142, norm 0.3532, swav 0.0000 LR: 2.839e-02 Score 94.921 Data time: 0.2039, Forward time: 2.2747, Backward time: 3.0683, DDP time: 0.0046, Total iter time: 6.5301 [2020-11-06 02:34:52,527][root][INFO] - ===> Epoch[290](7533/26): Loss -0.2108, Sem 0.1392, dir -0.7146, norm 0.3646, swav 0.0000 LR: 2.838e-02 Score 95.122 Data time: 0.1731, Forward time: 2.2747, Backward time: 3.0683, DDP time: 0.0046, Total iter time: 5.2635 [2020-11-06 02:34:57,854][root][INFO] - ===> Epoch[290](7534/26): Loss -0.1819, Sem 0.1590, dir -0.7153, norm 0.3743, swav 0.0000 LR: 2.837e-02 Score 94.656 Data time: 0.2708, Forward time: 2.2747, Backward time: 3.0682, DDP time: 0.0046, Total iter time: 5.2243 [2020-11-06 02:35:03,519][root][INFO] - ===> Epoch[290](7535/26): Loss -0.2845, Sem 0.1271, dir -0.7422, norm 0.3305, swav 0.0000 LR: 2.836e-02 Score 95.509 Data time: 0.3153, Forward time: 2.2748, Backward time: 3.0681, DDP time: 0.0046, Total iter time: 5.5259 [2020-11-06 02:35:09,604][root][INFO] - ===> Epoch[290](7536/26): Loss -0.2053, Sem 0.1476, dir -0.7079, norm 0.3551, swav 0.0000 LR: 2.835e-02 Score 95.112 Data time: 0.2534, Forward time: 2.2749, Backward time: 3.0681, DDP time: 0.0046, Total iter time: 5.9372 [2020-11-06 02:35:14,370][root][INFO] - ===> Epoch[290](7537/26): Loss -0.2564, Sem 0.1404, dir -0.7322, norm 0.3354, swav 0.0000 LR: 2.834e-02 Score 94.748 Data time: 0.2062, Forward time: 2.2749, Backward time: 3.0679, DDP time: 0.0046, Total iter time: 4.6081 [2020-11-06 02:35:19,357][root][INFO] - ===> Epoch[290](7538/26): Loss -0.2100, Sem 0.1329, dir -0.7267, norm 0.3839, swav 0.0000 LR: 2.833e-02 Score 95.998 Data time: 0.2028, Forward time: 2.2748, Backward time: 3.0678, DDP time: 0.0046, Total iter time: 4.8841 [2020-11-06 02:35:25,665][root][INFO] - ===> Epoch[290](7539/26): Loss -0.2654, Sem 0.1313, dir -0.7363, norm 0.3396, swav 0.0000 LR: 2.832e-02 Score 95.480 Data time: 0.2030, Forward time: 2.2748, Backward time: 3.0679, DDP time: 0.0046, Total iter time: 6.2220 [2020-11-06 02:35:31,394][root][INFO] - ===> Epoch[290](7540/26): Loss -0.1869, Sem 0.1660, dir -0.7324, norm 0.3794, swav 0.0000 LR: 2.831e-02 Score 95.078 Data time: 0.2298, Forward time: 2.2748, Backward time: 3.0679, DDP time: 0.0046, Total iter time: 5.6101 [2020-11-06 02:35:36,482][root][INFO] - ===> Epoch[291](7541/26): Loss -0.2325, Sem 0.1643, dir -0.7443, norm 0.3476, swav 0.0000 LR: 2.830e-02 Score 94.344 Data time: 0.2431, Forward time: 2.2748, Backward time: 3.0679, DDP time: 0.0046, Total iter time: 4.9820 [2020-11-06 02:35:42,813][root][INFO] - ===> Epoch[291](7542/26): Loss -0.1952, Sem 0.1642, dir -0.7100, norm 0.3507, swav 0.0000 LR: 2.829e-02 Score 94.398 Data time: 0.3218, Forward time: 2.2749, Backward time: 3.0678, DDP time: 0.0046, Total iter time: 6.2223 [2020-11-06 02:35:48,827][root][INFO] - ===> Epoch[291](7543/26): Loss -0.2289, Sem 0.1548, dir -0.7356, norm 0.3519, swav 0.0000 LR: 2.828e-02 Score 94.755 Data time: 0.2569, Forward time: 2.2750, Backward time: 3.0678, DDP time: 0.0046, Total iter time: 5.8680 [2020-11-06 02:35:54,753][root][INFO] - ===> Epoch[291](7544/26): Loss -0.2267, Sem 0.1516, dir -0.7375, norm 0.3592, swav 0.0000 LR: 2.827e-02 Score 94.752 Data time: 0.1792, Forward time: 2.2749, Backward time: 3.0678, DDP time: 0.0046, Total iter time: 5.7788 [2020-11-06 02:36:01,597][root][INFO] - ===> Epoch[291](7545/26): Loss -0.1820, Sem 0.1649, dir -0.7156, norm 0.3687, swav 0.0000 LR: 2.826e-02 Score 94.750 Data time: 0.3376, Forward time: 2.2751, Backward time: 3.0678, DDP time: 0.0046, Total iter time: 6.7369 [2020-11-06 02:36:07,664][root][INFO] - ===> Epoch[291](7546/26): Loss -0.2723, Sem 0.1471, dir -0.7484, norm 0.3290, swav 0.0000 LR: 2.825e-02 Score 95.708 Data time: 0.1871, Forward time: 2.2751, Backward time: 3.0679, DDP time: 0.0046, Total iter time: 5.9264 [2020-11-06 02:36:13,673][root][INFO] - ===> Epoch[291](7547/26): Loss -0.2907, Sem 0.1327, dir -0.7458, norm 0.3223, swav 0.0000 LR: 2.824e-02 Score 95.452 Data time: 0.1383, Forward time: 2.2750, Backward time: 3.0680, DDP time: 0.0046, Total iter time: 5.9071 [2020-11-06 02:36:19,536][root][INFO] - ===> Epoch[291](7548/26): Loss -0.2554, Sem 0.1340, dir -0.7336, norm 0.3442, swav 0.0000 LR: 2.823e-02 Score 95.665 Data time: 0.1672, Forward time: 2.2749, Backward time: 3.0681, DDP time: 0.0046, Total iter time: 5.7893 [2020-11-06 02:36:24,626][root][INFO] - ===> Epoch[291](7549/26): Loss -0.2176, Sem 0.1338, dir -0.6977, norm 0.3463, swav 0.0000 LR: 2.822e-02 Score 95.126 Data time: 0.1581, Forward time: 2.2748, Backward time: 3.0681, DDP time: 0.0046, Total iter time: 4.9905 [2020-11-06 02:36:31,106][root][INFO] - ===> Epoch[291](7550/26): Loss -0.2277, Sem 0.1577, dir -0.7341, norm 0.3487, swav 0.0000 LR: 2.821e-02 Score 95.257 Data time: 0.1886, Forward time: 2.2748, Backward time: 3.0682, DDP time: 0.0046, Total iter time: 6.3875 [2020-11-06 02:36:37,021][root][INFO] - ===> Epoch[291](7551/26): Loss -0.2564, Sem 0.1440, dir -0.7589, norm 0.3585, swav 0.0000 LR: 2.820e-02 Score 95.106 Data time: 0.2733, Forward time: 2.2748, Backward time: 3.0682, DDP time: 0.0046, Total iter time: 5.7937 [2020-11-06 02:36:42,519][root][INFO] - ===> Epoch[291](7552/26): Loss -0.2528, Sem 0.1334, dir -0.7254, norm 0.3392, swav 0.0000 LR: 2.819e-02 Score 95.513 Data time: 0.2576, Forward time: 2.2749, Backward time: 3.0681, DDP time: 0.0046, Total iter time: 5.3711 [2020-11-06 02:36:47,481][root][INFO] - ===> Epoch[291](7553/26): Loss -0.1502, Sem 0.1547, dir -0.6848, norm 0.3798, swav 0.0000 LR: 2.818e-02 Score 94.928 Data time: 0.1747, Forward time: 2.2748, Backward time: 3.0681, DDP time: 0.0046, Total iter time: 4.8380 [2020-11-06 02:36:53,247][root][INFO] - ===> Epoch[291](7554/26): Loss -0.2965, Sem 0.1253, dir -0.7440, norm 0.3222, swav 0.0000 LR: 2.817e-02 Score 95.926 Data time: 0.1967, Forward time: 2.2748, Backward time: 3.0681, DDP time: 0.0046, Total iter time: 5.6600 [2020-11-06 02:36:59,753][root][INFO] - ===> Epoch[291](7555/26): Loss -0.2489, Sem 0.1387, dir -0.7273, norm 0.3396, swav 0.0000 LR: 2.816e-02 Score 95.311 Data time: 0.2886, Forward time: 2.2748, Backward time: 3.0682, DDP time: 0.0046, Total iter time: 6.3965 [2020-11-06 02:37:05,262][root][INFO] - ===> Epoch[291](7556/26): Loss -0.1892, Sem 0.1527, dir -0.7220, norm 0.3801, swav 0.0000 LR: 2.815e-02 Score 94.752 Data time: 0.2345, Forward time: 2.2748, Backward time: 3.0682, DDP time: 0.0046, Total iter time: 5.3809 [2020-11-06 02:37:11,815][root][INFO] - ===> Epoch[291](7557/26): Loss -0.2751, Sem 0.1516, dir -0.7488, norm 0.3221, swav 0.0000 LR: 2.814e-02 Score 94.976 Data time: 0.2819, Forward time: 2.2749, Backward time: 3.0682, DDP time: 0.0046, Total iter time: 6.4371 [2020-11-06 02:37:17,636][root][INFO] - ===> Epoch[291](7558/26): Loss -0.2203, Sem 0.1455, dir -0.7140, norm 0.3482, swav 0.0000 LR: 2.812e-02 Score 95.326 Data time: 0.2102, Forward time: 2.2749, Backward time: 3.0682, DDP time: 0.0046, Total iter time: 5.6976 [2020-11-06 02:37:23,732][root][INFO] - ===> Epoch[291](7559/26): Loss -0.2590, Sem 0.1250, dir -0.7200, norm 0.3361, swav 0.0000 LR: 2.811e-02 Score 96.002 Data time: 0.2574, Forward time: 2.2750, Backward time: 3.0682, DDP time: 0.0046, Total iter time: 5.9773 [2020-11-06 02:37:30,221][root][INFO] - ===> Epoch[291](7560/26): Loss -0.2031, Sem 0.1521, dir -0.6930, norm 0.3378, swav 0.0000 LR: 2.810e-02 Score 95.184 Data time: 0.2138, Forward time: 2.2749, Backward time: 3.0683, DDP time: 0.0046, Total iter time: 6.3653 [2020-11-06 02:37:38,627][root][INFO] - ===> Epoch[291](7561/26): Loss -0.2221, Sem 0.1318, dir -0.7069, norm 0.3530, swav 0.0000 LR: 2.809e-02 Score 95.969 Data time: 0.2225, Forward time: 2.2749, Backward time: 3.0686, DDP time: 0.0046, Total iter time: 8.2838 [2020-11-06 02:37:44,846][root][INFO] - ===> Epoch[291](7562/26): Loss -0.2477, Sem 0.1487, dir -0.7517, norm 0.3553, swav 0.0000 LR: 2.808e-02 Score 94.716 Data time: 0.2240, Forward time: 2.2750, Backward time: 3.0686, DDP time: 0.0046, Total iter time: 6.0886 [2020-11-06 02:37:50,289][root][INFO] - ===> Epoch[291](7563/26): Loss -0.2269, Sem 0.1577, dir -0.7340, norm 0.3494, swav 0.0000 LR: 2.807e-02 Score 95.417 Data time: 0.2502, Forward time: 2.2750, Backward time: 3.0685, DDP time: 0.0046, Total iter time: 5.3068 [2020-11-06 02:37:54,888][root][INFO] - ===> Epoch[291](7564/26): Loss -0.2261, Sem 0.1435, dir -0.7285, norm 0.3589, swav 0.0000 LR: 2.806e-02 Score 94.965 Data time: 0.1396, Forward time: 2.2749, Backward time: 3.0685, DDP time: 0.0046, Total iter time: 4.4926 [2020-11-06 02:37:59,985][root][INFO] - ===> Epoch[291](7565/26): Loss -0.2532, Sem 0.1488, dir -0.7544, norm 0.3524, swav 0.0000 LR: 2.805e-02 Score 94.943 Data time: 0.1917, Forward time: 2.2749, Backward time: 3.0684, DDP time: 0.0046, Total iter time: 4.9969 [2020-11-06 02:38:05,583][root][INFO] - ===> Epoch[291](7566/26): Loss -0.1710, Sem 0.1781, dir -0.7228, norm 0.3737, swav 0.0000 LR: 2.804e-02 Score 94.045 Data time: 0.1573, Forward time: 2.2748, Backward time: 3.0685, DDP time: 0.0046, Total iter time: 5.4629 [2020-11-06 02:38:10,374][root][INFO] - ===> Epoch[292](7567/26): Loss -0.2379, Sem 0.1460, dir -0.7296, norm 0.3457, swav 0.0000 LR: 2.803e-02 Score 94.983 Data time: 0.1748, Forward time: 2.2748, Backward time: 3.0684, DDP time: 0.0046, Total iter time: 4.6941 [2020-11-06 02:38:15,940][root][INFO] - ===> Epoch[292](7568/26): Loss -0.1872, Sem 0.1539, dir -0.7044, norm 0.3633, swav 0.0000 LR: 2.802e-02 Score 94.983 Data time: 0.1777, Forward time: 2.2747, Backward time: 3.0684, DDP time: 0.0046, Total iter time: 5.4431 [2020-11-06 02:38:21,215][root][INFO] - ===> Epoch[292](7569/26): Loss -0.2058, Sem 0.1714, dir -0.7441, norm 0.3669, swav 0.0000 LR: 2.801e-02 Score 94.345 Data time: 0.2467, Forward time: 2.2748, Backward time: 3.0683, DDP time: 0.0046, Total iter time: 5.1834 [2020-11-06 02:38:26,858][root][INFO] - ===> Epoch[292](7570/26): Loss -0.2497, Sem 0.1553, dir -0.7552, norm 0.3502, swav 0.0000 LR: 2.800e-02 Score 95.109 Data time: 0.2063, Forward time: 2.2747, Backward time: 3.0684, DDP time: 0.0046, Total iter time: 5.5295 [2020-11-06 02:38:33,315][root][INFO] - ===> Epoch[292](7571/26): Loss -0.2584, Sem 0.1412, dir -0.7410, norm 0.3414, swav 0.0000 LR: 2.799e-02 Score 94.800 Data time: 0.2848, Forward time: 2.2748, Backward time: 3.0683, DDP time: 0.0046, Total iter time: 6.3424 [2020-11-06 02:38:39,926][root][INFO] - ===> Epoch[292](7572/26): Loss -0.2021, Sem 0.1521, dir -0.7100, norm 0.3558, swav 0.0000 LR: 2.798e-02 Score 95.195 Data time: 0.2454, Forward time: 2.2749, Backward time: 3.0684, DDP time: 0.0046, Total iter time: 6.4828 [2020-11-06 02:38:46,451][root][INFO] - ===> Epoch[292](7573/26): Loss -0.2002, Sem 0.1532, dir -0.7320, norm 0.3786, swav 0.0000 LR: 2.797e-02 Score 94.928 Data time: 0.1912, Forward time: 2.2749, Backward time: 3.0685, DDP time: 0.0046, Total iter time: 6.3874 [2020-11-06 02:38:51,823][root][INFO] - ===> Epoch[292](7574/26): Loss -0.2255, Sem 0.1630, dir -0.7254, norm 0.3369, swav 0.0000 LR: 2.796e-02 Score 94.453 Data time: 0.2289, Forward time: 2.2749, Backward time: 3.0685, DDP time: 0.0046, Total iter time: 5.2435 [2020-11-06 02:38:57,505][root][INFO] - ===> Epoch[292](7575/26): Loss -0.2980, Sem 0.1381, dir -0.7453, norm 0.3092, swav 0.0000 LR: 2.795e-02 Score 95.261 Data time: 0.1987, Forward time: 2.2749, Backward time: 3.0685, DDP time: 0.0046, Total iter time: 5.5550 [2020-11-06 02:39:03,461][root][INFO] - ===> Epoch[292](7576/26): Loss -0.2889, Sem 0.1330, dir -0.7535, norm 0.3316, swav 0.0000 LR: 2.794e-02 Score 95.379 Data time: 0.1421, Forward time: 2.2748, Backward time: 3.0686, DDP time: 0.0046, Total iter time: 5.8497 [2020-11-06 02:39:09,592][root][INFO] - ===> Epoch[292](7577/26): Loss -0.1490, Sem 0.1881, dir -0.7015, norm 0.3644, swav 0.0000 LR: 2.793e-02 Score 93.511 Data time: 0.2536, Forward time: 2.2748, Backward time: 3.0686, DDP time: 0.0046, Total iter time: 6.0512 [2020-11-06 02:39:16,608][root][INFO] - ===> Epoch[292](7578/26): Loss -0.2364, Sem 0.1219, dir -0.7076, norm 0.3493, swav 0.0000 LR: 2.792e-02 Score 96.153 Data time: 0.2914, Forward time: 2.2749, Backward time: 3.0687, DDP time: 0.0046, Total iter time: 6.8565 [2020-11-06 02:39:22,402][root][INFO] - ===> Epoch[292](7579/26): Loss -0.2222, Sem 0.1434, dir -0.7279, norm 0.3623, swav 0.0000 LR: 2.791e-02 Score 95.324 Data time: 0.2058, Forward time: 2.2749, Backward time: 3.0687, DDP time: 0.0046, Total iter time: 5.6278 [2020-11-06 02:39:27,799][root][INFO] - ===> Epoch[292](7580/26): Loss -0.2605, Sem 0.1350, dir -0.7397, norm 0.3443, swav 0.0000 LR: 2.790e-02 Score 95.764 Data time: 0.2314, Forward time: 2.2749, Backward time: 3.0686, DDP time: 0.0046, Total iter time: 5.2751 [2020-11-06 02:39:33,489][root][INFO] - ===> Epoch[292](7581/26): Loss -0.2459, Sem 0.1336, dir -0.7288, norm 0.3493, swav 0.0000 LR: 2.789e-02 Score 95.546 Data time: 0.1721, Forward time: 2.2748, Backward time: 3.0687, DDP time: 0.0046, Total iter time: 5.5810 [2020-11-06 02:39:38,243][root][INFO] - ===> Epoch[292](7582/26): Loss -0.2878, Sem 0.1337, dir -0.7479, norm 0.3263, swav 0.0000 LR: 2.788e-02 Score 95.241 Data time: 0.2268, Forward time: 2.2748, Backward time: 3.0686, DDP time: 0.0046, Total iter time: 4.6672 [2020-11-06 02:39:44,695][root][INFO] - ===> Epoch[292](7583/26): Loss -0.1964, Sem 0.1643, dir -0.7031, norm 0.3424, swav 0.0000 LR: 2.787e-02 Score 95.159 Data time: 0.3232, Forward time: 2.2749, Backward time: 3.0685, DDP time: 0.0046, Total iter time: 6.3494 [2020-11-06 02:39:50,410][root][INFO] - ===> Epoch[292](7584/26): Loss -0.1895, Sem 0.1415, dir -0.6868, norm 0.3557, swav 0.0000 LR: 2.786e-02 Score 95.100 Data time: 0.2319, Forward time: 2.2750, Backward time: 3.0685, DDP time: 0.0046, Total iter time: 5.5525 [2020-11-06 02:39:56,213][root][INFO] - ===> Epoch[292](7585/26): Loss -0.2730, Sem 0.1052, dir -0.7307, norm 0.3525, swav 0.0000 LR: 2.785e-02 Score 96.639 Data time: 0.2808, Forward time: 2.2751, Backward time: 3.0684, DDP time: 0.0046, Total iter time: 5.6850 [2020-11-06 02:40:01,156][root][INFO] - ===> Epoch[292](7586/26): Loss -0.2091, Sem 0.1508, dir -0.7158, norm 0.3558, swav 0.0000 LR: 2.783e-02 Score 95.238 Data time: 0.1618, Forward time: 2.2750, Backward time: 3.0684, DDP time: 0.0046, Total iter time: 4.8068 [2020-11-06 02:40:08,266][root][INFO] - ===> Epoch[292](7587/26): Loss -0.2009, Sem 0.1617, dir -0.7471, norm 0.3845, swav 0.0000 LR: 2.782e-02 Score 94.822 Data time: 0.2916, Forward time: 2.2751, Backward time: 3.0685, DDP time: 0.0046, Total iter time: 7.0054 [2020-11-06 02:40:12,959][root][INFO] - ===> Epoch[292](7588/26): Loss -0.2782, Sem 0.1312, dir -0.7215, norm 0.3121, swav 0.0000 LR: 2.781e-02 Score 95.646 Data time: 0.2499, Forward time: 2.2751, Backward time: 3.0683, DDP time: 0.0046, Total iter time: 4.5544 [2020-11-06 02:40:19,803][root][INFO] - ===> Epoch[292](7589/26): Loss -0.2277, Sem 0.1526, dir -0.7362, norm 0.3559, swav 0.0000 LR: 2.780e-02 Score 95.211 Data time: 0.2153, Forward time: 2.2751, Backward time: 3.0684, DDP time: 0.0046, Total iter time: 6.7387 [2020-11-06 02:40:24,664][root][INFO] - ===> Epoch[292](7590/26): Loss -0.2975, Sem 0.1351, dir -0.7543, norm 0.3217, swav 0.0000 LR: 2.779e-02 Score 95.507 Data time: 0.1749, Forward time: 2.2750, Backward time: 3.0684, DDP time: 0.0046, Total iter time: 4.7468 [2020-11-06 02:40:30,315][root][INFO] - ===> Epoch[292](7591/26): Loss -0.2386, Sem 0.1468, dir -0.7286, norm 0.3431, swav 0.0000 LR: 2.778e-02 Score 95.453 Data time: 0.2740, Forward time: 2.2751, Backward time: 3.0683, DDP time: 0.0046, Total iter time: 5.5633 [2020-11-06 02:40:37,432][root][INFO] - ===> Epoch[292](7592/26): Loss -0.1629, Sem 0.1255, dir -0.6612, norm 0.3728, swav 0.0000 LR: 2.777e-02 Score 96.464 Data time: 0.2232, Forward time: 2.2751, Backward time: 3.0684, DDP time: 0.0046, Total iter time: 6.9931 [2020-11-06 02:40:42,311][root][INFO] - ===> Epoch[293](7593/26): Loss -0.2139, Sem 0.1320, dir -0.6822, norm 0.3363, swav 0.0000 LR: 2.776e-02 Score 95.166 Data time: 0.1571, Forward time: 2.2751, Backward time: 3.0684, DDP time: 0.0046, Total iter time: 4.7496 [2020-11-06 02:40:49,131][root][INFO] - ===> Epoch[293](7594/26): Loss -0.2653, Sem 0.1421, dir -0.7457, norm 0.3383, swav 0.0000 LR: 2.775e-02 Score 95.075 Data time: 0.1815, Forward time: 2.2750, Backward time: 3.0686, DDP time: 0.0046, Total iter time: 6.7185 [2020-11-06 02:40:55,484][root][INFO] - ===> Epoch[293](7595/26): Loss -0.1822, Sem 0.1618, dir -0.7023, norm 0.3583, swav 0.0000 LR: 2.774e-02 Score 94.948 Data time: 0.2964, Forward time: 2.2751, Backward time: 3.0686, DDP time: 0.0046, Total iter time: 6.2421 [2020-11-06 02:41:00,891][root][INFO] - ===> Epoch[293](7596/26): Loss -0.2444, Sem 0.1605, dir -0.7314, norm 0.3264, swav 0.0000 LR: 2.773e-02 Score 94.699 Data time: 0.1739, Forward time: 2.2751, Backward time: 3.0686, DDP time: 0.0046, Total iter time: 5.2743 [2020-11-06 02:41:06,028][root][INFO] - ===> Epoch[293](7597/26): Loss -0.2105, Sem 0.1696, dir -0.7326, norm 0.3525, swav 0.0000 LR: 2.772e-02 Score 94.463 Data time: 0.1950, Forward time: 2.2750, Backward time: 3.0685, DDP time: 0.0046, Total iter time: 5.0241 [2020-11-06 02:41:10,989][root][INFO] - ===> Epoch[293](7598/26): Loss -0.1853, Sem 0.1428, dir -0.7161, norm 0.3879, swav 0.0000 LR: 2.771e-02 Score 95.735 Data time: 0.1820, Forward time: 2.2750, Backward time: 3.0685, DDP time: 0.0046, Total iter time: 4.8493 [2020-11-06 02:41:18,015][root][INFO] - ===> Epoch[293](7599/26): Loss -0.2438, Sem 0.1392, dir -0.7377, norm 0.3548, swav 0.0000 LR: 2.770e-02 Score 95.702 Data time: 0.1671, Forward time: 2.2749, Backward time: 3.0687, DDP time: 0.0046, Total iter time: 6.9272 [2020-11-06 02:41:24,095][root][INFO] - ===> Epoch[293](7600/26): Loss -0.1775, Sem 0.1725, dir -0.7201, norm 0.3701, swav 0.0000 LR: 2.769e-02 Score 94.571 Data time: 0.3096, Forward time: 2.2750, Backward time: 3.0687, DDP time: 0.0046, Total iter time: 6.0042 [2020-11-06 02:41:30,261][root][INFO] - ===> Epoch[293](7601/26): Loss -0.2061, Sem 0.1502, dir -0.7304, norm 0.3742, swav 0.0000 LR: 2.768e-02 Score 94.788 Data time: 0.2012, Forward time: 2.2750, Backward time: 3.0687, DDP time: 0.0046, Total iter time: 6.0248 [2020-11-06 02:41:37,001][root][INFO] - ===> Epoch[293](7602/26): Loss -0.1750, Sem 0.1829, dir -0.6941, norm 0.3362, swav 0.0000 LR: 2.767e-02 Score 94.077 Data time: 0.2073, Forward time: 2.2750, Backward time: 3.0689, DDP time: 0.0046, Total iter time: 6.6223 [2020-11-06 02:41:43,253][root][INFO] - ===> Epoch[293](7603/26): Loss -0.2334, Sem 0.1405, dir -0.7355, norm 0.3616, swav 0.0000 LR: 2.766e-02 Score 95.694 Data time: 0.2876, Forward time: 2.2751, Backward time: 3.0688, DDP time: 0.0046, Total iter time: 6.1511 [2020-11-06 02:41:48,202][root][INFO] - ===> Epoch[293](7604/26): Loss -0.2839, Sem 0.1357, dir -0.7542, norm 0.3346, swav 0.0000 LR: 2.765e-02 Score 95.241 Data time: 0.1371, Forward time: 2.2750, Backward time: 3.0688, DDP time: 0.0046, Total iter time: 4.8198 [2020-11-06 02:41:53,846][root][INFO] - ===> Epoch[293](7605/26): Loss -0.2823, Sem 0.1351, dir -0.7466, norm 0.3292, swav 0.0000 LR: 2.764e-02 Score 95.992 Data time: 0.1863, Forward time: 2.2749, Backward time: 3.0689, DDP time: 0.0046, Total iter time: 5.5554 [2020-11-06 02:41:59,272][root][INFO] - ===> Epoch[293](7606/26): Loss -0.2010, Sem 0.1465, dir -0.7065, norm 0.3590, swav 0.0000 LR: 2.763e-02 Score 94.706 Data time: 0.2353, Forward time: 2.2749, Backward time: 3.0688, DDP time: 0.0046, Total iter time: 5.3338 [2020-11-06 02:42:05,461][root][INFO] - ===> Epoch[293](7607/26): Loss -0.2692, Sem 0.1327, dir -0.7336, norm 0.3316, swav 0.0000 LR: 2.762e-02 Score 95.513 Data time: 0.2847, Forward time: 2.2750, Backward time: 3.0688, DDP time: 0.0046, Total iter time: 6.0499 [2020-11-06 02:42:10,523][root][INFO] - ===> Epoch[293](7608/26): Loss -0.2481, Sem 0.1562, dir -0.7510, norm 0.3467, swav 0.0000 LR: 2.761e-02 Score 95.130 Data time: 0.2421, Forward time: 2.2751, Backward time: 3.0686, DDP time: 0.0046, Total iter time: 4.9404 [2020-11-06 02:42:17,038][root][INFO] - ===> Epoch[293](7609/26): Loss -0.1863, Sem 0.1588, dir -0.7144, norm 0.3692, swav 0.0000 LR: 2.760e-02 Score 94.839 Data time: 0.1678, Forward time: 2.2750, Backward time: 3.0688, DDP time: 0.0046, Total iter time: 6.3908 [2020-11-06 02:42:22,155][root][INFO] - ===> Epoch[293](7610/26): Loss -0.2581, Sem 0.1371, dir -0.7191, norm 0.3239, swav 0.0000 LR: 2.759e-02 Score 95.368 Data time: 0.2024, Forward time: 2.2750, Backward time: 3.0688, DDP time: 0.0046, Total iter time: 5.0073 [2020-11-06 02:42:28,522][root][INFO] - ===> Epoch[293](7611/26): Loss -0.2712, Sem 0.1400, dir -0.7538, norm 0.3427, swav 0.0000 LR: 2.758e-02 Score 95.334 Data time: 0.3264, Forward time: 2.2751, Backward time: 3.0687, DDP time: 0.0046, Total iter time: 6.2636 [2020-11-06 02:42:33,809][root][INFO] - ===> Epoch[293](7612/26): Loss -0.2082, Sem 0.1308, dir -0.6793, norm 0.3404, swav 0.0000 LR: 2.756e-02 Score 95.855 Data time: 0.1941, Forward time: 2.2751, Backward time: 3.0687, DDP time: 0.0046, Total iter time: 5.1608 [2020-11-06 02:42:39,186][root][INFO] - ===> Epoch[293](7613/26): Loss -0.2196, Sem 0.1615, dir -0.7321, norm 0.3509, swav 0.0000 LR: 2.755e-02 Score 95.047 Data time: 0.2420, Forward time: 2.2751, Backward time: 3.0686, DDP time: 0.0046, Total iter time: 5.2671 [2020-11-06 02:42:45,964][root][INFO] - ===> Epoch[293](7614/26): Loss -0.2509, Sem 0.1465, dir -0.7287, norm 0.3312, swav 0.0000 LR: 2.754e-02 Score 95.223 Data time: 0.2205, Forward time: 2.2751, Backward time: 3.0687, DDP time: 0.0046, Total iter time: 6.6809 [2020-11-06 02:42:51,336][root][INFO] - ===> Epoch[293](7615/26): Loss -0.1817, Sem 0.1559, dir -0.6944, norm 0.3568, swav 0.0000 LR: 2.753e-02 Score 94.688 Data time: 0.1866, Forward time: 2.2751, Backward time: 3.0687, DDP time: 0.0046, Total iter time: 5.2488 [2020-11-06 02:42:56,876][root][INFO] - ===> Epoch[293](7616/26): Loss -0.2159, Sem 0.1493, dir -0.7401, norm 0.3749, swav 0.0000 LR: 2.752e-02 Score 95.430 Data time: 0.1936, Forward time: 2.2751, Backward time: 3.0687, DDP time: 0.0046, Total iter time: 5.4478 [2020-11-06 02:43:02,415][root][INFO] - ===> Epoch[293](7617/26): Loss -0.2102, Sem 0.1587, dir -0.7291, norm 0.3603, swav 0.0000 LR: 2.751e-02 Score 94.878 Data time: 0.1570, Forward time: 2.2750, Backward time: 3.0688, DDP time: 0.0046, Total iter time: 5.4170 [2020-11-06 02:43:08,043][root][INFO] - ===> Epoch[293](7618/26): Loss -0.2202, Sem 0.1595, dir -0.7389, norm 0.3592, swav 0.0000 LR: 2.750e-02 Score 94.562 Data time: 0.3017, Forward time: 2.2750, Backward time: 3.0687, DDP time: 0.0046, Total iter time: 5.5752 [2020-11-06 02:43:13,686][root][INFO] - ===> Epoch[294](7619/26): Loss -0.1781, Sem 0.1349, dir -0.6689, norm 0.3559, swav 0.0000 LR: 2.749e-02 Score 95.481 Data time: 0.2415, Forward time: 2.2750, Backward time: 3.0687, DDP time: 0.0046, Total iter time: 5.4998 [2020-11-06 02:43:19,672][root][INFO] - ===> Epoch[294](7620/26): Loss -0.1862, Sem 0.1465, dir -0.6961, norm 0.3634, swav 0.0000 LR: 2.748e-02 Score 95.524 Data time: 0.3224, Forward time: 2.2751, Backward time: 3.0686, DDP time: 0.0046, Total iter time: 5.8714 [2020-11-06 02:43:24,765][root][INFO] - ===> Epoch[294](7621/26): Loss -0.2715, Sem 0.1413, dir -0.7433, norm 0.3306, swav 0.0000 LR: 2.747e-02 Score 94.992 Data time: 0.2045, Forward time: 2.2751, Backward time: 3.0685, DDP time: 0.0046, Total iter time: 4.9637 [2020-11-06 02:43:29,147][root][INFO] - ===> Epoch[294](7622/26): Loss -0.2601, Sem 0.1399, dir -0.7563, norm 0.3563, swav 0.0000 LR: 2.746e-02 Score 95.431 Data time: 0.2116, Forward time: 2.2751, Backward time: 3.0684, DDP time: 0.0046, Total iter time: 4.2689 [2020-11-06 02:43:35,084][root][INFO] - ===> Epoch[294](7623/26): Loss -0.2615, Sem 0.1333, dir -0.7397, norm 0.3449, swav 0.0000 LR: 2.745e-02 Score 95.839 Data time: 0.2156, Forward time: 2.2751, Backward time: 3.0684, DDP time: 0.0046, Total iter time: 5.8394 [2020-11-06 02:43:40,302][root][INFO] - ===> Epoch[294](7624/26): Loss -0.2413, Sem 0.1409, dir -0.7292, norm 0.3470, swav 0.0000 LR: 2.744e-02 Score 95.158 Data time: 0.2099, Forward time: 2.2751, Backward time: 3.0683, DDP time: 0.0046, Total iter time: 5.1163 [2020-11-06 02:43:46,207][root][INFO] - ===> Epoch[294](7625/26): Loss -0.2541, Sem 0.1352, dir -0.7299, norm 0.3407, swav 0.0000 LR: 2.743e-02 Score 95.106 Data time: 0.1836, Forward time: 2.2751, Backward time: 3.0684, DDP time: 0.0046, Total iter time: 5.7643 [2020-11-06 02:43:50,928][root][INFO] - ===> Epoch[294](7626/26): Loss -0.1988, Sem 0.1700, dir -0.7174, norm 0.3485, swav 0.0000 LR: 2.742e-02 Score 94.887 Data time: 0.2034, Forward time: 2.2750, Backward time: 3.0683, DDP time: 0.0046, Total iter time: 4.6259 [2020-11-06 02:43:55,637][root][INFO] - ===> Epoch[294](7627/26): Loss -0.2311, Sem 0.1346, dir -0.7302, norm 0.3645, swav 0.0000 LR: 2.741e-02 Score 95.534 Data time: 0.2088, Forward time: 2.2750, Backward time: 3.0682, DDP time: 0.0046, Total iter time: 4.6017 [2020-11-06 02:44:01,080][root][INFO] - ===> Epoch[294](7628/26): Loss -0.2506, Sem 0.1397, dir -0.7471, norm 0.3567, swav 0.0000 LR: 2.740e-02 Score 95.404 Data time: 0.2312, Forward time: 2.2750, Backward time: 3.0681, DDP time: 0.0046, Total iter time: 5.3364 [2020-11-06 02:44:07,053][root][INFO] - ===> Epoch[294](7629/26): Loss -0.1785, Sem 0.1475, dir -0.6994, norm 0.3735, swav 0.0000 LR: 2.739e-02 Score 95.417 Data time: 0.2300, Forward time: 2.2750, Backward time: 3.0681, DDP time: 0.0046, Total iter time: 5.8401 [2020-11-06 02:44:13,271][root][INFO] - ===> Epoch[294](7630/26): Loss -0.2575, Sem 0.1369, dir -0.7264, norm 0.3319, swav 0.0000 LR: 2.738e-02 Score 95.609 Data time: 0.3280, Forward time: 2.2752, Backward time: 3.0681, DDP time: 0.0046, Total iter time: 6.1270 [2020-11-06 02:44:18,761][root][INFO] - ===> Epoch[294](7631/26): Loss -0.2867, Sem 0.1107, dir -0.7293, norm 0.3318, swav 0.0000 LR: 2.737e-02 Score 96.324 Data time: 0.2667, Forward time: 2.2752, Backward time: 3.0680, DDP time: 0.0046, Total iter time: 5.3681 [2020-11-06 02:44:25,135][root][INFO] - ===> Epoch[294](7632/26): Loss -0.2141, Sem 0.1483, dir -0.7157, norm 0.3534, swav 0.0000 LR: 2.736e-02 Score 95.095 Data time: 0.2816, Forward time: 2.2753, Backward time: 3.0680, DDP time: 0.0046, Total iter time: 6.2480 [2020-11-06 02:44:30,047][root][INFO] - ===> Epoch[294](7633/26): Loss -0.2480, Sem 0.1547, dir -0.7404, norm 0.3376, swav 0.0000 LR: 2.735e-02 Score 94.609 Data time: 0.2037, Forward time: 2.2753, Backward time: 3.0679, DDP time: 0.0046, Total iter time: 4.7629 [2020-11-06 02:44:35,094][root][INFO] - ===> Epoch[294](7634/26): Loss -0.2666, Sem 0.1348, dir -0.7494, norm 0.3480, swav 0.0000 LR: 2.734e-02 Score 95.642 Data time: 0.1980, Forward time: 2.2752, Backward time: 3.0678, DDP time: 0.0046, Total iter time: 4.9423 [2020-11-06 02:44:41,617][root][INFO] - ===> Epoch[294](7635/26): Loss -0.1698, Sem 0.1350, dir -0.7023, norm 0.3975, swav 0.0000 LR: 2.733e-02 Score 95.116 Data time: 0.3393, Forward time: 2.2754, Backward time: 3.0678, DDP time: 0.0046, Total iter time: 6.4228 [2020-11-06 02:44:47,347][root][INFO] - ===> Epoch[294](7636/26): Loss -0.2061, Sem 0.1560, dir -0.7095, norm 0.3474, swav 0.0000 LR: 2.732e-02 Score 94.896 Data time: 0.2120, Forward time: 2.2754, Backward time: 3.0678, DDP time: 0.0046, Total iter time: 5.6036 [2020-11-06 02:44:53,655][root][INFO] - ===> Epoch[294](7637/26): Loss -0.1518, Sem 0.1788, dir -0.7087, norm 0.3781, swav 0.0000 LR: 2.731e-02 Score 93.989 Data time: 0.2408, Forward time: 2.2754, Backward time: 3.0678, DDP time: 0.0046, Total iter time: 6.1934 [2020-11-06 02:45:00,003][root][INFO] - ===> Epoch[294](7638/26): Loss -0.2434, Sem 0.1622, dir -0.7279, norm 0.3223, swav 0.0000 LR: 2.729e-02 Score 94.415 Data time: 0.2401, Forward time: 2.2754, Backward time: 3.0679, DDP time: 0.0046, Total iter time: 6.2058 [2020-11-06 02:45:06,037][root][INFO] - ===> Epoch[294](7639/26): Loss -0.2170, Sem 0.1591, dir -0.7101, norm 0.3340, swav 0.0000 LR: 2.728e-02 Score 95.172 Data time: 0.2608, Forward time: 2.2755, Backward time: 3.0679, DDP time: 0.0046, Total iter time: 5.9084 [2020-11-06 02:45:12,300][root][INFO] - ===> Epoch[294](7640/26): Loss -0.2611, Sem 0.1361, dir -0.7482, norm 0.3510, swav 0.0000 LR: 2.727e-02 Score 95.700 Data time: 0.2893, Forward time: 2.2756, Backward time: 3.0678, DDP time: 0.0046, Total iter time: 6.1202 [2020-11-06 02:45:17,468][root][INFO] - ===> Epoch[294](7641/26): Loss -0.2332, Sem 0.1574, dir -0.7198, norm 0.3292, swav 0.0000 LR: 2.726e-02 Score 94.285 Data time: 0.1686, Forward time: 2.2755, Backward time: 3.0678, DDP time: 0.0046, Total iter time: 5.0283 [2020-11-06 02:45:22,710][root][INFO] - ===> Epoch[294](7642/26): Loss -0.2419, Sem 0.1529, dir -0.7237, norm 0.3288, swav 0.0000 LR: 2.725e-02 Score 94.954 Data time: 0.2353, Forward time: 2.2756, Backward time: 3.0677, DDP time: 0.0046, Total iter time: 5.1471 [2020-11-06 02:45:27,425][root][INFO] - ===> Epoch[294](7643/26): Loss -0.2018, Sem 0.1719, dir -0.7050, norm 0.3313, swav 0.0000 LR: 2.724e-02 Score 94.591 Data time: 0.1959, Forward time: 2.2755, Backward time: 3.0676, DDP time: 0.0046, Total iter time: 4.6023 [2020-11-06 02:45:32,757][root][INFO] - ===> Epoch[294](7644/26): Loss -0.2471, Sem 0.1463, dir -0.7406, norm 0.3472, swav 0.0000 LR: 2.723e-02 Score 95.153 Data time: 0.2373, Forward time: 2.2756, Backward time: 3.0675, DDP time: 0.0046, Total iter time: 5.2435 [2020-11-06 02:45:37,665][root][INFO] - ===> Epoch[295](7645/26): Loss -0.2526, Sem 0.1426, dir -0.7199, norm 0.3247, swav 0.0000 LR: 2.722e-02 Score 95.153 Data time: 0.1862, Forward time: 2.2755, Backward time: 3.0674, DDP time: 0.0046, Total iter time: 4.7910 [2020-11-06 02:45:43,753][root][INFO] - ===> Epoch[295](7646/26): Loss -0.3048, Sem 0.1403, dir -0.7744, norm 0.3293, swav 0.0000 LR: 2.721e-02 Score 95.446 Data time: 0.2370, Forward time: 2.2755, Backward time: 3.0675, DDP time: 0.0046, Total iter time: 5.9773 [2020-11-06 02:45:47,919][root][INFO] - ===> Epoch[295](7647/26): Loss -0.2564, Sem 0.1383, dir -0.7455, norm 0.3509, swav 0.0000 LR: 2.720e-02 Score 95.648 Data time: 0.1807, Forward time: 2.2755, Backward time: 3.0673, DDP time: 0.0046, Total iter time: 4.0633 [2020-11-06 02:45:54,584][root][INFO] - ===> Epoch[295](7648/26): Loss -0.1245, Sem 0.1937, dir -0.6971, norm 0.3790, swav 0.0000 LR: 2.719e-02 Score 94.302 Data time: 0.2354, Forward time: 2.2755, Backward time: 3.0674, DDP time: 0.0046, Total iter time: 6.5674 [2020-11-06 02:46:00,954][root][INFO] - ===> Epoch[295](7649/26): Loss -0.1871, Sem 0.1537, dir -0.7028, norm 0.3620, swav 0.0000 LR: 2.718e-02 Score 95.123 Data time: 0.2282, Forward time: 2.2755, Backward time: 3.0675, DDP time: 0.0046, Total iter time: 6.2089 [2020-11-06 02:46:05,811][root][INFO] - ===> Epoch[295](7650/26): Loss -0.2456, Sem 0.1378, dir -0.7164, norm 0.3330, swav 0.0000 LR: 2.717e-02 Score 95.489 Data time: 0.2167, Forward time: 2.2755, Backward time: 3.0673, DDP time: 0.0046, Total iter time: 4.7292 [2020-11-06 02:46:12,342][root][INFO] - ===> Epoch[295](7651/26): Loss -0.1686, Sem 0.1948, dir -0.7108, norm 0.3474, swav 0.0000 LR: 2.716e-02 Score 94.037 Data time: 0.2407, Forward time: 2.2756, Backward time: 3.0674, DDP time: 0.0046, Total iter time: 6.3973 [2020-11-06 02:46:17,020][root][INFO] - ===> Epoch[295](7652/26): Loss -0.2847, Sem 0.1078, dir -0.7208, norm 0.3284, swav 0.0000 LR: 2.715e-02 Score 96.392 Data time: 0.2256, Forward time: 2.2756, Backward time: 3.0673, DDP time: 0.0046, Total iter time: 4.5481 [2020-11-06 02:46:22,972][root][INFO] - ===> Epoch[295](7653/26): Loss -0.2338, Sem 0.1381, dir -0.7282, norm 0.3563, swav 0.0000 LR: 2.714e-02 Score 95.400 Data time: 0.2619, Forward time: 2.2757, Backward time: 3.0672, DDP time: 0.0046, Total iter time: 5.8457 [2020-11-06 02:46:30,110][root][INFO] - ===> Epoch[295](7654/26): Loss -0.2061, Sem 0.1359, dir -0.7141, norm 0.3721, swav 0.0000 LR: 2.713e-02 Score 95.150 Data time: 0.1681, Forward time: 2.2756, Backward time: 3.0674, DDP time: 0.0046, Total iter time: 7.0023 [2020-11-06 02:46:36,128][root][INFO] - ===> Epoch[295](7655/26): Loss -0.2009, Sem 0.1552, dir -0.7240, norm 0.3678, swav 0.0000 LR: 2.712e-02 Score 94.437 Data time: 0.2152, Forward time: 2.2756, Backward time: 3.0675, DDP time: 0.0046, Total iter time: 5.8922 [2020-11-06 02:46:40,894][root][INFO] - ===> Epoch[295](7656/26): Loss -0.2694, Sem 0.1171, dir -0.7043, norm 0.3179, swav 0.0000 LR: 2.711e-02 Score 95.619 Data time: 0.2354, Forward time: 2.2756, Backward time: 3.0673, DDP time: 0.0046, Total iter time: 4.6232 [2020-11-06 02:46:45,580][root][INFO] - ===> Epoch[295](7657/26): Loss -0.2616, Sem 0.1399, dir -0.7517, norm 0.3502, swav 0.0000 LR: 2.710e-02 Score 95.675 Data time: 0.1741, Forward time: 2.2756, Backward time: 3.0672, DDP time: 0.0046, Total iter time: 4.5675 [2020-11-06 02:46:50,797][root][INFO] - ===> Epoch[295](7658/26): Loss -0.2173, Sem 0.1498, dir -0.7111, norm 0.3439, swav 0.0000 LR: 2.709e-02 Score 95.294 Data time: 0.1130, Forward time: 2.2754, Backward time: 3.0673, DDP time: 0.0046, Total iter time: 5.1224 [2020-11-06 02:46:55,944][root][INFO] - ===> Epoch[295](7659/26): Loss -0.2192, Sem 0.1451, dir -0.7049, norm 0.3406, swav 0.0000 LR: 2.708e-02 Score 95.115 Data time: 0.1509, Forward time: 2.2753, Backward time: 3.0674, DDP time: 0.0046, Total iter time: 5.0929 [2020-11-06 02:47:01,230][root][INFO] - ===> Epoch[295](7660/26): Loss -0.2510, Sem 0.1367, dir -0.7139, norm 0.3262, swav 0.0000 LR: 2.707e-02 Score 95.322 Data time: 0.2469, Forward time: 2.2753, Backward time: 3.0673, DDP time: 0.0046, Total iter time: 5.1936 [2020-11-06 02:47:06,081][root][INFO] - ===> Epoch[295](7661/26): Loss -0.2371, Sem 0.1474, dir -0.7403, norm 0.3558, swav 0.0000 LR: 2.706e-02 Score 95.413 Data time: 0.2299, Forward time: 2.2754, Backward time: 3.0671, DDP time: 0.0046, Total iter time: 4.7289 [2020-11-06 02:47:12,067][root][INFO] - ===> Epoch[295](7662/26): Loss -0.1828, Sem 0.1635, dir -0.6949, norm 0.3485, swav 0.0000 LR: 2.705e-02 Score 94.517 Data time: 0.2870, Forward time: 2.2755, Backward time: 3.0671, DDP time: 0.0046, Total iter time: 5.8612 [2020-11-06 02:47:19,513][root][INFO] - ===> Epoch[295](7663/26): Loss -0.1527, Sem 0.1601, dir -0.6926, norm 0.3798, swav 0.0000 LR: 2.703e-02 Score 94.862 Data time: 0.1953, Forward time: 2.2755, Backward time: 3.0673, DDP time: 0.0046, Total iter time: 7.2945 [2020-11-06 02:47:25,565][root][INFO] - ===> Epoch[295](7664/26): Loss -0.2438, Sem 0.1485, dir -0.7311, norm 0.3389, swav 0.0000 LR: 2.702e-02 Score 94.784 Data time: 0.2639, Forward time: 2.2755, Backward time: 3.0673, DDP time: 0.0046, Total iter time: 5.9450 [2020-11-06 02:47:30,829][root][INFO] - ===> Epoch[295](7665/26): Loss -0.3139, Sem 0.1129, dir -0.7703, norm 0.3435, swav 0.0000 LR: 2.701e-02 Score 96.288 Data time: 0.2490, Forward time: 2.2756, Backward time: 3.0671, DDP time: 0.0046, Total iter time: 5.1259 [2020-11-06 02:47:36,926][root][INFO] - ===> Epoch[295](7666/26): Loss -0.2303, Sem 0.1616, dir -0.7209, norm 0.3290, swav 0.0000 LR: 2.700e-02 Score 94.479 Data time: 0.1738, Forward time: 2.2755, Backward time: 3.0672, DDP time: 0.0046, Total iter time: 5.9721 [2020-11-06 02:47:42,317][root][INFO] - ===> Epoch[295](7667/26): Loss -0.2156, Sem 0.1491, dir -0.7150, norm 0.3504, swav 0.0000 LR: 2.699e-02 Score 94.914 Data time: 0.2426, Forward time: 2.2756, Backward time: 3.0671, DDP time: 0.0046, Total iter time: 5.2883 [2020-11-06 02:47:48,483][root][INFO] - ===> Epoch[295](7668/26): Loss -0.2479, Sem 0.1475, dir -0.7500, norm 0.3546, swav 0.0000 LR: 2.698e-02 Score 95.287 Data time: 0.2101, Forward time: 2.2756, Backward time: 3.0672, DDP time: 0.0046, Total iter time: 6.0316 [2020-11-06 02:47:54,812][root][INFO] - ===> Epoch[295](7669/26): Loss -0.2813, Sem 0.1344, dir -0.7359, norm 0.3203, swav 0.0000 LR: 2.697e-02 Score 95.646 Data time: 0.1500, Forward time: 2.2755, Backward time: 3.0674, DDP time: 0.0046, Total iter time: 6.2201 [2020-11-06 02:47:59,581][root][INFO] - ===> Epoch[295](7670/26): Loss -0.1171, Sem 0.1834, dir -0.6875, norm 0.3870, swav 0.0000 LR: 2.696e-02 Score 94.387 Data time: 0.2109, Forward time: 2.2755, Backward time: 3.0673, DDP time: 0.0046, Total iter time: 4.6812 [2020-11-06 02:48:05,917][root][INFO] - ===> Epoch[296](7671/26): Loss -0.2540, Sem 0.1174, dir -0.7198, norm 0.3483, swav 0.0000 LR: 2.695e-02 Score 95.903 Data time: 0.2483, Forward time: 2.2755, Backward time: 3.0673, DDP time: 0.0046, Total iter time: 6.2274 [2020-11-06 02:48:11,769][root][INFO] - ===> Epoch[296](7672/26): Loss -0.2114, Sem 0.1607, dir -0.7319, norm 0.3598, swav 0.0000 LR: 2.694e-02 Score 94.834 Data time: 0.1633, Forward time: 2.2755, Backward time: 3.0674, DDP time: 0.0046, Total iter time: 5.7339 [2020-11-06 02:48:17,955][root][INFO] - ===> Epoch[296](7673/26): Loss -0.2388, Sem 0.1559, dir -0.7530, norm 0.3583, swav 0.0000 LR: 2.693e-02 Score 95.084 Data time: 0.2512, Forward time: 2.2755, Backward time: 3.0674, DDP time: 0.0046, Total iter time: 6.0847 [2020-11-06 02:48:23,367][root][INFO] - ===> Epoch[296](7674/26): Loss -0.2101, Sem 0.1637, dir -0.7294, norm 0.3556, swav 0.0000 LR: 2.692e-02 Score 94.847 Data time: 0.1978, Forward time: 2.2755, Backward time: 3.0674, DDP time: 0.0046, Total iter time: 5.2820 [2020-11-06 02:48:28,910][root][INFO] - ===> Epoch[296](7675/26): Loss -0.2026, Sem 0.1391, dir -0.7116, norm 0.3699, swav 0.0000 LR: 2.691e-02 Score 95.339 Data time: 0.2577, Forward time: 2.2755, Backward time: 3.0673, DDP time: 0.0046, Total iter time: 5.4367 [2020-11-06 02:48:34,557][root][INFO] - ===> Epoch[296](7676/26): Loss -0.2252, Sem 0.1538, dir -0.7367, norm 0.3576, swav 0.0000 LR: 2.690e-02 Score 94.850 Data time: 0.2608, Forward time: 2.2756, Backward time: 3.0672, DDP time: 0.0046, Total iter time: 5.5154 [2020-11-06 02:48:39,540][root][INFO] - ===> Epoch[296](7677/26): Loss -0.2940, Sem 0.1229, dir -0.7392, norm 0.3223, swav 0.0000 LR: 2.689e-02 Score 96.361 Data time: 0.2092, Forward time: 2.2756, Backward time: 3.0671, DDP time: 0.0046, Total iter time: 4.8429 [2020-11-06 02:48:45,419][root][INFO] - ===> Epoch[296](7678/26): Loss -0.2634, Sem 0.1134, dir -0.7054, norm 0.3286, swav 0.0000 LR: 2.688e-02 Score 96.436 Data time: 0.1897, Forward time: 2.2755, Backward time: 3.0672, DDP time: 0.0046, Total iter time: 5.8004 [2020-11-06 02:48:51,000][root][INFO] - ===> Epoch[296](7679/26): Loss -0.2496, Sem 0.1227, dir -0.7024, norm 0.3301, swav 0.0000 LR: 2.687e-02 Score 95.557 Data time: 0.1819, Forward time: 2.2755, Backward time: 3.0672, DDP time: 0.0046, Total iter time: 5.4920 [2020-11-06 02:48:56,381][root][INFO] - ===> Epoch[296](7680/26): Loss -0.2930, Sem 0.1351, dir -0.7544, norm 0.3262, swav 0.0000 LR: 2.686e-02 Score 95.441 Data time: 0.1373, Forward time: 2.2754, Backward time: 3.0673, DDP time: 0.0046, Total iter time: 5.2859 [2020-11-06 02:49:01,527][root][INFO] - ===> Epoch[296](7681/26): Loss -0.2651, Sem 0.1266, dir -0.7451, norm 0.3534, swav 0.0000 LR: 2.685e-02 Score 95.429 Data time: 0.2454, Forward time: 2.2754, Backward time: 3.0672, DDP time: 0.0046, Total iter time: 5.0934 [2020-11-06 02:49:06,949][root][INFO] - ===> Epoch[296](7682/26): Loss -0.2160, Sem 0.1483, dir -0.7119, norm 0.3475, swav 0.0000 LR: 2.684e-02 Score 95.691 Data time: 0.2275, Forward time: 2.2755, Backward time: 3.0671, DDP time: 0.0046, Total iter time: 5.2880 [2020-11-06 02:49:12,457][root][INFO] - ===> Epoch[296](7683/26): Loss -0.2402, Sem 0.1568, dir -0.7396, norm 0.3426, swav 0.0000 LR: 2.683e-02 Score 94.972 Data time: 0.2619, Forward time: 2.2755, Backward time: 3.0670, DDP time: 0.0046, Total iter time: 5.3981 [2020-11-06 02:49:18,379][root][INFO] - ===> Epoch[296](7684/26): Loss -0.3485, Sem 0.1152, dir -0.7820, norm 0.3183, swav 0.0000 LR: 2.682e-02 Score 95.908 Data time: 0.1867, Forward time: 2.2755, Backward time: 3.0671, DDP time: 0.0046, Total iter time: 5.7969 [2020-11-06 02:49:24,789][root][INFO] - ===> Epoch[296](7685/26): Loss -0.2034, Sem 0.1734, dir -0.7254, norm 0.3485, swav 0.0000 LR: 2.681e-02 Score 94.009 Data time: 0.2985, Forward time: 2.2756, Backward time: 3.0671, DDP time: 0.0046, Total iter time: 6.3245 [2020-11-06 02:49:30,259][root][INFO] - ===> Epoch[296](7686/26): Loss -0.2226, Sem 0.1506, dir -0.7372, norm 0.3640, swav 0.0000 LR: 2.680e-02 Score 95.017 Data time: 0.1988, Forward time: 2.2756, Backward time: 3.0670, DDP time: 0.0046, Total iter time: 5.3488 [2020-11-06 02:49:37,004][root][INFO] - ===> Epoch[296](7687/26): Loss -0.1580, Sem 0.1645, dir -0.6892, norm 0.3667, swav 0.0000 LR: 2.678e-02 Score 94.634 Data time: 0.2238, Forward time: 2.2756, Backward time: 3.0672, DDP time: 0.0046, Total iter time: 6.6510 [2020-11-06 02:49:43,285][root][INFO] - ===> Epoch[296](7688/26): Loss -0.2342, Sem 0.1371, dir -0.7246, norm 0.3533, swav 0.0000 LR: 2.677e-02 Score 95.511 Data time: 0.2775, Forward time: 2.2757, Backward time: 3.0671, DDP time: 0.0046, Total iter time: 6.1624 [2020-11-06 02:49:49,058][root][INFO] - ===> Epoch[296](7689/26): Loss -0.2155, Sem 0.1358, dir -0.6885, norm 0.3372, swav 0.0000 LR: 2.676e-02 Score 95.472 Data time: 0.2424, Forward time: 2.2757, Backward time: 3.0671, DDP time: 0.0046, Total iter time: 5.6481 [2020-11-06 02:49:54,339][root][INFO] - ===> Epoch[296](7690/26): Loss -0.2625, Sem 0.1536, dir -0.7588, norm 0.3426, swav 0.0000 LR: 2.675e-02 Score 94.817 Data time: 0.2229, Forward time: 2.2757, Backward time: 3.0670, DDP time: 0.0046, Total iter time: 5.1620 [2020-11-06 02:50:00,694][root][INFO] - ===> Epoch[296](7691/26): Loss -0.2160, Sem 0.1546, dir -0.7039, norm 0.3333, swav 0.0000 LR: 2.674e-02 Score 95.017 Data time: 0.2467, Forward time: 2.2758, Backward time: 3.0671, DDP time: 0.0046, Total iter time: 6.2606 [2020-11-06 02:50:05,942][root][INFO] - ===> Epoch[296](7692/26): Loss -0.2341, Sem 0.1384, dir -0.7317, norm 0.3591, swav 0.0000 LR: 2.673e-02 Score 95.313 Data time: 0.2054, Forward time: 2.2757, Backward time: 3.0670, DDP time: 0.0046, Total iter time: 5.1293 [2020-11-06 02:50:12,430][root][INFO] - ===> Epoch[296](7693/26): Loss -0.2050, Sem 0.1591, dir -0.7109, norm 0.3468, swav 0.0000 LR: 2.672e-02 Score 94.789 Data time: 0.2404, Forward time: 2.2758, Backward time: 3.0671, DDP time: 0.0046, Total iter time: 6.3914 [2020-11-06 02:50:18,320][root][INFO] - ===> Epoch[296](7694/26): Loss -0.2274, Sem 0.1435, dir -0.7148, norm 0.3439, swav 0.0000 LR: 2.671e-02 Score 95.239 Data time: 0.2009, Forward time: 2.2758, Backward time: 3.0671, DDP time: 0.0046, Total iter time: 5.7576 [2020-11-06 02:50:23,549][root][INFO] - ===> Epoch[296](7695/26): Loss -0.2968, Sem 0.1394, dir -0.7459, norm 0.3098, swav 0.0000 LR: 2.670e-02 Score 95.175 Data time: 0.2168, Forward time: 2.2758, Backward time: 3.0670, DDP time: 0.0046, Total iter time: 5.1495 [2020-11-06 02:50:29,361][root][INFO] - ===> Epoch[296](7696/26): Loss -0.2039, Sem 0.1490, dir -0.7165, norm 0.3636, swav 0.0000 LR: 2.669e-02 Score 95.162 Data time: 0.2021, Forward time: 2.2758, Backward time: 3.0670, DDP time: 0.0046, Total iter time: 5.7111 [2020-11-06 02:50:34,249][root][INFO] - ===> Epoch[297](7697/26): Loss -0.3176, Sem 0.1094, dir -0.7546, norm 0.3276, swav 0.0000 LR: 2.668e-02 Score 96.590 Data time: 0.1946, Forward time: 2.2757, Backward time: 3.0670, DDP time: 0.0046, Total iter time: 4.7902 [2020-11-06 02:50:39,800][root][INFO] - ===> Epoch[297](7698/26): Loss -0.2294, Sem 0.1352, dir -0.7332, norm 0.3686, swav 0.0000 LR: 2.667e-02 Score 95.367 Data time: 0.2689, Forward time: 2.2758, Backward time: 3.0669, DDP time: 0.0046, Total iter time: 5.4635 [2020-11-06 02:50:45,047][root][INFO] - ===> Epoch[297](7699/26): Loss -0.2964, Sem 0.1324, dir -0.7540, norm 0.3252, swav 0.0000 LR: 2.666e-02 Score 95.513 Data time: 0.2878, Forward time: 2.2758, Backward time: 3.0668, DDP time: 0.0046, Total iter time: 5.1105 [2020-11-06 02:50:50,562][root][INFO] - ===> Epoch[297](7700/26): Loss -0.2014, Sem 0.1685, dir -0.7191, norm 0.3491, swav 0.0000 LR: 2.665e-02 Score 94.531 Data time: 0.2835, Forward time: 2.2759, Backward time: 3.0667, DDP time: 0.0046, Total iter time: 5.3924 [2020-11-06 02:50:56,013][root][INFO] - ===> Epoch[297](7701/26): Loss -0.1930, Sem 0.1604, dir -0.7157, norm 0.3622, swav 0.0000 LR: 2.664e-02 Score 94.911 Data time: 0.2327, Forward time: 2.2759, Backward time: 3.0666, DDP time: 0.0046, Total iter time: 5.3201 [2020-11-06 02:51:01,800][root][INFO] - ===> Epoch[297](7702/26): Loss -0.2136, Sem 0.1247, dir -0.6839, norm 0.3456, swav 0.0000 LR: 2.663e-02 Score 95.644 Data time: 0.2000, Forward time: 2.2759, Backward time: 3.0667, DDP time: 0.0046, Total iter time: 5.6756 [2020-11-06 02:51:08,685][root][INFO] - ===> Epoch[297](7703/26): Loss -0.2074, Sem 0.1326, dir -0.7044, norm 0.3644, swav 0.0000 LR: 2.662e-02 Score 95.364 Data time: 0.2250, Forward time: 2.2759, Backward time: 3.0668, DDP time: 0.0046, Total iter time: 6.7744 [2020-11-06 02:51:14,305][root][INFO] - ===> Epoch[297](7704/26): Loss -0.2106, Sem 0.1609, dir -0.7276, norm 0.3561, swav 0.0000 LR: 2.661e-02 Score 94.798 Data time: 0.2569, Forward time: 2.2760, Backward time: 3.0667, DDP time: 0.0046, Total iter time: 5.4952 [2020-11-06 02:51:19,150][root][INFO] - ===> Epoch[297](7705/26): Loss -0.2874, Sem 0.1308, dir -0.7417, norm 0.3235, swav 0.0000 LR: 2.660e-02 Score 95.260 Data time: 0.1686, Forward time: 2.2759, Backward time: 3.0667, DDP time: 0.0046, Total iter time: 4.7112 [2020-11-06 02:51:24,276][root][INFO] - ===> Epoch[297](7706/26): Loss -0.2782, Sem 0.1258, dir -0.7283, norm 0.3243, swav 0.0000 LR: 2.659e-02 Score 95.840 Data time: 0.1894, Forward time: 2.2758, Backward time: 3.0667, DDP time: 0.0046, Total iter time: 5.0248 [2020-11-06 02:51:29,543][root][INFO] - ===> Epoch[297](7707/26): Loss -0.2567, Sem 0.1327, dir -0.7271, norm 0.3377, swav 0.0000 LR: 2.658e-02 Score 95.984 Data time: 0.2707, Forward time: 2.2759, Backward time: 3.0666, DDP time: 0.0046, Total iter time: 5.1759 [2020-11-06 02:51:34,846][root][INFO] - ===> Epoch[297](7708/26): Loss -0.2018, Sem 0.1594, dir -0.7281, norm 0.3669, swav 0.0000 LR: 2.657e-02 Score 94.655 Data time: 0.1812, Forward time: 2.2758, Backward time: 3.0666, DDP time: 0.0046, Total iter time: 5.1842 [2020-11-06 02:51:40,073][root][INFO] - ===> Epoch[297](7709/26): Loss -0.2259, Sem 0.1298, dir -0.7121, norm 0.3564, swav 0.0000 LR: 2.656e-02 Score 95.809 Data time: 0.2384, Forward time: 2.2758, Backward time: 3.0665, DDP time: 0.0046, Total iter time: 5.1038 [2020-11-06 02:51:45,482][root][INFO] - ===> Epoch[297](7710/26): Loss -0.2190, Sem 0.1374, dir -0.6949, norm 0.3384, swav 0.0000 LR: 2.655e-02 Score 95.358 Data time: 0.2343, Forward time: 2.2759, Backward time: 3.0664, DDP time: 0.0046, Total iter time: 5.2738 [2020-11-06 02:51:50,700][root][INFO] - ===> Epoch[297](7711/26): Loss -0.2296, Sem 0.1495, dir -0.7060, norm 0.3270, swav 0.0000 LR: 2.653e-02 Score 94.859 Data time: 0.1336, Forward time: 2.2758, Backward time: 3.0664, DDP time: 0.0046, Total iter time: 5.0918 [2020-11-06 02:51:57,163][root][INFO] - ===> Epoch[297](7712/26): Loss -0.2297, Sem 0.1322, dir -0.7272, norm 0.3652, swav 0.0000 LR: 2.652e-02 Score 95.277 Data time: 0.1498, Forward time: 2.2757, Backward time: 3.0666, DDP time: 0.0046, Total iter time: 6.3551 [2020-11-06 02:52:04,434][root][INFO] - ===> Epoch[297](7713/26): Loss -0.2970, Sem 0.1297, dir -0.7414, norm 0.3147, swav 0.0000 LR: 2.651e-02 Score 95.902 Data time: 0.2210, Forward time: 2.2756, Backward time: 3.0668, DDP time: 0.0046, Total iter time: 7.1827 [2020-11-06 02:52:10,738][root][INFO] - ===> Epoch[297](7714/26): Loss -0.2024, Sem 0.1607, dir -0.7276, norm 0.3644, swav 0.0000 LR: 2.650e-02 Score 94.651 Data time: 0.2538, Forward time: 2.2757, Backward time: 3.0668, DDP time: 0.0046, Total iter time: 6.1675 [2020-11-06 02:52:15,884][root][INFO] - ===> Epoch[297](7715/26): Loss -0.3364, Sem 0.1084, dir -0.7513, norm 0.3065, swav 0.0000 LR: 2.649e-02 Score 96.207 Data time: 0.2063, Forward time: 2.2757, Backward time: 3.0668, DDP time: 0.0046, Total iter time: 5.0173 [2020-11-06 02:52:21,322][root][INFO] - ===> Epoch[297](7716/26): Loss -0.1950, Sem 0.1518, dir -0.7008, norm 0.3540, swav 0.0000 LR: 2.648e-02 Score 95.312 Data time: 0.2615, Forward time: 2.2758, Backward time: 3.0667, DDP time: 0.0046, Total iter time: 5.3318 [2020-11-06 02:52:26,732][root][INFO] - ===> Epoch[297](7717/26): Loss -0.2341, Sem 0.1443, dir -0.7320, norm 0.3537, swav 0.0000 LR: 2.647e-02 Score 95.123 Data time: 0.2578, Forward time: 2.2758, Backward time: 3.0666, DDP time: 0.0046, Total iter time: 5.2746 [2020-11-06 02:52:33,060][root][INFO] - ===> Epoch[297](7718/26): Loss -0.2360, Sem 0.1696, dir -0.7448, norm 0.3392, swav 0.0000 LR: 2.646e-02 Score 94.575 Data time: 0.1932, Forward time: 2.2757, Backward time: 3.0667, DDP time: 0.0046, Total iter time: 6.1986 [2020-11-06 02:52:39,528][root][INFO] - ===> Epoch[297](7719/26): Loss -0.2861, Sem 0.1555, dir -0.7805, norm 0.3390, swav 0.0000 LR: 2.645e-02 Score 94.972 Data time: 0.2009, Forward time: 2.2757, Backward time: 3.0668, DDP time: 0.0046, Total iter time: 6.3768 [2020-11-06 02:52:44,818][root][INFO] - ===> Epoch[297](7720/26): Loss -0.2630, Sem 0.1536, dir -0.7548, norm 0.3382, swav 0.0000 LR: 2.644e-02 Score 94.909 Data time: 0.2103, Forward time: 2.2757, Backward time: 3.0668, DDP time: 0.0046, Total iter time: 5.1564 [2020-11-06 02:52:51,099][root][INFO] - ===> Epoch[297](7721/26): Loss -0.2205, Sem 0.1388, dir -0.7258, norm 0.3665, swav 0.0000 LR: 2.643e-02 Score 95.529 Data time: 0.2028, Forward time: 2.2757, Backward time: 3.0669, DDP time: 0.0046, Total iter time: 6.1854 [2020-11-06 02:52:56,769][root][INFO] - ===> Epoch[297](7722/26): Loss -0.1948, Sem 0.1523, dir -0.6979, norm 0.3508, swav 0.0000 LR: 2.642e-02 Score 94.672 Data time: 0.1910, Forward time: 2.2756, Backward time: 3.0669, DDP time: 0.0046, Total iter time: 5.5358 [2020-11-06 02:53:03,039][root][INFO] - ===> Epoch[298](7723/26): Loss -0.2093, Sem 0.1604, dir -0.7348, norm 0.3651, swav 0.0000 LR: 2.641e-02 Score 94.648 Data time: 0.1791, Forward time: 2.2756, Backward time: 3.0670, DDP time: 0.0046, Total iter time: 6.1629 [2020-11-06 02:53:08,246][root][INFO] - ===> Epoch[298](7724/26): Loss -0.2546, Sem 0.1440, dir -0.7601, norm 0.3615, swav 0.0000 LR: 2.640e-02 Score 94.756 Data time: 0.2317, Forward time: 2.2756, Backward time: 3.0670, DDP time: 0.0046, Total iter time: 5.1354 [2020-11-06 02:53:13,577][root][INFO] - ===> Epoch[298](7725/26): Loss -0.2827, Sem 0.1367, dir -0.7547, norm 0.3353, swav 0.0000 LR: 2.639e-02 Score 95.333 Data time: 0.1485, Forward time: 2.2755, Backward time: 3.0670, DDP time: 0.0046, Total iter time: 5.2168 [2020-11-06 02:53:18,804][root][INFO] - ===> Epoch[298](7726/26): Loss -0.1652, Sem 0.1810, dir -0.7216, norm 0.3754, swav 0.0000 LR: 2.638e-02 Score 94.557 Data time: 0.1995, Forward time: 2.2754, Backward time: 3.0670, DDP time: 0.0046, Total iter time: 5.1772 [2020-11-06 02:53:23,486][root][INFO] - ===> Epoch[298](7727/26): Loss -0.3056, Sem 0.1248, dir -0.7618, norm 0.3315, swav 0.0000 LR: 2.637e-02 Score 95.577 Data time: 0.1955, Forward time: 2.2754, Backward time: 3.0669, DDP time: 0.0046, Total iter time: 4.5806 [2020-11-06 02:53:27,946][root][INFO] - ===> Epoch[298](7728/26): Loss -0.2136, Sem 0.1543, dir -0.7173, norm 0.3494, swav 0.0000 LR: 2.636e-02 Score 94.870 Data time: 0.1760, Forward time: 2.2754, Backward time: 3.0668, DDP time: 0.0046, Total iter time: 4.3446 [2020-11-06 02:53:32,959][root][INFO] - ===> Epoch[298](7729/26): Loss -0.2267, Sem 0.1348, dir -0.7121, norm 0.3506, swav 0.0000 LR: 2.635e-02 Score 95.735 Data time: 0.2065, Forward time: 2.2753, Backward time: 3.0667, DDP time: 0.0046, Total iter time: 4.9291 [2020-11-06 02:53:38,255][root][INFO] - ===> Epoch[298](7730/26): Loss -0.2344, Sem 0.1431, dir -0.7377, norm 0.3602, swav 0.0000 LR: 2.634e-02 Score 95.324 Data time: 0.2217, Forward time: 2.2754, Backward time: 3.0666, DDP time: 0.0046, Total iter time: 5.1649 [2020-11-06 02:53:43,292][root][INFO] - ===> Epoch[298](7731/26): Loss -0.2611, Sem 0.1492, dir -0.7328, norm 0.3225, swav 0.0000 LR: 2.633e-02 Score 95.239 Data time: 0.1675, Forward time: 2.2753, Backward time: 3.0666, DDP time: 0.0046, Total iter time: 4.9174 [2020-11-06 02:53:49,229][root][INFO] - ===> Epoch[298](7732/26): Loss -0.2224, Sem 0.1364, dir -0.7319, norm 0.3731, swav 0.0000 LR: 2.632e-02 Score 95.736 Data time: 0.1858, Forward time: 2.2752, Backward time: 3.0667, DDP time: 0.0046, Total iter time: 5.8412 [2020-11-06 02:53:55,776][root][INFO] - ===> Epoch[298](7733/26): Loss -0.1933, Sem 0.1490, dir -0.6947, norm 0.3523, swav 0.0000 LR: 2.631e-02 Score 95.159 Data time: 0.1758, Forward time: 2.2752, Backward time: 3.0669, DDP time: 0.0046, Total iter time: 6.4298 [2020-11-06 02:54:01,016][root][INFO] - ===> Epoch[298](7734/26): Loss -0.2705, Sem 0.1585, dir -0.7559, norm 0.3269, swav 0.0000 LR: 2.629e-02 Score 94.601 Data time: 0.1700, Forward time: 2.2751, Backward time: 3.0669, DDP time: 0.0046, Total iter time: 5.1256 [2020-11-06 02:54:06,190][root][INFO] - ===> Epoch[298](7735/26): Loss -0.2394, Sem 0.1525, dir -0.7183, norm 0.3264, swav 0.0000 LR: 2.628e-02 Score 94.772 Data time: 0.1410, Forward time: 2.2750, Backward time: 3.0669, DDP time: 0.0046, Total iter time: 5.0560 [2020-11-06 02:54:11,774][root][INFO] - ===> Epoch[298](7736/26): Loss -0.1765, Sem 0.1532, dir -0.6864, norm 0.3567, swav 0.0000 LR: 2.627e-02 Score 95.331 Data time: 0.2035, Forward time: 2.2750, Backward time: 3.0669, DDP time: 0.0046, Total iter time: 5.4905 [2020-11-06 02:54:16,905][root][INFO] - ===> Epoch[298](7737/26): Loss -0.2835, Sem 0.1201, dir -0.7474, norm 0.3438, swav 0.0000 LR: 2.626e-02 Score 95.978 Data time: 0.2008, Forward time: 2.2749, Backward time: 3.0669, DDP time: 0.0046, Total iter time: 5.0189 [2020-11-06 02:54:23,632][root][INFO] - ===> Epoch[298](7738/26): Loss -0.1885, Sem 0.1390, dir -0.7026, norm 0.3751, swav 0.0000 LR: 2.625e-02 Score 95.607 Data time: 0.3043, Forward time: 2.2750, Backward time: 3.0669, DDP time: 0.0046, Total iter time: 6.6250 [2020-11-06 02:54:29,585][root][INFO] - ===> Epoch[298](7739/26): Loss -0.2570, Sem 0.1206, dir -0.7247, norm 0.3471, swav 0.0000 LR: 2.624e-02 Score 96.422 Data time: 0.1687, Forward time: 2.2749, Backward time: 3.0670, DDP time: 0.0046, Total iter time: 5.8039 [2020-11-06 02:54:36,058][root][INFO] - ===> Epoch[298](7740/26): Loss -0.2492, Sem 0.1402, dir -0.7239, norm 0.3345, swav 0.0000 LR: 2.623e-02 Score 95.160 Data time: 0.3093, Forward time: 2.2751, Backward time: 3.0670, DDP time: 0.0046, Total iter time: 6.3685 [2020-11-06 02:54:41,758][root][INFO] - ===> Epoch[298](7741/26): Loss -0.2536, Sem 0.1581, dir -0.7615, norm 0.3498, swav 0.0000 LR: 2.622e-02 Score 95.224 Data time: 0.1560, Forward time: 2.2750, Backward time: 3.0670, DDP time: 0.0046, Total iter time: 5.5789 [2020-11-06 02:54:46,885][root][INFO] - ===> Epoch[298](7742/26): Loss -0.2538, Sem 0.1466, dir -0.7599, norm 0.3595, swav 0.0000 LR: 2.621e-02 Score 94.835 Data time: 0.2137, Forward time: 2.2750, Backward time: 3.0670, DDP time: 0.0046, Total iter time: 5.0263 [2020-11-06 02:54:52,216][root][INFO] - ===> Epoch[298](7743/26): Loss -0.2157, Sem 0.1295, dir -0.7114, norm 0.3662, swav 0.0000 LR: 2.620e-02 Score 95.543 Data time: 0.2565, Forward time: 2.2750, Backward time: 3.0669, DDP time: 0.0046, Total iter time: 5.2120 [2020-11-06 02:54:57,695][root][INFO] - ===> Epoch[298](7744/26): Loss -0.2429, Sem 0.1280, dir -0.7055, norm 0.3346, swav 0.0000 LR: 2.619e-02 Score 95.581 Data time: 0.1838, Forward time: 2.2750, Backward time: 3.0669, DDP time: 0.0046, Total iter time: 5.3409 [2020-11-06 02:55:03,983][root][INFO] - ===> Epoch[298](7745/26): Loss -0.1875, Sem 0.1679, dir -0.7157, norm 0.3602, swav 0.0000 LR: 2.618e-02 Score 94.707 Data time: 0.2058, Forward time: 2.2750, Backward time: 3.0670, DDP time: 0.0046, Total iter time: 6.1897 [2020-11-06 02:55:10,559][root][INFO] - ===> Epoch[298](7746/26): Loss -0.2574, Sem 0.1347, dir -0.7426, norm 0.3506, swav 0.0000 LR: 2.617e-02 Score 95.607 Data time: 0.2071, Forward time: 2.2749, Backward time: 3.0671, DDP time: 0.0046, Total iter time: 6.4714 [2020-11-06 02:55:16,864][root][INFO] - ===> Epoch[298](7747/26): Loss -0.2701, Sem 0.1215, dir -0.7131, norm 0.3215, swav 0.0000 LR: 2.616e-02 Score 95.921 Data time: 0.2240, Forward time: 2.2750, Backward time: 3.0671, DDP time: 0.0046, Total iter time: 6.1786 [2020-11-06 02:55:22,264][root][INFO] - ===> Epoch[298](7748/26): Loss -0.1892, Sem 0.1762, dir -0.7217, norm 0.3564, swav 0.0000 LR: 2.615e-02 Score 94.468 Data time: 0.1899, Forward time: 2.2749, Backward time: 3.0672, DDP time: 0.0046, Total iter time: 5.2773 [2020-11-06 02:55:28,530][root][INFO] - ===> Epoch[299](7749/26): Loss -0.2428, Sem 0.1388, dir -0.7176, norm 0.3360, swav 0.0000 LR: 2.614e-02 Score 95.579 Data time: 0.2079, Forward time: 2.2749, Backward time: 3.0672, DDP time: 0.0046, Total iter time: 6.1890 [2020-11-06 02:55:33,928][root][INFO] - ===> Epoch[299](7750/26): Loss -0.2391, Sem 0.1351, dir -0.7412, norm 0.3670, swav 0.0000 LR: 2.613e-02 Score 95.913 Data time: 0.1994, Forward time: 2.2749, Backward time: 3.0672, DDP time: 0.0046, Total iter time: 5.2976 [2020-11-06 02:55:39,206][root][INFO] - ===> Epoch[299](7751/26): Loss -0.2001, Sem 0.1818, dir -0.7105, norm 0.3286, swav 0.0000 LR: 2.612e-02 Score 93.940 Data time: 0.2286, Forward time: 2.2749, Backward time: 3.0671, DDP time: 0.0046, Total iter time: 5.1853 [2020-11-06 02:55:45,964][root][INFO] - ===> Epoch[299](7752/26): Loss -0.2103, Sem 0.1699, dir -0.7260, norm 0.3457, swav 0.0000 LR: 2.611e-02 Score 94.277 Data time: 0.2535, Forward time: 2.2750, Backward time: 3.0672, DDP time: 0.0046, Total iter time: 6.6428 [2020-11-06 02:55:51,308][root][INFO] - ===> Epoch[299](7753/26): Loss -0.2639, Sem 0.1259, dir -0.7188, norm 0.3290, swav 0.0000 LR: 2.610e-02 Score 95.570 Data time: 0.1593, Forward time: 2.2749, Backward time: 3.0672, DDP time: 0.0046, Total iter time: 5.2252 [2020-11-06 02:55:56,480][root][INFO] - ===> Epoch[299](7754/26): Loss -0.2081, Sem 0.1585, dir -0.6987, norm 0.3321, swav 0.0000 LR: 2.609e-02 Score 94.884 Data time: 0.1949, Forward time: 2.2748, Backward time: 3.0672, DDP time: 0.0046, Total iter time: 5.0730 [2020-11-06 02:56:02,546][root][INFO] - ===> Epoch[299](7755/26): Loss -0.1706, Sem 0.1502, dir -0.6891, norm 0.3683, swav 0.0000 LR: 2.608e-02 Score 95.130 Data time: 0.2180, Forward time: 2.2748, Backward time: 3.0672, DDP time: 0.0046, Total iter time: 5.9710 [2020-11-06 02:56:08,169][root][INFO] - ===> Epoch[299](7756/26): Loss -0.2411, Sem 0.1401, dir -0.7213, norm 0.3401, swav 0.0000 LR: 2.606e-02 Score 95.152 Data time: 0.2491, Forward time: 2.2749, Backward time: 3.0672, DDP time: 0.0046, Total iter time: 5.5075 [2020-11-06 02:56:13,239][root][INFO] - ===> Epoch[299](7757/26): Loss -0.1903, Sem 0.1631, dir -0.7042, norm 0.3507, swav 0.0000 LR: 2.605e-02 Score 94.540 Data time: 0.1937, Forward time: 2.2749, Backward time: 3.0671, DDP time: 0.0046, Total iter time: 4.9457 [2020-11-06 02:56:18,181][root][INFO] - ===> Epoch[299](7758/26): Loss -0.2017, Sem 0.1450, dir -0.7080, norm 0.3612, swav 0.0000 LR: 2.604e-02 Score 95.248 Data time: 0.2415, Forward time: 2.2749, Backward time: 3.0670, DDP time: 0.0046, Total iter time: 4.8392 [2020-11-06 02:56:23,049][root][INFO] - ===> Epoch[299](7759/26): Loss -0.2653, Sem 0.1373, dir -0.7466, norm 0.3440, swav 0.0000 LR: 2.603e-02 Score 95.596 Data time: 0.1960, Forward time: 2.2749, Backward time: 3.0669, DDP time: 0.0046, Total iter time: 4.7405 [2020-11-06 02:56:28,543][root][INFO] - ===> Epoch[299](7760/26): Loss -0.2435, Sem 0.1345, dir -0.7138, norm 0.3358, swav 0.0000 LR: 2.602e-02 Score 95.169 Data time: 0.2300, Forward time: 2.2749, Backward time: 3.0668, DDP time: 0.0046, Total iter time: 5.3901 [2020-11-06 02:56:33,198][root][INFO] - ===> Epoch[299](7761/26): Loss -0.2199, Sem 0.1431, dir -0.7315, norm 0.3684, swav 0.0000 LR: 2.601e-02 Score 95.250 Data time: 0.1595, Forward time: 2.2748, Backward time: 3.0668, DDP time: 0.0046, Total iter time: 4.5438 [2020-11-06 02:56:38,475][root][INFO] - ===> Epoch[299](7762/26): Loss -0.1696, Sem 0.1824, dir -0.7208, norm 0.3688, swav 0.0000 LR: 2.600e-02 Score 94.208 Data time: 0.2436, Forward time: 2.2749, Backward time: 3.0667, DDP time: 0.0046, Total iter time: 5.1744 [2020-11-06 02:56:44,015][root][INFO] - ===> Epoch[299](7763/26): Loss -0.1852, Sem 0.1457, dir -0.6878, norm 0.3569, swav 0.0000 LR: 2.599e-02 Score 95.486 Data time: 0.1662, Forward time: 2.2748, Backward time: 3.0667, DDP time: 0.0046, Total iter time: 5.4220 [2020-11-06 02:56:49,363][root][INFO] - ===> Epoch[299](7764/26): Loss -0.2752, Sem 0.1334, dir -0.7464, norm 0.3379, swav 0.0000 LR: 2.598e-02 Score 95.480 Data time: 0.2039, Forward time: 2.2748, Backward time: 3.0667, DDP time: 0.0046, Total iter time: 5.2620 [2020-11-06 02:56:55,072][root][INFO] - ===> Epoch[299](7765/26): Loss -0.2267, Sem 0.1489, dir -0.7383, norm 0.3627, swav 0.0000 LR: 2.597e-02 Score 95.310 Data time: 0.1720, Forward time: 2.2747, Backward time: 3.0667, DDP time: 0.0046, Total iter time: 5.5786 [2020-11-06 02:56:59,656][root][INFO] - ===> Epoch[299](7766/26): Loss -0.2865, Sem 0.1251, dir -0.7573, norm 0.3457, swav 0.0000 LR: 2.596e-02 Score 95.484 Data time: 0.1738, Forward time: 2.2747, Backward time: 3.0666, DDP time: 0.0046, Total iter time: 4.4764 [2020-11-06 02:57:05,199][root][INFO] - ===> Epoch[299](7767/26): Loss -0.2328, Sem 0.1277, dir -0.7054, norm 0.3449, swav 0.0000 LR: 2.595e-02 Score 96.108 Data time: 0.2151, Forward time: 2.2747, Backward time: 3.0666, DDP time: 0.0046, Total iter time: 5.4605 [2020-11-06 02:57:10,625][root][INFO] - ===> Epoch[299](7768/26): Loss -0.2537, Sem 0.1312, dir -0.7188, norm 0.3339, swav 0.0000 LR: 2.594e-02 Score 95.688 Data time: 0.2442, Forward time: 2.2747, Backward time: 3.0666, DDP time: 0.0046, Total iter time: 5.3100 [2020-11-06 02:57:16,602][root][INFO] - ===> Epoch[299](7769/26): Loss -0.2737, Sem 0.1226, dir -0.7338, norm 0.3375, swav 0.0000 LR: 2.593e-02 Score 96.121 Data time: 0.2638, Forward time: 2.2747, Backward time: 3.0665, DDP time: 0.0046, Total iter time: 5.8460 [2020-11-06 02:57:23,949][root][INFO] - ===> Epoch[299](7770/26): Loss -0.2542, Sem 0.1521, dir -0.7524, norm 0.3462, swav 0.0000 LR: 2.592e-02 Score 94.934 Data time: 0.2045, Forward time: 2.2747, Backward time: 3.0667, DDP time: 0.0046, Total iter time: 7.1883 [2020-11-06 02:57:31,837][root][INFO] - ===> Epoch[299](7771/26): Loss -0.2510, Sem 0.1198, dir -0.7177, norm 0.3469, swav 0.0000 LR: 2.591e-02 Score 96.212 Data time: 0.1795, Forward time: 2.2747, Backward time: 3.0671, DDP time: 0.0046, Total iter time: 7.7766 [2020-11-06 02:57:38,256][root][INFO] - ===> Epoch[299](7772/26): Loss -0.1520, Sem 0.1841, dir -0.7089, norm 0.3728, swav 0.0000 LR: 2.590e-02 Score 93.500 Data time: 0.2118, Forward time: 2.2747, Backward time: 3.0671, DDP time: 0.0046, Total iter time: 6.3202 [2020-11-06 02:57:44,361][root][INFO] - ===> Epoch[299](7773/26): Loss -0.2596, Sem 0.1426, dir -0.7325, norm 0.3303, swav 0.0000 LR: 2.589e-02 Score 94.966 Data time: 0.1536, Forward time: 2.2746, Backward time: 3.0673, DDP time: 0.0046, Total iter time: 5.9586 [2020-11-06 02:57:50,404][root][INFO] - ===> Epoch[299](7774/26): Loss -0.2135, Sem 0.1659, dir -0.7032, norm 0.3237, swav 0.0000 LR: 2.588e-02 Score 94.396 Data time: 0.1553, Forward time: 2.2745, Backward time: 3.0674, DDP time: 0.0046, Total iter time: 5.9432 [2020-11-06 02:57:54,721][root][INFO] - ===> Epoch[300](7775/26): Loss -0.2523, Sem 0.1711, dir -0.7496, norm 0.3262, swav 0.0000 LR: 2.587e-02 Score 94.621 Data time: 0.1773, Forward time: 2.2744, Backward time: 3.0673, DDP time: 0.0046, Total iter time: 4.2074 [2020-11-06 02:58:00,552][root][INFO] - ===> Epoch[300](7776/26): Loss -0.2695, Sem 0.1374, dir -0.7448, norm 0.3379, swav 0.0000 LR: 2.586e-02 Score 95.817 Data time: 0.2010, Forward time: 2.2744, Backward time: 3.0673, DDP time: 0.0046, Total iter time: 5.7326 [2020-11-06 02:58:06,392][root][INFO] - ===> Epoch[300](7777/26): Loss -0.3007, Sem 0.1396, dir -0.7757, norm 0.3355, swav 0.0000 LR: 2.585e-02 Score 95.412 Data time: 0.2000, Forward time: 2.2744, Backward time: 3.0673, DDP time: 0.0046, Total iter time: 5.7257 [2020-11-06 02:58:11,700][root][INFO] - ===> Epoch[300](7778/26): Loss -0.2387, Sem 0.1264, dir -0.7008, norm 0.3357, swav 0.0000 LR: 2.583e-02 Score 96.307 Data time: 0.2262, Forward time: 2.2744, Backward time: 3.0673, DDP time: 0.0046, Total iter time: 5.1825 [2020-11-06 02:58:18,136][root][INFO] - ===> Epoch[300](7779/26): Loss -0.1934, Sem 0.1444, dir -0.7069, norm 0.3690, swav 0.0000 LR: 2.582e-02 Score 95.656 Data time: 0.1843, Forward time: 2.2744, Backward time: 3.0674, DDP time: 0.0046, Total iter time: 6.2855 [2020-11-06 02:58:24,291][root][INFO] - ===> Epoch[300](7780/26): Loss -0.2056, Sem 0.1354, dir -0.6976, norm 0.3566, swav 0.0000 LR: 2.581e-02 Score 95.321 Data time: 0.2926, Forward time: 2.2745, Backward time: 3.0674, DDP time: 0.0046, Total iter time: 6.0313 [2020-11-06 02:58:29,548][root][INFO] - ===> Epoch[300](7781/26): Loss -0.2763, Sem 0.1142, dir -0.7294, norm 0.3389, swav 0.0000 LR: 2.580e-02 Score 96.377 Data time: 0.2087, Forward time: 2.2745, Backward time: 3.0673, DDP time: 0.0046, Total iter time: 5.1141 [2020-11-06 02:58:34,649][root][INFO] - ===> Epoch[300](7782/26): Loss -0.3108, Sem 0.1365, dir -0.7621, norm 0.3149, swav 0.0000 LR: 2.579e-02 Score 95.283 Data time: 0.2394, Forward time: 2.2745, Backward time: 3.0672, DDP time: 0.0046, Total iter time: 4.9782 [2020-11-06 02:58:41,233][root][INFO] - ===> Epoch[300](7783/26): Loss -0.2692, Sem 0.1585, dir -0.7670, norm 0.3393, swav 0.0000 LR: 2.578e-02 Score 94.381 Data time: 0.1986, Forward time: 2.2745, Backward time: 3.0673, DDP time: 0.0046, Total iter time: 6.4620 [2020-11-06 02:58:46,942][root][INFO] - ===> Epoch[300](7784/26): Loss -0.2405, Sem 0.1247, dir -0.7269, norm 0.3616, swav 0.0000 LR: 2.577e-02 Score 96.096 Data time: 0.2630, Forward time: 2.2745, Backward time: 3.0672, DDP time: 0.0046, Total iter time: 5.5987 [2020-11-06 02:58:52,858][root][INFO] - ===> Epoch[300](7785/26): Loss -0.2432, Sem 0.1262, dir -0.7341, norm 0.3647, swav 0.0000 LR: 2.576e-02 Score 95.612 Data time: 0.2106, Forward time: 2.2745, Backward time: 3.0673, DDP time: 0.0046, Total iter time: 5.7908 [2020-11-06 02:58:59,831][root][INFO] - ===> Epoch[300](7786/26): Loss -0.2328, Sem 0.1301, dir -0.7195, norm 0.3566, swav 0.0000 LR: 2.575e-02 Score 95.643 Data time: 0.1845, Forward time: 2.2744, Backward time: 3.0675, DDP time: 0.0046, Total iter time: 6.8513 [2020-11-06 02:59:05,906][root][INFO] - ===> Epoch[300](7787/26): Loss -0.2412, Sem 0.1411, dir -0.7379, norm 0.3556, swav 0.0000 LR: 2.574e-02 Score 95.333 Data time: 0.1756, Forward time: 2.2744, Backward time: 3.0676, DDP time: 0.0046, Total iter time: 5.9460 [2020-11-06 02:59:10,510][root][INFO] - ===> Epoch[300](7788/26): Loss -0.3380, Sem 0.1084, dir -0.7612, norm 0.3148, swav 0.0000 LR: 2.573e-02 Score 96.916 Data time: 0.2486, Forward time: 2.2744, Backward time: 3.0675, DDP time: 0.0046, Total iter time: 4.4889 [2020-11-06 02:59:14,743][root][INFO] - ===> Epoch[300](7789/26): Loss -0.3223, Sem 0.1287, dir -0.7696, norm 0.3186, swav 0.0000 LR: 2.572e-02 Score 95.533 Data time: 0.1678, Forward time: 2.2743, Backward time: 3.0674, DDP time: 0.0046, Total iter time: 4.1430 [2020-11-06 02:59:20,092][root][INFO] - ===> Epoch[300](7790/26): Loss -0.2673, Sem 0.1460, dir -0.7764, norm 0.3632, swav 0.0000 LR: 2.571e-02 Score 95.004 Data time: 0.2303, Forward time: 2.2743, Backward time: 3.0673, DDP time: 0.0046, Total iter time: 5.2427 [2020-11-06 02:59:25,151][root][INFO] - ===> Epoch[300](7791/26): Loss -0.2098, Sem 0.1825, dir -0.7211, norm 0.3289, swav 0.0000 LR: 2.570e-02 Score 94.046 Data time: 0.2571, Forward time: 2.2743, Backward time: 3.0672, DDP time: 0.0046, Total iter time: 4.9133 [2020-11-06 02:59:30,742][root][INFO] - ===> Epoch[300](7792/26): Loss -0.2063, Sem 0.1705, dir -0.7171, norm 0.3402, swav 0.0000 LR: 2.569e-02 Score 95.071 Data time: 0.2461, Forward time: 2.2744, Backward time: 3.0671, DDP time: 0.0046, Total iter time: 5.4676 [2020-11-06 02:59:37,127][root][INFO] - ===> Epoch[300](7793/26): Loss -0.2280, Sem 0.1343, dir -0.7022, norm 0.3399, swav 0.0000 LR: 2.568e-02 Score 95.318 Data time: 0.1818, Forward time: 2.2743, Backward time: 3.0672, DDP time: 0.0046, Total iter time: 6.2764 [2020-11-06 02:59:43,601][root][INFO] - ===> Epoch[300](7794/26): Loss -0.2064, Sem 0.1606, dir -0.7392, norm 0.3722, swav 0.0000 LR: 2.567e-02 Score 94.649 Data time: 0.1863, Forward time: 2.2743, Backward time: 3.0674, DDP time: 0.0046, Total iter time: 6.3757 [2020-11-06 02:59:50,133][root][INFO] - ===> Epoch[300](7795/26): Loss -0.2295, Sem 0.1605, dir -0.7198, norm 0.3298, swav 0.0000 LR: 2.566e-02 Score 94.391 Data time: 0.2050, Forward time: 2.2743, Backward time: 3.0675, DDP time: 0.0046, Total iter time: 6.4316 [2020-11-06 02:59:55,205][root][INFO] - ===> Epoch[300](7796/26): Loss -0.2545, Sem 0.1560, dir -0.7547, norm 0.3442, swav 0.0000 LR: 2.565e-02 Score 95.227 Data time: 0.1764, Forward time: 2.2742, Backward time: 3.0674, DDP time: 0.0046, Total iter time: 4.9363 [2020-11-06 03:00:00,339][root][INFO] - ===> Epoch[300](7797/26): Loss -0.2076, Sem 0.1251, dir -0.7087, norm 0.3761, swav 0.0000 LR: 2.564e-02 Score 95.824 Data time: 0.1729, Forward time: 2.2742, Backward time: 3.0674, DDP time: 0.0046, Total iter time: 5.0396 [2020-11-06 03:00:06,314][root][INFO] - ===> Epoch[300](7798/26): Loss -0.2477, Sem 0.1311, dir -0.7521, norm 0.3734, swav 0.0000 LR: 2.563e-02 Score 96.016 Data time: 0.2056, Forward time: 2.2742, Backward time: 3.0675, DDP time: 0.0046, Total iter time: 5.8878 [2020-11-06 03:00:12,957][root][INFO] - ===> Epoch[300](7799/26): Loss -0.2294, Sem 0.1416, dir -0.7093, norm 0.3382, swav 0.0000 LR: 2.562e-02 Score 95.019 Data time: 0.2290, Forward time: 2.2742, Backward time: 3.0676, DDP time: 0.0046, Total iter time: 6.5170 [2020-11-06 03:00:17,878][root][INFO] - ===> Epoch[300](7800/26): Loss -0.3156, Sem 0.1218, dir -0.7506, norm 0.3132, swav 0.0000 LR: 2.560e-02 Score 96.119 Data time: 0.2470, Forward time: 2.2742, Backward time: 3.0674, DDP time: 0.0046, Total iter time: 4.8040 [2020-11-06 03:00:22,148][root][INFO] - ===> Epoch[301](7801/26): Loss -0.2244, Sem 0.1622, dir -0.7548, norm 0.3682, swav 0.0000 LR: 2.559e-02 Score 95.177 Data time: 0.2030, Forward time: 2.2742, Backward time: 3.0673, DDP time: 0.0046, Total iter time: 4.1434 [2020-11-06 03:00:28,138][root][INFO] - ===> Epoch[301](7802/26): Loss -0.2608, Sem 0.1311, dir -0.7389, norm 0.3470, swav 0.0000 LR: 2.558e-02 Score 95.930 Data time: 0.1887, Forward time: 2.2742, Backward time: 3.0673, DDP time: 0.0046, Total iter time: 5.8889 [2020-11-06 03:00:33,584][root][INFO] - ===> Epoch[301](7803/26): Loss -0.1812, Sem 0.1576, dir -0.7180, norm 0.3791, swav 0.0000 LR: 2.557e-02 Score 95.541 Data time: 0.2172, Forward time: 2.2742, Backward time: 3.0673, DDP time: 0.0046, Total iter time: 5.3181 [2020-11-06 03:00:39,818][root][INFO] - ===> Epoch[301](7804/26): Loss -0.2580, Sem 0.1370, dir -0.7238, norm 0.3287, swav 0.0000 LR: 2.556e-02 Score 95.304 Data time: 0.1471, Forward time: 2.2741, Backward time: 3.0674, DDP time: 0.0046, Total iter time: 6.1110 [2020-11-06 03:00:46,739][root][INFO] - ===> Epoch[301](7805/26): Loss -0.2775, Sem 0.1041, dir -0.7319, norm 0.3504, swav 0.0000 LR: 2.555e-02 Score 96.361 Data time: 0.1624, Forward time: 2.2740, Backward time: 3.0677, DDP time: 0.0046, Total iter time: 6.8233 [2020-11-06 03:00:52,267][root][INFO] - ===> Epoch[301](7806/26): Loss -0.2430, Sem 0.1435, dir -0.7332, norm 0.3468, swav 0.0000 LR: 2.554e-02 Score 94.924 Data time: 0.1834, Forward time: 2.2740, Backward time: 3.0677, DDP time: 0.0046, Total iter time: 5.4064 [2020-11-06 03:00:57,745][root][INFO] - ===> Epoch[301](7807/26): Loss -0.2682, Sem 0.1366, dir -0.7395, norm 0.3347, swav 0.0000 LR: 2.553e-02 Score 95.581 Data time: 0.1411, Forward time: 2.2739, Backward time: 3.0677, DDP time: 0.0046, Total iter time: 5.3346 [2020-11-06 03:01:03,544][root][INFO] - ===> Epoch[301](7808/26): Loss -0.2560, Sem 0.1261, dir -0.7488, norm 0.3666, swav 0.0000 LR: 2.552e-02 Score 95.913 Data time: 0.2145, Forward time: 2.2738, Backward time: 3.0678, DDP time: 0.0046, Total iter time: 5.7172 [2020-11-06 03:01:09,551][root][INFO] - ===> Epoch[301](7809/26): Loss -0.2539, Sem 0.1293, dir -0.7379, norm 0.3547, swav 0.0000 LR: 2.551e-02 Score 95.815 Data time: 0.2853, Forward time: 2.2739, Backward time: 3.0677, DDP time: 0.0046, Total iter time: 5.9090 [2020-11-06 03:01:16,125][root][INFO] - ===> Epoch[301](7810/26): Loss -0.2294, Sem 0.1456, dir -0.7323, norm 0.3573, swav 0.0000 LR: 2.550e-02 Score 95.741 Data time: 0.1765, Forward time: 2.2739, Backward time: 3.0678, DDP time: 0.0046, Total iter time: 6.4203 [2020-11-06 03:01:21,636][root][INFO] - ===> Epoch[301](7811/26): Loss -0.2470, Sem 0.1541, dir -0.7171, norm 0.3160, swav 0.0000 LR: 2.549e-02 Score 95.178 Data time: 0.1732, Forward time: 2.2738, Backward time: 3.0679, DDP time: 0.0046, Total iter time: 5.4037 [2020-11-06 03:01:27,557][root][INFO] - ===> Epoch[301](7812/26): Loss -0.2500, Sem 0.1251, dir -0.7286, norm 0.3536, swav 0.0000 LR: 2.548e-02 Score 96.089 Data time: 0.1901, Forward time: 2.2738, Backward time: 3.0679, DDP time: 0.0046, Total iter time: 5.8338 [2020-11-06 03:01:32,870][root][INFO] - ===> Epoch[301](7813/26): Loss -0.2399, Sem 0.1446, dir -0.7324, norm 0.3480, swav 0.0000 LR: 2.547e-02 Score 95.762 Data time: 0.2680, Forward time: 2.2738, Backward time: 3.0678, DDP time: 0.0046, Total iter time: 5.1924 [2020-11-06 03:01:38,169][root][INFO] - ===> Epoch[301](7814/26): Loss -0.2122, Sem 0.1538, dir -0.7208, norm 0.3548, swav 0.0000 LR: 2.546e-02 Score 94.905 Data time: 0.1522, Forward time: 2.2738, Backward time: 3.0678, DDP time: 0.0046, Total iter time: 5.1570 [2020-11-06 03:01:44,016][root][INFO] - ===> Epoch[301](7815/26): Loss -0.2369, Sem 0.1489, dir -0.7314, norm 0.3456, swav 0.0000 LR: 2.545e-02 Score 95.249 Data time: 0.1895, Forward time: 2.2737, Backward time: 3.0679, DDP time: 0.0046, Total iter time: 5.7454 [2020-11-06 03:01:49,541][root][INFO] - ===> Epoch[301](7816/26): Loss -0.3064, Sem 0.1239, dir -0.7448, norm 0.3145, swav 0.0000 LR: 2.544e-02 Score 95.663 Data time: 0.1967, Forward time: 2.2737, Backward time: 3.0679, DDP time: 0.0046, Total iter time: 5.4177 [2020-11-06 03:01:55,363][root][INFO] - ===> Epoch[301](7817/26): Loss -0.1793, Sem 0.1775, dir -0.7391, norm 0.3823, swav 0.0000 LR: 2.543e-02 Score 94.253 Data time: 0.1960, Forward time: 2.2737, Backward time: 3.0679, DDP time: 0.0046, Total iter time: 5.6963 [2020-11-06 03:02:02,237][root][INFO] - ===> Epoch[301](7818/26): Loss -0.2639, Sem 0.1222, dir -0.7225, norm 0.3364, swav 0.0000 LR: 2.542e-02 Score 96.006 Data time: 0.1878, Forward time: 2.2737, Backward time: 3.0681, DDP time: 0.0046, Total iter time: 6.7533 [2020-11-06 03:02:07,037][root][INFO] - ===> Epoch[301](7819/26): Loss -0.2709, Sem 0.1515, dir -0.7286, norm 0.3062, swav 0.0000 LR: 2.541e-02 Score 95.017 Data time: 0.2124, Forward time: 2.2736, Backward time: 3.0680, DDP time: 0.0046, Total iter time: 4.6976 [2020-11-06 03:02:12,963][root][INFO] - ===> Epoch[301](7820/26): Loss -0.1723, Sem 0.1524, dir -0.7156, norm 0.3909, swav 0.0000 LR: 2.540e-02 Score 94.913 Data time: 0.2797, Forward time: 2.2737, Backward time: 3.0679, DDP time: 0.0046, Total iter time: 5.8024 [2020-11-06 03:02:17,931][root][INFO] - ===> Epoch[301](7821/26): Loss -0.2935, Sem 0.1421, dir -0.7600, norm 0.3245, swav 0.0000 LR: 2.538e-02 Score 95.327 Data time: 0.2032, Forward time: 2.2737, Backward time: 3.0678, DDP time: 0.0046, Total iter time: 4.8060 [2020-11-06 03:02:23,351][root][INFO] - ===> Epoch[301](7822/26): Loss -0.1853, Sem 0.1563, dir -0.7046, norm 0.3630, swav 0.0000 LR: 2.537e-02 Score 94.907 Data time: 0.2373, Forward time: 2.2737, Backward time: 3.0678, DDP time: 0.0046, Total iter time: 5.3068 [2020-11-06 03:02:29,339][root][INFO] - ===> Epoch[301](7823/26): Loss -0.2575, Sem 0.1514, dir -0.7423, norm 0.3334, swav 0.0000 LR: 2.536e-02 Score 94.892 Data time: 0.1626, Forward time: 2.2737, Backward time: 3.0678, DDP time: 0.0046, Total iter time: 5.8387 [2020-11-06 03:02:35,931][root][INFO] - ===> Epoch[301](7824/26): Loss -0.1734, Sem 0.1561, dir -0.7028, norm 0.3733, swav 0.0000 LR: 2.535e-02 Score 94.881 Data time: 0.1427, Forward time: 2.2736, Backward time: 3.0680, DDP time: 0.0046, Total iter time: 6.4933 [2020-11-06 03:02:42,656][root][INFO] - ===> Epoch[301](7825/26): Loss -0.2356, Sem 0.1494, dir -0.7223, norm 0.3372, swav 0.0000 LR: 2.534e-02 Score 94.924 Data time: 0.2291, Forward time: 2.2736, Backward time: 3.0682, DDP time: 0.0046, Total iter time: 6.6304 [2020-11-06 03:02:47,721][root][INFO] - ===> Epoch[301](7826/26): Loss -0.2421, Sem 0.1249, dir -0.7290, norm 0.3620, swav 0.0000 LR: 2.533e-02 Score 95.635 Data time: 0.2054, Forward time: 2.2736, Backward time: 3.0681, DDP time: 0.0046, Total iter time: 4.9608 [2020-11-06 03:02:52,461][root][INFO] - ===> Epoch[302](7827/26): Loss -0.2383, Sem 0.1488, dir -0.7441, norm 0.3569, swav 0.0000 LR: 2.532e-02 Score 94.956 Data time: 0.1885, Forward time: 2.2735, Backward time: 3.0680, DDP time: 0.0046, Total iter time: 4.6153 [2020-11-06 03:02:58,097][root][INFO] - ===> Epoch[302](7828/26): Loss -0.2551, Sem 0.1064, dir -0.7013, norm 0.3397, swav 0.0000 LR: 2.531e-02 Score 96.955 Data time: 0.2027, Forward time: 2.2735, Backward time: 3.0680, DDP time: 0.0046, Total iter time: 5.5478 [2020-11-06 03:03:05,005][root][INFO] - ===> Epoch[302](7829/26): Loss -0.2597, Sem 0.1292, dir -0.7314, norm 0.3425, swav 0.0000 LR: 2.530e-02 Score 95.457 Data time: 0.2548, Forward time: 2.2736, Backward time: 3.0681, DDP time: 0.0046, Total iter time: 6.7868 [2020-11-06 03:03:10,943][root][INFO] - ===> Epoch[302](7830/26): Loss -0.2317, Sem 0.1541, dir -0.7239, norm 0.3382, swav 0.0000 LR: 2.529e-02 Score 94.912 Data time: 0.1522, Forward time: 2.2735, Backward time: 3.0682, DDP time: 0.0046, Total iter time: 5.8065 [2020-11-06 03:03:16,318][root][INFO] - ===> Epoch[302](7831/26): Loss -0.2159, Sem 0.1583, dir -0.7217, norm 0.3474, swav 0.0000 LR: 2.528e-02 Score 94.706 Data time: 0.1960, Forward time: 2.2735, Backward time: 3.0682, DDP time: 0.0046, Total iter time: 5.2619 [2020-11-06 03:03:21,332][root][INFO] - ===> Epoch[302](7832/26): Loss -0.2756, Sem 0.1322, dir -0.7237, norm 0.3159, swav 0.0000 LR: 2.527e-02 Score 96.008 Data time: 0.2465, Forward time: 2.2735, Backward time: 3.0681, DDP time: 0.0046, Total iter time: 4.8878 [2020-11-06 03:03:25,637][root][INFO] - ===> Epoch[302](7833/26): Loss -0.3032, Sem 0.1175, dir -0.7487, norm 0.3280, swav 0.0000 LR: 2.526e-02 Score 95.996 Data time: 0.2159, Forward time: 2.2735, Backward time: 3.0679, DDP time: 0.0046, Total iter time: 4.1856 [2020-11-06 03:03:32,881][root][INFO] - ===> Epoch[302](7834/26): Loss -0.2892, Sem 0.1202, dir -0.7472, norm 0.3378, swav 0.0000 LR: 2.525e-02 Score 95.768 Data time: 0.4063, Forward time: 2.2736, Backward time: 3.0679, DDP time: 0.0046, Total iter time: 7.1460 [2020-11-06 03:03:38,588][root][INFO] - ===> Epoch[302](7835/26): Loss -0.2756, Sem 0.1285, dir -0.7411, norm 0.3370, swav 0.0000 LR: 2.524e-02 Score 95.634 Data time: 0.2537, Forward time: 2.2737, Backward time: 3.0678, DDP time: 0.0046, Total iter time: 5.5945 [2020-11-06 03:03:43,857][root][INFO] - ===> Epoch[302](7836/26): Loss -0.2756, Sem 0.1280, dir -0.7291, norm 0.3255, swav 0.0000 LR: 2.523e-02 Score 95.616 Data time: 0.1882, Forward time: 2.2737, Backward time: 3.0678, DDP time: 0.0046, Total iter time: 5.1535 [2020-11-06 03:03:49,525][root][INFO] - ===> Epoch[302](7837/26): Loss -0.2057, Sem 0.1449, dir -0.7280, norm 0.3775, swav 0.0000 LR: 2.522e-02 Score 95.292 Data time: 0.1929, Forward time: 2.2737, Backward time: 3.0678, DDP time: 0.0046, Total iter time: 5.5629 [2020-11-06 03:03:54,582][root][INFO] - ===> Epoch[302](7838/26): Loss -0.2153, Sem 0.1469, dir -0.6974, norm 0.3351, swav 0.0000 LR: 2.521e-02 Score 95.384 Data time: 0.1728, Forward time: 2.2736, Backward time: 3.0678, DDP time: 0.0046, Total iter time: 4.9362 [2020-11-06 03:03:59,707][root][INFO] - ===> Epoch[302](7839/26): Loss -0.2633, Sem 0.1666, dir -0.7551, norm 0.3253, swav 0.0000 LR: 2.520e-02 Score 93.867 Data time: 0.2068, Forward time: 2.2736, Backward time: 3.0677, DDP time: 0.0046, Total iter time: 5.0174 [2020-11-06 03:04:05,247][root][INFO] - ===> Epoch[302](7840/26): Loss -0.2663, Sem 0.1409, dir -0.7597, norm 0.3526, swav 0.0000 LR: 2.519e-02 Score 95.539 Data time: 0.1629, Forward time: 2.2736, Backward time: 3.0678, DDP time: 0.0046, Total iter time: 5.4252 [2020-11-06 03:04:11,116][root][INFO] - ===> Epoch[302](7841/26): Loss -0.2656, Sem 0.1260, dir -0.7439, norm 0.3524, swav 0.0000 LR: 2.517e-02 Score 96.183 Data time: 0.2337, Forward time: 2.2736, Backward time: 3.0678, DDP time: 0.0046, Total iter time: 5.7797 [2020-11-06 03:04:17,603][root][INFO] - ===> Epoch[302](7842/26): Loss -0.1901, Sem 0.1649, dir -0.7214, norm 0.3665, swav 0.0000 LR: 2.516e-02 Score 94.477 Data time: 0.2473, Forward time: 2.2736, Backward time: 3.0678, DDP time: 0.0046, Total iter time: 6.3716 [2020-11-06 03:04:23,640][root][INFO] - ===> Epoch[302](7843/26): Loss -0.2142, Sem 0.1197, dir -0.7025, norm 0.3686, swav 0.0000 LR: 2.515e-02 Score 95.517 Data time: 0.1876, Forward time: 2.2735, Backward time: 3.0679, DDP time: 0.0046, Total iter time: 5.9005 [2020-11-06 03:04:30,581][root][INFO] - ===> Epoch[302](7844/26): Loss -0.2644, Sem 0.1424, dir -0.7515, norm 0.3447, swav 0.0000 LR: 2.514e-02 Score 95.654 Data time: 0.2595, Forward time: 2.2736, Backward time: 3.0680, DDP time: 0.0046, Total iter time: 6.8857 [2020-11-06 03:04:37,170][root][INFO] - ===> Epoch[302](7845/26): Loss -0.2410, Sem 0.1320, dir -0.7287, norm 0.3556, swav 0.0000 LR: 2.513e-02 Score 95.787 Data time: 0.1738, Forward time: 2.2736, Backward time: 3.0682, DDP time: 0.0046, Total iter time: 6.4613 [2020-11-06 03:04:41,983][root][INFO] - ===> Epoch[302](7846/26): Loss -0.1407, Sem 0.1789, dir -0.6864, norm 0.3668, swav 0.0000 LR: 2.512e-02 Score 94.564 Data time: 0.2393, Forward time: 2.2736, Backward time: 3.0680, DDP time: 0.0046, Total iter time: 4.7370 [2020-11-06 03:04:48,905][root][INFO] - ===> Epoch[302](7847/26): Loss -0.2034, Sem 0.1745, dir -0.7315, norm 0.3537, swav 0.0000 LR: 2.511e-02 Score 94.196 Data time: 0.2070, Forward time: 2.2736, Backward time: 3.0682, DDP time: 0.0046, Total iter time: 6.8299 [2020-11-06 03:04:54,382][root][INFO] - ===> Epoch[302](7848/26): Loss -0.2293, Sem 0.1289, dir -0.7100, norm 0.3518, swav 0.0000 LR: 2.510e-02 Score 95.983 Data time: 0.1771, Forward time: 2.2735, Backward time: 3.0682, DDP time: 0.0046, Total iter time: 5.3570 [2020-11-06 03:05:00,439][root][INFO] - ===> Epoch[302](7849/26): Loss -0.2330, Sem 0.1411, dir -0.7235, norm 0.3494, swav 0.0000 LR: 2.509e-02 Score 95.427 Data time: 0.2806, Forward time: 2.2736, Backward time: 3.0682, DDP time: 0.0046, Total iter time: 5.9795 [2020-11-06 03:05:05,031][root][INFO] - ===> Epoch[302](7850/26): Loss -0.2298, Sem 0.1279, dir -0.7075, norm 0.3499, swav 0.0000 LR: 2.508e-02 Score 95.773 Data time: 0.1883, Forward time: 2.2736, Backward time: 3.0681, DDP time: 0.0046, Total iter time: 4.4741 [2020-11-06 03:05:10,300][root][INFO] - ===> Epoch[302](7851/26): Loss -0.2565, Sem 0.1170, dir -0.7225, norm 0.3491, swav 0.0000 LR: 2.507e-02 Score 96.269 Data time: 0.2639, Forward time: 2.2736, Backward time: 3.0680, DDP time: 0.0046, Total iter time: 5.1633 [2020-11-06 03:05:15,354][root][INFO] - ===> Epoch[302](7852/26): Loss -0.2495, Sem 0.1354, dir -0.7351, norm 0.3502, swav 0.0000 LR: 2.506e-02 Score 95.412 Data time: 0.2042, Forward time: 2.2736, Backward time: 3.0679, DDP time: 0.0046, Total iter time: 4.9339 [2020-11-06 03:05:23,103][root][INFO] - ===> Epoch[303](7853/26): Loss -0.2576, Sem 0.1128, dir -0.7247, norm 0.3543, swav 0.0000 LR: 2.505e-02 Score 96.559 Data time: 0.1758, Forward time: 2.2735, Backward time: 3.0682, DDP time: 0.0046, Total iter time: 7.6704 [2020-11-06 03:05:29,698][root][INFO] - ===> Epoch[303](7854/26): Loss -0.2264, Sem 0.1356, dir -0.6962, norm 0.3342, swav 0.0000 LR: 2.504e-02 Score 95.845 Data time: 0.2305, Forward time: 2.2735, Backward time: 3.0683, DDP time: 0.0046, Total iter time: 6.5041 [2020-11-06 03:05:34,552][root][INFO] - ===> Epoch[303](7855/26): Loss -0.2511, Sem 0.1331, dir -0.7030, norm 0.3187, swav 0.0000 LR: 2.503e-02 Score 95.683 Data time: 0.2329, Forward time: 2.2736, Backward time: 3.0682, DDP time: 0.0046, Total iter time: 4.7554 [2020-11-06 03:05:39,229][root][INFO] - ===> Epoch[303](7856/26): Loss -0.2818, Sem 0.1509, dir -0.7613, norm 0.3286, swav 0.0000 LR: 2.502e-02 Score 94.659 Data time: 0.1560, Forward time: 2.2735, Backward time: 3.0681, DDP time: 0.0046, Total iter time: 4.5561 [2020-11-06 03:05:44,213][root][INFO] - ===> Epoch[303](7857/26): Loss -0.2245, Sem 0.1640, dir -0.7391, norm 0.3507, swav 0.0000 LR: 2.501e-02 Score 94.973 Data time: 0.1346, Forward time: 2.2734, Backward time: 3.0682, DDP time: 0.0046, Total iter time: 4.9237 [2020-11-06 03:05:50,227][root][INFO] - ===> Epoch[303](7858/26): Loss -0.2134, Sem 0.1430, dir -0.7059, norm 0.3494, swav 0.0000 LR: 2.500e-02 Score 95.623 Data time: 0.2910, Forward time: 2.2735, Backward time: 3.0681, DDP time: 0.0046, Total iter time: 5.9710 [2020-11-06 03:05:54,951][root][INFO] - ===> Epoch[303](7859/26): Loss -0.3190, Sem 0.1089, dir -0.7395, norm 0.3117, swav 0.0000 LR: 2.499e-02 Score 96.238 Data time: 0.1763, Forward time: 2.2734, Backward time: 3.0680, DDP time: 0.0046, Total iter time: 4.6077 [2020-11-06 03:06:00,400][root][INFO] - ===> Epoch[303](7860/26): Loss -0.2473, Sem 0.1418, dir -0.7277, norm 0.3385, swav 0.0000 LR: 2.498e-02 Score 95.037 Data time: 0.1531, Forward time: 2.2733, Backward time: 3.0681, DDP time: 0.0046, Total iter time: 5.3531 [2020-11-06 03:06:06,371][root][INFO] - ===> Epoch[303](7861/26): Loss -0.2513, Sem 0.1307, dir -0.7271, norm 0.3452, swav 0.0000 LR: 2.497e-02 Score 96.130 Data time: 0.1680, Forward time: 2.2733, Backward time: 3.0682, DDP time: 0.0046, Total iter time: 5.8883 [2020-11-06 03:06:11,110][root][INFO] - ===> Epoch[303](7862/26): Loss -0.2472, Sem 0.1299, dir -0.7233, norm 0.3462, swav 0.0000 LR: 2.495e-02 Score 95.929 Data time: 0.2072, Forward time: 2.2733, Backward time: 3.0680, DDP time: 0.0046, Total iter time: 4.6561 [2020-11-06 03:06:16,804][root][INFO] - ===> Epoch[303](7863/26): Loss -0.2723, Sem 0.1526, dir -0.7619, norm 0.3370, swav 0.0000 LR: 2.494e-02 Score 95.189 Data time: 0.2772, Forward time: 2.2734, Backward time: 3.0680, DDP time: 0.0046, Total iter time: 5.5862 [2020-11-06 03:06:22,677][root][INFO] - ===> Epoch[303](7864/26): Loss -0.2090, Sem 0.1372, dir -0.7175, norm 0.3713, swav 0.0000 LR: 2.493e-02 Score 95.521 Data time: 0.2170, Forward time: 2.2734, Backward time: 3.0680, DDP time: 0.0046, Total iter time: 5.7431 [2020-11-06 03:06:30,154][root][INFO] - ===> Epoch[303](7865/26): Loss -0.2308, Sem 0.1418, dir -0.7107, norm 0.3381, swav 0.0000 LR: 2.492e-02 Score 94.934 Data time: 0.2155, Forward time: 2.2734, Backward time: 3.0682, DDP time: 0.0046, Total iter time: 7.3569 [2020-11-06 03:06:36,680][root][INFO] - ===> Epoch[303](7866/26): Loss -0.2304, Sem 0.1514, dir -0.7075, norm 0.3258, swav 0.0000 LR: 2.491e-02 Score 95.304 Data time: 0.1923, Forward time: 2.2734, Backward time: 3.0683, DDP time: 0.0046, Total iter time: 6.3992 [2020-11-06 03:06:42,278][root][INFO] - ===> Epoch[303](7867/26): Loss -0.2259, Sem 0.1431, dir -0.7254, norm 0.3564, swav 0.0000 LR: 2.490e-02 Score 95.260 Data time: 0.2038, Forward time: 2.2733, Backward time: 3.0683, DDP time: 0.0046, Total iter time: 5.4858 [2020-11-06 03:06:47,310][root][INFO] - ===> Epoch[303](7868/26): Loss -0.2461, Sem 0.1224, dir -0.7132, norm 0.3447, swav 0.0000 LR: 2.489e-02 Score 96.535 Data time: 0.1971, Forward time: 2.2733, Backward time: 3.0682, DDP time: 0.0046, Total iter time: 4.9312 [2020-11-06 03:06:53,819][root][INFO] - ===> Epoch[303](7869/26): Loss -0.2750, Sem 0.1254, dir -0.7101, norm 0.3097, swav 0.0000 LR: 2.488e-02 Score 95.588 Data time: 0.1689, Forward time: 2.2733, Backward time: 3.0684, DDP time: 0.0046, Total iter time: 6.3813 [2020-11-06 03:06:59,174][root][INFO] - ===> Epoch[303](7870/26): Loss -0.2307, Sem 0.1181, dir -0.7044, norm 0.3556, swav 0.0000 LR: 2.487e-02 Score 96.211 Data time: 0.2064, Forward time: 2.2733, Backward time: 3.0683, DDP time: 0.0046, Total iter time: 5.2825 [2020-11-06 03:07:03,865][root][INFO] - ===> Epoch[303](7871/26): Loss -0.2907, Sem 0.1215, dir -0.7421, norm 0.3299, swav 0.0000 LR: 2.486e-02 Score 95.930 Data time: 0.1627, Forward time: 2.2732, Backward time: 3.0683, DDP time: 0.0046, Total iter time: 4.5842 [2020-11-06 03:07:10,512][root][INFO] - ===> Epoch[303](7872/26): Loss -0.2762, Sem 0.1343, dir -0.7306, norm 0.3200, swav 0.0000 LR: 2.485e-02 Score 95.663 Data time: 0.2110, Forward time: 2.2732, Backward time: 3.0684, DDP time: 0.0046, Total iter time: 6.5885 [2020-11-06 03:07:15,092][root][INFO] - ===> Epoch[303](7873/26): Loss -0.2921, Sem 0.1218, dir -0.7468, norm 0.3329, swav 0.0000 LR: 2.484e-02 Score 96.317 Data time: 0.2266, Forward time: 2.2732, Backward time: 3.0682, DDP time: 0.0046, Total iter time: 4.4608 [2020-11-06 03:07:20,099][root][INFO] - ===> Epoch[303](7874/26): Loss -0.1668, Sem 0.1688, dir -0.7021, norm 0.3665, swav 0.0000 LR: 2.483e-02 Score 94.657 Data time: 0.2474, Forward time: 2.2732, Backward time: 3.0681, DDP time: 0.0046, Total iter time: 4.8975 [2020-11-06 03:07:25,327][root][INFO] - ===> Epoch[303](7875/26): Loss -0.2561, Sem 0.1410, dir -0.7527, norm 0.3556, swav 0.0000 LR: 2.482e-02 Score 95.351 Data time: 0.2494, Forward time: 2.2733, Backward time: 3.0680, DDP time: 0.0046, Total iter time: 5.1046 [2020-11-06 03:07:31,784][root][INFO] - ===> Epoch[303](7876/26): Loss -0.2694, Sem 0.1469, dir -0.7727, norm 0.3563, swav 0.0000 LR: 2.481e-02 Score 94.908 Data time: 0.2348, Forward time: 2.2733, Backward time: 3.0681, DDP time: 0.0046, Total iter time: 6.3519 [2020-11-06 03:07:37,432][root][INFO] - ===> Epoch[303](7877/26): Loss -0.2228, Sem 0.1426, dir -0.7245, norm 0.3592, swav 0.0000 LR: 2.480e-02 Score 95.638 Data time: 0.2184, Forward time: 2.2733, Backward time: 3.0681, DDP time: 0.0046, Total iter time: 5.5248 [2020-11-06 03:07:43,286][root][INFO] - ===> Epoch[303](7878/26): Loss -0.2385, Sem 0.1397, dir -0.7404, norm 0.3622, swav 0.0000 LR: 2.479e-02 Score 95.274 Data time: 0.2854, Forward time: 2.2733, Backward time: 3.0680, DDP time: 0.0046, Total iter time: 5.7622 [2020-11-06 03:07:49,665][root][INFO] - ===> Epoch[304](7879/26): Loss -0.2381, Sem 0.1377, dir -0.7320, norm 0.3562, swav 0.0000 LR: 2.478e-02 Score 95.022 Data time: 0.1854, Forward time: 2.2733, Backward time: 3.0681, DDP time: 0.0046, Total iter time: 6.2627 [2020-11-06 03:07:55,350][root][INFO] - ===> Epoch[304](7880/26): Loss -0.2490, Sem 0.1489, dir -0.7359, norm 0.3379, swav 0.0000 LR: 2.477e-02 Score 95.136 Data time: 0.1892, Forward time: 2.2733, Backward time: 3.0682, DDP time: 0.0046, Total iter time: 5.5872 [2020-11-06 03:08:00,994][root][INFO] - ===> Epoch[304](7881/26): Loss -0.1991, Sem 0.1306, dir -0.6863, norm 0.3566, swav 0.0000 LR: 2.476e-02 Score 95.691 Data time: 0.1914, Forward time: 2.2732, Backward time: 3.0682, DDP time: 0.0046, Total iter time: 5.5221 [2020-11-06 03:08:05,989][root][INFO] - ===> Epoch[304](7882/26): Loss -0.2399, Sem 0.1200, dir -0.7301, norm 0.3702, swav 0.0000 LR: 2.474e-02 Score 96.169 Data time: 0.2162, Forward time: 2.2732, Backward time: 3.0681, DDP time: 0.0046, Total iter time: 4.8978 [2020-11-06 03:08:11,623][root][INFO] - ===> Epoch[304](7883/26): Loss -0.2417, Sem 0.1336, dir -0.7010, norm 0.3257, swav 0.0000 LR: 2.473e-02 Score 95.755 Data time: 0.1778, Forward time: 2.2732, Backward time: 3.0681, DDP time: 0.0046, Total iter time: 5.5217 [2020-11-06 03:08:16,371][root][INFO] - ===> Epoch[304](7884/26): Loss -0.2662, Sem 0.1358, dir -0.7218, norm 0.3198, swav 0.0000 LR: 2.472e-02 Score 95.365 Data time: 0.2289, Forward time: 2.2732, Backward time: 3.0680, DDP time: 0.0046, Total iter time: 4.6580 [2020-11-06 03:08:21,241][root][INFO] - ===> Epoch[304](7885/26): Loss -0.2123, Sem 0.1307, dir -0.7193, norm 0.3762, swav 0.0000 LR: 2.471e-02 Score 95.428 Data time: 0.2211, Forward time: 2.2732, Backward time: 3.0679, DDP time: 0.0046, Total iter time: 4.7534 [2020-11-06 03:08:26,728][root][INFO] - ===> Epoch[304](7886/26): Loss -0.2528, Sem 0.1565, dir -0.7453, norm 0.3359, swav 0.0000 LR: 2.470e-02 Score 94.727 Data time: 0.1715, Forward time: 2.2731, Backward time: 3.0679, DDP time: 0.0046, Total iter time: 5.3761 [2020-11-06 03:08:32,813][root][INFO] - ===> Epoch[304](7887/26): Loss -0.2602, Sem 0.1381, dir -0.7250, norm 0.3268, swav 0.0000 LR: 2.469e-02 Score 95.454 Data time: 0.2288, Forward time: 2.2732, Backward time: 3.0679, DDP time: 0.0046, Total iter time: 6.0021 [2020-11-06 03:08:37,973][root][INFO] - ===> Epoch[304](7888/26): Loss -0.2602, Sem 0.1247, dir -0.7293, norm 0.3444, swav 0.0000 LR: 2.468e-02 Score 96.140 Data time: 0.2212, Forward time: 2.2732, Backward time: 3.0679, DDP time: 0.0046, Total iter time: 5.0399 [2020-11-06 03:08:44,030][root][INFO] - ===> Epoch[304](7889/26): Loss -0.2799, Sem 0.1331, dir -0.7563, norm 0.3434, swav 0.0000 LR: 2.467e-02 Score 95.838 Data time: 0.1690, Forward time: 2.2731, Backward time: 3.0680, DDP time: 0.0046, Total iter time: 5.9497 [2020-11-06 03:08:49,607][root][INFO] - ===> Epoch[304](7890/26): Loss -0.2782, Sem 0.1550, dir -0.7761, norm 0.3429, swav 0.0000 LR: 2.466e-02 Score 94.744 Data time: 0.1961, Forward time: 2.2731, Backward time: 3.0680, DDP time: 0.0046, Total iter time: 5.4971 [2020-11-06 03:08:55,087][root][INFO] - ===> Epoch[304](7891/26): Loss -0.2602, Sem 0.1109, dir -0.7171, norm 0.3461, swav 0.0000 LR: 2.465e-02 Score 96.438 Data time: 0.2437, Forward time: 2.2731, Backward time: 3.0679, DDP time: 0.0046, Total iter time: 5.3791 [2020-11-06 03:09:00,967][root][INFO] - ===> Epoch[304](7892/26): Loss -0.2176, Sem 0.1517, dir -0.7029, norm 0.3336, swav 0.0000 LR: 2.464e-02 Score 94.902 Data time: 0.2050, Forward time: 2.2731, Backward time: 3.0679, DDP time: 0.0046, Total iter time: 5.7636 [2020-11-06 03:09:07,222][root][INFO] - ===> Epoch[304](7893/26): Loss -0.2425, Sem 0.1473, dir -0.7146, norm 0.3248, swav 0.0000 LR: 2.463e-02 Score 95.056 Data time: 0.2529, Forward time: 2.2731, Backward time: 3.0679, DDP time: 0.0046, Total iter time: 6.1557 [2020-11-06 03:09:13,593][root][INFO] - ===> Epoch[304](7894/26): Loss -0.2071, Sem 0.1627, dir -0.7124, norm 0.3426, swav 0.0000 LR: 2.462e-02 Score 94.646 Data time: 0.3103, Forward time: 2.2733, Backward time: 3.0679, DDP time: 0.0046, Total iter time: 6.2406 [2020-11-06 03:09:20,043][root][INFO] - ===> Epoch[304](7895/26): Loss -0.2274, Sem 0.1173, dir -0.7101, norm 0.3655, swav 0.0000 LR: 2.461e-02 Score 96.249 Data time: 0.2303, Forward time: 2.2733, Backward time: 3.0679, DDP time: 0.0046, Total iter time: 6.3024 [2020-11-06 03:09:26,286][root][INFO] - ===> Epoch[304](7896/26): Loss -0.2445, Sem 0.1283, dir -0.7276, norm 0.3548, swav 0.0000 LR: 2.460e-02 Score 95.583 Data time: 0.2172, Forward time: 2.2733, Backward time: 3.0680, DDP time: 0.0046, Total iter time: 6.1203 [2020-11-06 03:09:32,718][root][INFO] - ===> Epoch[304](7897/26): Loss -0.2660, Sem 0.1250, dir -0.7408, norm 0.3498, swav 0.0000 LR: 2.459e-02 Score 95.762 Data time: 0.2451, Forward time: 2.2733, Backward time: 3.0681, DDP time: 0.0046, Total iter time: 6.3221 [2020-11-06 03:09:37,313][root][INFO] - ===> Epoch[304](7898/26): Loss -0.2756, Sem 0.1318, dir -0.7535, norm 0.3462, swav 0.0000 LR: 2.458e-02 Score 95.596 Data time: 0.1937, Forward time: 2.2733, Backward time: 3.0679, DDP time: 0.0046, Total iter time: 4.4480 [2020-11-06 03:09:44,707][root][INFO] - ===> Epoch[304](7899/26): Loss -0.1886, Sem 0.1481, dir -0.7071, norm 0.3704, swav 0.0000 LR: 2.457e-02 Score 94.720 Data time: 0.2229, Forward time: 2.2733, Backward time: 3.0682, DDP time: 0.0046, Total iter time: 7.2784 [2020-11-06 03:09:51,969][root][INFO] - ===> Epoch[304](7900/26): Loss -0.2234, Sem 0.1429, dir -0.7164, norm 0.3501, swav 0.0000 LR: 2.456e-02 Score 95.159 Data time: 0.3435, Forward time: 2.2734, Backward time: 3.0682, DDP time: 0.0046, Total iter time: 7.1453 [2020-11-06 03:09:58,487][root][INFO] - ===> Epoch[304](7901/26): Loss -0.2748, Sem 0.1277, dir -0.7303, norm 0.3278, swav 0.0000 LR: 2.454e-02 Score 95.475 Data time: 0.1438, Forward time: 2.2734, Backward time: 3.0683, DDP time: 0.0046, Total iter time: 6.3920 [2020-11-06 03:10:03,273][root][INFO] - ===> Epoch[304](7902/26): Loss -0.2894, Sem 0.1361, dir -0.7482, norm 0.3226, swav 0.0000 LR: 2.453e-02 Score 95.761 Data time: 0.1786, Forward time: 2.2733, Backward time: 3.0683, DDP time: 0.0046, Total iter time: 4.6718 [2020-11-06 03:10:08,550][root][INFO] - ===> Epoch[304](7903/26): Loss -0.2858, Sem 0.1153, dir -0.7459, norm 0.3448, swav 0.0000 LR: 2.452e-02 Score 96.250 Data time: 0.1948, Forward time: 2.2733, Backward time: 3.0682, DDP time: 0.0046, Total iter time: 5.1642 [2020-11-06 03:10:13,167][root][INFO] - ===> Epoch[304](7904/26): Loss -0.2458, Sem 0.1549, dir -0.7506, norm 0.3500, swav 0.0000 LR: 2.451e-02 Score 95.313 Data time: 0.1625, Forward time: 2.2732, Backward time: 3.0682, DDP time: 0.0046, Total iter time: 4.4984 [2020-11-06 03:10:17,900][root][INFO] - ===> Epoch[305](7905/26): Loss -0.2650, Sem 0.1414, dir -0.7453, norm 0.3388, swav 0.0000 LR: 2.450e-02 Score 95.292 Data time: 0.1787, Forward time: 2.2732, Backward time: 3.0681, DDP time: 0.0046, Total iter time: 4.6388 [2020-11-06 03:10:23,886][root][INFO] - ===> Epoch[305](7906/26): Loss -0.2158, Sem 0.1390, dir -0.7054, norm 0.3505, swav 0.0000 LR: 2.449e-02 Score 95.485 Data time: 0.2058, Forward time: 2.2732, Backward time: 3.0681, DDP time: 0.0046, Total iter time: 5.8619 [2020-11-06 03:10:30,567][root][INFO] - ===> Epoch[305](7907/26): Loss -0.2587, Sem 0.1272, dir -0.7126, norm 0.3266, swav 0.0000 LR: 2.448e-02 Score 95.582 Data time: 0.2316, Forward time: 2.2732, Backward time: 3.0682, DDP time: 0.0046, Total iter time: 6.5650 [2020-11-06 03:10:36,567][root][INFO] - ===> Epoch[305](7908/26): Loss -0.1858, Sem 0.1635, dir -0.6864, norm 0.3371, swav 0.0000 LR: 2.447e-02 Score 94.982 Data time: 0.2136, Forward time: 2.2732, Backward time: 3.0683, DDP time: 0.0046, Total iter time: 5.8869 [2020-11-06 03:10:41,815][root][INFO] - ===> Epoch[305](7909/26): Loss -0.2226, Sem 0.1576, dir -0.7220, norm 0.3418, swav 0.0000 LR: 2.446e-02 Score 94.626 Data time: 0.1882, Forward time: 2.2732, Backward time: 3.0682, DDP time: 0.0046, Total iter time: 5.1218 [2020-11-06 03:10:47,269][root][INFO] - ===> Epoch[305](7910/26): Loss -0.3486, Sem 0.1020, dir -0.7540, norm 0.3033, swav 0.0000 LR: 2.445e-02 Score 96.296 Data time: 0.2233, Forward time: 2.2732, Backward time: 3.0682, DDP time: 0.0046, Total iter time: 5.3560 [2020-11-06 03:10:53,180][root][INFO] - ===> Epoch[305](7911/26): Loss -0.2852, Sem 0.1391, dir -0.7365, norm 0.3122, swav 0.0000 LR: 2.444e-02 Score 94.907 Data time: 0.1879, Forward time: 2.2731, Backward time: 3.0683, DDP time: 0.0046, Total iter time: 5.7981 [2020-11-06 03:10:59,198][root][INFO] - ===> Epoch[305](7912/26): Loss -0.2786, Sem 0.1407, dir -0.7439, norm 0.3246, swav 0.0000 LR: 2.443e-02 Score 95.404 Data time: 0.2656, Forward time: 2.2732, Backward time: 3.0682, DDP time: 0.0046, Total iter time: 5.9158 [2020-11-06 03:11:04,909][root][INFO] - ===> Epoch[305](7913/26): Loss -0.2190, Sem 0.1437, dir -0.6927, norm 0.3300, swav 0.0000 LR: 2.442e-02 Score 95.149 Data time: 0.2379, Forward time: 2.2732, Backward time: 3.0682, DDP time: 0.0046, Total iter time: 5.5666 [2020-11-06 03:11:10,528][root][INFO] - ===> Epoch[305](7914/26): Loss -0.2502, Sem 0.1569, dir -0.7372, norm 0.3301, swav 0.0000 LR: 2.441e-02 Score 94.418 Data time: 0.1985, Forward time: 2.2731, Backward time: 3.0683, DDP time: 0.0046, Total iter time: 5.5039 [2020-11-06 03:11:15,986][root][INFO] - ===> Epoch[305](7915/26): Loss -0.2300, Sem 0.1266, dir -0.6977, norm 0.3412, swav 0.0000 LR: 2.440e-02 Score 95.325 Data time: 0.2170, Forward time: 2.2731, Backward time: 3.0682, DDP time: 0.0046, Total iter time: 5.3670 [2020-11-06 03:11:20,720][root][INFO] - ===> Epoch[305](7916/26): Loss -0.3127, Sem 0.1335, dir -0.7708, norm 0.3246, swav 0.0000 LR: 2.439e-02 Score 96.046 Data time: 0.1852, Forward time: 2.2731, Backward time: 3.0681, DDP time: 0.0046, Total iter time: 4.6163 [2020-11-06 03:11:28,143][root][INFO] - ===> Epoch[305](7917/26): Loss -0.2576, Sem 0.1358, dir -0.7277, norm 0.3343, swav 0.0000 LR: 2.438e-02 Score 95.406 Data time: 0.3932, Forward time: 2.2733, Backward time: 3.0682, DDP time: 0.0046, Total iter time: 7.3575 [2020-11-06 03:11:33,436][root][INFO] - ===> Epoch[305](7918/26): Loss -0.2225, Sem 0.1542, dir -0.7495, norm 0.3728, swav 0.0000 LR: 2.437e-02 Score 95.158 Data time: 0.2059, Forward time: 2.2733, Backward time: 3.0681, DDP time: 0.0046, Total iter time: 5.1651 [2020-11-06 03:11:38,681][root][INFO] - ===> Epoch[305](7919/26): Loss -0.2075, Sem 0.1330, dir -0.6945, norm 0.3540, swav 0.0000 LR: 2.436e-02 Score 95.308 Data time: 0.2322, Forward time: 2.2733, Backward time: 3.0680, DDP time: 0.0046, Total iter time: 5.1153 [2020-11-06 03:11:44,702][root][INFO] - ===> Epoch[305](7920/26): Loss -0.1976, Sem 0.1626, dir -0.7140, norm 0.3539, swav 0.0000 LR: 2.434e-02 Score 95.004 Data time: 0.2633, Forward time: 2.2733, Backward time: 3.0680, DDP time: 0.0046, Total iter time: 5.9093 [2020-11-06 03:11:49,844][root][INFO] - ===> Epoch[305](7921/26): Loss -0.2401, Sem 0.1661, dir -0.7372, norm 0.3310, swav 0.0000 LR: 2.433e-02 Score 94.256 Data time: 0.2626, Forward time: 2.2733, Backward time: 3.0679, DDP time: 0.0046, Total iter time: 5.0389 [2020-11-06 03:11:55,267][root][INFO] - ===> Epoch[305](7922/26): Loss -0.2464, Sem 0.1567, dir -0.7575, norm 0.3544, swav 0.0000 LR: 2.432e-02 Score 94.991 Data time: 0.2440, Forward time: 2.2734, Backward time: 3.0678, DDP time: 0.0046, Total iter time: 5.3059 [2020-11-06 03:12:01,388][root][INFO] - ===> Epoch[305](7923/26): Loss -0.3277, Sem 0.1230, dir -0.7708, norm 0.3202, swav 0.0000 LR: 2.431e-02 Score 96.022 Data time: 0.1792, Forward time: 2.2734, Backward time: 3.0679, DDP time: 0.0046, Total iter time: 5.9888 [2020-11-06 03:12:06,892][root][INFO] - ===> Epoch[305](7924/26): Loss -0.2783, Sem 0.1180, dir -0.7585, norm 0.3622, swav 0.0000 LR: 2.430e-02 Score 96.405 Data time: 0.2227, Forward time: 2.2734, Backward time: 3.0679, DDP time: 0.0046, Total iter time: 5.4398 [2020-11-06 03:12:12,675][root][INFO] - ===> Epoch[305](7925/26): Loss -0.2740, Sem 0.1354, dir -0.7311, norm 0.3217, swav 0.0000 LR: 2.429e-02 Score 95.364 Data time: 0.2224, Forward time: 2.2734, Backward time: 3.0679, DDP time: 0.0046, Total iter time: 5.6707 [2020-11-06 03:12:19,041][root][INFO] - ===> Epoch[305](7926/26): Loss -0.1373, Sem 0.1625, dir -0.7002, norm 0.4004, swav 0.0000 LR: 2.428e-02 Score 94.539 Data time: 0.2381, Forward time: 2.2734, Backward time: 3.0679, DDP time: 0.0046, Total iter time: 6.2856 [2020-11-06 03:12:26,468][root][INFO] - ===> Epoch[305](7927/26): Loss -0.2418, Sem 0.1275, dir -0.7174, norm 0.3481, swav 0.0000 LR: 2.427e-02 Score 95.448 Data time: 0.1423, Forward time: 2.2733, Backward time: 3.0682, DDP time: 0.0046, Total iter time: 7.3219 [2020-11-06 03:12:31,543][root][INFO] - ===> Epoch[305](7928/26): Loss -0.2637, Sem 0.1210, dir -0.7327, norm 0.3480, swav 0.0000 LR: 2.426e-02 Score 95.965 Data time: 0.1634, Forward time: 2.2733, Backward time: 3.0682, DDP time: 0.0046, Total iter time: 5.0096 [2020-11-06 03:12:36,748][root][INFO] - ===> Epoch[305](7929/26): Loss -0.2734, Sem 0.1223, dir -0.7494, norm 0.3537, swav 0.0000 LR: 2.425e-02 Score 96.095 Data time: 0.2359, Forward time: 2.2732, Backward time: 3.0682, DDP time: 0.0046, Total iter time: 5.1113 [2020-11-06 03:12:42,744][root][INFO] - ===> Epoch[305](7930/26): Loss -0.2237, Sem 0.1645, dir -0.7352, norm 0.3471, swav 0.0000 LR: 2.424e-02 Score 94.539 Data time: 0.1467, Forward time: 2.2732, Backward time: 3.0683, DDP time: 0.0046, Total iter time: 5.8902 [2020-11-06 03:12:47,911][root][INFO] - ===> Epoch[306](7931/26): Loss -0.2458, Sem 0.1344, dir -0.7401, norm 0.3599, swav 0.0000 LR: 2.423e-02 Score 95.757 Data time: 0.1512, Forward time: 2.2731, Backward time: 3.0683, DDP time: 0.0046, Total iter time: 5.0813 [2020-11-06 03:12:52,952][root][INFO] - ===> Epoch[306](7932/26): Loss -0.2854, Sem 0.1247, dir -0.7617, norm 0.3516, swav 0.0000 LR: 2.422e-02 Score 95.835 Data time: 0.2262, Forward time: 2.2731, Backward time: 3.0682, DDP time: 0.0046, Total iter time: 4.9414 [2020-11-06 03:12:59,273][root][INFO] - ===> Epoch[306](7933/26): Loss -0.2460, Sem 0.1398, dir -0.7342, norm 0.3483, swav 0.0000 LR: 2.421e-02 Score 95.467 Data time: 0.3185, Forward time: 2.2732, Backward time: 3.0681, DDP time: 0.0046, Total iter time: 6.1949 [2020-11-06 03:13:05,235][root][INFO] - ===> Epoch[306](7934/26): Loss -0.2258, Sem 0.1507, dir -0.7207, norm 0.3442, swav 0.0000 LR: 2.420e-02 Score 94.875 Data time: 0.2294, Forward time: 2.2732, Backward time: 3.0681, DDP time: 0.0046, Total iter time: 5.8381 [2020-11-06 03:13:10,410][root][INFO] - ===> Epoch[306](7935/26): Loss -0.2069, Sem 0.1365, dir -0.6903, norm 0.3469, swav 0.0000 LR: 2.419e-02 Score 95.578 Data time: 0.2246, Forward time: 2.2733, Backward time: 3.0680, DDP time: 0.0046, Total iter time: 5.0368 [2020-11-06 03:13:16,152][root][INFO] - ===> Epoch[306](7936/26): Loss -0.2945, Sem 0.1124, dir -0.7232, norm 0.3163, swav 0.0000 LR: 2.418e-02 Score 96.505 Data time: 0.2396, Forward time: 2.2733, Backward time: 3.0680, DDP time: 0.0046, Total iter time: 5.6244 [2020-11-06 03:13:22,482][root][INFO] - ===> Epoch[306](7937/26): Loss -0.2020, Sem 0.1482, dir -0.7075, norm 0.3573, swav 0.0000 LR: 2.417e-02 Score 95.399 Data time: 0.2360, Forward time: 2.2733, Backward time: 3.0680, DDP time: 0.0046, Total iter time: 6.1981 [2020-11-06 03:13:28,152][root][INFO] - ===> Epoch[306](7938/26): Loss -0.1746, Sem 0.1794, dir -0.7255, norm 0.3715, swav 0.0000 LR: 2.416e-02 Score 94.665 Data time: 0.2304, Forward time: 2.2733, Backward time: 3.0680, DDP time: 0.0046, Total iter time: 5.5606 [2020-11-06 03:13:35,338][root][INFO] - ===> Epoch[306](7939/26): Loss -0.1960, Sem 0.1464, dir -0.7063, norm 0.3638, swav 0.0000 LR: 2.414e-02 Score 95.350 Data time: 0.3569, Forward time: 2.2735, Backward time: 3.0680, DDP time: 0.0046, Total iter time: 7.0708 [2020-11-06 03:13:41,016][root][INFO] - ===> Epoch[306](7940/26): Loss -0.3060, Sem 0.1268, dir -0.7540, norm 0.3212, swav 0.0000 LR: 2.413e-02 Score 95.781 Data time: 0.1980, Forward time: 2.2735, Backward time: 3.0680, DDP time: 0.0046, Total iter time: 5.5309 [2020-11-06 03:13:46,949][root][INFO] - ===> Epoch[306](7941/26): Loss -0.1573, Sem 0.1700, dir -0.7211, norm 0.3939, swav 0.0000 LR: 2.412e-02 Score 94.410 Data time: 0.2049, Forward time: 2.2735, Backward time: 3.0681, DDP time: 0.0046, Total iter time: 5.8219 [2020-11-06 03:13:52,386][root][INFO] - ===> Epoch[306](7942/26): Loss -0.2855, Sem 0.1279, dir -0.7327, norm 0.3192, swav 0.0000 LR: 2.411e-02 Score 95.785 Data time: 0.2608, Forward time: 2.2735, Backward time: 3.0680, DDP time: 0.0046, Total iter time: 5.3499 [2020-11-06 03:13:57,810][root][INFO] - ===> Epoch[306](7943/26): Loss -0.2741, Sem 0.1227, dir -0.7439, norm 0.3471, swav 0.0000 LR: 2.410e-02 Score 95.912 Data time: 0.2361, Forward time: 2.2735, Backward time: 3.0679, DDP time: 0.0046, Total iter time: 5.3053 [2020-11-06 03:14:03,419][root][INFO] - ===> Epoch[306](7944/26): Loss -0.2347, Sem 0.1247, dir -0.7305, norm 0.3710, swav 0.0000 LR: 2.409e-02 Score 95.974 Data time: 0.2394, Forward time: 2.2736, Backward time: 3.0678, DDP time: 0.0046, Total iter time: 5.4570 [2020-11-06 03:14:09,223][root][INFO] - ===> Epoch[306](7945/26): Loss -0.2378, Sem 0.1651, dir -0.7234, norm 0.3205, swav 0.0000 LR: 2.408e-02 Score 94.788 Data time: 0.2203, Forward time: 2.2736, Backward time: 3.0679, DDP time: 0.0046, Total iter time: 5.6781 [2020-11-06 03:14:14,580][root][INFO] - ===> Epoch[306](7946/26): Loss -0.2634, Sem 0.1445, dir -0.7374, norm 0.3295, swav 0.0000 LR: 2.407e-02 Score 95.492 Data time: 0.2328, Forward time: 2.2736, Backward time: 3.0678, DDP time: 0.0046, Total iter time: 5.2339 [2020-11-06 03:14:19,292][root][INFO] - ===> Epoch[306](7947/26): Loss -0.2588, Sem 0.1367, dir -0.7436, norm 0.3481, swav 0.0000 LR: 2.406e-02 Score 95.695 Data time: 0.1829, Forward time: 2.2736, Backward time: 3.0677, DDP time: 0.0046, Total iter time: 4.5806 [2020-11-06 03:14:24,340][root][INFO] - ===> Epoch[306](7948/26): Loss -0.2633, Sem 0.1410, dir -0.7276, norm 0.3233, swav 0.0000 LR: 2.405e-02 Score 95.790 Data time: 0.2173, Forward time: 2.2736, Backward time: 3.0676, DDP time: 0.0046, Total iter time: 4.9424 [2020-11-06 03:14:29,127][root][INFO] - ===> Epoch[306](7949/26): Loss -0.2831, Sem 0.1270, dir -0.7441, norm 0.3341, swav 0.0000 LR: 2.404e-02 Score 95.792 Data time: 0.2124, Forward time: 2.2735, Backward time: 3.0675, DDP time: 0.0046, Total iter time: 4.6662 [2020-11-06 03:14:34,988][root][INFO] - ===> Epoch[306](7950/26): Loss -0.1788, Sem 0.1571, dir -0.6933, norm 0.3574, swav 0.0000 LR: 2.403e-02 Score 94.561 Data time: 0.2841, Forward time: 2.2736, Backward time: 3.0675, DDP time: 0.0046, Total iter time: 5.7566 [2020-11-06 03:14:40,551][root][INFO] - ===> Epoch[306](7951/26): Loss -0.2854, Sem 0.1415, dir -0.7466, norm 0.3198, swav 0.0000 LR: 2.402e-02 Score 95.121 Data time: 0.2394, Forward time: 2.2737, Backward time: 3.0674, DDP time: 0.0046, Total iter time: 5.4223 [2020-11-06 03:14:46,169][root][INFO] - ===> Epoch[306](7952/26): Loss -0.2639, Sem 0.1321, dir -0.7473, norm 0.3514, swav 0.0000 LR: 2.401e-02 Score 95.752 Data time: 0.1632, Forward time: 2.2736, Backward time: 3.0675, DDP time: 0.0046, Total iter time: 5.4993 [2020-11-06 03:14:51,413][root][INFO] - ===> Epoch[306](7953/26): Loss -0.2502, Sem 0.1539, dir -0.7543, norm 0.3502, swav 0.0000 LR: 2.400e-02 Score 94.668 Data time: 0.2539, Forward time: 2.2736, Backward time: 3.0674, DDP time: 0.0046, Total iter time: 5.1457 [2020-11-06 03:14:56,633][root][INFO] - ===> Epoch[306](7954/26): Loss -0.2282, Sem 0.1415, dir -0.7426, norm 0.3730, swav 0.0000 LR: 2.399e-02 Score 95.587 Data time: 0.1743, Forward time: 2.2736, Backward time: 3.0673, DDP time: 0.0046, Total iter time: 5.0748 [2020-11-06 03:15:02,557][root][INFO] - ===> Epoch[306](7955/26): Loss -0.2619, Sem 0.1416, dir -0.7311, norm 0.3277, swav 0.0000 LR: 2.398e-02 Score 95.613 Data time: 0.2231, Forward time: 2.2736, Backward time: 3.0674, DDP time: 0.0046, Total iter time: 5.8287 [2020-11-06 03:15:07,613][root][INFO] - ===> Epoch[306](7956/26): Loss -0.2228, Sem 0.1252, dir -0.7021, norm 0.3540, swav 0.0000 LR: 2.397e-02 Score 95.796 Data time: 0.2378, Forward time: 2.2736, Backward time: 3.0673, DDP time: 0.0046, Total iter time: 4.9485 [2020-11-06 03:15:14,017][root][INFO] - ===> Epoch[307](7957/26): Loss -0.2806, Sem 0.1215, dir -0.7369, norm 0.3348, swav 0.0000 LR: 2.395e-02 Score 95.993 Data time: 0.2352, Forward time: 2.2736, Backward time: 3.0674, DDP time: 0.0046, Total iter time: 6.2789 [2020-11-06 03:15:19,882][root][INFO] - ===> Epoch[307](7958/26): Loss -0.2281, Sem 0.1317, dir -0.7190, norm 0.3592, swav 0.0000 LR: 2.394e-02 Score 95.737 Data time: 0.2816, Forward time: 2.2737, Backward time: 3.0673, DDP time: 0.0046, Total iter time: 5.7432 [2020-11-06 03:15:26,690][root][INFO] - ===> Epoch[307](7959/26): Loss -0.2495, Sem 0.1399, dir -0.7294, norm 0.3399, swav 0.0000 LR: 2.393e-02 Score 95.361 Data time: 0.2279, Forward time: 2.2737, Backward time: 3.0674, DDP time: 0.0046, Total iter time: 6.6564 [2020-11-06 03:15:32,523][root][INFO] - ===> Epoch[307](7960/26): Loss -0.2641, Sem 0.1194, dir -0.7304, norm 0.3469, swav 0.0000 LR: 2.392e-02 Score 95.866 Data time: 0.2660, Forward time: 2.2737, Backward time: 3.0673, DDP time: 0.0046, Total iter time: 5.6946 [2020-11-06 03:15:37,496][root][INFO] - ===> Epoch[307](7961/26): Loss -0.2130, Sem 0.1692, dir -0.7291, norm 0.3469, swav 0.0000 LR: 2.391e-02 Score 94.803 Data time: 0.2167, Forward time: 2.2737, Backward time: 3.0672, DDP time: 0.0046, Total iter time: 4.8062 [2020-11-06 03:15:44,211][root][INFO] - ===> Epoch[307](7962/26): Loss -0.2602, Sem 0.1242, dir -0.7352, norm 0.3508, swav 0.0000 LR: 2.390e-02 Score 95.855 Data time: 0.1843, Forward time: 2.2737, Backward time: 3.0674, DDP time: 0.0046, Total iter time: 6.6014 [2020-11-06 03:15:50,288][root][INFO] - ===> Epoch[307](7963/26): Loss -0.2806, Sem 0.1307, dir -0.7532, norm 0.3420, swav 0.0000 LR: 2.389e-02 Score 95.323 Data time: 0.1870, Forward time: 2.2737, Backward time: 3.0675, DDP time: 0.0046, Total iter time: 5.9713 [2020-11-06 03:15:55,056][root][INFO] - ===> Epoch[307](7964/26): Loss -0.1639, Sem 0.1827, dir -0.7015, norm 0.3548, swav 0.0000 LR: 2.388e-02 Score 93.402 Data time: 0.2133, Forward time: 2.2736, Backward time: 3.0674, DDP time: 0.0046, Total iter time: 4.6503 [2020-11-06 03:16:00,093][root][INFO] - ===> Epoch[307](7965/26): Loss -0.2682, Sem 0.1359, dir -0.7391, norm 0.3350, swav 0.0000 LR: 2.387e-02 Score 95.772 Data time: 0.2478, Forward time: 2.2737, Backward time: 3.0672, DDP time: 0.0046, Total iter time: 4.9302 [2020-11-06 03:16:06,674][root][INFO] - ===> Epoch[307](7966/26): Loss -0.2945, Sem 0.1129, dir -0.7293, norm 0.3219, swav 0.0000 LR: 2.386e-02 Score 96.029 Data time: 0.3378, Forward time: 2.2738, Backward time: 3.0672, DDP time: 0.0046, Total iter time: 6.4676 [2020-11-06 03:16:12,160][root][INFO] - ===> Epoch[307](7967/26): Loss -0.2212, Sem 0.1465, dir -0.7284, norm 0.3606, swav 0.0000 LR: 2.385e-02 Score 95.261 Data time: 0.2135, Forward time: 2.2738, Backward time: 3.0672, DDP time: 0.0046, Total iter time: 5.3544 [2020-11-06 03:16:17,889][root][INFO] - ===> Epoch[307](7968/26): Loss -0.2474, Sem 0.1197, dir -0.7060, norm 0.3389, swav 0.0000 LR: 2.384e-02 Score 95.872 Data time: 0.1796, Forward time: 2.2738, Backward time: 3.0672, DDP time: 0.0046, Total iter time: 5.6232 [2020-11-06 03:16:23,114][root][INFO] - ===> Epoch[307](7969/26): Loss -0.1976, Sem 0.1638, dir -0.7246, norm 0.3633, swav 0.0000 LR: 2.383e-02 Score 94.733 Data time: 0.1778, Forward time: 2.2737, Backward time: 3.0672, DDP time: 0.0046, Total iter time: 5.1346 [2020-11-06 03:16:28,735][root][INFO] - ===> Epoch[307](7970/26): Loss -0.2570, Sem 0.1455, dir -0.7594, norm 0.3570, swav 0.0000 LR: 2.382e-02 Score 95.097 Data time: 0.1973, Forward time: 2.2737, Backward time: 3.0672, DDP time: 0.0046, Total iter time: 5.5052 [2020-11-06 03:16:34,300][root][INFO] - ===> Epoch[307](7971/26): Loss -0.1906, Sem 0.1678, dir -0.7241, norm 0.3658, swav 0.0000 LR: 2.381e-02 Score 94.366 Data time: 0.2662, Forward time: 2.2738, Backward time: 3.0671, DDP time: 0.0046, Total iter time: 5.4393 [2020-11-06 03:16:39,453][root][INFO] - ===> Epoch[307](7972/26): Loss -0.2404, Sem 0.1673, dir -0.7569, norm 0.3492, swav 0.0000 LR: 2.380e-02 Score 94.717 Data time: 0.2235, Forward time: 2.2737, Backward time: 3.0671, DDP time: 0.0046, Total iter time: 5.0293 [2020-11-06 03:16:45,823][root][INFO] - ===> Epoch[307](7973/26): Loss -0.2288, Sem 0.1437, dir -0.7210, norm 0.3485, swav 0.0000 LR: 2.379e-02 Score 95.549 Data time: 0.1780, Forward time: 2.2737, Backward time: 3.0672, DDP time: 0.0046, Total iter time: 6.2675 [2020-11-06 03:16:53,231][root][INFO] - ===> Epoch[307](7974/26): Loss -0.2945, Sem 0.1135, dir -0.7444, norm 0.3365, swav 0.0000 LR: 2.378e-02 Score 96.175 Data time: 0.1606, Forward time: 2.2736, Backward time: 3.0675, DDP time: 0.0046, Total iter time: 7.2894 [2020-11-06 03:16:58,319][root][INFO] - ===> Epoch[307](7975/26): Loss -0.2939, Sem 0.1465, dir -0.7699, norm 0.3295, swav 0.0000 LR: 2.376e-02 Score 95.427 Data time: 0.1932, Forward time: 2.2736, Backward time: 3.0674, DDP time: 0.0046, Total iter time: 4.9892 [2020-11-06 03:17:03,633][root][INFO] - ===> Epoch[307](7976/26): Loss -0.2182, Sem 0.1496, dir -0.7123, norm 0.3445, swav 0.0000 LR: 2.375e-02 Score 94.939 Data time: 0.2336, Forward time: 2.2736, Backward time: 3.0673, DDP time: 0.0046, Total iter time: 5.1883 [2020-11-06 03:17:09,116][root][INFO] - ===> Epoch[307](7977/26): Loss -0.2611, Sem 0.1263, dir -0.7241, norm 0.3366, swav 0.0000 LR: 2.374e-02 Score 95.801 Data time: 0.1821, Forward time: 2.2736, Backward time: 3.0674, DDP time: 0.0046, Total iter time: 5.3606 [2020-11-06 03:17:13,981][root][INFO] - ===> Epoch[307](7978/26): Loss -0.1920, Sem 0.1330, dir -0.6816, norm 0.3566, swav 0.0000 LR: 2.373e-02 Score 95.628 Data time: 0.1475, Forward time: 2.2734, Backward time: 3.0674, DDP time: 0.0046, Total iter time: 4.7621 [2020-11-06 03:17:20,658][root][INFO] - ===> Epoch[307](7979/26): Loss -0.2371, Sem 0.1401, dir -0.7344, norm 0.3572, swav 0.0000 LR: 2.372e-02 Score 95.582 Data time: 0.3308, Forward time: 2.2736, Backward time: 3.0673, DDP time: 0.0046, Total iter time: 6.5894 [2020-11-06 03:17:25,011][root][INFO] - ===> Epoch[307](7980/26): Loss -0.2869, Sem 0.1273, dir -0.7469, norm 0.3326, swav 0.0000 LR: 2.371e-02 Score 96.120 Data time: 0.1471, Forward time: 2.2735, Backward time: 3.0672, DDP time: 0.0046, Total iter time: 4.2262 [2020-11-06 03:17:31,698][root][INFO] - ===> Epoch[307](7981/26): Loss -0.2332, Sem 0.1410, dir -0.7280, norm 0.3538, swav 0.0000 LR: 2.370e-02 Score 95.299 Data time: 0.1848, Forward time: 2.2735, Backward time: 3.0674, DDP time: 0.0046, Total iter time: 6.5753 [2020-11-06 03:17:37,452][root][INFO] - ===> Epoch[307](7982/26): Loss -0.2597, Sem 0.1401, dir -0.7421, norm 0.3423, swav 0.0000 LR: 2.369e-02 Score 95.199 Data time: 0.2761, Forward time: 2.2735, Backward time: 3.0673, DDP time: 0.0046, Total iter time: 5.6368 [2020-11-06 03:17:42,267][root][INFO] - ===> Epoch[308](7983/26): Loss -0.2653, Sem 0.1481, dir -0.7424, norm 0.3289, swav 0.0000 LR: 2.368e-02 Score 94.741 Data time: 0.1720, Forward time: 2.2735, Backward time: 3.0672, DDP time: 0.0046, Total iter time: 4.7046 [2020-11-06 03:17:48,845][root][INFO] - ===> Epoch[308](7984/26): Loss -0.2223, Sem 0.1265, dir -0.7132, norm 0.3643, swav 0.0000 LR: 2.367e-02 Score 95.810 Data time: 0.1768, Forward time: 2.2735, Backward time: 3.0674, DDP time: 0.0046, Total iter time: 6.4697 [2020-11-06 03:17:54,405][root][INFO] - ===> Epoch[308](7985/26): Loss -0.2560, Sem 0.1139, dir -0.7181, norm 0.3482, swav 0.0000 LR: 2.366e-02 Score 96.068 Data time: 0.2222, Forward time: 2.2734, Backward time: 3.0674, DDP time: 0.0046, Total iter time: 5.4670 [2020-11-06 03:17:59,185][root][INFO] - ===> Epoch[308](7986/26): Loss -0.2375, Sem 0.1450, dir -0.7301, norm 0.3476, swav 0.0000 LR: 2.365e-02 Score 95.035 Data time: 0.2210, Forward time: 2.2734, Backward time: 3.0673, DDP time: 0.0046, Total iter time: 4.6595 [2020-11-06 03:18:05,427][root][INFO] - ===> Epoch[308](7987/26): Loss -0.2657, Sem 0.1220, dir -0.7550, norm 0.3673, swav 0.0000 LR: 2.364e-02 Score 96.013 Data time: 0.1928, Forward time: 2.2734, Backward time: 3.0674, DDP time: 0.0046, Total iter time: 6.1450 [2020-11-06 03:18:11,392][root][INFO] - ===> Epoch[308](7988/26): Loss -0.2000, Sem 0.1397, dir -0.6807, norm 0.3410, swav 0.0000 LR: 2.363e-02 Score 95.536 Data time: 0.1864, Forward time: 2.2733, Backward time: 3.0675, DDP time: 0.0046, Total iter time: 5.8458 [2020-11-06 03:18:17,740][root][INFO] - ===> Epoch[308](7989/26): Loss -0.2900, Sem 0.1390, dir -0.7661, norm 0.3371, swav 0.0000 LR: 2.362e-02 Score 95.125 Data time: 0.2163, Forward time: 2.2733, Backward time: 3.0676, DDP time: 0.0046, Total iter time: 6.2633 [2020-11-06 03:18:23,526][root][INFO] - ===> Epoch[308](7990/26): Loss -0.2171, Sem 0.1327, dir -0.6926, norm 0.3428, swav 0.0000 LR: 2.361e-02 Score 95.468 Data time: 0.2477, Forward time: 2.2733, Backward time: 3.0676, DDP time: 0.0046, Total iter time: 5.6837 [2020-11-06 03:18:28,422][root][INFO] - ===> Epoch[308](7991/26): Loss -0.3105, Sem 0.1349, dir -0.7486, norm 0.3032, swav 0.0000 LR: 2.360e-02 Score 95.467 Data time: 0.1895, Forward time: 2.2733, Backward time: 3.0675, DDP time: 0.0046, Total iter time: 4.7799 [2020-11-06 03:18:33,220][root][INFO] - ===> Epoch[308](7992/26): Loss -0.2595, Sem 0.1227, dir -0.7275, norm 0.3453, swav 0.0000 LR: 2.359e-02 Score 95.578 Data time: 0.2386, Forward time: 2.2733, Backward time: 3.0674, DDP time: 0.0046, Total iter time: 4.6904 [2020-11-06 03:18:39,925][root][INFO] - ===> Epoch[308](7993/26): Loss -0.2359, Sem 0.1518, dir -0.7115, norm 0.3238, swav 0.0000 LR: 2.357e-02 Score 95.307 Data time: 0.2080, Forward time: 2.2733, Backward time: 3.0675, DDP time: 0.0046, Total iter time: 6.6044 [2020-11-06 03:18:46,686][root][INFO] - ===> Epoch[308](7994/26): Loss -0.2466, Sem 0.1372, dir -0.7169, norm 0.3331, swav 0.0000 LR: 2.356e-02 Score 95.560 Data time: 0.1615, Forward time: 2.2732, Backward time: 3.0677, DDP time: 0.0046, Total iter time: 6.6426 [2020-11-06 03:18:53,195][root][INFO] - ===> Epoch[308](7995/26): Loss -0.2678, Sem 0.1321, dir -0.7124, norm 0.3126, swav 0.0000 LR: 2.355e-02 Score 95.938 Data time: 0.1783, Forward time: 2.2732, Backward time: 3.0678, DDP time: 0.0046, Total iter time: 6.4190 [2020-11-06 03:18:59,262][root][INFO] - ===> Epoch[308](7996/26): Loss -0.2364, Sem 0.1534, dir -0.7289, norm 0.3392, swav 0.0000 LR: 2.354e-02 Score 95.299 Data time: 0.2695, Forward time: 2.2732, Backward time: 3.0678, DDP time: 0.0046, Total iter time: 5.9430 [2020-11-06 03:19:05,220][root][INFO] - ===> Epoch[308](7997/26): Loss -0.2490, Sem 0.1363, dir -0.7284, norm 0.3430, swav 0.0000 LR: 2.353e-02 Score 95.796 Data time: 0.2513, Forward time: 2.2733, Backward time: 3.0678, DDP time: 0.0046, Total iter time: 5.8085 [2020-11-06 03:19:10,960][root][INFO] - ===> Epoch[308](7998/26): Loss -0.2579, Sem 0.1343, dir -0.7347, norm 0.3426, swav 0.0000 LR: 2.352e-02 Score 95.602 Data time: 0.1899, Forward time: 2.2732, Backward time: 3.0678, DDP time: 0.0046, Total iter time: 5.6026 [2020-11-06 03:19:16,715][root][INFO] - ===> Epoch[308](7999/26): Loss -0.2520, Sem 0.1385, dir -0.7419, norm 0.3514, swav 0.0000 LR: 2.351e-02 Score 95.314 Data time: 0.2801, Forward time: 2.2733, Backward time: 3.0678, DDP time: 0.0046, Total iter time: 5.6532 [2020-11-06 03:19:22,460][root][INFO] - ===> Epoch[308](8000/26): Loss -0.2726, Sem 0.1430, dir -0.7502, norm 0.3345, swav 0.0000 LR: 2.350e-02 Score 95.393 Data time: 0.2095, Forward time: 2.2733, Backward time: 3.0678, DDP time: 0.0046, Total iter time: 5.6235 [2020-11-06 03:19:23,172][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-11-06 03:19:23,397][root][INFO] - ===> Start testing [2020-11-06 03:20:46,754][root][INFO] - 101/312: Data time: 0.0063, Iter time: 0.2168 Loss 0.189 (AVG: 0.481) Score 93.913 (AVG: 88.393) mIOU 69.543 mAP 75.135 mAcc 78.787 IOU: 82.966 96.455 63.752 76.659 92.701 88.057 72.629 53.214 59.582 72.672 26.773 67.737 60.992 68.664 53.698 58.890 93.260 61.819 85.466 54.877 mAP: 84.795 96.538 65.287 70.937 90.156 78.057 77.570 71.791 63.359 77.674 50.278 65.310 72.474 76.110 57.949 93.441 97.232 80.972 75.508 57.262 mAcc: 94.664 98.374 80.493 78.638 95.405 92.643 85.371 62.380 72.690 91.916 34.041 86.080 78.455 75.380 66.116 66.029 94.641 69.440 91.034 61.941 [2020-11-06 03:22:10,012][root][INFO] - 201/312: Data time: 0.0105, Iter time: 0.6047 Loss 0.284 (AVG: 0.503) Score 91.648 (AVG: 88.033) mIOU 68.891 mAP 74.552 mAcc 77.975 IOU: 81.707 96.479 60.356 81.507 90.788 86.049 72.243 53.363 55.243 79.396 25.671 63.086 58.084 65.778 51.432 61.333 91.959 60.177 85.667 57.514 mAP: 81.673 96.228 66.035 76.247 91.095 81.624 73.595 67.388 63.757 77.283 48.668 58.246 70.603 73.512 55.795 92.392 95.955 81.338 80.601 59.016 mAcc: 94.506 98.323 78.174 83.933 94.243 93.565 82.215 62.238 68.925 90.989 32.289 81.395 76.457 71.039 62.924 70.384 94.605 68.286 91.203 63.813 [2020-11-06 03:23:32,429][root][INFO] - 301/312: Data time: 0.0066, Iter time: 0.4016 Loss 0.144 (AVG: 0.509) Score 95.092 (AVG: 88.187) mIOU 68.156 mAP 73.699 mAcc 77.513 IOU: 82.385 96.298 60.565 80.990 90.807 83.219 71.891 52.661 56.232 75.489 25.533 63.123 57.948 64.188 49.050 61.803 91.721 60.110 85.881 53.222 mAP: 82.020 95.883 64.768 74.421 90.896 82.991 72.013 66.646 63.574 74.603 43.580 57.646 69.071 71.747 55.859 90.522 96.310 80.123 82.646 58.664 mAcc: 94.671 98.322 78.943 83.603 94.426 93.163 81.033 61.212 69.882 87.408 34.763 80.093 77.607 69.981 58.493 71.772 94.267 68.437 92.196 59.986 [2020-11-06 03:23:40,886][root][INFO] - 312/312: Data time: 0.0041, Iter time: 0.3631 Loss 0.265 (AVG: 0.512) Score 91.916 (AVG: 88.156) mIOU 68.151 mAP 73.787 mAcc 77.393 IOU: 82.294 96.305 60.280 81.388 90.657 83.288 71.352 52.886 55.971 75.561 24.442 63.732 57.724 64.972 48.361 61.803 91.640 61.364 85.875 53.128 mAP: 81.903 95.971 64.673 74.473 90.802 83.215 71.657 66.766 63.991 74.500 43.829 58.306 69.337 72.233 54.860 90.522 96.233 80.549 82.646 59.264 mAcc: 94.699 98.328 78.580 84.009 94.425 93.171 80.810 61.592 69.000 87.305 32.991 80.176 76.931 70.733 57.642 71.772 94.160 69.500 92.196 59.842 [2020-11-06 03:23:40,887][root][INFO] - Finished test. Elapsed time: 257.4888 [2020-11-06 03:23:52,897][root][INFO] - [2020-11-06 03:23:52,897][root][INFO] - ################################################################ [2020-11-06 03:23:52,897][root][INFO] - what : AP AP_50% AP_25% [2020-11-06 03:23:52,897][root][INFO] - ################################################################ [2020-11-06 03:23:52,897][root][INFO] - cabinet : 0.195 0.406 0.674 [2020-11-06 03:23:52,897][root][INFO] - bed : 0.385 0.732 0.837 [2020-11-06 03:23:52,897][root][INFO] - chair : 0.521 0.729 0.819 [2020-11-06 03:23:52,898][root][INFO] - sofa : 0.331 0.603 0.797 [2020-11-06 03:23:52,898][root][INFO] - table : 0.303 0.523 0.638 [2020-11-06 03:23:52,898][root][INFO] - door : 0.174 0.339 0.477 [2020-11-06 03:23:52,898][root][INFO] - window : 0.079 0.196 0.386 [2020-11-06 03:23:52,898][root][INFO] - bookshelf : 0.203 0.515 0.788 [2020-11-06 03:23:52,898][root][INFO] - picture : 0.100 0.181 0.298 [2020-11-06 03:23:52,898][root][INFO] - counter : 0.069 0.240 0.572 [2020-11-06 03:23:52,898][root][INFO] - desk : 0.039 0.150 0.460 [2020-11-06 03:23:52,898][root][INFO] - curtain : 0.188 0.321 0.475 [2020-11-06 03:23:52,898][root][INFO] - refrigerator : 0.263 0.412 0.468 [2020-11-06 03:23:52,898][root][INFO] - shower curtain : 0.549 0.697 0.726 [2020-11-06 03:23:52,898][root][INFO] - toilet : 0.785 0.988 0.988 [2020-11-06 03:23:52,898][root][INFO] - sink : 0.183 0.506 0.796 [2020-11-06 03:23:52,898][root][INFO] - bathtub : 0.530 0.815 0.844 [2020-11-06 03:23:52,898][root][INFO] - otherfurniture : 0.312 0.474 0.636 [2020-11-06 03:23:52,898][root][INFO] - ---------------------------------------------------------------- [2020-11-06 03:23:52,898][root][INFO] - average : 0.289 0.490 0.649 [2020-11-06 03:23:52,898][root][INFO] - [2020-11-06 03:23:53,121][root][INFO] - Summary name validation/mAP@0.5 is illegal; using validation/mAP_0.5 instead. [2020-11-06 03:23:53,772][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34Cbest_val.pth [2020-11-06 03:23:53,974][root][INFO] - Current best mIoU: 68.151 at iter 8000 [2020-11-06 03:23:57,072][root][INFO] - ===> Epoch[308](8001/26): Loss -0.2273, Sem 0.1759, dir -0.7458, norm 0.3426, swav 0.0000 LR: 2.349e-02 Score 94.040 Data time: 0.1196, Forward time: 2.2732, Backward time: 3.0676, DDP time: 0.0047, Total iter time: 3.0916 [2020-11-06 03:24:02,907][root][INFO] - ===> Epoch[308](8002/26): Loss -0.2617, Sem 0.1317, dir -0.7261, norm 0.3327, swav 0.0000 LR: 2.348e-02 Score 95.735 Data time: 0.3039, Forward time: 2.2732, Backward time: 3.0675, DDP time: 0.0047, Total iter time: 5.7575 [2020-11-06 03:24:08,240][root][INFO] - ===> Epoch[308](8003/26): Loss -0.2492, Sem 0.1326, dir -0.7214, norm 0.3396, swav 0.0000 LR: 2.347e-02 Score 95.667 Data time: 0.2439, Forward time: 2.2733, Backward time: 3.0674, DDP time: 0.0047, Total iter time: 5.1901 [2020-11-06 03:24:14,059][root][INFO] - ===> Epoch[308](8004/26): Loss -0.2735, Sem 0.1525, dir -0.7556, norm 0.3296, swav 0.0000 LR: 2.346e-02 Score 94.760 Data time: 0.2425, Forward time: 2.2733, Backward time: 3.0674, DDP time: 0.0047, Total iter time: 5.6936 [2020-11-06 03:24:20,851][root][INFO] - ===> Epoch[308](8005/26): Loss -0.2835, Sem 0.1152, dir -0.7443, norm 0.3456, swav 0.0000 LR: 2.345e-02 Score 96.450 Data time: 0.2432, Forward time: 2.2734, Backward time: 3.0675, DDP time: 0.0047, Total iter time: 6.6715 [2020-11-06 03:24:26,459][root][INFO] - ===> Epoch[308](8006/26): Loss -0.2214, Sem 0.1323, dir -0.7187, norm 0.3650, swav 0.0000 LR: 2.344e-02 Score 95.542 Data time: 0.2135, Forward time: 2.2734, Backward time: 3.0675, DDP time: 0.0047, Total iter time: 5.4945 [2020-11-06 03:24:31,853][root][INFO] - ===> Epoch[308](8007/26): Loss -0.2534, Sem 0.1410, dir -0.7355, norm 0.3410, swav 0.0000 LR: 2.343e-02 Score 95.258 Data time: 0.2114, Forward time: 2.2734, Backward time: 3.0674, DDP time: 0.0047, Total iter time: 5.2800 [2020-11-06 03:24:37,178][root][INFO] - ===> Epoch[308](8008/26): Loss -0.2354, Sem 0.1376, dir -0.7307, norm 0.3577, swav 0.0000 LR: 2.342e-02 Score 95.501 Data time: 0.1882, Forward time: 2.2733, Backward time: 3.0674, DDP time: 0.0047, Total iter time: 5.1985 [2020-11-06 03:24:43,403][root][INFO] - ===> Epoch[309](8009/26): Loss -0.2776, Sem 0.1234, dir -0.7369, norm 0.3359, swav 0.0000 LR: 2.341e-02 Score 96.118 Data time: 0.2010, Forward time: 2.2733, Backward time: 3.0675, DDP time: 0.0047, Total iter time: 6.1234 [2020-11-06 03:24:48,898][root][INFO] - ===> Epoch[309](8010/26): Loss -0.2607, Sem 0.1191, dir -0.7232, norm 0.3434, swav 0.0000 LR: 2.340e-02 Score 96.002 Data time: 0.2596, Forward time: 2.2734, Backward time: 3.0674, DDP time: 0.0047, Total iter time: 5.3831 [2020-11-06 03:24:54,836][root][INFO] - ===> Epoch[309](8011/26): Loss -0.1896, Sem 0.1807, dir -0.7444, norm 0.3742, swav 0.0000 LR: 2.338e-02 Score 94.629 Data time: 0.2168, Forward time: 2.2734, Backward time: 3.0674, DDP time: 0.0047, Total iter time: 5.7925 [2020-11-06 03:25:00,639][root][INFO] - ===> Epoch[309](8012/26): Loss -0.2724, Sem 0.1477, dir -0.7528, norm 0.3327, swav 0.0000 LR: 2.337e-02 Score 95.029 Data time: 0.2007, Forward time: 2.2734, Backward time: 3.0674, DDP time: 0.0047, Total iter time: 5.6862 [2020-11-06 03:25:06,592][root][INFO] - ===> Epoch[309](8013/26): Loss -0.2169, Sem 0.1475, dir -0.7037, norm 0.3393, swav 0.0000 LR: 2.336e-02 Score 95.122 Data time: 0.1978, Forward time: 2.2734, Backward time: 3.0674, DDP time: 0.0047, Total iter time: 5.8362 [2020-11-06 03:25:12,170][root][INFO] - ===> Epoch[309](8014/26): Loss -0.2360, Sem 0.1543, dir -0.7481, norm 0.3578, swav 0.0000 LR: 2.335e-02 Score 94.248 Data time: 0.1383, Forward time: 2.2733, Backward time: 3.0675, DDP time: 0.0047, Total iter time: 5.4674 [2020-11-06 03:25:17,795][root][INFO] - ===> Epoch[309](8015/26): Loss -0.2577, Sem 0.1360, dir -0.7457, norm 0.3520, swav 0.0000 LR: 2.334e-02 Score 95.611 Data time: 0.1644, Forward time: 2.2732, Backward time: 3.0676, DDP time: 0.0047, Total iter time: 5.5312 [2020-11-06 03:25:24,257][root][INFO] - ===> Epoch[309](8016/26): Loss -0.2385, Sem 0.1526, dir -0.7079, norm 0.3168, swav 0.0000 LR: 2.333e-02 Score 94.806 Data time: 0.2059, Forward time: 2.2732, Backward time: 3.0677, DDP time: 0.0047, Total iter time: 6.3589 [2020-11-06 03:25:29,934][root][INFO] - ===> Epoch[309](8017/26): Loss -0.2280, Sem 0.1362, dir -0.7328, norm 0.3685, swav 0.0000 LR: 2.332e-02 Score 95.805 Data time: 0.2633, Forward time: 2.2733, Backward time: 3.0676, DDP time: 0.0047, Total iter time: 5.5591 [2020-11-06 03:25:34,941][root][INFO] - ===> Epoch[309](8018/26): Loss -0.2167, Sem 0.1604, dir -0.7323, norm 0.3552, swav 0.0000 LR: 2.331e-02 Score 94.639 Data time: 0.1772, Forward time: 2.2732, Backward time: 3.0675, DDP time: 0.0047, Total iter time: 4.8818 [2020-11-06 03:25:40,857][root][INFO] - ===> Epoch[309](8019/26): Loss -0.2280, Sem 0.1469, dir -0.7138, norm 0.3390, swav 0.0000 LR: 2.330e-02 Score 95.233 Data time: 0.1667, Forward time: 2.2731, Backward time: 3.0676, DDP time: 0.0047, Total iter time: 5.7939 [2020-11-06 03:25:47,593][root][INFO] - ===> Epoch[309](8020/26): Loss -0.2136, Sem 0.1470, dir -0.7291, norm 0.3685, swav 0.0000 LR: 2.329e-02 Score 95.307 Data time: 0.3667, Forward time: 2.2733, Backward time: 3.0676, DDP time: 0.0047, Total iter time: 6.6435 [2020-11-06 03:25:53,566][root][INFO] - ===> Epoch[309](8021/26): Loss -0.2426, Sem 0.1406, dir -0.7094, norm 0.3262, swav 0.0000 LR: 2.328e-02 Score 95.401 Data time: 0.2658, Forward time: 2.2734, Backward time: 3.0676, DDP time: 0.0047, Total iter time: 5.8160 [2020-11-06 03:25:58,814][root][INFO] - ===> Epoch[309](8022/26): Loss -0.3343, Sem 0.1183, dir -0.7729, norm 0.3203, swav 0.0000 LR: 2.327e-02 Score 96.077 Data time: 0.2296, Forward time: 2.2734, Backward time: 3.0675, DDP time: 0.0047, Total iter time: 5.1270 [2020-11-06 03:26:04,775][root][INFO] - ===> Epoch[309](8023/26): Loss -0.3024, Sem 0.1219, dir -0.7466, norm 0.3223, swav 0.0000 LR: 2.326e-02 Score 95.707 Data time: 0.2272, Forward time: 2.2734, Backward time: 3.0675, DDP time: 0.0047, Total iter time: 5.8458 [2020-11-06 03:26:11,298][root][INFO] - ===> Epoch[309](8024/26): Loss -0.1574, Sem 0.1650, dir -0.6672, norm 0.3448, swav 0.0000 LR: 2.325e-02 Score 94.452 Data time: 0.1595, Forward time: 2.2733, Backward time: 3.0676, DDP time: 0.0047, Total iter time: 6.4009 [2020-11-06 03:26:18,306][root][INFO] - ===> Epoch[309](8025/26): Loss -0.2622, Sem 0.1243, dir -0.7171, norm 0.3306, swav 0.0000 LR: 2.324e-02 Score 95.896 Data time: 0.2781, Forward time: 2.2734, Backward time: 3.0678, DDP time: 0.0047, Total iter time: 6.9152 [2020-11-06 03:26:23,712][root][INFO] - ===> Epoch[309](8026/26): Loss -0.2903, Sem 0.1252, dir -0.7348, norm 0.3193, swav 0.0000 LR: 2.323e-02 Score 95.780 Data time: 0.2282, Forward time: 2.2734, Backward time: 3.0677, DDP time: 0.0047, Total iter time: 5.2908 [2020-11-06 03:26:29,010][root][INFO] - ===> Epoch[309](8027/26): Loss -0.2731, Sem 0.1450, dir -0.7494, norm 0.3313, swav 0.0000 LR: 2.322e-02 Score 95.637 Data time: 0.2225, Forward time: 2.2734, Backward time: 3.0676, DDP time: 0.0047, Total iter time: 5.1613 [2020-11-06 03:26:34,583][root][INFO] - ===> Epoch[309](8028/26): Loss -0.2350, Sem 0.1642, dir -0.7522, norm 0.3531, swav 0.0000 LR: 2.320e-02 Score 94.860 Data time: 0.2408, Forward time: 2.2734, Backward time: 3.0675, DDP time: 0.0047, Total iter time: 5.4581 [2020-11-06 03:26:39,848][root][INFO] - ===> Epoch[309](8029/26): Loss -0.2601, Sem 0.1632, dir -0.7499, norm 0.3266, swav 0.0000 LR: 2.319e-02 Score 94.625 Data time: 0.1768, Forward time: 2.2734, Backward time: 3.0675, DDP time: 0.0047, Total iter time: 5.1349 [2020-11-06 03:26:44,756][root][INFO] - ===> Epoch[309](8030/26): Loss -0.2998, Sem 0.1169, dir -0.7615, norm 0.3448, swav 0.0000 LR: 2.318e-02 Score 96.438 Data time: 0.2129, Forward time: 2.2734, Backward time: 3.0674, DDP time: 0.0047, Total iter time: 4.8007 [2020-11-06 03:26:50,292][root][INFO] - ===> Epoch[309](8031/26): Loss -0.2178, Sem 0.1486, dir -0.7129, norm 0.3465, swav 0.0000 LR: 2.317e-02 Score 94.888 Data time: 0.1945, Forward time: 2.2734, Backward time: 3.0674, DDP time: 0.0047, Total iter time: 5.4246 [2020-11-06 03:26:57,042][root][INFO] - ===> Epoch[309](8032/26): Loss -0.2407, Sem 0.1346, dir -0.7235, norm 0.3483, swav 0.0000 LR: 2.316e-02 Score 94.970 Data time: 0.2521, Forward time: 2.2734, Backward time: 3.0675, DDP time: 0.0047, Total iter time: 6.6455 [2020-11-06 03:27:02,841][root][INFO] - ===> Epoch[309](8033/26): Loss -0.2841, Sem 0.1270, dir -0.7358, norm 0.3248, swav 0.0000 LR: 2.315e-02 Score 95.648 Data time: 0.1786, Forward time: 2.2734, Backward time: 3.0675, DDP time: 0.0047, Total iter time: 5.6581 [2020-11-06 03:27:09,383][root][INFO] - ===> Epoch[309](8034/26): Loss -0.2765, Sem 0.1323, dir -0.7520, norm 0.3432, swav 0.0000 LR: 2.314e-02 Score 95.495 Data time: 0.2573, Forward time: 2.2734, Backward time: 3.0676, DDP time: 0.0047, Total iter time: 6.4403 [2020-11-06 03:27:16,545][root][INFO] - ===> Epoch[310](8035/26): Loss -0.1994, Sem 0.1483, dir -0.7139, norm 0.3662, swav 0.0000 LR: 2.313e-02 Score 95.189 Data time: 0.3622, Forward time: 2.2736, Backward time: 3.0676, DDP time: 0.0047, Total iter time: 7.0188 [2020-11-06 03:27:21,586][root][INFO] - ===> Epoch[310](8036/26): Loss -0.2694, Sem 0.1374, dir -0.7348, norm 0.3280, swav 0.0000 LR: 2.312e-02 Score 95.213 Data time: 0.2522, Forward time: 2.2736, Backward time: 3.0675, DDP time: 0.0047, Total iter time: 4.8926 [2020-11-06 03:27:26,911][root][INFO] - ===> Epoch[310](8037/26): Loss -0.2267, Sem 0.1483, dir -0.7125, norm 0.3374, swav 0.0000 LR: 2.311e-02 Score 95.075 Data time: 0.1768, Forward time: 2.2736, Backward time: 3.0675, DDP time: 0.0047, Total iter time: 5.2027 [2020-11-06 03:27:32,050][root][INFO] - ===> Epoch[310](8038/26): Loss -0.3081, Sem 0.1431, dir -0.7641, norm 0.3129, swav 0.0000 LR: 2.310e-02 Score 95.002 Data time: 0.2045, Forward time: 2.2736, Backward time: 3.0674, DDP time: 0.0047, Total iter time: 5.0429 [2020-11-06 03:27:37,654][root][INFO] - ===> Epoch[310](8039/26): Loss -0.2327, Sem 0.1606, dir -0.7397, norm 0.3464, swav 0.0000 LR: 2.309e-02 Score 94.691 Data time: 0.2424, Forward time: 2.2736, Backward time: 3.0674, DDP time: 0.0047, Total iter time: 5.5119 [2020-11-06 03:27:42,393][root][INFO] - ===> Epoch[310](8040/26): Loss -0.2648, Sem 0.1248, dir -0.7269, norm 0.3373, swav 0.0000 LR: 2.308e-02 Score 95.797 Data time: 0.2049, Forward time: 2.2736, Backward time: 3.0672, DDP time: 0.0047, Total iter time: 4.6130 [2020-11-06 03:27:47,573][root][INFO] - ===> Epoch[310](8041/26): Loss -0.3049, Sem 0.1340, dir -0.7663, norm 0.3273, swav 0.0000 LR: 2.307e-02 Score 96.196 Data time: 0.1239, Forward time: 2.2735, Backward time: 3.0673, DDP time: 0.0047, Total iter time: 5.0787 [2020-11-06 03:27:52,661][root][INFO] - ===> Epoch[310](8042/26): Loss -0.3295, Sem 0.1197, dir -0.7746, norm 0.3255, swav 0.0000 LR: 2.306e-02 Score 96.141 Data time: 0.2099, Forward time: 2.2734, Backward time: 3.0673, DDP time: 0.0047, Total iter time: 5.0096 [2020-11-06 03:27:57,918][root][INFO] - ===> Epoch[310](8043/26): Loss -0.2560, Sem 0.1391, dir -0.7377, norm 0.3426, swav 0.0000 LR: 2.305e-02 Score 95.453 Data time: 0.2665, Forward time: 2.2735, Backward time: 3.0672, DDP time: 0.0047, Total iter time: 5.1860 [2020-11-06 03:28:02,832][root][INFO] - ===> Epoch[310](8044/26): Loss -0.2383, Sem 0.1369, dir -0.7292, norm 0.3540, swav 0.0000 LR: 2.304e-02 Score 95.600 Data time: 0.2285, Forward time: 2.2735, Backward time: 3.0671, DDP time: 0.0047, Total iter time: 4.7737 [2020-11-06 03:28:09,412][root][INFO] - ===> Epoch[310](8045/26): Loss -0.1951, Sem 0.1560, dir -0.7186, norm 0.3675, swav 0.0000 LR: 2.302e-02 Score 95.014 Data time: 0.2622, Forward time: 2.2735, Backward time: 3.0671, DDP time: 0.0047, Total iter time: 6.4566 [2020-11-06 03:28:15,730][root][INFO] - ===> Epoch[310](8046/26): Loss -0.1945, Sem 0.1446, dir -0.6926, norm 0.3535, swav 0.0000 LR: 2.301e-02 Score 95.399 Data time: 0.2971, Forward time: 2.2736, Backward time: 3.0671, DDP time: 0.0047, Total iter time: 6.1663 [2020-11-06 03:28:20,837][root][INFO] - ===> Epoch[310](8047/26): Loss -0.2844, Sem 0.1233, dir -0.7321, norm 0.3244, swav 0.0000 LR: 2.300e-02 Score 95.904 Data time: 0.1960, Forward time: 2.2736, Backward time: 3.0670, DDP time: 0.0047, Total iter time: 4.9732 [2020-11-06 03:28:26,209][root][INFO] - ===> Epoch[310](8048/26): Loss -0.2449, Sem 0.1468, dir -0.7275, norm 0.3358, swav 0.0000 LR: 2.299e-02 Score 94.612 Data time: 0.2522, Forward time: 2.2737, Backward time: 3.0669, DDP time: 0.0047, Total iter time: 5.2702 [2020-11-06 03:28:31,642][root][INFO] - ===> Epoch[310](8049/26): Loss -0.2793, Sem 0.1266, dir -0.7409, norm 0.3350, swav 0.0000 LR: 2.298e-02 Score 95.815 Data time: 0.2235, Forward time: 2.2737, Backward time: 3.0669, DDP time: 0.0047, Total iter time: 5.3062 [2020-11-06 03:28:37,368][root][INFO] - ===> Epoch[310](8050/26): Loss -0.2727, Sem 0.1350, dir -0.7337, norm 0.3261, swav 0.0000 LR: 2.297e-02 Score 95.547 Data time: 0.1887, Forward time: 2.2736, Backward time: 3.0669, DDP time: 0.0047, Total iter time: 5.6132 [2020-11-06 03:28:43,450][root][INFO] - ===> Epoch[310](8051/26): Loss -0.1885, Sem 0.1638, dir -0.7157, norm 0.3634, swav 0.0000 LR: 2.296e-02 Score 93.481 Data time: 0.1944, Forward time: 2.2736, Backward time: 3.0670, DDP time: 0.0047, Total iter time: 5.9722 [2020-11-06 03:28:50,314][root][INFO] - ===> Epoch[310](8052/26): Loss -0.2260, Sem 0.1441, dir -0.7250, norm 0.3549, swav 0.0000 LR: 2.295e-02 Score 95.024 Data time: 0.1679, Forward time: 2.2735, Backward time: 3.0672, DDP time: 0.0047, Total iter time: 6.7644 [2020-11-06 03:28:55,985][root][INFO] - ===> Epoch[310](8053/26): Loss -0.2224, Sem 0.1476, dir -0.7151, norm 0.3451, swav 0.0000 LR: 2.294e-02 Score 95.131 Data time: 0.2008, Forward time: 2.2735, Backward time: 3.0672, DDP time: 0.0047, Total iter time: 5.5982 [2020-11-06 03:29:01,595][root][INFO] - ===> Epoch[310](8054/26): Loss -0.2229, Sem 0.1467, dir -0.7202, norm 0.3506, swav 0.0000 LR: 2.293e-02 Score 94.926 Data time: 0.1853, Forward time: 2.2735, Backward time: 3.0672, DDP time: 0.0047, Total iter time: 5.4788 [2020-11-06 03:29:08,204][root][INFO] - ===> Epoch[310](8055/26): Loss -0.2944, Sem 0.1191, dir -0.7509, norm 0.3375, swav 0.0000 LR: 2.292e-02 Score 95.905 Data time: 0.2378, Forward time: 2.2735, Backward time: 3.0673, DDP time: 0.0047, Total iter time: 6.4978 [2020-11-06 03:29:13,625][root][INFO] - ===> Epoch[310](8056/26): Loss -0.2939, Sem 0.1253, dir -0.7407, norm 0.3215, swav 0.0000 LR: 2.291e-02 Score 95.860 Data time: 0.2138, Forward time: 2.2736, Backward time: 3.0672, DDP time: 0.0047, Total iter time: 5.2932 [2020-11-06 03:29:19,338][root][INFO] - ===> Epoch[310](8057/26): Loss -0.2506, Sem 0.1471, dir -0.7315, norm 0.3339, swav 0.0000 LR: 2.290e-02 Score 95.230 Data time: 0.2159, Forward time: 2.2735, Backward time: 3.0672, DDP time: 0.0047, Total iter time: 5.6087 [2020-11-06 03:29:25,950][root][INFO] - ===> Epoch[310](8058/26): Loss -0.2518, Sem 0.1498, dir -0.7372, norm 0.3356, swav 0.0000 LR: 2.289e-02 Score 95.006 Data time: 0.2917, Forward time: 2.2736, Backward time: 3.0672, DDP time: 0.0047, Total iter time: 6.4996 [2020-11-06 03:29:31,352][root][INFO] - ===> Epoch[310](8059/26): Loss -0.3051, Sem 0.1313, dir -0.7518, norm 0.3155, swav 0.0000 LR: 2.288e-02 Score 95.843 Data time: 0.2324, Forward time: 2.2737, Backward time: 3.0672, DDP time: 0.0047, Total iter time: 5.2602 [2020-11-06 03:29:36,851][root][INFO] - ===> Epoch[310](8060/26): Loss -0.1658, Sem 0.1610, dir -0.6921, norm 0.3653, swav 0.0000 LR: 2.287e-02 Score 94.621 Data time: 0.2036, Forward time: 2.2736, Backward time: 3.0672, DDP time: 0.0047, Total iter time: 5.3931 [2020-11-06 03:29:42,260][root][INFO] - ===> Epoch[311](8061/26): Loss -0.1941, Sem 0.1344, dir -0.6918, norm 0.3633, swav 0.0000 LR: 2.286e-02 Score 95.857 Data time: 0.2295, Forward time: 2.2736, Backward time: 3.0671, DDP time: 0.0047, Total iter time: 5.3134 [2020-11-06 03:29:47,303][root][INFO] - ===> Epoch[311](8062/26): Loss -0.1917, Sem 0.1378, dir -0.6836, norm 0.3541, swav 0.0000 LR: 2.284e-02 Score 95.344 Data time: 0.1970, Forward time: 2.2736, Backward time: 3.0671, DDP time: 0.0047, Total iter time: 4.9313 [2020-11-06 03:29:54,285][root][INFO] - ===> Epoch[311](8063/26): Loss -0.2598, Sem 0.1413, dir -0.7512, norm 0.3502, swav 0.0000 LR: 2.283e-02 Score 95.393 Data time: 0.1330, Forward time: 2.2735, Backward time: 3.0673, DDP time: 0.0047, Total iter time: 6.8792 [2020-11-06 03:29:59,318][root][INFO] - ===> Epoch[311](8064/26): Loss -0.2686, Sem 0.1355, dir -0.7445, norm 0.3404, swav 0.0000 LR: 2.282e-02 Score 95.513 Data time: 0.1663, Forward time: 2.2734, Backward time: 3.0673, DDP time: 0.0047, Total iter time: 4.9501 [2020-11-06 03:30:05,732][root][INFO] - ===> Epoch[311](8065/26): Loss -0.3177, Sem 0.0995, dir -0.7532, norm 0.3360, swav 0.0000 LR: 2.281e-02 Score 96.678 Data time: 0.3019, Forward time: 2.2736, Backward time: 3.0673, DDP time: 0.0047, Total iter time: 6.3532 [2020-11-06 03:30:11,581][root][INFO] - ===> Epoch[311](8066/26): Loss -0.2738, Sem 0.1371, dir -0.7621, norm 0.3512, swav 0.0000 LR: 2.280e-02 Score 95.509 Data time: 0.1456, Forward time: 2.2735, Backward time: 3.0674, DDP time: 0.0047, Total iter time: 5.7136 [2020-11-06 03:30:17,095][root][INFO] - ===> Epoch[311](8067/26): Loss -0.2265, Sem 0.1470, dir -0.7076, norm 0.3341, swav 0.0000 LR: 2.279e-02 Score 95.194 Data time: 0.2995, Forward time: 2.2736, Backward time: 3.0673, DDP time: 0.0047, Total iter time: 5.4308 [2020-11-06 03:30:23,254][root][INFO] - ===> Epoch[311](8068/26): Loss -0.2621, Sem 0.1315, dir -0.7420, norm 0.3484, swav 0.0000 LR: 2.278e-02 Score 95.807 Data time: 0.2215, Forward time: 2.2736, Backward time: 3.0673, DDP time: 0.0047, Total iter time: 6.0446 [2020-11-06 03:30:28,771][root][INFO] - ===> Epoch[311](8069/26): Loss -0.2556, Sem 0.1243, dir -0.7120, norm 0.3321, swav 0.0000 LR: 2.277e-02 Score 95.282 Data time: 0.2255, Forward time: 2.2736, Backward time: 3.0673, DDP time: 0.0047, Total iter time: 5.4180 [2020-11-06 03:30:35,059][root][INFO] - ===> Epoch[311](8070/26): Loss -0.2417, Sem 0.1413, dir -0.7219, norm 0.3389, swav 0.0000 LR: 2.276e-02 Score 95.362 Data time: 0.3090, Forward time: 2.2737, Backward time: 3.0672, DDP time: 0.0047, Total iter time: 6.1610 [2020-11-06 03:30:41,159][root][INFO] - ===> Epoch[311](8071/26): Loss -0.2621, Sem 0.1294, dir -0.7222, norm 0.3306, swav 0.0000 LR: 2.275e-02 Score 95.656 Data time: 0.1369, Forward time: 2.2736, Backward time: 3.0674, DDP time: 0.0047, Total iter time: 5.9804 [2020-11-06 03:30:46,047][root][INFO] - ===> Epoch[311](8072/26): Loss -0.3106, Sem 0.1154, dir -0.7512, norm 0.3252, swav 0.0000 LR: 2.274e-02 Score 96.417 Data time: 0.2485, Forward time: 2.2736, Backward time: 3.0673, DDP time: 0.0047, Total iter time: 4.7980 [2020-11-06 03:30:51,357][root][INFO] - ===> Epoch[311](8073/26): Loss -0.2330, Sem 0.1366, dir -0.7213, norm 0.3518, swav 0.0000 LR: 2.273e-02 Score 95.716 Data time: 0.2445, Forward time: 2.2736, Backward time: 3.0672, DDP time: 0.0047, Total iter time: 5.2020 [2020-11-06 03:30:57,797][root][INFO] - ===> Epoch[311](8074/26): Loss -0.2925, Sem 0.1165, dir -0.7492, norm 0.3403, swav 0.0000 LR: 2.272e-02 Score 96.078 Data time: 0.2940, Forward time: 2.2738, Backward time: 3.0672, DDP time: 0.0047, Total iter time: 6.3273 [2020-11-06 03:31:02,919][root][INFO] - ===> Epoch[311](8075/26): Loss -0.2704, Sem 0.1519, dir -0.7670, norm 0.3447, swav 0.0000 LR: 2.271e-02 Score 94.625 Data time: 0.2322, Forward time: 2.2738, Backward time: 3.0670, DDP time: 0.0047, Total iter time: 4.9893 [2020-11-06 03:31:08,199][root][INFO] - ===> Epoch[311](8076/26): Loss -0.2680, Sem 0.0988, dir -0.6950, norm 0.3282, swav 0.0000 LR: 2.270e-02 Score 96.701 Data time: 0.2307, Forward time: 2.2738, Backward time: 3.0670, DDP time: 0.0047, Total iter time: 5.1575 [2020-11-06 03:31:14,470][root][INFO] - ===> Epoch[311](8077/26): Loss -0.1880, Sem 0.1661, dir -0.7091, norm 0.3550, swav 0.0000 LR: 2.269e-02 Score 94.293 Data time: 0.2670, Forward time: 2.2739, Backward time: 3.0670, DDP time: 0.0047, Total iter time: 6.1666 [2020-11-06 03:31:19,607][root][INFO] - ===> Epoch[311](8078/26): Loss -0.3031, Sem 0.1237, dir -0.7641, norm 0.3374, swav 0.0000 LR: 2.267e-02 Score 95.946 Data time: 0.2564, Forward time: 2.2739, Backward time: 3.0668, DDP time: 0.0047, Total iter time: 4.9980 [2020-11-06 03:31:25,034][root][INFO] - ===> Epoch[311](8079/26): Loss -0.2446, Sem 0.1470, dir -0.7168, norm 0.3252, swav 0.0000 LR: 2.266e-02 Score 95.168 Data time: 0.2030, Forward time: 2.2740, Backward time: 3.0668, DDP time: 0.0047, Total iter time: 5.3125 [2020-11-06 03:31:30,163][root][INFO] - ===> Epoch[311](8080/26): Loss -0.2688, Sem 0.1338, dir -0.7293, norm 0.3267, swav 0.0000 LR: 2.265e-02 Score 95.330 Data time: 0.1830, Forward time: 2.2739, Backward time: 3.0667, DDP time: 0.0047, Total iter time: 5.0144 [2020-11-06 03:31:37,248][root][INFO] - ===> Epoch[311](8081/26): Loss -0.2347, Sem 0.1435, dir -0.7211, norm 0.3430, swav 0.0000 LR: 2.264e-02 Score 94.695 Data time: 0.1707, Forward time: 2.2739, Backward time: 3.0670, DDP time: 0.0047, Total iter time: 6.9719 [2020-11-06 03:31:43,217][root][INFO] - ===> Epoch[311](8082/26): Loss -0.2538, Sem 0.1127, dir -0.7095, norm 0.3429, swav 0.0000 LR: 2.263e-02 Score 96.309 Data time: 0.2866, Forward time: 2.2739, Backward time: 3.0670, DDP time: 0.0047, Total iter time: 5.8841 [2020-11-06 03:31:49,174][root][INFO] - ===> Epoch[311](8083/26): Loss -0.2631, Sem 0.1142, dir -0.7201, norm 0.3429, swav 0.0000 LR: 2.262e-02 Score 96.210 Data time: 0.2666, Forward time: 2.2740, Backward time: 3.0669, DDP time: 0.0047, Total iter time: 5.8311 [2020-11-06 03:31:55,578][root][INFO] - ===> Epoch[311](8084/26): Loss -0.2842, Sem 0.1333, dir -0.7395, norm 0.3220, swav 0.0000 LR: 2.261e-02 Score 94.779 Data time: 0.3477, Forward time: 2.2741, Backward time: 3.0669, DDP time: 0.0047, Total iter time: 6.2652 [2020-11-06 03:32:00,382][root][INFO] - ===> Epoch[311](8085/26): Loss -0.2651, Sem 0.1456, dir -0.7782, norm 0.3675, swav 0.0000 LR: 2.260e-02 Score 95.374 Data time: 0.2142, Forward time: 2.2741, Backward time: 3.0667, DDP time: 0.0047, Total iter time: 4.6637 [2020-11-06 03:32:06,523][root][INFO] - ===> Epoch[311](8086/26): Loss -0.2585, Sem 0.1185, dir -0.7255, norm 0.3485, swav 0.0000 LR: 2.259e-02 Score 96.378 Data time: 0.2498, Forward time: 2.2741, Backward time: 3.0668, DDP time: 0.0047, Total iter time: 6.0301 [2020-11-06 03:32:11,198][root][INFO] - ===> Epoch[312](8087/26): Loss -0.2472, Sem 0.1244, dir -0.7223, norm 0.3508, swav 0.0000 LR: 2.258e-02 Score 95.746 Data time: 0.1361, Forward time: 2.2740, Backward time: 3.0667, DDP time: 0.0047, Total iter time: 4.5385 [2020-11-06 03:32:16,409][root][INFO] - ===> Epoch[312](8088/26): Loss -0.2209, Sem 0.1672, dir -0.7310, norm 0.3430, swav 0.0000 LR: 2.257e-02 Score 94.873 Data time: 0.1790, Forward time: 2.2739, Backward time: 3.0668, DDP time: 0.0047, Total iter time: 5.1374 [2020-11-06 03:32:21,485][root][INFO] - ===> Epoch[312](8089/26): Loss -0.3133, Sem 0.1037, dir -0.7396, norm 0.3226, swav 0.0000 LR: 2.256e-02 Score 96.640 Data time: 0.1220, Forward time: 2.2738, Backward time: 3.0668, DDP time: 0.0047, Total iter time: 5.0096 [2020-11-06 03:32:26,518][root][INFO] - ===> Epoch[312](8090/26): Loss -0.2953, Sem 0.1321, dir -0.7474, norm 0.3199, swav 0.0000 LR: 2.255e-02 Score 95.840 Data time: 0.1676, Forward time: 2.2738, Backward time: 3.0668, DDP time: 0.0047, Total iter time: 4.9975 [2020-11-06 03:32:31,478][root][INFO] - ===> Epoch[312](8091/26): Loss -0.2787, Sem 0.1198, dir -0.7189, norm 0.3204, swav 0.0000 LR: 2.254e-02 Score 96.171 Data time: 0.2550, Forward time: 2.2738, Backward time: 3.0667, DDP time: 0.0047, Total iter time: 4.8798 [2020-11-06 03:32:37,204][root][INFO] - ===> Epoch[312](8092/26): Loss -0.2020, Sem 0.1640, dir -0.7132, norm 0.3472, swav 0.0000 LR: 2.253e-02 Score 94.500 Data time: 0.2735, Forward time: 2.2739, Backward time: 3.0666, DDP time: 0.0047, Total iter time: 5.6097 [2020-11-06 03:32:43,029][root][INFO] - ===> Epoch[312](8093/26): Loss -0.2699, Sem 0.1339, dir -0.7499, norm 0.3461, swav 0.0000 LR: 2.252e-02 Score 95.723 Data time: 0.2099, Forward time: 2.2739, Backward time: 3.0666, DDP time: 0.0047, Total iter time: 5.6884 [2020-11-06 03:32:48,837][root][INFO] - ===> Epoch[312](8094/26): Loss -0.2296, Sem 0.1206, dir -0.7322, norm 0.3821, swav 0.0000 LR: 2.250e-02 Score 95.770 Data time: 0.1894, Forward time: 2.2738, Backward time: 3.0666, DDP time: 0.0047, Total iter time: 5.7265 [2020-11-06 03:32:52,957][root][INFO] - ===> Epoch[312](8095/26): Loss -0.2668, Sem 0.1344, dir -0.7331, norm 0.3319, swav 0.0000 LR: 2.249e-02 Score 95.762 Data time: 0.1719, Forward time: 2.2738, Backward time: 3.0665, DDP time: 0.0047, Total iter time: 4.0162 [2020-11-06 03:32:58,106][root][INFO] - ===> Epoch[312](8096/26): Loss -0.2591, Sem 0.1580, dir -0.7398, norm 0.3227, swav 0.0000 LR: 2.248e-02 Score 94.999 Data time: 0.2175, Forward time: 2.2738, Backward time: 3.0664, DDP time: 0.0047, Total iter time: 5.0748 [2020-11-06 03:33:03,394][root][INFO] - ===> Epoch[312](8097/26): Loss -0.2068, Sem 0.1202, dir -0.6815, norm 0.3545, swav 0.0000 LR: 2.247e-02 Score 95.731 Data time: 0.2201, Forward time: 2.2738, Backward time: 3.0664, DDP time: 0.0047, Total iter time: 5.1711 [2020-11-06 03:33:08,246][root][INFO] - ===> Epoch[312](8098/26): Loss -0.2490, Sem 0.1235, dir -0.7344, norm 0.3620, swav 0.0000 LR: 2.246e-02 Score 95.572 Data time: 0.2305, Forward time: 2.2738, Backward time: 3.0663, DDP time: 0.0047, Total iter time: 4.7361 [2020-11-06 03:33:13,749][root][INFO] - ===> Epoch[312](8099/26): Loss -0.2528, Sem 0.1318, dir -0.7417, norm 0.3570, swav 0.0000 LR: 2.245e-02 Score 95.713 Data time: 0.2192, Forward time: 2.2738, Backward time: 3.0662, DDP time: 0.0047, Total iter time: 5.3719 [2020-11-06 03:33:19,286][root][INFO] - ===> Epoch[312](8100/26): Loss -0.2360, Sem 0.1371, dir -0.6891, norm 0.3160, swav 0.0000 LR: 2.244e-02 Score 95.147 Data time: 0.2576, Forward time: 2.2739, Backward time: 3.0661, DDP time: 0.0047, Total iter time: 5.4132 [2020-11-06 03:33:24,438][root][INFO] - ===> Epoch[312](8101/26): Loss -0.2938, Sem 0.1434, dir -0.7647, norm 0.3275, swav 0.0000 LR: 2.243e-02 Score 95.419 Data time: 0.2273, Forward time: 2.2739, Backward time: 3.0660, DDP time: 0.0047, Total iter time: 5.0304 [2020-11-06 03:33:29,922][root][INFO] - ===> Epoch[312](8102/26): Loss -0.2591, Sem 0.1408, dir -0.7320, norm 0.3321, swav 0.0000 LR: 2.242e-02 Score 95.208 Data time: 0.1780, Forward time: 2.2738, Backward time: 3.0661, DDP time: 0.0047, Total iter time: 5.3518 [2020-11-06 03:33:36,423][root][INFO] - ===> Epoch[312](8103/26): Loss -0.2381, Sem 0.1310, dir -0.7073, norm 0.3381, swav 0.0000 LR: 2.241e-02 Score 95.507 Data time: 0.3175, Forward time: 2.2740, Backward time: 3.0660, DDP time: 0.0047, Total iter time: 6.4270 [2020-11-06 03:33:42,509][root][INFO] - ===> Epoch[312](8104/26): Loss -0.2858, Sem 0.1018, dir -0.7230, norm 0.3355, swav 0.0000 LR: 2.240e-02 Score 96.329 Data time: 0.2796, Forward time: 2.2741, Backward time: 3.0660, DDP time: 0.0047, Total iter time: 5.9549 [2020-11-06 03:33:48,820][root][INFO] - ===> Epoch[312](8105/26): Loss -0.2556, Sem 0.1221, dir -0.7233, norm 0.3457, swav 0.0000 LR: 2.239e-02 Score 95.831 Data time: 0.2933, Forward time: 2.2741, Backward time: 3.0660, DDP time: 0.0047, Total iter time: 6.2004 [2020-11-06 03:33:55,001][root][INFO] - ===> Epoch[312](8106/26): Loss -0.2664, Sem 0.1584, dir -0.7597, norm 0.3349, swav 0.0000 LR: 2.238e-02 Score 94.900 Data time: 0.3325, Forward time: 2.2742, Backward time: 3.0659, DDP time: 0.0047, Total iter time: 6.0481 [2020-11-06 03:34:00,281][root][INFO] - ===> Epoch[312](8107/26): Loss -0.2199, Sem 0.1318, dir -0.7119, norm 0.3602, swav 0.0000 LR: 2.237e-02 Score 95.209 Data time: 0.2279, Forward time: 2.2742, Backward time: 3.0658, DDP time: 0.0047, Total iter time: 5.1450 [2020-11-06 03:34:06,156][root][INFO] - ===> Epoch[312](8108/26): Loss -0.2949, Sem 0.1114, dir -0.7518, norm 0.3455, swav 0.0000 LR: 2.236e-02 Score 96.146 Data time: 0.2367, Forward time: 2.2743, Backward time: 3.0658, DDP time: 0.0047, Total iter time: 5.7651 [2020-11-06 03:34:10,775][root][INFO] - ===> Epoch[312](8109/26): Loss -0.2577, Sem 0.1565, dir -0.7629, norm 0.3487, swav 0.0000 LR: 2.235e-02 Score 94.675 Data time: 0.2295, Forward time: 2.2743, Backward time: 3.0657, DDP time: 0.0047, Total iter time: 4.5089 [2020-11-06 03:34:18,263][root][INFO] - ===> Epoch[312](8110/26): Loss -0.3109, Sem 0.1233, dir -0.7630, norm 0.3288, swav 0.0000 LR: 2.233e-02 Score 95.752 Data time: 0.2532, Forward time: 2.2743, Backward time: 3.0658, DDP time: 0.0047, Total iter time: 7.3825 [2020-11-06 03:34:24,969][root][INFO] - ===> Epoch[312](8111/26): Loss -0.3022, Sem 0.1159, dir -0.7713, norm 0.3533, swav 0.0000 LR: 2.232e-02 Score 96.146 Data time: 0.3417, Forward time: 2.2744, Backward time: 3.0658, DDP time: 0.0047, Total iter time: 6.6022 [2020-11-06 03:34:30,444][root][INFO] - ===> Epoch[312](8112/26): Loss -0.2328, Sem 0.1505, dir -0.7347, norm 0.3514, swav 0.0000 LR: 2.231e-02 Score 94.684 Data time: 0.2688, Forward time: 2.2745, Backward time: 3.0657, DDP time: 0.0047, Total iter time: 5.3377 [2020-11-06 03:34:35,716][root][INFO] - ===> Epoch[313](8113/26): Loss -0.2188, Sem 0.1569, dir -0.7230, norm 0.3473, swav 0.0000 LR: 2.230e-02 Score 95.173 Data time: 0.2643, Forward time: 2.2746, Backward time: 3.0656, DDP time: 0.0047, Total iter time: 5.1415 [2020-11-06 03:34:42,322][root][INFO] - ===> Epoch[313](8114/26): Loss -0.2858, Sem 0.1054, dir -0.7517, norm 0.3604, swav 0.0000 LR: 2.229e-02 Score 96.715 Data time: 0.2619, Forward time: 2.2746, Backward time: 3.0656, DDP time: 0.0047, Total iter time: 6.5183 [2020-11-06 03:34:48,805][root][INFO] - ===> Epoch[313](8115/26): Loss -0.2381, Sem 0.1381, dir -0.7232, norm 0.3470, swav 0.0000 LR: 2.228e-02 Score 95.790 Data time: 0.2696, Forward time: 2.2747, Backward time: 3.0657, DDP time: 0.0047, Total iter time: 6.3700 [2020-11-06 03:34:55,482][root][INFO] - ===> Epoch[313](8116/26): Loss -0.2055, Sem 0.1604, dir -0.7108, norm 0.3449, swav 0.0000 LR: 2.227e-02 Score 94.741 Data time: 0.2451, Forward time: 2.2748, Backward time: 3.0657, DDP time: 0.0047, Total iter time: 6.5449 [2020-11-06 03:34:59,914][root][INFO] - ===> Epoch[313](8117/26): Loss -0.2867, Sem 0.1293, dir -0.7446, norm 0.3286, swav 0.0000 LR: 2.226e-02 Score 95.602 Data time: 0.2167, Forward time: 2.2748, Backward time: 3.0655, DDP time: 0.0047, Total iter time: 4.3303 [2020-11-06 03:35:05,815][root][INFO] - ===> Epoch[313](8118/26): Loss -0.2792, Sem 0.1213, dir -0.7135, norm 0.3130, swav 0.0000 LR: 2.225e-02 Score 95.585 Data time: 0.2020, Forward time: 2.2748, Backward time: 3.0656, DDP time: 0.0047, Total iter time: 5.8073 [2020-11-06 03:35:11,171][root][INFO] - ===> Epoch[313](8119/26): Loss -0.1683, Sem 0.1688, dir -0.6720, norm 0.3350, swav 0.0000 LR: 2.224e-02 Score 94.760 Data time: 0.2261, Forward time: 2.2748, Backward time: 3.0655, DDP time: 0.0047, Total iter time: 5.2766 [2020-11-06 03:35:15,705][root][INFO] - ===> Epoch[313](8120/26): Loss -0.2275, Sem 0.1386, dir -0.6979, norm 0.3317, swav 0.0000 LR: 2.223e-02 Score 95.980 Data time: 0.2033, Forward time: 2.2747, Backward time: 3.0654, DDP time: 0.0047, Total iter time: 4.4034 [2020-11-06 03:35:21,590][root][INFO] - ===> Epoch[313](8121/26): Loss -0.2075, Sem 0.1442, dir -0.7189, norm 0.3671, swav 0.0000 LR: 2.222e-02 Score 94.866 Data time: 0.2705, Forward time: 2.2748, Backward time: 3.0653, DDP time: 0.0047, Total iter time: 5.7814 [2020-11-06 03:35:27,094][root][INFO] - ===> Epoch[313](8122/26): Loss -0.2429, Sem 0.1332, dir -0.7191, norm 0.3430, swav 0.0000 LR: 2.221e-02 Score 95.318 Data time: 0.2052, Forward time: 2.2748, Backward time: 3.0653, DDP time: 0.0047, Total iter time: 5.3645 [2020-11-06 03:35:32,111][root][INFO] - ===> Epoch[313](8123/26): Loss -0.2988, Sem 0.1212, dir -0.7431, norm 0.3232, swav 0.0000 LR: 2.220e-02 Score 95.974 Data time: 0.2074, Forward time: 2.2748, Backward time: 3.0652, DDP time: 0.0047, Total iter time: 4.9063 [2020-11-06 03:35:37,712][root][INFO] - ===> Epoch[313](8124/26): Loss -0.2396, Sem 0.1559, dir -0.7350, norm 0.3396, swav 0.0000 LR: 2.219e-02 Score 94.635 Data time: 0.1372, Forward time: 2.2747, Backward time: 3.0653, DDP time: 0.0047, Total iter time: 5.5080 [2020-11-06 03:35:43,640][root][INFO] - ===> Epoch[313](8125/26): Loss -0.2552, Sem 0.1474, dir -0.7461, norm 0.3436, swav 0.0000 LR: 2.218e-02 Score 94.997 Data time: 0.1857, Forward time: 2.2747, Backward time: 3.0654, DDP time: 0.0047, Total iter time: 5.8376 [2020-11-06 03:35:49,998][root][INFO] - ===> Epoch[313](8126/26): Loss -0.2994, Sem 0.1314, dir -0.7618, norm 0.3309, swav 0.0000 LR: 2.216e-02 Score 95.647 Data time: 0.2352, Forward time: 2.2747, Backward time: 3.0654, DDP time: 0.0047, Total iter time: 6.2491 [2020-11-06 03:35:54,630][root][INFO] - ===> Epoch[313](8127/26): Loss -0.3003, Sem 0.1325, dir -0.7539, norm 0.3211, swav 0.0000 LR: 2.215e-02 Score 95.815 Data time: 0.1636, Forward time: 2.2747, Backward time: 3.0653, DDP time: 0.0047, Total iter time: 4.5198 [2020-11-06 03:35:59,827][root][INFO] - ===> Epoch[313](8128/26): Loss -0.2645, Sem 0.1411, dir -0.7603, norm 0.3547, swav 0.0000 LR: 2.214e-02 Score 94.881 Data time: 0.1829, Forward time: 2.2746, Backward time: 3.0653, DDP time: 0.0047, Total iter time: 5.1099 [2020-11-06 03:36:05,873][root][INFO] - ===> Epoch[313](8129/26): Loss -0.2656, Sem 0.1121, dir -0.7077, norm 0.3299, swav 0.0000 LR: 2.213e-02 Score 96.203 Data time: 0.2629, Forward time: 2.2747, Backward time: 3.0653, DDP time: 0.0047, Total iter time: 5.9195 [2020-11-06 03:36:10,764][root][INFO] - ===> Epoch[313](8130/26): Loss -0.2777, Sem 0.1347, dir -0.7265, norm 0.3141, swav 0.0000 LR: 2.212e-02 Score 95.690 Data time: 0.1921, Forward time: 2.2747, Backward time: 3.0652, DDP time: 0.0047, Total iter time: 4.7693 [2020-11-06 03:36:16,714][root][INFO] - ===> Epoch[313](8131/26): Loss -0.2534, Sem 0.1247, dir -0.7326, norm 0.3545, swav 0.0000 LR: 2.211e-02 Score 95.989 Data time: 0.1564, Forward time: 2.2746, Backward time: 3.0653, DDP time: 0.0047, Total iter time: 5.8383 [2020-11-06 03:36:23,165][root][INFO] - ===> Epoch[313](8132/26): Loss -0.2092, Sem 0.1286, dir -0.6912, norm 0.3534, swav 0.0000 LR: 2.210e-02 Score 95.563 Data time: 0.1887, Forward time: 2.2746, Backward time: 3.0654, DDP time: 0.0047, Total iter time: 6.3551 [2020-11-06 03:36:28,355][root][INFO] - ===> Epoch[313](8133/26): Loss -0.3242, Sem 0.1262, dir -0.7616, norm 0.3112, swav 0.0000 LR: 2.209e-02 Score 95.735 Data time: 0.1920, Forward time: 2.2745, Backward time: 3.0654, DDP time: 0.0047, Total iter time: 5.0734 [2020-11-06 03:36:34,823][root][INFO] - ===> Epoch[313](8134/26): Loss -0.2653, Sem 0.1296, dir -0.7426, norm 0.3477, swav 0.0000 LR: 2.208e-02 Score 95.613 Data time: 0.3035, Forward time: 2.2746, Backward time: 3.0654, DDP time: 0.0047, Total iter time: 6.3664 [2020-11-06 03:36:40,929][root][INFO] - ===> Epoch[313](8135/26): Loss -0.2551, Sem 0.1576, dir -0.7412, norm 0.3285, swav 0.0000 LR: 2.207e-02 Score 94.788 Data time: 0.1384, Forward time: 2.2746, Backward time: 3.0655, DDP time: 0.0047, Total iter time: 5.9722 [2020-11-06 03:36:48,354][root][INFO] - ===> Epoch[313](8136/26): Loss -0.2763, Sem 0.1163, dir -0.7535, norm 0.3609, swav 0.0000 LR: 2.206e-02 Score 95.800 Data time: 0.2851, Forward time: 2.2746, Backward time: 3.0656, DDP time: 0.0047, Total iter time: 7.3253 [2020-11-06 03:36:53,672][root][INFO] - ===> Epoch[313](8137/26): Loss -0.3443, Sem 0.1044, dir -0.7547, norm 0.3060, swav 0.0000 LR: 2.205e-02 Score 96.503 Data time: 0.1482, Forward time: 2.2745, Backward time: 3.0657, DDP time: 0.0047, Total iter time: 5.1772 [2020-11-06 03:37:00,895][root][INFO] - ===> Epoch[313](8138/26): Loss -0.3076, Sem 0.1244, dir -0.7600, norm 0.3280, swav 0.0000 LR: 2.204e-02 Score 95.860 Data time: 0.2198, Forward time: 2.2745, Backward time: 3.0659, DDP time: 0.0047, Total iter time: 7.1307 [2020-11-06 03:37:06,408][root][INFO] - ===> Epoch[314](8139/26): Loss -0.3219, Sem 0.1073, dir -0.7595, norm 0.3304, swav 0.0000 LR: 2.203e-02 Score 96.669 Data time: 0.2432, Forward time: 2.2745, Backward time: 3.0658, DDP time: 0.0047, Total iter time: 5.4065 [2020-11-06 03:37:10,801][root][INFO] - ===> Epoch[314](8140/26): Loss -0.2747, Sem 0.1257, dir -0.7310, norm 0.3306, swav 0.0000 LR: 2.202e-02 Score 95.708 Data time: 0.1689, Forward time: 2.2745, Backward time: 3.0657, DDP time: 0.0047, Total iter time: 4.2572 [2020-11-06 03:37:16,318][root][INFO] - ===> Epoch[314](8141/26): Loss -0.2377, Sem 0.1293, dir -0.6988, norm 0.3319, swav 0.0000 LR: 2.201e-02 Score 95.652 Data time: 0.2329, Forward time: 2.2745, Backward time: 3.0656, DDP time: 0.0047, Total iter time: 5.4124 [2020-11-06 03:37:21,248][root][INFO] - ===> Epoch[314](8142/26): Loss -0.3312, Sem 0.1154, dir -0.7556, norm 0.3089, swav 0.0000 LR: 2.199e-02 Score 96.205 Data time: 0.1798, Forward time: 2.2745, Backward time: 3.0656, DDP time: 0.0047, Total iter time: 4.8043 [2020-11-06 03:37:27,406][root][INFO] - ===> Epoch[314](8143/26): Loss -0.2782, Sem 0.1183, dir -0.7310, norm 0.3345, swav 0.0000 LR: 2.198e-02 Score 95.774 Data time: 0.2655, Forward time: 2.2745, Backward time: 3.0656, DDP time: 0.0047, Total iter time: 6.0521 [2020-11-06 03:37:32,775][root][INFO] - ===> Epoch[314](8144/26): Loss -0.2788, Sem 0.1203, dir -0.7477, norm 0.3485, swav 0.0000 LR: 2.197e-02 Score 96.258 Data time: 0.2366, Forward time: 2.2745, Backward time: 3.0655, DDP time: 0.0047, Total iter time: 5.2382 [2020-11-06 03:37:38,237][root][INFO] - ===> Epoch[314](8145/26): Loss -0.3212, Sem 0.1134, dir -0.7554, norm 0.3208, swav 0.0000 LR: 2.196e-02 Score 96.417 Data time: 0.2030, Forward time: 2.2745, Backward time: 3.0655, DDP time: 0.0047, Total iter time: 5.3397 [2020-11-06 03:37:43,782][root][INFO] - ===> Epoch[314](8146/26): Loss -0.2548, Sem 0.1392, dir -0.7390, norm 0.3451, swav 0.0000 LR: 2.195e-02 Score 94.979 Data time: 0.1636, Forward time: 2.2745, Backward time: 3.0655, DDP time: 0.0047, Total iter time: 5.4332 [2020-11-06 03:37:48,958][root][INFO] - ===> Epoch[314](8147/26): Loss -0.2719, Sem 0.1469, dir -0.7530, norm 0.3342, swav 0.0000 LR: 2.194e-02 Score 95.034 Data time: 0.1988, Forward time: 2.2744, Backward time: 3.0655, DDP time: 0.0047, Total iter time: 5.0833 [2020-11-06 03:37:54,844][root][INFO] - ===> Epoch[314](8148/26): Loss -0.2235, Sem 0.1441, dir -0.7253, norm 0.3576, swav 0.0000 LR: 2.193e-02 Score 95.192 Data time: 0.2772, Forward time: 2.2745, Backward time: 3.0654, DDP time: 0.0047, Total iter time: 5.8022 [2020-11-06 03:38:00,608][root][INFO] - ===> Epoch[314](8149/26): Loss -0.2565, Sem 0.1308, dir -0.7279, norm 0.3407, swav 0.0000 LR: 2.192e-02 Score 95.954 Data time: 0.2712, Forward time: 2.2746, Backward time: 3.0654, DDP time: 0.0047, Total iter time: 5.6205 [2020-11-06 03:38:05,332][root][INFO] - ===> Epoch[314](8150/26): Loss -0.2036, Sem 0.1397, dir -0.7050, norm 0.3617, swav 0.0000 LR: 2.191e-02 Score 95.414 Data time: 0.1882, Forward time: 2.2745, Backward time: 3.0653, DDP time: 0.0047, Total iter time: 4.5946 [2020-11-06 03:38:10,453][root][INFO] - ===> Epoch[314](8151/26): Loss -0.2570, Sem 0.1307, dir -0.7317, norm 0.3440, swav 0.0000 LR: 2.190e-02 Score 96.181 Data time: 0.2546, Forward time: 2.2746, Backward time: 3.0652, DDP time: 0.0047, Total iter time: 5.0453 [2020-11-06 03:38:16,912][root][INFO] - ===> Epoch[314](8152/26): Loss -0.1995, Sem 0.1525, dir -0.7048, norm 0.3528, swav 0.0000 LR: 2.189e-02 Score 94.520 Data time: 0.2050, Forward time: 2.2746, Backward time: 3.0653, DDP time: 0.0047, Total iter time: 6.3419 [2020-11-06 03:38:21,793][root][INFO] - ===> Epoch[314](8153/26): Loss -0.2637, Sem 0.1509, dir -0.7550, norm 0.3404, swav 0.0000 LR: 2.188e-02 Score 94.937 Data time: 0.1769, Forward time: 2.2745, Backward time: 3.0652, DDP time: 0.0047, Total iter time: 4.7724 [2020-11-06 03:38:27,095][root][INFO] - ===> Epoch[314](8154/26): Loss -0.2413, Sem 0.1220, dir -0.7212, norm 0.3579, swav 0.0000 LR: 2.187e-02 Score 96.323 Data time: 0.2730, Forward time: 2.2746, Backward time: 3.0651, DDP time: 0.0047, Total iter time: 5.1964 [2020-11-06 03:38:32,184][root][INFO] - ===> Epoch[314](8155/26): Loss -0.2630, Sem 0.1322, dir -0.7300, norm 0.3348, swav 0.0000 LR: 2.186e-02 Score 95.619 Data time: 0.2432, Forward time: 2.2746, Backward time: 3.0650, DDP time: 0.0047, Total iter time: 4.9662 [2020-11-06 03:38:39,017][root][INFO] - ===> Epoch[314](8156/26): Loss -0.2075, Sem 0.1415, dir -0.6961, norm 0.3472, swav 0.0000 LR: 2.185e-02 Score 95.642 Data time: 0.2016, Forward time: 2.2746, Backward time: 3.0651, DDP time: 0.0047, Total iter time: 6.7212 [2020-11-06 03:38:43,889][root][INFO] - ===> Epoch[314](8157/26): Loss -0.2676, Sem 0.1317, dir -0.7385, norm 0.3392, swav 0.0000 LR: 2.183e-02 Score 95.959 Data time: 0.2136, Forward time: 2.2746, Backward time: 3.0650, DDP time: 0.0047, Total iter time: 4.7356 [2020-11-06 03:38:49,653][root][INFO] - ===> Epoch[314](8158/26): Loss -0.2826, Sem 0.1288, dir -0.7343, norm 0.3229, swav 0.0000 LR: 2.182e-02 Score 96.061 Data time: 0.2468, Forward time: 2.2746, Backward time: 3.0650, DDP time: 0.0047, Total iter time: 5.6369 [2020-11-06 03:38:54,993][root][INFO] - ===> Epoch[314](8159/26): Loss -0.3189, Sem 0.1333, dir -0.7564, norm 0.3042, swav 0.0000 LR: 2.181e-02 Score 95.415 Data time: 0.2512, Forward time: 2.2747, Backward time: 3.0649, DDP time: 0.0047, Total iter time: 5.2118 [2020-11-06 03:39:01,424][root][INFO] - ===> Epoch[314](8160/26): Loss -0.2524, Sem 0.1281, dir -0.7608, norm 0.3803, swav 0.0000 LR: 2.180e-02 Score 95.741 Data time: 0.2354, Forward time: 2.2747, Backward time: 3.0649, DDP time: 0.0047, Total iter time: 6.3039 [2020-11-06 03:39:07,517][root][INFO] - ===> Epoch[314](8161/26): Loss -0.2642, Sem 0.1398, dir -0.7340, norm 0.3300, swav 0.0000 LR: 2.179e-02 Score 95.275 Data time: 0.2422, Forward time: 2.2747, Backward time: 3.0649, DDP time: 0.0047, Total iter time: 5.9675 [2020-11-06 03:39:13,535][root][INFO] - ===> Epoch[314](8162/26): Loss -0.2899, Sem 0.1274, dir -0.7567, norm 0.3394, swav 0.0000 LR: 2.178e-02 Score 95.836 Data time: 0.2306, Forward time: 2.2748, Backward time: 3.0649, DDP time: 0.0047, Total iter time: 5.8927 [2020-11-06 03:39:19,743][root][INFO] - ===> Epoch[314](8163/26): Loss -0.2465, Sem 0.1068, dir -0.6947, norm 0.3414, swav 0.0000 LR: 2.177e-02 Score 96.265 Data time: 0.1600, Forward time: 2.2747, Backward time: 3.0650, DDP time: 0.0047, Total iter time: 6.1012 [2020-11-06 03:39:24,144][root][INFO] - ===> Epoch[314](8164/26): Loss -0.2968, Sem 0.1189, dir -0.7249, norm 0.3093, swav 0.0000 LR: 2.176e-02 Score 96.069 Data time: 0.2205, Forward time: 2.2747, Backward time: 3.0649, DDP time: 0.0047, Total iter time: 4.2932 [2020-11-06 03:39:29,560][root][INFO] - ===> Epoch[315](8165/26): Loss -0.2672, Sem 0.1510, dir -0.7303, norm 0.3121, swav 0.0000 LR: 2.175e-02 Score 94.755 Data time: 0.2614, Forward time: 2.2748, Backward time: 3.0648, DDP time: 0.0047, Total iter time: 5.3077 [2020-11-06 03:39:35,291][root][INFO] - ===> Epoch[315](8166/26): Loss -0.2754, Sem 0.1149, dir -0.7456, norm 0.3554, swav 0.0000 LR: 2.174e-02 Score 96.148 Data time: 0.2249, Forward time: 2.2748, Backward time: 3.0648, DDP time: 0.0047, Total iter time: 5.5832 [2020-11-06 03:39:40,923][root][INFO] - ===> Epoch[315](8167/26): Loss -0.2168, Sem 0.1484, dir -0.7334, norm 0.3682, swav 0.0000 LR: 2.173e-02 Score 95.564 Data time: 0.2498, Forward time: 2.2748, Backward time: 3.0647, DDP time: 0.0047, Total iter time: 5.5078 [2020-11-06 03:39:45,742][root][INFO] - ===> Epoch[315](8168/26): Loss -0.2935, Sem 0.1202, dir -0.7476, norm 0.3339, swav 0.0000 LR: 2.172e-02 Score 95.946 Data time: 0.1791, Forward time: 2.2748, Backward time: 3.0646, DDP time: 0.0047, Total iter time: 4.6774 [2020-11-06 03:39:51,349][root][INFO] - ===> Epoch[315](8169/26): Loss -0.3045, Sem 0.1206, dir -0.7525, norm 0.3274, swav 0.0000 LR: 2.171e-02 Score 95.653 Data time: 0.1562, Forward time: 2.2747, Backward time: 3.0647, DDP time: 0.0047, Total iter time: 5.5071 [2020-11-06 03:39:56,399][root][INFO] - ===> Epoch[315](8170/26): Loss -0.2467, Sem 0.1311, dir -0.7113, norm 0.3334, swav 0.0000 LR: 2.170e-02 Score 95.485 Data time: 0.2261, Forward time: 2.2747, Backward time: 3.0646, DDP time: 0.0047, Total iter time: 4.9489 [2020-11-06 03:40:01,807][root][INFO] - ===> Epoch[315](8171/26): Loss -0.2975, Sem 0.1092, dir -0.7261, norm 0.3194, swav 0.0000 LR: 2.169e-02 Score 96.382 Data time: 0.1728, Forward time: 2.2747, Backward time: 3.0646, DDP time: 0.0047, Total iter time: 5.2809 [2020-11-06 03:40:07,181][root][INFO] - ===> Epoch[315](8172/26): Loss -0.2394, Sem 0.1567, dir -0.7569, norm 0.3607, swav 0.0000 LR: 2.167e-02 Score 94.908 Data time: 0.1974, Forward time: 2.2747, Backward time: 3.0646, DDP time: 0.0047, Total iter time: 5.2668 [2020-11-06 03:40:11,861][root][INFO] - ===> Epoch[315](8173/26): Loss -0.2644, Sem 0.1273, dir -0.7227, norm 0.3311, swav 0.0000 LR: 2.166e-02 Score 95.445 Data time: 0.1924, Forward time: 2.2746, Backward time: 3.0645, DDP time: 0.0047, Total iter time: 4.5660 [2020-11-06 03:40:18,195][root][INFO] - ===> Epoch[315](8174/26): Loss -0.2170, Sem 0.1701, dir -0.7338, norm 0.3467, swav 0.0000 LR: 2.165e-02 Score 94.422 Data time: 0.1274, Forward time: 2.2745, Backward time: 3.0647, DDP time: 0.0047, Total iter time: 6.2251 [2020-11-06 03:40:24,306][root][INFO] - ===> Epoch[315](8175/26): Loss -0.2670, Sem 0.1209, dir -0.7306, norm 0.3427, swav 0.0000 LR: 2.164e-02 Score 95.966 Data time: 0.2421, Forward time: 2.2745, Backward time: 3.0647, DDP time: 0.0047, Total iter time: 6.0094 [2020-11-06 03:40:29,745][root][INFO] - ===> Epoch[315](8176/26): Loss -0.2802, Sem 0.1119, dir -0.7119, norm 0.3197, swav 0.0000 LR: 2.163e-02 Score 96.399 Data time: 0.2291, Forward time: 2.2746, Backward time: 3.0647, DDP time: 0.0047, Total iter time: 5.2987 [2020-11-06 03:40:35,241][root][INFO] - ===> Epoch[315](8177/26): Loss -0.2665, Sem 0.1210, dir -0.7459, norm 0.3584, swav 0.0000 LR: 2.162e-02 Score 96.149 Data time: 0.2413, Forward time: 2.2746, Backward time: 3.0646, DDP time: 0.0047, Total iter time: 5.3587 [2020-11-06 03:40:39,900][root][INFO] - ===> Epoch[315](8178/26): Loss -0.2878, Sem 0.1241, dir -0.7359, norm 0.3240, swav 0.0000 LR: 2.161e-02 Score 96.221 Data time: 0.2282, Forward time: 2.2746, Backward time: 3.0645, DDP time: 0.0047, Total iter time: 4.5275 [2020-11-06 03:40:46,061][root][INFO] - ===> Epoch[315](8179/26): Loss -0.2483, Sem 0.1270, dir -0.7188, norm 0.3435, swav 0.0000 LR: 2.160e-02 Score 95.837 Data time: 0.2352, Forward time: 2.2746, Backward time: 3.0645, DDP time: 0.0047, Total iter time: 6.0404 [2020-11-06 03:40:51,361][root][INFO] - ===> Epoch[315](8180/26): Loss -0.3163, Sem 0.1123, dir -0.7466, norm 0.3179, swav 0.0000 LR: 2.159e-02 Score 96.071 Data time: 0.1901, Forward time: 2.2746, Backward time: 3.0645, DDP time: 0.0047, Total iter time: 5.1656 [2020-11-06 03:40:57,291][root][INFO] - ===> Epoch[315](8181/26): Loss -0.2007, Sem 0.1658, dir -0.7017, norm 0.3352, swav 0.0000 LR: 2.158e-02 Score 94.317 Data time: 0.2202, Forward time: 2.2746, Backward time: 3.0645, DDP time: 0.0047, Total iter time: 5.8224 [2020-11-06 03:41:02,431][root][INFO] - ===> Epoch[315](8182/26): Loss -0.2662, Sem 0.1180, dir -0.7188, norm 0.3347, swav 0.0000 LR: 2.157e-02 Score 96.286 Data time: 0.2419, Forward time: 2.2746, Backward time: 3.0644, DDP time: 0.0047, Total iter time: 5.0209 [2020-11-06 03:41:08,218][root][INFO] - ===> Epoch[315](8183/26): Loss -0.2764, Sem 0.1183, dir -0.7336, norm 0.3389, swav 0.0000 LR: 2.156e-02 Score 96.408 Data time: 0.1738, Forward time: 2.2746, Backward time: 3.0644, DDP time: 0.0047, Total iter time: 5.6289 [2020-11-06 03:41:13,748][root][INFO] - ===> Epoch[315](8184/26): Loss -0.2428, Sem 0.1273, dir -0.7379, norm 0.3678, swav 0.0000 LR: 2.155e-02 Score 95.722 Data time: 0.1925, Forward time: 2.2745, Backward time: 3.0644, DDP time: 0.0047, Total iter time: 5.4193 [2020-11-06 03:41:19,588][root][INFO] - ===> Epoch[315](8185/26): Loss -0.2464, Sem 0.1125, dir -0.7066, norm 0.3477, swav 0.0000 LR: 2.154e-02 Score 96.166 Data time: 0.2578, Forward time: 2.2746, Backward time: 3.0644, DDP time: 0.0047, Total iter time: 5.7427 [2020-11-06 03:41:26,421][root][INFO] - ===> Epoch[315](8186/26): Loss -0.2127, Sem 0.1391, dir -0.7021, norm 0.3504, swav 0.0000 LR: 2.153e-02 Score 95.433 Data time: 0.1815, Forward time: 2.2745, Backward time: 3.0646, DDP time: 0.0047, Total iter time: 6.7127 [2020-11-06 03:41:32,230][root][INFO] - ===> Epoch[315](8187/26): Loss -0.2678, Sem 0.1248, dir -0.7222, norm 0.3296, swav 0.0000 LR: 2.151e-02 Score 95.520 Data time: 0.2367, Forward time: 2.2746, Backward time: 3.0645, DDP time: 0.0047, Total iter time: 5.6981 [2020-11-06 03:41:37,998][root][INFO] - ===> Epoch[315](8188/26): Loss -0.3208, Sem 0.1225, dir -0.7709, norm 0.3275, swav 0.0000 LR: 2.150e-02 Score 95.875 Data time: 0.1678, Forward time: 2.2745, Backward time: 3.0646, DDP time: 0.0047, Total iter time: 5.6466 [2020-11-06 03:41:43,992][root][INFO] - ===> Epoch[315](8189/26): Loss -0.2858, Sem 0.1209, dir -0.7509, norm 0.3442, swav 0.0000 LR: 2.149e-02 Score 95.951 Data time: 0.1935, Forward time: 2.2745, Backward time: 3.0647, DDP time: 0.0047, Total iter time: 5.8961 [2020-11-06 03:41:49,817][root][INFO] - ===> Epoch[315](8190/26): Loss -0.2475, Sem 0.1406, dir -0.7407, norm 0.3526, swav 0.0000 LR: 2.148e-02 Score 95.702 Data time: 0.2352, Forward time: 2.2745, Backward time: 3.0647, DDP time: 0.0047, Total iter time: 5.7136 [2020-11-06 03:41:56,389][root][INFO] - ===> Epoch[316](8191/26): Loss -0.2454, Sem 0.1385, dir -0.7377, norm 0.3538, swav 0.0000 LR: 2.147e-02 Score 95.207 Data time: 0.1942, Forward time: 2.2745, Backward time: 3.0648, DDP time: 0.0047, Total iter time: 6.4420 [2020-11-06 03:42:01,513][root][INFO] - ===> Epoch[316](8192/26): Loss -0.2326, Sem 0.1494, dir -0.7158, norm 0.3339, swav 0.0000 LR: 2.146e-02 Score 94.568 Data time: 0.1743, Forward time: 2.2745, Backward time: 3.0648, DDP time: 0.0047, Total iter time: 5.0209 [2020-11-06 03:42:06,441][root][INFO] - ===> Epoch[316](8193/26): Loss -0.1738, Sem 0.2052, dir -0.7318, norm 0.3528, swav 0.0000 LR: 2.145e-02 Score 93.707 Data time: 0.1624, Forward time: 2.2744, Backward time: 3.0647, DDP time: 0.0047, Total iter time: 4.8362 [2020-11-06 03:42:11,690][root][INFO] - ===> Epoch[316](8194/26): Loss -0.2865, Sem 0.1376, dir -0.7478, norm 0.3237, swav 0.0000 LR: 2.144e-02 Score 95.290 Data time: 0.1886, Forward time: 2.2743, Backward time: 3.0647, DDP time: 0.0047, Total iter time: 5.1697 [2020-11-06 03:42:16,666][root][INFO] - ===> Epoch[316](8195/26): Loss -0.2843, Sem 0.1580, dir -0.7566, norm 0.3143, swav 0.0000 LR: 2.143e-02 Score 94.917 Data time: 0.2401, Forward time: 2.2743, Backward time: 3.0646, DDP time: 0.0047, Total iter time: 4.8784 [2020-11-06 03:42:21,473][root][INFO] - ===> Epoch[316](8196/26): Loss -0.2622, Sem 0.1141, dir -0.7120, norm 0.3357, swav 0.0000 LR: 2.142e-02 Score 96.034 Data time: 0.2373, Forward time: 2.2744, Backward time: 3.0645, DDP time: 0.0047, Total iter time: 4.6879 [2020-11-06 03:42:26,791][root][INFO] - ===> Epoch[316](8197/26): Loss -0.2001, Sem 0.1461, dir -0.7016, norm 0.3553, swav 0.0000 LR: 2.141e-02 Score 95.420 Data time: 0.2277, Forward time: 2.2744, Backward time: 3.0644, DDP time: 0.0047, Total iter time: 5.1958 [2020-11-06 03:42:31,820][root][INFO] - ===> Epoch[316](8198/26): Loss -0.2796, Sem 0.1345, dir -0.7233, norm 0.3093, swav 0.0000 LR: 2.140e-02 Score 95.742 Data time: 0.2069, Forward time: 2.2744, Backward time: 3.0644, DDP time: 0.0047, Total iter time: 4.9033 [2020-11-06 03:42:36,895][root][INFO] - ===> Epoch[316](8199/26): Loss -0.2867, Sem 0.1068, dir -0.7219, norm 0.3284, swav 0.0000 LR: 2.139e-02 Score 96.635 Data time: 0.2528, Forward time: 2.2744, Backward time: 3.0642, DDP time: 0.0047, Total iter time: 4.9716 [2020-11-06 03:42:42,570][root][INFO] - ===> Epoch[316](8200/26): Loss -0.2531, Sem 0.1342, dir -0.7354, norm 0.3481, swav 0.0000 LR: 2.138e-02 Score 95.612 Data time: 0.2418, Forward time: 2.2745, Backward time: 3.0642, DDP time: 0.0047, Total iter time: 5.5460 [2020-11-06 03:42:47,746][root][INFO] - ===> Epoch[316](8201/26): Loss -0.3057, Sem 0.1207, dir -0.7561, norm 0.3297, swav 0.0000 LR: 2.137e-02 Score 96.149 Data time: 0.1849, Forward time: 2.2744, Backward time: 3.0641, DDP time: 0.0047, Total iter time: 5.0175 [2020-11-06 03:42:52,836][root][INFO] - ===> Epoch[316](8202/26): Loss -0.2726, Sem 0.1471, dir -0.7518, norm 0.3322, swav 0.0000 LR: 2.135e-02 Score 94.839 Data time: 0.2387, Forward time: 2.2745, Backward time: 3.0640, DDP time: 0.0047, Total iter time: 4.9944 [2020-11-06 03:42:58,656][root][INFO] - ===> Epoch[316](8203/26): Loss -0.2450, Sem 0.1309, dir -0.7236, norm 0.3476, swav 0.0000 LR: 2.134e-02 Score 95.667 Data time: 0.1616, Forward time: 2.2744, Backward time: 3.0641, DDP time: 0.0047, Total iter time: 5.7082 [2020-11-06 03:43:03,759][root][INFO] - ===> Epoch[316](8204/26): Loss -0.2696, Sem 0.1141, dir -0.7169, norm 0.3332, swav 0.0000 LR: 2.133e-02 Score 96.160 Data time: 0.1710, Forward time: 2.2743, Backward time: 3.0641, DDP time: 0.0047, Total iter time: 5.0338 [2020-11-06 03:43:09,783][root][INFO] - ===> Epoch[316](8205/26): Loss -0.2607, Sem 0.1337, dir -0.7359, norm 0.3416, swav 0.0000 LR: 2.132e-02 Score 95.283 Data time: 0.1962, Forward time: 2.2743, Backward time: 3.0641, DDP time: 0.0047, Total iter time: 5.9247 [2020-11-06 03:43:16,315][root][INFO] - ===> Epoch[316](8206/26): Loss -0.2297, Sem 0.1413, dir -0.7145, norm 0.3434, swav 0.0000 LR: 2.131e-02 Score 95.194 Data time: 0.2167, Forward time: 2.2743, Backward time: 3.0642, DDP time: 0.0047, Total iter time: 6.4118 [2020-11-06 03:43:22,308][root][INFO] - ===> Epoch[316](8207/26): Loss -0.2704, Sem 0.1341, dir -0.7431, norm 0.3386, swav 0.0000 LR: 2.130e-02 Score 95.662 Data time: 0.2077, Forward time: 2.2743, Backward time: 3.0642, DDP time: 0.0047, Total iter time: 5.8610 [2020-11-06 03:43:27,080][root][INFO] - ===> Epoch[316](8208/26): Loss -0.2379, Sem 0.1472, dir -0.7339, norm 0.3488, swav 0.0000 LR: 2.129e-02 Score 95.388 Data time: 0.1889, Forward time: 2.2743, Backward time: 3.0642, DDP time: 0.0047, Total iter time: 4.6423 [2020-11-06 03:43:32,234][root][INFO] - ===> Epoch[316](8209/26): Loss -0.2977, Sem 0.1432, dir -0.7495, norm 0.3086, swav 0.0000 LR: 2.128e-02 Score 95.468 Data time: 0.2068, Forward time: 2.2743, Backward time: 3.0641, DDP time: 0.0047, Total iter time: 5.0456 [2020-11-06 03:43:37,916][root][INFO] - ===> Epoch[316](8210/26): Loss -0.2169, Sem 0.1497, dir -0.7249, norm 0.3583, swav 0.0000 LR: 2.127e-02 Score 94.800 Data time: 0.1791, Forward time: 2.2742, Backward time: 3.0642, DDP time: 0.0047, Total iter time: 5.5377 [2020-11-06 03:43:43,771][root][INFO] - ===> Epoch[316](8211/26): Loss -0.2087, Sem 0.1353, dir -0.7072, norm 0.3631, swav 0.0000 LR: 2.126e-02 Score 95.687 Data time: 0.2427, Forward time: 2.2742, Backward time: 3.0641, DDP time: 0.0047, Total iter time: 5.7539 [2020-11-06 03:43:49,489][root][INFO] - ===> Epoch[316](8212/26): Loss -0.1974, Sem 0.1713, dir -0.7343, norm 0.3657, swav 0.0000 LR: 2.125e-02 Score 94.705 Data time: 0.2166, Forward time: 2.2743, Backward time: 3.0641, DDP time: 0.0047, Total iter time: 5.5767 [2020-11-06 03:43:55,371][root][INFO] - ===> Epoch[316](8213/26): Loss -0.2723, Sem 0.1161, dir -0.7085, norm 0.3201, swav 0.0000 LR: 2.124e-02 Score 96.206 Data time: 0.2090, Forward time: 2.2743, Backward time: 3.0641, DDP time: 0.0047, Total iter time: 5.7625 [2020-11-06 03:44:01,057][root][INFO] - ===> Epoch[316](8214/26): Loss -0.2287, Sem 0.1290, dir -0.7057, norm 0.3480, swav 0.0000 LR: 2.123e-02 Score 96.022 Data time: 0.2101, Forward time: 2.2742, Backward time: 3.0641, DDP time: 0.0047, Total iter time: 5.5803 [2020-11-06 03:44:06,536][root][INFO] - ===> Epoch[316](8215/26): Loss -0.3256, Sem 0.1060, dir -0.7506, norm 0.3190, swav 0.0000 LR: 2.122e-02 Score 96.398 Data time: 0.2627, Forward time: 2.2743, Backward time: 3.0641, DDP time: 0.0047, Total iter time: 5.3754 [2020-11-06 03:44:12,701][root][INFO] - ===> Epoch[316](8216/26): Loss -0.2883, Sem 0.1083, dir -0.7145, norm 0.3179, swav 0.0000 LR: 2.120e-02 Score 95.793 Data time: 0.2795, Forward time: 2.2744, Backward time: 3.0640, DDP time: 0.0047, Total iter time: 6.0259 [2020-11-06 03:44:18,724][root][INFO] - ===> Epoch[317](8217/26): Loss -0.2450, Sem 0.1293, dir -0.7169, norm 0.3427, swav 0.0000 LR: 2.119e-02 Score 95.200 Data time: 0.1653, Forward time: 2.2744, Backward time: 3.0641, DDP time: 0.0047, Total iter time: 5.8929 [2020-11-06 03:44:26,381][root][INFO] - ===> Epoch[317](8218/26): Loss -0.2447, Sem 0.1312, dir -0.7239, norm 0.3479, swav 0.0000 LR: 2.118e-02 Score 95.236 Data time: 0.2351, Forward time: 2.2744, Backward time: 3.0643, DDP time: 0.0047, Total iter time: 7.5399 [2020-11-06 03:44:31,355][root][INFO] - ===> Epoch[317](8219/26): Loss -0.2332, Sem 0.1316, dir -0.7272, norm 0.3623, swav 0.0000 LR: 2.117e-02 Score 95.774 Data time: 0.2276, Forward time: 2.2744, Backward time: 3.0642, DDP time: 0.0047, Total iter time: 4.8531 [2020-11-06 03:44:36,065][root][INFO] - ===> Epoch[317](8220/26): Loss -0.2613, Sem 0.1364, dir -0.7178, norm 0.3201, swav 0.0000 LR: 2.116e-02 Score 95.016 Data time: 0.1854, Forward time: 2.2744, Backward time: 3.0641, DDP time: 0.0047, Total iter time: 4.5936 [2020-11-06 03:44:40,776][root][INFO] - ===> Epoch[317](8221/26): Loss -0.2791, Sem 0.1229, dir -0.7403, norm 0.3383, swav 0.0000 LR: 2.115e-02 Score 95.802 Data time: 0.1779, Forward time: 2.2743, Backward time: 3.0640, DDP time: 0.0047, Total iter time: 4.6011 [2020-11-06 03:44:46,656][root][INFO] - ===> Epoch[317](8222/26): Loss -0.2899, Sem 0.1269, dir -0.7654, norm 0.3486, swav 0.0000 LR: 2.114e-02 Score 95.976 Data time: 0.2287, Forward time: 2.2743, Backward time: 3.0640, DDP time: 0.0047, Total iter time: 5.7979 [2020-11-06 03:44:52,568][root][INFO] - ===> Epoch[317](8223/26): Loss -0.2673, Sem 0.1392, dir -0.7420, norm 0.3355, swav 0.0000 LR: 2.113e-02 Score 95.474 Data time: 0.2938, Forward time: 2.2744, Backward time: 3.0639, DDP time: 0.0047, Total iter time: 5.7655 [2020-11-06 03:44:58,799][root][INFO] - ===> Epoch[317](8224/26): Loss -0.2664, Sem 0.1507, dir -0.7454, norm 0.3283, swav 0.0000 LR: 2.112e-02 Score 95.614 Data time: 0.2156, Forward time: 2.2744, Backward time: 3.0640, DDP time: 0.0047, Total iter time: 6.1018 [2020-11-06 03:45:05,105][root][INFO] - ===> Epoch[317](8225/26): Loss -0.3280, Sem 0.1073, dir -0.7709, norm 0.3356, swav 0.0000 LR: 2.111e-02 Score 96.516 Data time: 0.3144, Forward time: 2.2746, Backward time: 3.0639, DDP time: 0.0047, Total iter time: 6.1827 [2020-11-06 03:45:10,870][root][INFO] - ===> Epoch[317](8226/26): Loss -0.3112, Sem 0.1217, dir -0.7620, norm 0.3291, swav 0.0000 LR: 2.110e-02 Score 95.919 Data time: 0.2571, Forward time: 2.2746, Backward time: 3.0639, DDP time: 0.0047, Total iter time: 5.6344 [2020-11-06 03:45:15,759][root][INFO] - ===> Epoch[317](8227/26): Loss -0.2935, Sem 0.1233, dir -0.7525, norm 0.3358, swav 0.0000 LR: 2.109e-02 Score 95.881 Data time: 0.2252, Forward time: 2.2746, Backward time: 3.0637, DDP time: 0.0047, Total iter time: 4.7712 [2020-11-06 03:45:20,955][root][INFO] - ===> Epoch[317](8228/26): Loss -0.3197, Sem 0.1330, dir -0.7577, norm 0.3050, swav 0.0000 LR: 2.108e-02 Score 95.735 Data time: 0.2233, Forward time: 2.2746, Backward time: 3.0637, DDP time: 0.0047, Total iter time: 5.0924 [2020-11-06 03:45:26,432][root][INFO] - ===> Epoch[317](8229/26): Loss -0.2474, Sem 0.1335, dir -0.7167, norm 0.3358, swav 0.0000 LR: 2.107e-02 Score 95.501 Data time: 0.2776, Forward time: 2.2747, Backward time: 3.0636, DDP time: 0.0047, Total iter time: 5.3715 [2020-11-06 03:45:31,078][root][INFO] - ===> Epoch[317](8230/26): Loss -0.2961, Sem 0.1222, dir -0.7527, norm 0.3345, swav 0.0000 LR: 2.106e-02 Score 96.027 Data time: 0.1864, Forward time: 2.2747, Backward time: 3.0635, DDP time: 0.0047, Total iter time: 4.5068 [2020-11-06 03:45:36,919][root][INFO] - ===> Epoch[317](8231/26): Loss -0.2498, Sem 0.1492, dir -0.7396, norm 0.3406, swav 0.0000 LR: 2.104e-02 Score 94.913 Data time: 0.1885, Forward time: 2.2746, Backward time: 3.0635, DDP time: 0.0047, Total iter time: 5.7358 [2020-11-06 03:45:42,835][root][INFO] - ===> Epoch[317](8232/26): Loss -0.2818, Sem 0.1140, dir -0.7383, norm 0.3425, swav 0.0000 LR: 2.103e-02 Score 96.510 Data time: 0.1391, Forward time: 2.2745, Backward time: 3.0637, DDP time: 0.0047, Total iter time: 5.7968 [2020-11-06 03:45:47,956][root][INFO] - ===> Epoch[317](8233/26): Loss -0.2403, Sem 0.1371, dir -0.7344, norm 0.3570, swav 0.0000 LR: 2.102e-02 Score 95.412 Data time: 0.1630, Forward time: 2.2744, Backward time: 3.0637, DDP time: 0.0047, Total iter time: 5.0436 [2020-11-06 03:45:52,834][root][INFO] - ===> Epoch[317](8234/26): Loss -0.3235, Sem 0.1180, dir -0.7626, norm 0.3211, swav 0.0000 LR: 2.101e-02 Score 96.063 Data time: 0.1836, Forward time: 2.2744, Backward time: 3.0636, DDP time: 0.0047, Total iter time: 4.7970 [2020-11-06 03:45:58,927][root][INFO] - ===> Epoch[317](8235/26): Loss -0.3240, Sem 0.1200, dir -0.7528, norm 0.3088, swav 0.0000 LR: 2.100e-02 Score 95.917 Data time: 0.1761, Forward time: 2.2744, Backward time: 3.0637, DDP time: 0.0047, Total iter time: 5.9878 [2020-11-06 03:46:04,113][root][INFO] - ===> Epoch[317](8236/26): Loss -0.2477, Sem 0.1495, dir -0.7357, norm 0.3385, swav 0.0000 LR: 2.099e-02 Score 95.051 Data time: 0.2050, Forward time: 2.2743, Backward time: 3.0637, DDP time: 0.0047, Total iter time: 5.0949 [2020-11-06 03:46:11,079][root][INFO] - ===> Epoch[317](8237/26): Loss -0.2940, Sem 0.1141, dir -0.7404, norm 0.3323, swav 0.0000 LR: 2.098e-02 Score 95.785 Data time: 0.2716, Forward time: 2.2744, Backward time: 3.0637, DDP time: 0.0047, Total iter time: 6.8531 [2020-11-06 03:46:16,204][root][INFO] - ===> Epoch[317](8238/26): Loss -0.2091, Sem 0.1420, dir -0.6959, norm 0.3448, swav 0.0000 LR: 2.097e-02 Score 95.505 Data time: 0.1874, Forward time: 2.2744, Backward time: 3.0637, DDP time: 0.0047, Total iter time: 4.9986 [2020-11-06 03:46:22,209][root][INFO] - ===> Epoch[317](8239/26): Loss -0.2867, Sem 0.1027, dir -0.7387, norm 0.3493, swav 0.0000 LR: 2.096e-02 Score 96.809 Data time: 0.1526, Forward time: 2.2743, Backward time: 3.0638, DDP time: 0.0047, Total iter time: 5.8896 [2020-11-06 03:46:28,882][root][INFO] - ===> Epoch[317](8240/26): Loss -0.2899, Sem 0.1262, dir -0.7665, norm 0.3503, swav 0.0000 LR: 2.095e-02 Score 95.401 Data time: 0.1487, Forward time: 2.2742, Backward time: 3.0641, DDP time: 0.0047, Total iter time: 6.5879 [2020-11-06 03:46:35,079][root][INFO] - ===> Epoch[317](8241/26): Loss -0.2128, Sem 0.1457, dir -0.6897, norm 0.3312, swav 0.0000 LR: 2.094e-02 Score 95.247 Data time: 0.2906, Forward time: 2.2743, Backward time: 3.0640, DDP time: 0.0047, Total iter time: 6.0828 [2020-11-06 03:46:40,208][root][INFO] - ===> Epoch[317](8242/26): Loss -0.2464, Sem 0.1183, dir -0.7305, norm 0.3659, swav 0.0000 LR: 2.093e-02 Score 96.361 Data time: 0.2292, Forward time: 2.2743, Backward time: 3.0639, DDP time: 0.0047, Total iter time: 4.9818 [2020-11-06 03:46:45,851][root][INFO] - ===> Epoch[318](8243/26): Loss -0.2302, Sem 0.1421, dir -0.7055, norm 0.3333, swav 0.0000 LR: 2.092e-02 Score 95.303 Data time: 0.2569, Forward time: 2.2743, Backward time: 3.0639, DDP time: 0.0047, Total iter time: 5.4948 [2020-11-06 03:46:51,440][root][INFO] - ===> Epoch[318](8244/26): Loss -0.2652, Sem 0.1190, dir -0.7239, norm 0.3397, swav 0.0000 LR: 2.091e-02 Score 96.016 Data time: 0.2676, Forward time: 2.2744, Backward time: 3.0638, DDP time: 0.0047, Total iter time: 5.4429 [2020-11-06 03:46:57,948][root][INFO] - ===> Epoch[318](8245/26): Loss -0.2636, Sem 0.1327, dir -0.7031, norm 0.3067, swav 0.0000 LR: 2.089e-02 Score 95.543 Data time: 0.1955, Forward time: 2.2744, Backward time: 3.0639, DDP time: 0.0047, Total iter time: 6.3839 [2020-11-06 03:47:02,949][root][INFO] - ===> Epoch[318](8246/26): Loss -0.3376, Sem 0.0977, dir -0.7410, norm 0.3058, swav 0.0000 LR: 2.088e-02 Score 96.910 Data time: 0.2267, Forward time: 2.2744, Backward time: 3.0638, DDP time: 0.0047, Total iter time: 4.8964 [2020-11-06 03:47:09,365][root][INFO] - ===> Epoch[318](8247/26): Loss -0.2365, Sem 0.1122, dir -0.7040, norm 0.3553, swav 0.0000 LR: 2.087e-02 Score 96.504 Data time: 0.2205, Forward time: 2.2744, Backward time: 3.0638, DDP time: 0.0047, Total iter time: 6.2771 [2020-11-06 03:47:15,285][root][INFO] - ===> Epoch[318](8248/26): Loss -0.2730, Sem 0.1460, dir -0.7539, norm 0.3349, swav 0.0000 LR: 2.086e-02 Score 95.339 Data time: 0.2512, Forward time: 2.2745, Backward time: 3.0638, DDP time: 0.0047, Total iter time: 5.8054 [2020-11-06 03:47:22,941][root][INFO] - ===> Epoch[318](8249/26): Loss -0.2552, Sem 0.1284, dir -0.7382, norm 0.3547, swav 0.0000 LR: 2.085e-02 Score 95.538 Data time: 0.1874, Forward time: 2.2745, Backward time: 3.0640, DDP time: 0.0047, Total iter time: 7.5272 [2020-11-06 03:47:28,479][root][INFO] - ===> Epoch[318](8250/26): Loss -0.2337, Sem 0.1342, dir -0.7152, norm 0.3472, swav 0.0000 LR: 2.084e-02 Score 95.368 Data time: 0.2382, Forward time: 2.2745, Backward time: 3.0640, DDP time: 0.0047, Total iter time: 5.4343 [2020-11-06 03:47:34,800][root][INFO] - ===> Epoch[318](8251/26): Loss -0.2647, Sem 0.1229, dir -0.7109, norm 0.3233, swav 0.0000 LR: 2.083e-02 Score 96.055 Data time: 0.2003, Forward time: 2.2745, Backward time: 3.0641, DDP time: 0.0047, Total iter time: 6.1956 [2020-11-06 03:47:39,835][root][INFO] - ===> Epoch[318](8252/26): Loss -0.2713, Sem 0.1185, dir -0.7315, norm 0.3416, swav 0.0000 LR: 2.082e-02 Score 96.093 Data time: 0.2360, Forward time: 2.2745, Backward time: 3.0640, DDP time: 0.0047, Total iter time: 4.9459 [2020-11-06 03:47:45,005][root][INFO] - ===> Epoch[318](8253/26): Loss -0.2429, Sem 0.1426, dir -0.7339, norm 0.3484, swav 0.0000 LR: 2.081e-02 Score 95.380 Data time: 0.1746, Forward time: 2.2745, Backward time: 3.0639, DDP time: 0.0047, Total iter time: 5.0276 [2020-11-06 03:47:50,202][root][INFO] - ===> Epoch[318](8254/26): Loss -0.3008, Sem 0.1175, dir -0.7556, norm 0.3373, swav 0.0000 LR: 2.080e-02 Score 96.107 Data time: 0.2186, Forward time: 2.2745, Backward time: 3.0639, DDP time: 0.0047, Total iter time: 5.1373 [2020-11-06 03:47:56,050][root][INFO] - ===> Epoch[318](8255/26): Loss -0.2742, Sem 0.1292, dir -0.7450, norm 0.3417, swav 0.0000 LR: 2.079e-02 Score 95.455 Data time: 0.2955, Forward time: 2.2746, Backward time: 3.0638, DDP time: 0.0047, Total iter time: 5.7402 [2020-11-06 03:48:01,085][root][INFO] - ===> Epoch[318](8256/26): Loss -0.2687, Sem 0.1295, dir -0.7408, norm 0.3426, swav 0.0000 LR: 2.078e-02 Score 95.626 Data time: 0.2095, Forward time: 2.2746, Backward time: 3.0637, DDP time: 0.0047, Total iter time: 4.9114 [2020-11-06 03:48:07,720][root][INFO] - ===> Epoch[318](8257/26): Loss -0.2574, Sem 0.1275, dir -0.7034, norm 0.3185, swav 0.0000 LR: 2.077e-02 Score 95.847 Data time: 0.2111, Forward time: 2.2746, Backward time: 3.0638, DDP time: 0.0047, Total iter time: 6.5392 [2020-11-06 03:48:13,154][root][INFO] - ===> Epoch[318](8258/26): Loss -0.2879, Sem 0.1274, dir -0.7372, norm 0.3219, swav 0.0000 LR: 2.076e-02 Score 95.880 Data time: 0.1807, Forward time: 2.2745, Backward time: 3.0638, DDP time: 0.0047, Total iter time: 5.3364 [2020-11-06 03:48:18,890][root][INFO] - ===> Epoch[318](8259/26): Loss -0.2346, Sem 0.1267, dir -0.6987, norm 0.3373, swav 0.0000 LR: 2.074e-02 Score 95.639 Data time: 0.2384, Forward time: 2.2746, Backward time: 3.0638, DDP time: 0.0047, Total iter time: 5.6441 [2020-11-06 03:48:24,598][root][INFO] - ===> Epoch[318](8260/26): Loss -0.2597, Sem 0.1150, dir -0.7102, norm 0.3355, swav 0.0000 LR: 2.073e-02 Score 96.216 Data time: 0.1508, Forward time: 2.2745, Backward time: 3.0638, DDP time: 0.0047, Total iter time: 5.5896 [2020-11-06 03:48:29,553][root][INFO] - ===> Epoch[318](8261/26): Loss -0.3108, Sem 0.1070, dir -0.7576, norm 0.3397, swav 0.0000 LR: 2.072e-02 Score 96.207 Data time: 0.2048, Forward time: 2.2745, Backward time: 3.0638, DDP time: 0.0047, Total iter time: 4.8724 [2020-11-06 03:48:36,002][root][INFO] - ===> Epoch[318](8262/26): Loss -0.2879, Sem 0.1243, dir -0.7576, norm 0.3454, swav 0.0000 LR: 2.071e-02 Score 96.003 Data time: 0.2121, Forward time: 2.2745, Backward time: 3.0638, DDP time: 0.0047, Total iter time: 6.3612 [2020-11-06 03:48:40,305][root][INFO] - ===> Epoch[318](8263/26): Loss -0.2889, Sem 0.1228, dir -0.7417, norm 0.3300, swav 0.0000 LR: 2.070e-02 Score 95.767 Data time: 0.1566, Forward time: 2.2744, Backward time: 3.0638, DDP time: 0.0047, Total iter time: 4.1886 [2020-11-06 03:48:45,721][root][INFO] - ===> Epoch[318](8264/26): Loss -0.2361, Sem 0.1412, dir -0.7311, norm 0.3538, swav 0.0000 LR: 2.069e-02 Score 95.484 Data time: 0.2498, Forward time: 2.2744, Backward time: 3.0637, DDP time: 0.0047, Total iter time: 5.3484 [2020-11-06 03:48:51,019][root][INFO] - ===> Epoch[318](8265/26): Loss -0.2571, Sem 0.1311, dir -0.7479, norm 0.3597, swav 0.0000 LR: 2.068e-02 Score 95.811 Data time: 0.2473, Forward time: 2.2745, Backward time: 3.0636, DDP time: 0.0047, Total iter time: 5.1831 [2020-11-06 03:48:57,275][root][INFO] - ===> Epoch[318](8266/26): Loss -0.2210, Sem 0.1419, dir -0.7120, norm 0.3492, swav 0.0000 LR: 2.067e-02 Score 95.431 Data time: 0.2413, Forward time: 2.2745, Backward time: 3.0636, DDP time: 0.0047, Total iter time: 6.1465 [2020-11-06 03:49:03,032][root][INFO] - ===> Epoch[318](8267/26): Loss -0.1963, Sem 0.1746, dir -0.6941, norm 0.3231, swav 0.0000 LR: 2.066e-02 Score 94.340 Data time: 0.2281, Forward time: 2.2745, Backward time: 3.0636, DDP time: 0.0047, Total iter time: 5.6473 [2020-11-06 03:49:08,654][root][INFO] - ===> Epoch[318](8268/26): Loss -0.1755, Sem 0.1518, dir -0.6914, norm 0.3641, swav 0.0000 LR: 2.065e-02 Score 95.531 Data time: 0.1978, Forward time: 2.2745, Backward time: 3.0636, DDP time: 0.0047, Total iter time: 5.5105 [2020-11-06 03:49:15,012][root][INFO] - ===> Epoch[319](8269/26): Loss -0.2555, Sem 0.1268, dir -0.7274, norm 0.3451, swav 0.0000 LR: 2.064e-02 Score 95.587 Data time: 0.2250, Forward time: 2.2745, Backward time: 3.0637, DDP time: 0.0047, Total iter time: 6.2444 [2020-11-06 03:49:19,972][root][INFO] - ===> Epoch[319](8270/26): Loss -0.2860, Sem 0.1404, dir -0.7492, norm 0.3227, swav 0.0000 LR: 2.063e-02 Score 95.140 Data time: 0.1466, Forward time: 2.2745, Backward time: 3.0636, DDP time: 0.0047, Total iter time: 4.8342 [2020-11-06 03:49:25,207][root][INFO] - ===> Epoch[319](8271/26): Loss -0.2419, Sem 0.1308, dir -0.7123, norm 0.3396, swav 0.0000 LR: 2.062e-02 Score 95.711 Data time: 0.1618, Forward time: 2.2744, Backward time: 3.0636, DDP time: 0.0047, Total iter time: 5.1684 [2020-11-06 03:49:31,116][root][INFO] - ===> Epoch[319](8272/26): Loss -0.2726, Sem 0.1153, dir -0.7262, norm 0.3383, swav 0.0000 LR: 2.061e-02 Score 95.909 Data time: 0.2212, Forward time: 2.2744, Backward time: 3.0636, DDP time: 0.0047, Total iter time: 5.8180 [2020-11-06 03:49:36,583][root][INFO] - ===> Epoch[319](8273/26): Loss -0.2795, Sem 0.1467, dir -0.7519, norm 0.3256, swav 0.0000 LR: 2.059e-02 Score 95.448 Data time: 0.2401, Forward time: 2.2744, Backward time: 3.0636, DDP time: 0.0047, Total iter time: 5.3518 [2020-11-06 03:49:41,750][root][INFO] - ===> Epoch[319](8274/26): Loss -0.2783, Sem 0.1440, dir -0.7402, norm 0.3180, swav 0.0000 LR: 2.058e-02 Score 95.119 Data time: 0.2316, Forward time: 2.2745, Backward time: 3.0635, DDP time: 0.0047, Total iter time: 5.0506 [2020-11-06 03:49:47,636][root][INFO] - ===> Epoch[319](8275/26): Loss -0.3348, Sem 0.1080, dir -0.7678, norm 0.3250, swav 0.0000 LR: 2.057e-02 Score 96.280 Data time: 0.2035, Forward time: 2.2745, Backward time: 3.0635, DDP time: 0.0047, Total iter time: 5.7626 [2020-11-06 03:49:53,673][root][INFO] - ===> Epoch[319](8276/26): Loss -0.2414, Sem 0.1071, dir -0.7015, norm 0.3530, swav 0.0000 LR: 2.056e-02 Score 96.705 Data time: 0.2405, Forward time: 2.2745, Backward time: 3.0636, DDP time: 0.0047, Total iter time: 5.9470 [2020-11-06 03:49:58,946][root][INFO] - ===> Epoch[319](8277/26): Loss -0.2397, Sem 0.1465, dir -0.7247, norm 0.3385, swav 0.0000 LR: 2.055e-02 Score 95.440 Data time: 0.2478, Forward time: 2.2745, Backward time: 3.0635, DDP time: 0.0047, Total iter time: 5.1617 [2020-11-06 03:50:05,134][root][INFO] - ===> Epoch[319](8278/26): Loss -0.2582, Sem 0.1262, dir -0.7298, norm 0.3455, swav 0.0000 LR: 2.054e-02 Score 96.114 Data time: 0.2225, Forward time: 2.2745, Backward time: 3.0635, DDP time: 0.0047, Total iter time: 6.0740 [2020-11-06 03:50:10,275][root][INFO] - ===> Epoch[319](8279/26): Loss -0.3423, Sem 0.1256, dir -0.7685, norm 0.3005, swav 0.0000 LR: 2.053e-02 Score 95.806 Data time: 0.1601, Forward time: 2.2745, Backward time: 3.0635, DDP time: 0.0047, Total iter time: 5.0173 [2020-11-06 03:50:15,341][root][INFO] - ===> Epoch[319](8280/26): Loss -0.2401, Sem 0.1407, dir -0.7318, norm 0.3510, swav 0.0000 LR: 2.052e-02 Score 95.436 Data time: 0.1961, Forward time: 2.2744, Backward time: 3.0634, DDP time: 0.0047, Total iter time: 5.0208 [2020-11-06 03:50:21,045][root][INFO] - ===> Epoch[319](8281/26): Loss -0.2056, Sem 0.1409, dir -0.7125, norm 0.3660, swav 0.0000 LR: 2.051e-02 Score 95.408 Data time: 0.2264, Forward time: 2.2745, Backward time: 3.0634, DDP time: 0.0047, Total iter time: 5.6167 [2020-11-06 03:50:25,951][root][INFO] - ===> Epoch[319](8282/26): Loss -0.3591, Sem 0.1072, dir -0.7717, norm 0.3053, swav 0.0000 LR: 2.050e-02 Score 96.553 Data time: 0.2067, Forward time: 2.2744, Backward time: 3.0633, DDP time: 0.0047, Total iter time: 4.7824 [2020-11-06 03:50:33,184][root][INFO] - ===> Epoch[319](8283/26): Loss -0.2170, Sem 0.1476, dir -0.7418, norm 0.3772, swav 0.0000 LR: 2.049e-02 Score 94.518 Data time: 0.2235, Forward time: 2.2745, Backward time: 3.0635, DDP time: 0.0047, Total iter time: 7.1296 [2020-11-06 03:50:40,691][root][INFO] - ===> Epoch[319](8284/26): Loss -0.2857, Sem 0.1466, dir -0.7369, norm 0.3045, swav 0.0000 LR: 2.048e-02 Score 95.274 Data time: 0.2386, Forward time: 2.2745, Backward time: 3.0636, DDP time: 0.0047, Total iter time: 7.3781 [2020-11-06 03:50:45,287][root][INFO] - ===> Epoch[319](8285/26): Loss -0.2991, Sem 0.1307, dir -0.7527, norm 0.3229, swav 0.0000 LR: 2.047e-02 Score 95.508 Data time: 0.1677, Forward time: 2.2744, Backward time: 3.0636, DDP time: 0.0047, Total iter time: 4.4541 [2020-11-06 03:50:51,014][root][INFO] - ===> Epoch[319](8286/26): Loss -0.1954, Sem 0.1305, dir -0.6775, norm 0.3516, swav 0.0000 LR: 2.045e-02 Score 95.387 Data time: 0.1765, Forward time: 2.2744, Backward time: 3.0636, DDP time: 0.0047, Total iter time: 5.6444 [2020-11-06 03:50:57,303][root][INFO] - ===> Epoch[319](8287/26): Loss -0.3140, Sem 0.1221, dir -0.7480, norm 0.3119, swav 0.0000 LR: 2.044e-02 Score 95.928 Data time: 0.1978, Forward time: 2.2743, Backward time: 3.0637, DDP time: 0.0047, Total iter time: 6.1914 [2020-11-06 03:51:02,352][root][INFO] - ===> Epoch[319](8288/26): Loss -0.2824, Sem 0.1138, dir -0.7477, norm 0.3516, swav 0.0000 LR: 2.043e-02 Score 96.471 Data time: 0.2322, Forward time: 2.2744, Backward time: 3.0636, DDP time: 0.0047, Total iter time: 4.9527 [2020-11-06 03:51:08,898][root][INFO] - ===> Epoch[319](8289/26): Loss -0.2454, Sem 0.1293, dir -0.7208, norm 0.3461, swav 0.0000 LR: 2.042e-02 Score 96.179 Data time: 0.1912, Forward time: 2.2743, Backward time: 3.0637, DDP time: 0.0047, Total iter time: 6.4231 [2020-11-06 03:51:14,449][root][INFO] - ===> Epoch[319](8290/26): Loss -0.2294, Sem 0.1402, dir -0.7176, norm 0.3480, swav 0.0000 LR: 2.041e-02 Score 95.481 Data time: 0.2766, Forward time: 2.2744, Backward time: 3.0636, DDP time: 0.0047, Total iter time: 5.4577 [2020-11-06 03:51:21,018][root][INFO] - ===> Epoch[319](8291/26): Loss -0.2996, Sem 0.1334, dir -0.7611, norm 0.3281, swav 0.0000 LR: 2.040e-02 Score 95.436 Data time: 0.3490, Forward time: 2.2745, Backward time: 3.0636, DDP time: 0.0047, Total iter time: 6.4505 [2020-11-06 03:51:26,060][root][INFO] - ===> Epoch[319](8292/26): Loss -0.2674, Sem 0.1162, dir -0.7127, norm 0.3291, swav 0.0000 LR: 2.039e-02 Score 96.013 Data time: 0.2258, Forward time: 2.2746, Backward time: 3.0635, DDP time: 0.0047, Total iter time: 4.9144 [2020-11-06 03:51:33,300][root][INFO] - ===> Epoch[319](8293/26): Loss -0.2743, Sem 0.1353, dir -0.7452, norm 0.3356, swav 0.0000 LR: 2.038e-02 Score 95.865 Data time: 0.2558, Forward time: 2.2746, Backward time: 3.0636, DDP time: 0.0047, Total iter time: 7.1437 [2020-11-06 03:51:38,321][root][INFO] - ===> Epoch[319](8294/26): Loss -0.2688, Sem 0.1297, dir -0.7406, norm 0.3421, swav 0.0000 LR: 2.037e-02 Score 95.235 Data time: 0.2040, Forward time: 2.2746, Backward time: 3.0635, DDP time: 0.0047, Total iter time: 4.8596 [2020-11-06 03:51:42,852][root][INFO] - ===> Epoch[320](8295/26): Loss -0.2710, Sem 0.1156, dir -0.7110, norm 0.3244, swav 0.0000 LR: 2.036e-02 Score 96.179 Data time: 0.1839, Forward time: 2.2746, Backward time: 3.0635, DDP time: 0.0047, Total iter time: 4.4331 [2020-11-06 03:51:48,100][root][INFO] - ===> Epoch[320](8296/26): Loss -0.2156, Sem 0.1586, dir -0.7114, norm 0.3372, swav 0.0000 LR: 2.035e-02 Score 94.601 Data time: 0.2254, Forward time: 2.2746, Backward time: 3.0634, DDP time: 0.0047, Total iter time: 5.1582 [2020-11-06 03:51:52,668][root][INFO] - ===> Epoch[320](8297/26): Loss -0.2826, Sem 0.1348, dir -0.7351, norm 0.3177, swav 0.0000 LR: 2.034e-02 Score 95.763 Data time: 0.1942, Forward time: 2.2746, Backward time: 3.0632, DDP time: 0.0047, Total iter time: 4.4540 [2020-11-06 03:51:58,528][root][INFO] - ===> Epoch[320](8298/26): Loss -0.2525, Sem 0.1365, dir -0.7533, norm 0.3642, swav 0.0000 LR: 2.033e-02 Score 95.736 Data time: 0.2690, Forward time: 2.2746, Backward time: 3.0632, DDP time: 0.0047, Total iter time: 5.7627 [2020-11-06 03:52:04,173][root][INFO] - ===> Epoch[320](8299/26): Loss -0.3547, Sem 0.1099, dir -0.7642, norm 0.2996, swav 0.0000 LR: 2.032e-02 Score 96.699 Data time: 0.2957, Forward time: 2.2747, Backward time: 3.0631, DDP time: 0.0047, Total iter time: 5.5146 [2020-11-06 03:52:11,161][root][INFO] - ===> Epoch[320](8300/26): Loss -0.2666, Sem 0.1271, dir -0.7520, norm 0.3582, swav 0.0000 LR: 2.030e-02 Score 96.113 Data time: 0.2664, Forward time: 2.2748, Backward time: 3.0632, DDP time: 0.0047, Total iter time: 6.8535 [2020-11-06 03:52:17,169][root][INFO] - ===> Epoch[320](8301/26): Loss -0.2340, Sem 0.1385, dir -0.7211, norm 0.3487, swav 0.0000 LR: 2.029e-02 Score 95.513 Data time: 0.1902, Forward time: 2.2747, Backward time: 3.0632, DDP time: 0.0047, Total iter time: 5.8910 [2020-11-06 03:52:22,321][root][INFO] - ===> Epoch[320](8302/26): Loss -0.3020, Sem 0.1133, dir -0.7485, norm 0.3332, swav 0.0000 LR: 2.028e-02 Score 96.060 Data time: 0.2077, Forward time: 2.2747, Backward time: 3.0632, DDP time: 0.0047, Total iter time: 5.0331 [2020-11-06 03:52:27,505][root][INFO] - ===> Epoch[320](8303/26): Loss -0.2459, Sem 0.1278, dir -0.7171, norm 0.3434, swav 0.0000 LR: 2.027e-02 Score 95.561 Data time: 0.2280, Forward time: 2.2747, Backward time: 3.0631, DDP time: 0.0047, Total iter time: 5.0750 [2020-11-06 03:52:32,857][root][INFO] - ===> Epoch[320](8304/26): Loss -0.2809, Sem 0.1348, dir -0.7403, norm 0.3246, swav 0.0000 LR: 2.026e-02 Score 95.730 Data time: 0.1646, Forward time: 2.2747, Backward time: 3.0631, DDP time: 0.0047, Total iter time: 5.2275 [2020-11-06 03:52:38,560][root][INFO] - ===> Epoch[320](8305/26): Loss -0.2473, Sem 0.1388, dir -0.7276, norm 0.3415, swav 0.0000 LR: 2.025e-02 Score 95.515 Data time: 0.2448, Forward time: 2.2747, Backward time: 3.0631, DDP time: 0.0047, Total iter time: 5.6062 [2020-11-06 03:52:43,298][root][INFO] - ===> Epoch[320](8306/26): Loss -0.3269, Sem 0.1144, dir -0.7549, norm 0.3136, swav 0.0000 LR: 2.024e-02 Score 96.260 Data time: 0.2186, Forward time: 2.2747, Backward time: 3.0630, DDP time: 0.0047, Total iter time: 4.6107 [2020-11-06 03:52:48,938][root][INFO] - ===> Epoch[320](8307/26): Loss -0.2648, Sem 0.1163, dir -0.7223, norm 0.3412, swav 0.0000 LR: 2.023e-02 Score 96.213 Data time: 0.1862, Forward time: 2.2747, Backward time: 3.0630, DDP time: 0.0047, Total iter time: 5.5295 [2020-11-06 03:52:56,354][root][INFO] - ===> Epoch[320](8308/26): Loss -0.2365, Sem 0.1422, dir -0.7397, norm 0.3610, swav 0.0000 LR: 2.022e-02 Score 95.363 Data time: 0.2201, Forward time: 2.2747, Backward time: 3.0632, DDP time: 0.0047, Total iter time: 7.2956 [2020-11-06 03:53:03,183][root][INFO] - ===> Epoch[320](8309/26): Loss -0.2939, Sem 0.1223, dir -0.7256, norm 0.3095, swav 0.0000 LR: 2.021e-02 Score 96.193 Data time: 0.2291, Forward time: 2.2747, Backward time: 3.0633, DDP time: 0.0047, Total iter time: 6.7078 [2020-11-06 03:53:08,435][root][INFO] - ===> Epoch[320](8310/26): Loss -0.2756, Sem 0.1243, dir -0.7304, norm 0.3305, swav 0.0000 LR: 2.020e-02 Score 95.616 Data time: 0.2132, Forward time: 2.2747, Backward time: 3.0632, DDP time: 0.0047, Total iter time: 5.1226 [2020-11-06 03:53:13,462][root][INFO] - ===> Epoch[320](8311/26): Loss -0.2194, Sem 0.1093, dir -0.6860, norm 0.3573, swav 0.0000 LR: 2.019e-02 Score 96.800 Data time: 0.2149, Forward time: 2.2747, Backward time: 3.0631, DDP time: 0.0047, Total iter time: 4.9113 [2020-11-06 03:53:18,829][root][INFO] - ===> Epoch[320](8312/26): Loss -0.3257, Sem 0.1175, dir -0.7607, norm 0.3174, swav 0.0000 LR: 2.018e-02 Score 96.056 Data time: 0.2334, Forward time: 2.2747, Backward time: 3.0631, DDP time: 0.0047, Total iter time: 5.2543 [2020-11-06 03:53:24,763][root][INFO] - ===> Epoch[320](8313/26): Loss -0.2843, Sem 0.1006, dir -0.7219, norm 0.3369, swav 0.0000 LR: 2.016e-02 Score 96.529 Data time: 0.2425, Forward time: 2.2748, Backward time: 3.0631, DDP time: 0.0047, Total iter time: 5.8251 [2020-11-06 03:53:29,976][root][INFO] - ===> Epoch[320](8314/26): Loss -0.2143, Sem 0.1324, dir -0.7280, norm 0.3813, swav 0.0000 LR: 2.015e-02 Score 95.599 Data time: 0.2050, Forward time: 2.2747, Backward time: 3.0630, DDP time: 0.0047, Total iter time: 5.0822 [2020-11-06 03:53:35,597][root][INFO] - ===> Epoch[320](8315/26): Loss -0.2362, Sem 0.1482, dir -0.7251, norm 0.3407, swav 0.0000 LR: 2.014e-02 Score 95.010 Data time: 0.2512, Forward time: 2.2748, Backward time: 3.0630, DDP time: 0.0047, Total iter time: 5.4854 [2020-11-06 03:53:40,908][root][INFO] - ===> Epoch[320](8316/26): Loss -0.2652, Sem 0.1331, dir -0.7383, norm 0.3400, swav 0.0000 LR: 2.013e-02 Score 95.859 Data time: 0.2281, Forward time: 2.2748, Backward time: 3.0629, DDP time: 0.0047, Total iter time: 5.1941 [2020-11-06 03:53:47,171][root][INFO] - ===> Epoch[320](8317/26): Loss -0.2314, Sem 0.1488, dir -0.7031, norm 0.3228, swav 0.0000 LR: 2.012e-02 Score 94.866 Data time: 0.1856, Forward time: 2.2747, Backward time: 3.0630, DDP time: 0.0047, Total iter time: 6.1546 [2020-11-06 03:53:52,423][root][INFO] - ===> Epoch[320](8318/26): Loss -0.2736, Sem 0.1134, dir -0.7501, norm 0.3631, swav 0.0000 LR: 2.011e-02 Score 96.311 Data time: 0.2069, Forward time: 2.2747, Backward time: 3.0630, DDP time: 0.0047, Total iter time: 5.1382 [2020-11-06 03:53:58,515][root][INFO] - ===> Epoch[320](8319/26): Loss -0.2982, Sem 0.1252, dir -0.7512, norm 0.3279, swav 0.0000 LR: 2.010e-02 Score 95.817 Data time: 0.2387, Forward time: 2.2747, Backward time: 3.0630, DDP time: 0.0047, Total iter time: 5.9771 [2020-11-06 03:54:03,179][root][INFO] - ===> Epoch[320](8320/26): Loss -0.3300, Sem 0.1244, dir -0.7665, norm 0.3122, swav 0.0000 LR: 2.009e-02 Score 95.797 Data time: 0.2199, Forward time: 2.2748, Backward time: 3.0628, DDP time: 0.0047, Total iter time: 4.5324 [2020-11-06 03:54:08,398][root][INFO] - ===> Epoch[321](8321/26): Loss -0.2498, Sem 0.1613, dir -0.7495, norm 0.3383, swav 0.0000 LR: 2.008e-02 Score 94.629 Data time: 0.2068, Forward time: 2.2748, Backward time: 3.0628, DDP time: 0.0047, Total iter time: 5.0976 [2020-11-06 03:54:13,603][root][INFO] - ===> Epoch[321](8322/26): Loss -0.2700, Sem 0.1422, dir -0.7500, norm 0.3378, swav 0.0000 LR: 2.007e-02 Score 95.580 Data time: 0.1648, Forward time: 2.2747, Backward time: 3.0628, DDP time: 0.0047, Total iter time: 5.0925 [2020-11-06 03:54:18,453][root][INFO] - ===> Epoch[321](8323/26): Loss -0.2600, Sem 0.1361, dir -0.7443, norm 0.3482, swav 0.0000 LR: 2.006e-02 Score 95.428 Data time: 0.2096, Forward time: 2.2747, Backward time: 3.0627, DDP time: 0.0047, Total iter time: 4.7587 [2020-11-06 03:54:24,144][root][INFO] - ===> Epoch[321](8324/26): Loss -0.2796, Sem 0.1254, dir -0.7512, norm 0.3463, swav 0.0000 LR: 2.005e-02 Score 95.955 Data time: 0.2133, Forward time: 2.2747, Backward time: 3.0627, DDP time: 0.0047, Total iter time: 5.5798 [2020-11-06 03:54:30,918][root][INFO] - ===> Epoch[321](8325/26): Loss -0.2477, Sem 0.1526, dir -0.7432, norm 0.3429, swav 0.0000 LR: 2.004e-02 Score 95.143 Data time: 0.1927, Forward time: 2.2746, Backward time: 3.0628, DDP time: 0.0047, Total iter time: 6.6661 [2020-11-06 03:54:37,037][root][INFO] - ===> Epoch[321](8326/26): Loss -0.2168, Sem 0.1290, dir -0.6719, norm 0.3261, swav 0.0000 LR: 2.003e-02 Score 95.320 Data time: 0.1786, Forward time: 2.2746, Backward time: 3.0629, DDP time: 0.0047, Total iter time: 6.0155 [2020-11-06 03:54:42,628][root][INFO] - ===> Epoch[321](8327/26): Loss -0.2691, Sem 0.1311, dir -0.7476, norm 0.3473, swav 0.0000 LR: 2.001e-02 Score 95.253 Data time: 0.1910, Forward time: 2.2746, Backward time: 3.0629, DDP time: 0.0047, Total iter time: 5.4937 [2020-11-06 03:54:48,656][root][INFO] - ===> Epoch[321](8328/26): Loss -0.2136, Sem 0.1450, dir -0.7141, norm 0.3555, swav 0.0000 LR: 2.000e-02 Score 95.216 Data time: 0.1859, Forward time: 2.2745, Backward time: 3.0630, DDP time: 0.0047, Total iter time: 5.9313 [2020-11-06 03:54:53,926][root][INFO] - ===> Epoch[321](8329/26): Loss -0.3132, Sem 0.1071, dir -0.7330, norm 0.3128, swav 0.0000 LR: 1.999e-02 Score 96.327 Data time: 0.1817, Forward time: 2.2745, Backward time: 3.0630, DDP time: 0.0047, Total iter time: 5.1679 [2020-11-06 03:55:00,148][root][INFO] - ===> Epoch[321](8330/26): Loss -0.2656, Sem 0.1273, dir -0.7278, norm 0.3349, swav 0.0000 LR: 1.998e-02 Score 95.927 Data time: 0.3052, Forward time: 2.2746, Backward time: 3.0630, DDP time: 0.0047, Total iter time: 6.1167 [2020-11-06 03:55:05,466][root][INFO] - ===> Epoch[321](8331/26): Loss -0.3314, Sem 0.1267, dir -0.7754, norm 0.3172, swav 0.0000 LR: 1.997e-02 Score 95.446 Data time: 0.2625, Forward time: 2.2746, Backward time: 3.0629, DDP time: 0.0047, Total iter time: 5.1894 [2020-11-06 03:55:13,033][root][INFO] - ===> Epoch[321](8332/26): Loss -0.3047, Sem 0.1289, dir -0.7498, norm 0.3162, swav 0.0000 LR: 1.996e-02 Score 95.758 Data time: 0.2149, Forward time: 2.2746, Backward time: 3.0631, DDP time: 0.0047, Total iter time: 7.4657 [2020-11-06 03:55:18,340][root][INFO] - ===> Epoch[321](8333/26): Loss -0.1918, Sem 0.1345, dir -0.6692, norm 0.3430, swav 0.0000 LR: 1.995e-02 Score 95.777 Data time: 0.2308, Forward time: 2.2746, Backward time: 3.0631, DDP time: 0.0047, Total iter time: 5.2011 [2020-11-06 03:55:25,022][root][INFO] - ===> Epoch[321](8334/26): Loss -0.2988, Sem 0.1355, dir -0.7612, norm 0.3269, swav 0.0000 LR: 1.994e-02 Score 95.380 Data time: 0.2780, Forward time: 2.2747, Backward time: 3.0631, DDP time: 0.0047, Total iter time: 6.5514 [2020-11-06 03:55:31,301][root][INFO] - ===> Epoch[321](8335/26): Loss -0.2498, Sem 0.1453, dir -0.7297, norm 0.3345, swav 0.0000 LR: 1.993e-02 Score 94.648 Data time: 0.1810, Forward time: 2.2746, Backward time: 3.0632, DDP time: 0.0047, Total iter time: 6.1460 [2020-11-06 03:55:37,313][root][INFO] - ===> Epoch[321](8336/26): Loss -0.2659, Sem 0.1158, dir -0.7341, norm 0.3523, swav 0.0000 LR: 1.992e-02 Score 96.188 Data time: 0.1621, Forward time: 2.2746, Backward time: 3.0633, DDP time: 0.0047, Total iter time: 5.9198 [2020-11-06 03:55:43,184][root][INFO] - ===> Epoch[321](8337/26): Loss -0.2872, Sem 0.1070, dir -0.7291, norm 0.3349, swav 0.0000 LR: 1.991e-02 Score 96.323 Data time: 0.2314, Forward time: 2.2746, Backward time: 3.0633, DDP time: 0.0047, Total iter time: 5.7667 [2020-11-06 03:55:49,788][root][INFO] - ===> Epoch[321](8338/26): Loss -0.2940, Sem 0.1344, dir -0.7542, norm 0.3257, swav 0.0000 LR: 1.990e-02 Score 95.379 Data time: 0.1630, Forward time: 2.2745, Backward time: 3.0634, DDP time: 0.0047, Total iter time: 6.4570 [2020-11-06 03:55:56,232][root][INFO] - ===> Epoch[321](8339/26): Loss -0.2803, Sem 0.1283, dir -0.7584, norm 0.3499, swav 0.0000 LR: 1.989e-02 Score 96.035 Data time: 0.1908, Forward time: 2.2745, Backward time: 3.0635, DDP time: 0.0047, Total iter time: 6.3719 [2020-11-06 03:56:02,581][root][INFO] - ===> Epoch[321](8340/26): Loss -0.2512, Sem 0.1364, dir -0.7250, norm 0.3375, swav 0.0000 LR: 1.987e-02 Score 95.720 Data time: 0.1393, Forward time: 2.2744, Backward time: 3.0637, DDP time: 0.0047, Total iter time: 6.2357 [2020-11-06 03:56:07,618][root][INFO] - ===> Epoch[321](8341/26): Loss -0.3474, Sem 0.1163, dir -0.7844, norm 0.3207, swav 0.0000 LR: 1.986e-02 Score 96.373 Data time: 0.1566, Forward time: 2.2743, Backward time: 3.0637, DDP time: 0.0047, Total iter time: 4.9490 [2020-11-06 03:56:14,424][root][INFO] - ===> Epoch[321](8342/26): Loss -0.3268, Sem 0.1134, dir -0.7642, norm 0.3240, swav 0.0000 LR: 1.985e-02 Score 96.445 Data time: 0.2549, Forward time: 2.2744, Backward time: 3.0638, DDP time: 0.0047, Total iter time: 6.6956 [2020-11-06 03:56:20,626][root][INFO] - ===> Epoch[321](8343/26): Loss -0.3000, Sem 0.0940, dir -0.7244, norm 0.3304, swav 0.0000 LR: 1.984e-02 Score 96.766 Data time: 0.2788, Forward time: 2.2745, Backward time: 3.0637, DDP time: 0.0047, Total iter time: 6.0758 [2020-11-06 03:56:25,737][root][INFO] - ===> Epoch[321](8344/26): Loss -0.3183, Sem 0.1071, dir -0.7482, norm 0.3228, swav 0.0000 LR: 1.983e-02 Score 96.638 Data time: 0.1901, Forward time: 2.2744, Backward time: 3.0637, DDP time: 0.0047, Total iter time: 4.9809 [2020-11-06 03:56:30,893][root][INFO] - ===> Epoch[321](8345/26): Loss -0.3427, Sem 0.1089, dir -0.7584, norm 0.3068, swav 0.0000 LR: 1.982e-02 Score 96.516 Data time: 0.2225, Forward time: 2.2744, Backward time: 3.0636, DDP time: 0.0047, Total iter time: 5.0347 [2020-11-06 03:56:37,374][root][INFO] - ===> Epoch[321](8346/26): Loss -0.2811, Sem 0.1120, dir -0.7049, norm 0.3118, swav 0.0000 LR: 1.981e-02 Score 96.210 Data time: 0.2311, Forward time: 2.2744, Backward time: 3.0637, DDP time: 0.0047, Total iter time: 6.3701 [2020-11-06 03:56:42,217][root][INFO] - ===> Epoch[322](8347/26): Loss -0.3100, Sem 0.1277, dir -0.7780, norm 0.3403, swav 0.0000 LR: 1.980e-02 Score 95.852 Data time: 0.2272, Forward time: 2.2744, Backward time: 3.0636, DDP time: 0.0047, Total iter time: 4.7256 [2020-11-06 03:56:47,961][root][INFO] - ===> Epoch[322](8348/26): Loss -0.2643, Sem 0.1343, dir -0.7371, norm 0.3385, swav 0.0000 LR: 1.979e-02 Score 95.892 Data time: 0.2415, Forward time: 2.2745, Backward time: 3.0636, DDP time: 0.0047, Total iter time: 5.6291 [2020-11-06 03:56:54,045][root][INFO] - ===> Epoch[322](8349/26): Loss -0.2842, Sem 0.1407, dir -0.7463, norm 0.3215, swav 0.0000 LR: 1.978e-02 Score 95.368 Data time: 0.2834, Forward time: 2.2745, Backward time: 3.0635, DDP time: 0.0047, Total iter time: 5.9585 [2020-11-06 03:56:58,401][root][INFO] - ===> Epoch[322](8350/26): Loss -0.2418, Sem 0.1460, dir -0.7236, norm 0.3358, swav 0.0000 LR: 1.977e-02 Score 94.844 Data time: 0.2133, Forward time: 2.2745, Backward time: 3.0634, DDP time: 0.0047, Total iter time: 4.2201 [2020-11-06 03:57:04,956][root][INFO] - ===> Epoch[322](8351/26): Loss -0.2572, Sem 0.1466, dir -0.7400, norm 0.3363, swav 0.0000 LR: 1.976e-02 Score 95.559 Data time: 0.1777, Forward time: 2.2745, Backward time: 3.0635, DDP time: 0.0047, Total iter time: 6.4574 [2020-11-06 03:57:10,540][root][INFO] - ===> Epoch[322](8352/26): Loss -0.2771, Sem 0.1194, dir -0.7233, norm 0.3268, swav 0.0000 LR: 1.975e-02 Score 95.335 Data time: 0.2315, Forward time: 2.2745, Backward time: 3.0635, DDP time: 0.0047, Total iter time: 5.4706 [2020-11-06 03:57:16,202][root][INFO] - ===> Epoch[322](8353/26): Loss -0.2858, Sem 0.1094, dir -0.7422, norm 0.3470, swav 0.0000 LR: 1.973e-02 Score 96.641 Data time: 0.1774, Forward time: 2.2744, Backward time: 3.0635, DDP time: 0.0047, Total iter time: 5.5220 [2020-11-06 03:57:22,459][root][INFO] - ===> Epoch[322](8354/26): Loss -0.3224, Sem 0.1131, dir -0.7546, norm 0.3190, swav 0.0000 LR: 1.972e-02 Score 96.253 Data time: 0.1255, Forward time: 2.2743, Backward time: 3.0637, DDP time: 0.0047, Total iter time: 6.1786 [2020-11-06 03:57:28,401][root][INFO] - ===> Epoch[322](8355/26): Loss -0.1987, Sem 0.1756, dir -0.7302, norm 0.3559, swav 0.0000 LR: 1.971e-02 Score 94.686 Data time: 0.1984, Forward time: 2.2743, Backward time: 3.0638, DDP time: 0.0047, Total iter time: 5.8936 [2020-11-06 03:57:33,940][root][INFO] - ===> Epoch[322](8356/26): Loss -0.2513, Sem 0.1289, dir -0.7323, norm 0.3521, swav 0.0000 LR: 1.970e-02 Score 95.593 Data time: 0.2518, Forward time: 2.2743, Backward time: 3.0637, DDP time: 0.0047, Total iter time: 5.4399 [2020-11-06 03:57:39,635][root][INFO] - ===> Epoch[322](8357/26): Loss -0.3605, Sem 0.0899, dir -0.7608, norm 0.3104, swav 0.0000 LR: 1.969e-02 Score 96.892 Data time: 0.2241, Forward time: 2.2744, Backward time: 3.0637, DDP time: 0.0047, Total iter time: 5.5660 [2020-11-06 03:57:45,120][root][INFO] - ===> Epoch[322](8358/26): Loss -0.2603, Sem 0.1226, dir -0.7377, norm 0.3548, swav 0.0000 LR: 1.968e-02 Score 96.025 Data time: 0.2664, Forward time: 2.2744, Backward time: 3.0636, DDP time: 0.0047, Total iter time: 5.3568 [2020-11-06 03:57:51,357][root][INFO] - ===> Epoch[322](8359/26): Loss -0.2677, Sem 0.1050, dir -0.7147, norm 0.3420, swav 0.0000 LR: 1.967e-02 Score 96.710 Data time: 0.2857, Forward time: 2.2745, Backward time: 3.0636, DDP time: 0.0047, Total iter time: 6.0974 [2020-11-06 03:57:56,926][root][INFO] - ===> Epoch[322](8360/26): Loss -0.2361, Sem 0.1445, dir -0.7252, norm 0.3446, swav 0.0000 LR: 1.966e-02 Score 94.724 Data time: 0.1470, Forward time: 2.2744, Backward time: 3.0636, DDP time: 0.0047, Total iter time: 5.4439 [2020-11-06 03:58:03,228][root][INFO] - ===> Epoch[322](8361/26): Loss -0.2773, Sem 0.1413, dir -0.7500, norm 0.3313, swav 0.0000 LR: 1.965e-02 Score 95.111 Data time: 0.2010, Forward time: 2.2744, Backward time: 3.0637, DDP time: 0.0047, Total iter time: 6.2384 [2020-11-06 03:58:08,583][root][INFO] - ===> Epoch[322](8362/26): Loss -0.3440, Sem 0.1068, dir -0.7737, norm 0.3229, swav 0.0000 LR: 1.964e-02 Score 96.350 Data time: 0.1578, Forward time: 2.2743, Backward time: 3.0637, DDP time: 0.0047, Total iter time: 5.2568 [2020-11-06 03:58:14,482][root][INFO] - ===> Epoch[322](8363/26): Loss -0.2391, Sem 0.1183, dir -0.7003, norm 0.3429, swav 0.0000 LR: 1.963e-02 Score 95.650 Data time: 0.1885, Forward time: 2.2743, Backward time: 3.0638, DDP time: 0.0047, Total iter time: 5.8050 [2020-11-06 03:58:19,834][root][INFO] - ===> Epoch[322](8364/26): Loss -0.2820, Sem 0.1278, dir -0.7252, norm 0.3153, swav 0.0000 LR: 1.962e-02 Score 96.055 Data time: 0.1919, Forward time: 2.2743, Backward time: 3.0638, DDP time: 0.0047, Total iter time: 5.2459 [2020-11-06 03:58:24,701][root][INFO] - ===> Epoch[322](8365/26): Loss -0.2792, Sem 0.1204, dir -0.7116, norm 0.3119, swav 0.0000 LR: 1.960e-02 Score 95.648 Data time: 0.1707, Forward time: 2.2742, Backward time: 3.0637, DDP time: 0.0047, Total iter time: 4.7598 [2020-11-06 03:58:29,226][root][INFO] - ===> Epoch[322](8366/26): Loss -0.2857, Sem 0.1530, dir -0.7709, norm 0.3322, swav 0.0000 LR: 1.959e-02 Score 95.137 Data time: 0.2012, Forward time: 2.2742, Backward time: 3.0636, DDP time: 0.0047, Total iter time: 4.4300 [2020-11-06 03:58:35,282][root][INFO] - ===> Epoch[322](8367/26): Loss -0.2566, Sem 0.1299, dir -0.7395, norm 0.3529, swav 0.0000 LR: 1.958e-02 Score 95.657 Data time: 0.2089, Forward time: 2.2742, Backward time: 3.0636, DDP time: 0.0047, Total iter time: 5.9465 [2020-11-06 03:58:41,770][root][INFO] - ===> Epoch[322](8368/26): Loss -0.2900, Sem 0.1124, dir -0.7563, norm 0.3538, swav 0.0000 LR: 1.957e-02 Score 96.055 Data time: 0.1961, Forward time: 2.2742, Backward time: 3.0637, DDP time: 0.0047, Total iter time: 6.3678 [2020-11-06 03:58:48,260][root][INFO] - ===> Epoch[322](8369/26): Loss -0.2469, Sem 0.1331, dir -0.7288, norm 0.3488, swav 0.0000 LR: 1.956e-02 Score 95.576 Data time: 0.1072, Forward time: 2.2741, Backward time: 3.0640, DDP time: 0.0047, Total iter time: 6.3740 [2020-11-06 03:58:52,749][root][INFO] - ===> Epoch[322](8370/26): Loss -0.2530, Sem 0.1285, dir -0.7222, norm 0.3408, swav 0.0000 LR: 1.955e-02 Score 95.412 Data time: 0.1779, Forward time: 2.2740, Backward time: 3.0639, DDP time: 0.0047, Total iter time: 4.4611 [2020-11-06 03:58:57,664][root][INFO] - ===> Epoch[322](8371/26): Loss -0.2955, Sem 0.1277, dir -0.7522, norm 0.3291, swav 0.0000 LR: 1.954e-02 Score 95.794 Data time: 0.1828, Forward time: 2.2740, Backward time: 3.0638, DDP time: 0.0047, Total iter time: 4.8128 [2020-11-06 03:59:03,100][root][INFO] - ===> Epoch[322](8372/26): Loss -0.3292, Sem 0.1142, dir -0.7469, norm 0.3036, swav 0.0000 LR: 1.953e-02 Score 96.560 Data time: 0.2072, Forward time: 2.2740, Backward time: 3.0638, DDP time: 0.0047, Total iter time: 5.3385 [2020-11-06 03:59:09,472][root][INFO] - ===> Epoch[323](8373/26): Loss -0.2211, Sem 0.1422, dir -0.7246, norm 0.3612, swav 0.0000 LR: 1.952e-02 Score 95.123 Data time: 0.2591, Forward time: 2.2740, Backward time: 3.0638, DDP time: 0.0047, Total iter time: 6.2575 [2020-11-06 03:59:15,047][root][INFO] - ===> Epoch[323](8374/26): Loss -0.2400, Sem 0.1224, dir -0.7263, norm 0.3639, swav 0.0000 LR: 1.951e-02 Score 95.932 Data time: 0.2471, Forward time: 2.2741, Backward time: 3.0637, DDP time: 0.0047, Total iter time: 5.4316 [2020-11-06 03:59:20,546][root][INFO] - ===> Epoch[323](8375/26): Loss -0.3467, Sem 0.0951, dir -0.7755, norm 0.3337, swav 0.0000 LR: 1.950e-02 Score 96.674 Data time: 0.1655, Forward time: 2.2740, Backward time: 3.0638, DDP time: 0.0047, Total iter time: 5.3429 [2020-11-06 03:59:25,470][root][INFO] - ===> Epoch[323](8376/26): Loss -0.2397, Sem 0.1300, dir -0.7035, norm 0.3337, swav 0.0000 LR: 1.949e-02 Score 95.664 Data time: 0.2004, Forward time: 2.2740, Backward time: 3.0637, DDP time: 0.0047, Total iter time: 4.8362 [2020-11-06 03:59:32,322][root][INFO] - ===> Epoch[323](8377/26): Loss -0.2611, Sem 0.1218, dir -0.7153, norm 0.3324, swav 0.0000 LR: 1.948e-02 Score 95.644 Data time: 0.2382, Forward time: 2.2741, Backward time: 3.0638, DDP time: 0.0047, Total iter time: 6.7544 [2020-11-06 03:59:38,005][root][INFO] - ===> Epoch[323](8378/26): Loss -0.3105, Sem 0.1069, dir -0.7323, norm 0.3149, swav 0.0000 LR: 1.946e-02 Score 96.368 Data time: 0.1389, Forward time: 2.2740, Backward time: 3.0639, DDP time: 0.0047, Total iter time: 5.5706 [2020-11-06 03:59:43,410][root][INFO] - ===> Epoch[323](8379/26): Loss -0.2164, Sem 0.1431, dir -0.7244, norm 0.3649, swav 0.0000 LR: 1.945e-02 Score 95.160 Data time: 0.2569, Forward time: 2.2740, Backward time: 3.0638, DDP time: 0.0047, Total iter time: 5.3328 [2020-11-06 03:59:49,707][root][INFO] - ===> Epoch[323](8380/26): Loss -0.2295, Sem 0.1072, dir -0.7014, norm 0.3647, swav 0.0000 LR: 1.944e-02 Score 96.142 Data time: 0.2283, Forward time: 2.2741, Backward time: 3.0638, DDP time: 0.0047, Total iter time: 6.1779 [2020-11-06 03:59:55,519][root][INFO] - ===> Epoch[323](8381/26): Loss -0.2207, Sem 0.1368, dir -0.7394, norm 0.3820, swav 0.0000 LR: 1.943e-02 Score 95.316 Data time: 0.1857, Forward time: 2.2740, Backward time: 3.0638, DDP time: 0.0047, Total iter time: 5.6633 [2020-11-06 04:00:01,403][root][INFO] - ===> Epoch[323](8382/26): Loss -0.2137, Sem 0.1386, dir -0.6988, norm 0.3465, swav 0.0000 LR: 1.942e-02 Score 95.218 Data time: 0.2076, Forward time: 2.2740, Backward time: 3.0639, DDP time: 0.0047, Total iter time: 5.8103 [2020-11-06 04:00:07,555][root][INFO] - ===> Epoch[323](8383/26): Loss -0.2755, Sem 0.1432, dir -0.7415, norm 0.3227, swav 0.0000 LR: 1.941e-02 Score 94.947 Data time: 0.1850, Forward time: 2.2740, Backward time: 3.0639, DDP time: 0.0047, Total iter time: 6.0197 [2020-11-06 04:00:13,030][root][INFO] - ===> Epoch[323](8384/26): Loss -0.3142, Sem 0.1028, dir -0.7508, norm 0.3338, swav 0.0000 LR: 1.940e-02 Score 96.799 Data time: 0.1773, Forward time: 2.2739, Backward time: 3.0640, DDP time: 0.0047, Total iter time: 5.3683 [2020-11-06 04:00:18,404][root][INFO] - ===> Epoch[323](8385/26): Loss -0.2720, Sem 0.1426, dir -0.7366, norm 0.3220, swav 0.0000 LR: 1.939e-02 Score 95.098 Data time: 0.1945, Forward time: 2.2739, Backward time: 3.0640, DDP time: 0.0047, Total iter time: 5.2514 [2020-11-06 04:00:24,721][root][INFO] - ===> Epoch[323](8386/26): Loss -0.2803, Sem 0.1269, dir -0.7415, norm 0.3343, swav 0.0000 LR: 1.938e-02 Score 95.303 Data time: 0.2258, Forward time: 2.2739, Backward time: 3.0640, DDP time: 0.0047, Total iter time: 6.2033 [2020-11-06 04:00:30,277][root][INFO] - ===> Epoch[323](8387/26): Loss -0.2972, Sem 0.1038, dir -0.7202, norm 0.3192, swav 0.0000 LR: 1.937e-02 Score 96.393 Data time: 0.2063, Forward time: 2.2739, Backward time: 3.0640, DDP time: 0.0047, Total iter time: 5.4018 [2020-11-06 04:00:35,367][root][INFO] - ===> Epoch[323](8388/26): Loss -0.3112, Sem 0.1050, dir -0.7491, norm 0.3329, swav 0.0000 LR: 1.936e-02 Score 96.390 Data time: 0.1756, Forward time: 2.2739, Backward time: 3.0639, DDP time: 0.0047, Total iter time: 4.9742 [2020-11-06 04:00:41,396][root][INFO] - ===> Epoch[323](8389/26): Loss -0.3508, Sem 0.1296, dir -0.7849, norm 0.3045, swav 0.0000 LR: 1.935e-02 Score 95.775 Data time: 0.1791, Forward time: 2.2738, Backward time: 3.0640, DDP time: 0.0047, Total iter time: 5.9384 [2020-11-06 04:00:47,389][root][INFO] - ===> Epoch[323](8390/26): Loss -0.2708, Sem 0.1293, dir -0.7252, norm 0.3251, swav 0.0000 LR: 1.934e-02 Score 95.660 Data time: 0.2154, Forward time: 2.2738, Backward time: 3.0641, DDP time: 0.0047, Total iter time: 5.9029 [2020-11-06 04:00:52,698][root][INFO] - ===> Epoch[323](8391/26): Loss -0.2791, Sem 0.1427, dir -0.7417, norm 0.3200, swav 0.0000 LR: 1.932e-02 Score 95.374 Data time: 0.2040, Forward time: 2.2738, Backward time: 3.0640, DDP time: 0.0047, Total iter time: 5.1805 [2020-11-06 04:00:58,282][root][INFO] - ===> Epoch[323](8392/26): Loss -0.3225, Sem 0.1254, dir -0.7636, norm 0.3157, swav 0.0000 LR: 1.931e-02 Score 95.567 Data time: 0.2590, Forward time: 2.2738, Backward time: 3.0640, DDP time: 0.0047, Total iter time: 5.4447 [2020-11-06 04:01:03,729][root][INFO] - ===> Epoch[323](8393/26): Loss -0.2625, Sem 0.1212, dir -0.7060, norm 0.3223, swav 0.0000 LR: 1.930e-02 Score 95.956 Data time: 0.2527, Forward time: 2.2739, Backward time: 3.0639, DDP time: 0.0047, Total iter time: 5.3151 [2020-11-06 04:01:10,751][root][INFO] - ===> Epoch[323](8394/26): Loss -0.3021, Sem 0.1136, dir -0.7426, norm 0.3269, swav 0.0000 LR: 1.929e-02 Score 96.394 Data time: 0.1892, Forward time: 2.2739, Backward time: 3.0640, DDP time: 0.0047, Total iter time: 6.9093 [2020-11-06 04:01:15,926][root][INFO] - ===> Epoch[323](8395/26): Loss -0.2959, Sem 0.1232, dir -0.7544, norm 0.3354, swav 0.0000 LR: 1.928e-02 Score 95.981 Data time: 0.2185, Forward time: 2.2739, Backward time: 3.0640, DDP time: 0.0047, Total iter time: 5.0506 [2020-11-06 04:01:23,135][root][INFO] - ===> Epoch[323](8396/26): Loss -0.2755, Sem 0.1266, dir -0.7439, norm 0.3418, swav 0.0000 LR: 1.927e-02 Score 96.252 Data time: 0.2408, Forward time: 2.2739, Backward time: 3.0641, DDP time: 0.0047, Total iter time: 7.0720 [2020-11-06 04:01:30,479][root][INFO] - ===> Epoch[323](8397/26): Loss -0.2529, Sem 0.1351, dir -0.7163, norm 0.3283, swav 0.0000 LR: 1.926e-02 Score 95.754 Data time: 0.2438, Forward time: 2.2738, Backward time: 3.0643, DDP time: 0.0047, Total iter time: 7.2448 [2020-11-06 04:01:37,421][root][INFO] - ===> Epoch[323](8398/26): Loss -0.2819, Sem 0.1447, dir -0.7682, norm 0.3417, swav 0.0000 LR: 1.925e-02 Score 95.395 Data time: 0.2382, Forward time: 2.2739, Backward time: 3.0644, DDP time: 0.0047, Total iter time: 6.8191 [2020-11-06 04:01:42,685][root][INFO] - ===> Epoch[324](8399/26): Loss -0.2854, Sem 0.1221, dir -0.7309, norm 0.3233, swav 0.0000 LR: 1.924e-02 Score 95.688 Data time: 0.1530, Forward time: 2.2738, Backward time: 3.0644, DDP time: 0.0047, Total iter time: 5.1250 [2020-11-06 04:01:48,770][root][INFO] - ===> Epoch[324](8400/26): Loss -0.2703, Sem 0.1264, dir -0.7447, norm 0.3481, swav 0.0000 LR: 1.923e-02 Score 96.066 Data time: 0.2108, Forward time: 2.2738, Backward time: 3.0645, DDP time: 0.0047, Total iter time: 6.0263 [2020-11-06 04:01:54,392][root][INFO] - ===> Epoch[324](8401/26): Loss -0.2538, Sem 0.1249, dir -0.7238, norm 0.3452, swav 0.0000 LR: 1.922e-02 Score 95.751 Data time: 0.1826, Forward time: 2.2738, Backward time: 3.0645, DDP time: 0.0047, Total iter time: 5.5052 [2020-11-06 04:02:00,112][root][INFO] - ===> Epoch[324](8402/26): Loss -0.3220, Sem 0.1132, dir -0.7741, norm 0.3389, swav 0.0000 LR: 1.921e-02 Score 96.170 Data time: 0.2725, Forward time: 2.2739, Backward time: 3.0644, DDP time: 0.0047, Total iter time: 5.6317 [2020-11-06 04:02:05,178][root][INFO] - ===> Epoch[324](8403/26): Loss -0.2596, Sem 0.1421, dir -0.7532, norm 0.3516, swav 0.0000 LR: 1.919e-02 Score 95.453 Data time: 0.2296, Forward time: 2.2739, Backward time: 3.0643, DDP time: 0.0047, Total iter time: 4.9429 [2020-11-06 04:02:11,726][root][INFO] - ===> Epoch[324](8404/26): Loss -0.2753, Sem 0.1290, dir -0.7200, norm 0.3157, swav 0.0000 LR: 1.918e-02 Score 95.162 Data time: 0.1664, Forward time: 2.2739, Backward time: 3.0645, DDP time: 0.0047, Total iter time: 6.4393 [2020-11-06 04:02:16,749][root][INFO] - ===> Epoch[324](8405/26): Loss -0.2567, Sem 0.1246, dir -0.7249, norm 0.3436, swav 0.0000 LR: 1.917e-02 Score 95.720 Data time: 0.1740, Forward time: 2.2738, Backward time: 3.0644, DDP time: 0.0047, Total iter time: 4.9290 [2020-11-06 04:02:22,172][root][INFO] - ===> Epoch[324](8406/26): Loss -0.2894, Sem 0.1266, dir -0.7389, norm 0.3229, swav 0.0000 LR: 1.916e-02 Score 95.697 Data time: 0.1575, Forward time: 2.2737, Backward time: 3.0645, DDP time: 0.0047, Total iter time: 5.3026 [2020-11-06 04:02:28,264][root][INFO] - ===> Epoch[324](8407/26): Loss -0.2687, Sem 0.1224, dir -0.7393, norm 0.3482, swav 0.0000 LR: 1.915e-02 Score 96.111 Data time: 0.1656, Forward time: 2.2737, Backward time: 3.0646, DDP time: 0.0047, Total iter time: 6.0079 [2020-11-06 04:02:33,322][root][INFO] - ===> Epoch[324](8408/26): Loss -0.2740, Sem 0.1132, dir -0.7200, norm 0.3328, swav 0.0000 LR: 1.914e-02 Score 96.258 Data time: 0.2001, Forward time: 2.2737, Backward time: 3.0645, DDP time: 0.0047, Total iter time: 4.9643 [2020-11-06 04:02:40,137][root][INFO] - ===> Epoch[324](8409/26): Loss -0.2381, Sem 0.1346, dir -0.7302, norm 0.3575, swav 0.0000 LR: 1.913e-02 Score 95.640 Data time: 0.2476, Forward time: 2.2737, Backward time: 3.0646, DDP time: 0.0047, Total iter time: 6.6960 [2020-11-06 04:02:46,721][root][INFO] - ===> Epoch[324](8410/26): Loss -0.2617, Sem 0.1351, dir -0.7327, norm 0.3359, swav 0.0000 LR: 1.912e-02 Score 95.129 Data time: 0.3270, Forward time: 2.2738, Backward time: 3.0646, DDP time: 0.0047, Total iter time: 6.4520 [2020-11-06 04:02:52,722][root][INFO] - ===> Epoch[324](8411/26): Loss -0.2918, Sem 0.1355, dir -0.7582, norm 0.3309, swav 0.0000 LR: 1.911e-02 Score 96.089 Data time: 0.2440, Forward time: 2.2738, Backward time: 3.0646, DDP time: 0.0047, Total iter time: 5.8786 [2020-11-06 04:02:58,450][root][INFO] - ===> Epoch[324](8412/26): Loss -0.3447, Sem 0.1088, dir -0.7600, norm 0.3065, swav 0.0000 LR: 1.910e-02 Score 96.571 Data time: 0.1783, Forward time: 2.2738, Backward time: 3.0646, DDP time: 0.0047, Total iter time: 5.6007 [2020-11-06 04:03:03,723][root][INFO] - ===> Epoch[324](8413/26): Loss -0.2498, Sem 0.1286, dir -0.7397, norm 0.3614, swav 0.0000 LR: 1.909e-02 Score 95.626 Data time: 0.2094, Forward time: 2.2738, Backward time: 3.0646, DDP time: 0.0047, Total iter time: 5.1836 [2020-11-06 04:03:08,472][root][INFO] - ===> Epoch[324](8414/26): Loss -0.2763, Sem 0.1436, dir -0.7497, norm 0.3299, swav 0.0000 LR: 1.908e-02 Score 95.019 Data time: 0.2158, Forward time: 2.2738, Backward time: 3.0645, DDP time: 0.0047, Total iter time: 4.6339 [2020-11-06 04:03:14,559][root][INFO] - ===> Epoch[324](8415/26): Loss -0.2890, Sem 0.0996, dir -0.7064, norm 0.3179, swav 0.0000 LR: 1.906e-02 Score 96.545 Data time: 0.3041, Forward time: 2.2738, Backward time: 3.0644, DDP time: 0.0047, Total iter time: 5.9775 [2020-11-06 04:03:20,080][root][INFO] - ===> Epoch[324](8416/26): Loss -0.2163, Sem 0.1373, dir -0.7296, norm 0.3760, swav 0.0000 LR: 1.905e-02 Score 95.502 Data time: 0.2687, Forward time: 2.2739, Backward time: 3.0643, DDP time: 0.0047, Total iter time: 5.4073 [2020-11-06 04:03:24,701][root][INFO] - ===> Epoch[324](8417/26): Loss -0.3025, Sem 0.1413, dir -0.7783, norm 0.3345, swav 0.0000 LR: 1.904e-02 Score 95.451 Data time: 0.1814, Forward time: 2.2739, Backward time: 3.0642, DDP time: 0.0047, Total iter time: 4.4879 [2020-11-06 04:03:30,128][root][INFO] - ===> Epoch[324](8418/26): Loss -0.2567, Sem 0.1191, dir -0.7024, norm 0.3266, swav 0.0000 LR: 1.903e-02 Score 96.300 Data time: 0.2092, Forward time: 2.2739, Backward time: 3.0642, DDP time: 0.0047, Total iter time: 5.3146 [2020-11-06 04:03:36,490][root][INFO] - ===> Epoch[324](8419/26): Loss -0.2765, Sem 0.1242, dir -0.7290, norm 0.3284, swav 0.0000 LR: 1.902e-02 Score 96.113 Data time: 0.1848, Forward time: 2.2738, Backward time: 3.0643, DDP time: 0.0047, Total iter time: 6.2225 [2020-11-06 04:03:41,742][root][INFO] - ===> Epoch[324](8420/26): Loss -0.3516, Sem 0.1106, dir -0.7720, norm 0.3098, swav 0.0000 LR: 1.901e-02 Score 96.351 Data time: 0.1915, Forward time: 2.2738, Backward time: 3.0643, DDP time: 0.0047, Total iter time: 5.1402 [2020-11-06 04:03:47,436][root][INFO] - ===> Epoch[324](8421/26): Loss -0.2888, Sem 0.1047, dir -0.7292, norm 0.3357, swav 0.0000 LR: 1.900e-02 Score 96.434 Data time: 0.2334, Forward time: 2.2738, Backward time: 3.0643, DDP time: 0.0047, Total iter time: 5.5744 [2020-11-06 04:03:53,378][root][INFO] - ===> Epoch[324](8422/26): Loss -0.2677, Sem 0.1297, dir -0.7269, norm 0.3294, swav 0.0000 LR: 1.899e-02 Score 95.428 Data time: 0.2792, Forward time: 2.2739, Backward time: 3.0642, DDP time: 0.0047, Total iter time: 5.8151 [2020-11-06 04:03:58,567][root][INFO] - ===> Epoch[324](8423/26): Loss -0.2932, Sem 0.1017, dir -0.7185, norm 0.3236, swav 0.0000 LR: 1.898e-02 Score 96.612 Data time: 0.1901, Forward time: 2.2739, Backward time: 3.0641, DDP time: 0.0047, Total iter time: 5.0233 [2020-11-06 04:04:04,359][root][INFO] - ===> Epoch[324](8424/26): Loss -0.2354, Sem 0.1354, dir -0.7187, norm 0.3479, swav 0.0000 LR: 1.897e-02 Score 95.450 Data time: 0.2298, Forward time: 2.2739, Backward time: 3.0641, DDP time: 0.0047, Total iter time: 5.6844 [2020-11-06 04:04:10,600][root][INFO] - ===> Epoch[325](8425/26): Loss -0.2811, Sem 0.1223, dir -0.7412, norm 0.3378, swav 0.0000 LR: 1.896e-02 Score 95.956 Data time: 0.2299, Forward time: 2.2739, Backward time: 3.0642, DDP time: 0.0047, Total iter time: 6.1009 [2020-11-06 04:04:15,842][root][INFO] - ===> Epoch[325](8426/26): Loss -0.3576, Sem 0.1184, dir -0.7823, norm 0.3063, swav 0.0000 LR: 1.895e-02 Score 96.275 Data time: 0.2236, Forward time: 2.2739, Backward time: 3.0641, DDP time: 0.0047, Total iter time: 5.1199 [2020-11-06 04:04:21,345][root][INFO] - ===> Epoch[325](8427/26): Loss -0.2546, Sem 0.1463, dir -0.7417, norm 0.3408, swav 0.0000 LR: 1.893e-02 Score 95.124 Data time: 0.1669, Forward time: 2.2738, Backward time: 3.0642, DDP time: 0.0047, Total iter time: 5.4156 [2020-11-06 04:04:27,419][root][INFO] - ===> Epoch[325](8428/26): Loss -0.1655, Sem 0.1492, dir -0.6967, norm 0.3819, swav 0.0000 LR: 1.892e-02 Score 95.207 Data time: 0.2127, Forward time: 2.2738, Backward time: 3.0642, DDP time: 0.0047, Total iter time: 5.9632 [2020-11-06 04:04:33,903][root][INFO] - ===> Epoch[325](8429/26): Loss -0.1895, Sem 0.1781, dir -0.7064, norm 0.3388, swav 0.0000 LR: 1.891e-02 Score 94.738 Data time: 0.1988, Forward time: 2.2738, Backward time: 3.0643, DDP time: 0.0047, Total iter time: 6.3683 [2020-11-06 04:04:38,876][root][INFO] - ===> Epoch[325](8430/26): Loss -0.2301, Sem 0.1377, dir -0.7050, norm 0.3372, swav 0.0000 LR: 1.890e-02 Score 95.670 Data time: 0.2317, Forward time: 2.2738, Backward time: 3.0642, DDP time: 0.0047, Total iter time: 4.8669 [2020-11-06 04:04:45,659][root][INFO] - ===> Epoch[325](8431/26): Loss -0.2172, Sem 0.1402, dir -0.7154, norm 0.3580, swav 0.0000 LR: 1.889e-02 Score 95.318 Data time: 0.2223, Forward time: 2.2738, Backward time: 3.0643, DDP time: 0.0047, Total iter time: 6.6588 [2020-11-06 04:04:52,098][root][INFO] - ===> Epoch[325](8432/26): Loss -0.2215, Sem 0.1445, dir -0.7284, norm 0.3624, swav 0.0000 LR: 1.888e-02 Score 95.467 Data time: 0.2616, Forward time: 2.2739, Backward time: 3.0643, DDP time: 0.0047, Total iter time: 6.3180 [2020-11-06 04:04:58,540][root][INFO] - ===> Epoch[325](8433/26): Loss -0.2595, Sem 0.1193, dir -0.7424, norm 0.3636, swav 0.0000 LR: 1.887e-02 Score 96.037 Data time: 0.1901, Forward time: 2.2739, Backward time: 3.0645, DDP time: 0.0047, Total iter time: 6.3221 [2020-11-06 04:05:04,599][root][INFO] - ===> Epoch[325](8434/26): Loss -0.3031, Sem 0.1237, dir -0.7443, norm 0.3175, swav 0.0000 LR: 1.886e-02 Score 95.357 Data time: 0.2177, Forward time: 2.2739, Backward time: 3.0645, DDP time: 0.0047, Total iter time: 5.9485 [2020-11-06 04:05:09,675][root][INFO] - ===> Epoch[325](8435/26): Loss -0.2961, Sem 0.1429, dir -0.7657, norm 0.3267, swav 0.0000 LR: 1.885e-02 Score 95.512 Data time: 0.2056, Forward time: 2.2739, Backward time: 3.0644, DDP time: 0.0047, Total iter time: 4.9452 [2020-11-06 04:05:14,700][root][INFO] - ===> Epoch[325](8436/26): Loss -0.2730, Sem 0.1133, dir -0.7079, norm 0.3216, swav 0.0000 LR: 1.884e-02 Score 95.900 Data time: 0.2092, Forward time: 2.2739, Backward time: 3.0644, DDP time: 0.0047, Total iter time: 4.9226 [2020-11-06 04:05:21,468][root][INFO] - ===> Epoch[325](8437/26): Loss -0.2461, Sem 0.1189, dir -0.7249, norm 0.3599, swav 0.0000 LR: 1.883e-02 Score 96.011 Data time: 0.2142, Forward time: 2.2739, Backward time: 3.0645, DDP time: 0.0047, Total iter time: 6.6519 [2020-11-06 04:05:26,613][root][INFO] - ===> Epoch[325](8438/26): Loss -0.2559, Sem 0.1363, dir -0.7305, norm 0.3382, swav 0.0000 LR: 1.882e-02 Score 95.863 Data time: 0.1873, Forward time: 2.2738, Backward time: 3.0644, DDP time: 0.0047, Total iter time: 5.0277 [2020-11-06 04:05:32,462][root][INFO] - ===> Epoch[325](8439/26): Loss -0.2867, Sem 0.1308, dir -0.7442, norm 0.3266, swav 0.0000 LR: 1.881e-02 Score 95.609 Data time: 0.2185, Forward time: 2.2738, Backward time: 3.0644, DDP time: 0.0047, Total iter time: 5.7420 [2020-11-06 04:05:37,641][root][INFO] - ===> Epoch[325](8440/26): Loss -0.2953, Sem 0.1157, dir -0.7393, norm 0.3283, swav 0.0000 LR: 1.879e-02 Score 96.374 Data time: 0.2329, Forward time: 2.2738, Backward time: 3.0644, DDP time: 0.0047, Total iter time: 5.0522 [2020-11-06 04:05:43,342][root][INFO] - ===> Epoch[325](8441/26): Loss -0.2641, Sem 0.1281, dir -0.7360, norm 0.3437, swav 0.0000 LR: 1.878e-02 Score 95.823 Data time: 0.2716, Forward time: 2.2739, Backward time: 3.0643, DDP time: 0.0047, Total iter time: 5.5980 [2020-11-06 04:05:48,097][root][INFO] - ===> Epoch[325](8442/26): Loss -0.3001, Sem 0.1388, dir -0.7518, norm 0.3129, swav 0.0000 LR: 1.877e-02 Score 95.595 Data time: 0.2308, Forward time: 2.2739, Backward time: 3.0642, DDP time: 0.0047, Total iter time: 4.6199 [2020-11-06 04:05:53,728][root][INFO] - ===> Epoch[325](8443/26): Loss -0.2519, Sem 0.1369, dir -0.7410, norm 0.3523, swav 0.0000 LR: 1.876e-02 Score 95.143 Data time: 0.2658, Forward time: 2.2740, Backward time: 3.0641, DDP time: 0.0047, Total iter time: 5.5186 [2020-11-06 04:05:58,553][root][INFO] - ===> Epoch[325](8444/26): Loss -0.3288, Sem 0.0986, dir -0.7546, norm 0.3272, swav 0.0000 LR: 1.875e-02 Score 96.622 Data time: 0.2347, Forward time: 2.2740, Backward time: 3.0640, DDP time: 0.0047, Total iter time: 4.6992 [2020-11-06 04:06:04,697][root][INFO] - ===> Epoch[325](8445/26): Loss -0.3091, Sem 0.1353, dir -0.7576, norm 0.3132, swav 0.0000 LR: 1.874e-02 Score 95.419 Data time: 0.2647, Forward time: 2.2741, Backward time: 3.0639, DDP time: 0.0047, Total iter time: 6.0342 [2020-11-06 04:06:09,690][root][INFO] - ===> Epoch[325](8446/26): Loss -0.2626, Sem 0.1251, dir -0.7110, norm 0.3233, swav 0.0000 LR: 1.873e-02 Score 95.797 Data time: 0.1856, Forward time: 2.2740, Backward time: 3.0639, DDP time: 0.0047, Total iter time: 4.8470 [2020-11-06 04:06:14,945][root][INFO] - ===> Epoch[325](8447/26): Loss -0.2374, Sem 0.1198, dir -0.7055, norm 0.3483, swav 0.0000 LR: 1.872e-02 Score 95.914 Data time: 0.2416, Forward time: 2.2741, Backward time: 3.0638, DDP time: 0.0047, Total iter time: 5.1599 [2020-11-06 04:06:19,638][root][INFO] - ===> Epoch[325](8448/26): Loss -0.2864, Sem 0.1078, dir -0.7145, norm 0.3202, swav 0.0000 LR: 1.871e-02 Score 96.078 Data time: 0.2281, Forward time: 2.2741, Backward time: 3.0636, DDP time: 0.0047, Total iter time: 4.5779 [2020-11-06 04:06:25,382][root][INFO] - ===> Epoch[325](8449/26): Loss -0.2188, Sem 0.1189, dir -0.6880, norm 0.3503, swav 0.0000 LR: 1.870e-02 Score 95.931 Data time: 0.2181, Forward time: 2.2741, Backward time: 3.0636, DDP time: 0.0047, Total iter time: 5.6338 [2020-11-06 04:06:30,451][root][INFO] - ===> Epoch[325](8450/26): Loss -0.2500, Sem 0.1255, dir -0.7066, norm 0.3311, swav 0.0000 LR: 1.869e-02 Score 95.789 Data time: 0.2420, Forward time: 2.2741, Backward time: 3.0636, DDP time: 0.0047, Total iter time: 4.9571 [2020-11-06 04:06:36,302][root][INFO] - ===> Epoch[326](8451/26): Loss -0.3082, Sem 0.1147, dir -0.7583, norm 0.3354, swav 0.0000 LR: 1.867e-02 Score 96.078 Data time: 0.1841, Forward time: 2.2740, Backward time: 3.0636, DDP time: 0.0047, Total iter time: 5.7430 [2020-11-06 04:06:42,085][root][INFO] - ===> Epoch[326](8452/26): Loss -0.2816, Sem 0.1046, dir -0.7383, norm 0.3521, swav 0.0000 LR: 1.866e-02 Score 96.499 Data time: 0.2077, Forward time: 2.2740, Backward time: 3.0636, DDP time: 0.0047, Total iter time: 5.6667 [2020-11-06 04:06:47,669][root][INFO] - ===> Epoch[326](8453/26): Loss -0.2871, Sem 0.1306, dir -0.7259, norm 0.3082, swav 0.0000 LR: 1.865e-02 Score 95.767 Data time: 0.2776, Forward time: 2.2741, Backward time: 3.0636, DDP time: 0.0047, Total iter time: 5.4427 [2020-11-06 04:06:53,413][root][INFO] - ===> Epoch[326](8454/26): Loss -0.2580, Sem 0.1710, dir -0.7909, norm 0.3619, swav 0.0000 LR: 1.864e-02 Score 94.597 Data time: 0.2051, Forward time: 2.2741, Backward time: 3.0636, DDP time: 0.0047, Total iter time: 5.6413 [2020-11-06 04:06:59,596][root][INFO] - ===> Epoch[326](8455/26): Loss -0.3114, Sem 0.1212, dir -0.7449, norm 0.3123, swav 0.0000 LR: 1.863e-02 Score 96.043 Data time: 0.1959, Forward time: 2.2741, Backward time: 3.0636, DDP time: 0.0047, Total iter time: 6.0847 [2020-11-06 04:07:05,066][root][INFO] - ===> Epoch[326](8456/26): Loss -0.2281, Sem 0.1313, dir -0.7004, norm 0.3410, swav 0.0000 LR: 1.862e-02 Score 95.295 Data time: 0.2133, Forward time: 2.2741, Backward time: 3.0636, DDP time: 0.0047, Total iter time: 5.3802 [2020-11-06 04:07:10,492][root][INFO] - ===> Epoch[326](8457/26): Loss -0.2958, Sem 0.1072, dir -0.7146, norm 0.3116, swav 0.0000 LR: 1.861e-02 Score 95.995 Data time: 0.2391, Forward time: 2.2741, Backward time: 3.0635, DDP time: 0.0047, Total iter time: 5.3032 [2020-11-06 04:07:15,272][root][INFO] - ===> Epoch[326](8458/26): Loss -0.3285, Sem 0.1328, dir -0.7748, norm 0.3134, swav 0.0000 LR: 1.860e-02 Score 95.515 Data time: 0.2336, Forward time: 2.2741, Backward time: 3.0634, DDP time: 0.0047, Total iter time: 4.6643 [2020-11-06 04:07:22,057][root][INFO] - ===> Epoch[326](8459/26): Loss -0.2610, Sem 0.1202, dir -0.7461, norm 0.3649, swav 0.0000 LR: 1.859e-02 Score 95.935 Data time: 0.2290, Forward time: 2.2741, Backward time: 3.0635, DDP time: 0.0047, Total iter time: 6.6842 [2020-11-06 04:07:27,230][root][INFO] - ===> Epoch[326](8460/26): Loss -0.2564, Sem 0.1643, dir -0.7448, norm 0.3240, swav 0.0000 LR: 1.858e-02 Score 94.884 Data time: 0.1921, Forward time: 2.2741, Backward time: 3.0635, DDP time: 0.0047, Total iter time: 5.0572 [2020-11-06 04:07:32,767][root][INFO] - ===> Epoch[326](8461/26): Loss -0.3020, Sem 0.1154, dir -0.7251, norm 0.3077, swav 0.0000 LR: 1.857e-02 Score 96.617 Data time: 0.2218, Forward time: 2.2741, Backward time: 3.0634, DDP time: 0.0047, Total iter time: 5.4372 [2020-11-06 04:07:37,287][root][INFO] - ===> Epoch[326](8462/26): Loss -0.2349, Sem 0.1248, dir -0.7060, norm 0.3463, swav 0.0000 LR: 1.856e-02 Score 96.170 Data time: 0.1685, Forward time: 2.2741, Backward time: 3.0633, DDP time: 0.0047, Total iter time: 4.3926 [2020-11-06 04:07:42,505][root][INFO] - ===> Epoch[326](8463/26): Loss -0.3125, Sem 0.1078, dir -0.7450, norm 0.3247, swav 0.0000 LR: 1.854e-02 Score 96.677 Data time: 0.2792, Forward time: 2.2741, Backward time: 3.0632, DDP time: 0.0047, Total iter time: 5.1184 [2020-11-06 04:07:49,307][root][INFO] - ===> Epoch[326](8464/26): Loss -0.3071, Sem 0.1222, dir -0.7519, norm 0.3226, swav 0.0000 LR: 1.853e-02 Score 95.883 Data time: 0.2339, Forward time: 2.2742, Backward time: 3.0633, DDP time: 0.0047, Total iter time: 6.6726 [2020-11-06 04:07:54,459][root][INFO] - ===> Epoch[326](8465/26): Loss -0.2679, Sem 0.1261, dir -0.7489, norm 0.3549, swav 0.0000 LR: 1.852e-02 Score 95.825 Data time: 0.1163, Forward time: 2.2740, Backward time: 3.0634, DDP time: 0.0047, Total iter time: 5.0320 [2020-11-06 04:07:59,144][root][INFO] - ===> Epoch[326](8466/26): Loss -0.2819, Sem 0.1438, dir -0.7472, norm 0.3216, swav 0.0000 LR: 1.851e-02 Score 95.275 Data time: 0.1394, Forward time: 2.2739, Backward time: 3.0634, DDP time: 0.0047, Total iter time: 4.6180 [2020-11-06 04:08:05,459][root][INFO] - ===> Epoch[326](8467/26): Loss -0.2417, Sem 0.1409, dir -0.7318, norm 0.3492, swav 0.0000 LR: 1.850e-02 Score 95.674 Data time: 0.2069, Forward time: 2.2739, Backward time: 3.0634, DDP time: 0.0047, Total iter time: 6.2557 [2020-11-06 04:08:10,443][root][INFO] - ===> Epoch[326](8468/26): Loss -0.2298, Sem 0.1200, dir -0.7011, norm 0.3513, swav 0.0000 LR: 1.849e-02 Score 96.425 Data time: 0.1776, Forward time: 2.2739, Backward time: 3.0634, DDP time: 0.0047, Total iter time: 4.8793 [2020-11-06 04:08:15,605][root][INFO] - ===> Epoch[326](8469/26): Loss -0.2642, Sem 0.1288, dir -0.7476, norm 0.3545, swav 0.0000 LR: 1.848e-02 Score 95.867 Data time: 0.2100, Forward time: 2.2739, Backward time: 3.0633, DDP time: 0.0047, Total iter time: 5.0824 [2020-11-06 04:08:22,117][root][INFO] - ===> Epoch[326](8470/26): Loss -0.2480, Sem 0.1315, dir -0.7545, norm 0.3749, swav 0.0000 LR: 1.847e-02 Score 95.863 Data time: 0.2416, Forward time: 2.2739, Backward time: 3.0634, DDP time: 0.0047, Total iter time: 6.3778 [2020-11-06 04:08:27,622][root][INFO] - ===> Epoch[326](8471/26): Loss -0.2608, Sem 0.1316, dir -0.7243, norm 0.3319, swav 0.0000 LR: 1.846e-02 Score 95.656 Data time: 0.2169, Forward time: 2.2739, Backward time: 3.0634, DDP time: 0.0047, Total iter time: 5.3657 [2020-11-06 04:08:32,510][root][INFO] - ===> Epoch[326](8472/26): Loss -0.2712, Sem 0.1228, dir -0.7500, norm 0.3561, swav 0.0000 LR: 1.845e-02 Score 95.793 Data time: 0.1979, Forward time: 2.2739, Backward time: 3.0633, DDP time: 0.0047, Total iter time: 4.7362 [2020-11-06 04:08:39,112][root][INFO] - ===> Epoch[326](8473/26): Loss -0.2571, Sem 0.1240, dir -0.7083, norm 0.3272, swav 0.0000 LR: 1.844e-02 Score 95.991 Data time: 0.2518, Forward time: 2.2740, Backward time: 3.0633, DDP time: 0.0047, Total iter time: 6.4908 [2020-11-06 04:08:45,218][root][INFO] - ===> Epoch[326](8474/26): Loss -0.2971, Sem 0.1205, dir -0.7412, norm 0.3235, swav 0.0000 LR: 1.843e-02 Score 95.831 Data time: 0.2348, Forward time: 2.2740, Backward time: 3.0633, DDP time: 0.0047, Total iter time: 5.9749 [2020-11-06 04:08:50,797][root][INFO] - ===> Epoch[326](8475/26): Loss -0.2605, Sem 0.1337, dir -0.7245, norm 0.3302, swav 0.0000 LR: 1.841e-02 Score 95.347 Data time: 0.2404, Forward time: 2.2741, Backward time: 3.0633, DDP time: 0.0047, Total iter time: 5.4495 [2020-11-06 04:08:56,833][root][INFO] - ===> Epoch[326](8476/26): Loss -0.3029, Sem 0.1028, dir -0.7195, norm 0.3139, swav 0.0000 LR: 1.840e-02 Score 96.535 Data time: 0.2196, Forward time: 2.2741, Backward time: 3.0632, DDP time: 0.0047, Total iter time: 5.9030 [2020-11-06 04:09:04,588][root][INFO] - ===> Epoch[327](8477/26): Loss -0.2796, Sem 0.1410, dir -0.7597, norm 0.3391, swav 0.0000 LR: 1.839e-02 Score 95.745 Data time: 0.1860, Forward time: 2.2741, Backward time: 3.0635, DDP time: 0.0047, Total iter time: 7.6319 [2020-11-06 04:09:10,411][root][INFO] - ===> Epoch[327](8478/26): Loss -0.3138, Sem 0.1077, dir -0.7277, norm 0.3063, swav 0.0000 LR: 1.838e-02 Score 96.174 Data time: 0.2102, Forward time: 2.2741, Backward time: 3.0635, DDP time: 0.0047, Total iter time: 5.7031 [2020-11-06 04:09:16,054][root][INFO] - ===> Epoch[327](8479/26): Loss -0.2338, Sem 0.1484, dir -0.7076, norm 0.3255, swav 0.0000 LR: 1.837e-02 Score 95.269 Data time: 0.1594, Forward time: 2.2740, Backward time: 3.0636, DDP time: 0.0047, Total iter time: 5.5355 [2020-11-06 04:09:20,956][root][INFO] - ===> Epoch[327](8480/26): Loss -0.3136, Sem 0.1129, dir -0.7561, norm 0.3297, swav 0.0000 LR: 1.836e-02 Score 95.933 Data time: 0.2282, Forward time: 2.2740, Backward time: 3.0635, DDP time: 0.0047, Total iter time: 4.7918 [2020-11-06 04:09:25,772][root][INFO] - ===> Epoch[327](8481/26): Loss -0.2752, Sem 0.1332, dir -0.7394, norm 0.3310, swav 0.0000 LR: 1.835e-02 Score 95.964 Data time: 0.1833, Forward time: 2.2740, Backward time: 3.0634, DDP time: 0.0047, Total iter time: 4.6977 [2020-11-06 04:09:31,536][root][INFO] - ===> Epoch[327](8482/26): Loss -0.2225, Sem 0.1594, dir -0.7132, norm 0.3314, swav 0.0000 LR: 1.834e-02 Score 95.720 Data time: 0.2301, Forward time: 2.2740, Backward time: 3.0634, DDP time: 0.0047, Total iter time: 5.6604 [2020-11-06 04:09:36,525][root][INFO] - ===> Epoch[327](8483/26): Loss -0.2309, Sem 0.1180, dir -0.6802, norm 0.3312, swav 0.0000 LR: 1.833e-02 Score 96.242 Data time: 0.1804, Forward time: 2.2740, Backward time: 3.0633, DDP time: 0.0047, Total iter time: 4.8555 [2020-11-06 04:09:42,558][root][INFO] - ===> Epoch[327](8484/26): Loss -0.2580, Sem 0.1332, dir -0.7417, norm 0.3505, swav 0.0000 LR: 1.832e-02 Score 95.531 Data time: 0.2262, Forward time: 2.2740, Backward time: 3.0634, DDP time: 0.0047, Total iter time: 5.9135 [2020-11-06 04:09:47,713][root][INFO] - ===> Epoch[327](8485/26): Loss -0.3032, Sem 0.1319, dir -0.7556, norm 0.3205, swav 0.0000 LR: 1.831e-02 Score 95.437 Data time: 0.1615, Forward time: 2.2739, Backward time: 3.0634, DDP time: 0.0047, Total iter time: 5.0257 [2020-11-06 04:09:53,004][root][INFO] - ===> Epoch[327](8486/26): Loss -0.3075, Sem 0.1231, dir -0.7612, norm 0.3306, swav 0.0000 LR: 1.829e-02 Score 96.055 Data time: 0.2018, Forward time: 2.2739, Backward time: 3.0633, DDP time: 0.0047, Total iter time: 5.2023 [2020-11-06 04:09:59,724][root][INFO] - ===> Epoch[327](8487/26): Loss -0.2335, Sem 0.1314, dir -0.6984, norm 0.3334, swav 0.0000 LR: 1.828e-02 Score 95.734 Data time: 0.2374, Forward time: 2.2739, Backward time: 3.0634, DDP time: 0.0047, Total iter time: 6.6105 [2020-11-06 04:10:05,518][root][INFO] - ===> Epoch[327](8488/26): Loss -0.3083, Sem 0.1128, dir -0.7565, norm 0.3354, swav 0.0000 LR: 1.827e-02 Score 96.147 Data time: 0.1971, Forward time: 2.2739, Backward time: 3.0634, DDP time: 0.0047, Total iter time: 5.6467 [2020-11-06 04:10:10,903][root][INFO] - ===> Epoch[327](8489/26): Loss -0.2650, Sem 0.1218, dir -0.7101, norm 0.3232, swav 0.0000 LR: 1.826e-02 Score 96.161 Data time: 0.2617, Forward time: 2.2739, Backward time: 3.0633, DDP time: 0.0047, Total iter time: 5.2768 [2020-11-06 04:10:16,763][root][INFO] - ===> Epoch[327](8490/26): Loss -0.2952, Sem 0.1160, dir -0.7471, norm 0.3360, swav 0.0000 LR: 1.825e-02 Score 96.369 Data time: 0.1694, Forward time: 2.2739, Backward time: 3.0634, DDP time: 0.0047, Total iter time: 5.7309 [2020-11-06 04:10:23,366][root][INFO] - ===> Epoch[327](8491/26): Loss -0.2548, Sem 0.1380, dir -0.7169, norm 0.3240, swav 0.0000 LR: 1.824e-02 Score 95.236 Data time: 0.2131, Forward time: 2.2739, Backward time: 3.0635, DDP time: 0.0047, Total iter time: 6.5015 [2020-11-06 04:10:28,559][root][INFO] - ===> Epoch[327](8492/26): Loss -0.2784, Sem 0.1366, dir -0.7463, norm 0.3313, swav 0.0000 LR: 1.823e-02 Score 95.641 Data time: 0.2228, Forward time: 2.2739, Backward time: 3.0634, DDP time: 0.0047, Total iter time: 5.0777 [2020-11-06 04:10:34,280][root][INFO] - ===> Epoch[327](8493/26): Loss -0.2540, Sem 0.1424, dir -0.7282, norm 0.3318, swav 0.0000 LR: 1.822e-02 Score 95.194 Data time: 0.1859, Forward time: 2.2739, Backward time: 3.0635, DDP time: 0.0047, Total iter time: 5.5705 [2020-11-06 04:10:40,853][root][INFO] - ===> Epoch[327](8494/26): Loss -0.2310, Sem 0.1144, dir -0.7265, norm 0.3812, swav 0.0000 LR: 1.821e-02 Score 96.508 Data time: 0.2024, Forward time: 2.2738, Backward time: 3.0636, DDP time: 0.0047, Total iter time: 6.4919 [2020-11-06 04:10:47,941][root][INFO] - ===> Epoch[327](8495/26): Loss -0.2379, Sem 0.1321, dir -0.7058, norm 0.3357, swav 0.0000 LR: 1.820e-02 Score 95.956 Data time: 0.2805, Forward time: 2.2739, Backward time: 3.0636, DDP time: 0.0047, Total iter time: 6.9601 [2020-11-06 04:10:54,529][root][INFO] - ===> Epoch[327](8496/26): Loss -0.2658, Sem 0.1223, dir -0.7531, norm 0.3650, swav 0.0000 LR: 1.819e-02 Score 95.731 Data time: 0.2178, Forward time: 2.2740, Backward time: 3.0637, DDP time: 0.0047, Total iter time: 6.4554 [2020-11-06 04:11:01,295][root][INFO] - ===> Epoch[327](8497/26): Loss -0.2320, Sem 0.1414, dir -0.7175, norm 0.3441, swav 0.0000 LR: 1.818e-02 Score 95.089 Data time: 0.2729, Forward time: 2.2740, Backward time: 3.0638, DDP time: 0.0047, Total iter time: 6.6696 [2020-11-06 04:11:07,286][root][INFO] - ===> Epoch[327](8498/26): Loss -0.2560, Sem 0.1429, dir -0.7244, norm 0.3254, swav 0.0000 LR: 1.816e-02 Score 95.487 Data time: 0.2023, Forward time: 2.2740, Backward time: 3.0638, DDP time: 0.0047, Total iter time: 5.8657 [2020-11-06 04:11:12,924][root][INFO] - ===> Epoch[327](8499/26): Loss -0.2919, Sem 0.1329, dir -0.7450, norm 0.3202, swav 0.0000 LR: 1.815e-02 Score 95.406 Data time: 0.1567, Forward time: 2.2739, Backward time: 3.0639, DDP time: 0.0047, Total iter time: 5.5199 [2020-11-06 04:11:17,843][root][INFO] - ===> Epoch[327](8500/26): Loss -0.2863, Sem 0.1166, dir -0.7342, norm 0.3313, swav 0.0000 LR: 1.814e-02 Score 95.658 Data time: 0.1894, Forward time: 2.2739, Backward time: 3.0638, DDP time: 0.0047, Total iter time: 4.8444 [2020-11-06 04:11:18,505][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-11-06 04:11:18,725][root][INFO] - ===> Start testing [2020-11-06 04:12:40,938][root][INFO] - 101/312: Data time: 0.0097, Iter time: 0.4384 Loss 0.510 (AVG: 0.489) Score 86.257 (AVG: 88.416) mIOU 69.012 mAP 74.757 mAcc 79.126 IOU: 83.518 96.309 60.378 75.569 90.525 88.158 68.754 58.866 55.613 75.764 36.409 70.870 53.942 70.014 50.034 66.972 90.791 55.879 83.124 48.744 mAP: 79.856 96.619 62.853 75.847 90.357 84.680 67.383 70.703 61.420 71.637 47.969 66.061 60.525 74.626 62.678 88.752 96.433 77.166 97.797 61.784 mAcc: 94.172 98.396 72.853 77.994 94.236 96.658 82.961 70.287 68.333 91.215 54.767 81.965 71.112 78.015 60.587 74.367 93.673 67.438 97.200 56.298 [2020-11-06 04:14:02,809][root][INFO] - 201/312: Data time: 0.0042, Iter time: 0.1731 Loss 0.382 (AVG: 0.501) Score 86.577 (AVG: 88.455) mIOU 68.520 mAP 74.073 mAcc 78.443 IOU: 83.279 96.423 61.647 79.951 90.490 79.738 70.102 57.858 54.446 76.109 28.927 65.267 53.909 68.852 50.366 65.185 90.370 59.515 86.012 51.959 mAP: 80.935 96.469 62.268 76.345 90.090 83.168 73.018 68.489 61.652 69.639 43.798 62.557 63.653 76.561 56.169 91.227 96.884 79.695 88.308 60.539 mAcc: 93.957 98.518 74.872 82.505 94.843 93.200 82.494 69.603 67.511 90.640 40.708 74.797 70.807 77.010 59.486 78.004 93.971 70.940 94.893 60.105 [2020-11-06 04:15:26,880][root][INFO] - 301/312: Data time: 0.0042, Iter time: 0.1596 Loss 0.518 (AVG: 0.500) Score 87.238 (AVG: 88.352) mIOU 68.167 mAP 73.369 mAcc 77.222 IOU: 82.615 96.331 60.102 80.471 90.323 82.837 71.579 57.896 53.653 79.013 27.082 64.358 54.569 66.507 46.993 57.902 91.205 59.949 85.263 54.700 mAP: 80.925 95.983 63.778 74.924 89.742 83.577 72.306 68.163 60.889 72.190 45.136 58.063 63.921 75.906 52.569 91.431 96.329 81.125 81.197 59.231 mAcc: 93.978 98.468 74.632 83.441 94.600 94.193 83.509 69.448 66.937 89.528 37.547 75.094 71.471 75.778 54.018 64.522 93.808 68.583 92.343 62.548 [2020-11-06 04:15:37,217][root][INFO] - 312/312: Data time: 0.0024, Iter time: 0.1355 Loss 0.298 (AVG: 0.501) Score 90.244 (AVG: 88.355) mIOU 68.241 mAP 73.365 mAcc 77.307 IOU: 82.794 96.287 60.533 80.295 90.415 81.886 71.194 57.503 53.930 78.864 27.128 63.544 56.170 66.732 46.412 58.659 91.312 60.237 85.846 55.081 mAP: 81.227 95.942 64.019 73.869 89.907 82.431 71.948 68.617 61.268 71.113 45.506 57.896 64.280 76.310 53.008 91.136 96.167 81.446 81.740 59.476 mAcc: 94.017 98.455 75.173 83.286 94.691 93.643 83.772 68.577 67.981 89.475 37.695 74.318 71.889 76.071 53.297 65.423 93.926 68.930 92.695 62.835 [2020-11-06 04:15:37,218][root][INFO] - Finished test. Elapsed time: 258.4917 [2020-11-06 04:15:49,171][root][INFO] - [2020-11-06 04:15:49,172][root][INFO] - ################################################################ [2020-11-06 04:15:49,172][root][INFO] - what : AP AP_50% AP_25% [2020-11-06 04:15:49,172][root][INFO] - ################################################################ [2020-11-06 04:15:49,172][root][INFO] - cabinet : 0.163 0.372 0.609 [2020-11-06 04:15:49,172][root][INFO] - bed : 0.363 0.716 0.827 [2020-11-06 04:15:49,172][root][INFO] - chair : 0.511 0.730 0.825 [2020-11-06 04:15:49,172][root][INFO] - sofa : 0.354 0.647 0.831 [2020-11-06 04:15:49,172][root][INFO] - table : 0.299 0.514 0.637 [2020-11-06 04:15:49,172][root][INFO] - door : 0.205 0.386 0.540 [2020-11-06 04:15:49,172][root][INFO] - window : 0.075 0.200 0.410 [2020-11-06 04:15:49,173][root][INFO] - bookshelf : 0.205 0.505 0.703 [2020-11-06 04:15:49,173][root][INFO] - picture : 0.115 0.240 0.364 [2020-11-06 04:15:49,173][root][INFO] - counter : 0.065 0.264 0.541 [2020-11-06 04:15:49,173][root][INFO] - desk : 0.040 0.152 0.465 [2020-11-06 04:15:49,173][root][INFO] - curtain : 0.226 0.375 0.560 [2020-11-06 04:15:49,173][root][INFO] - refrigerator : 0.262 0.397 0.437 [2020-11-06 04:15:49,173][root][INFO] - shower curtain : 0.509 0.664 0.664 [2020-11-06 04:15:49,173][root][INFO] - toilet : 0.784 0.977 0.977 [2020-11-06 04:15:49,173][root][INFO] - sink : 0.205 0.489 0.766 [2020-11-06 04:15:49,173][root][INFO] - bathtub : 0.560 0.758 0.832 [2020-11-06 04:15:49,173][root][INFO] - otherfurniture : 0.307 0.460 0.637 [2020-11-06 04:15:49,173][root][INFO] - ---------------------------------------------------------------- [2020-11-06 04:15:49,173][root][INFO] - average : 0.292 0.491 0.646 [2020-11-06 04:15:49,173][root][INFO] - [2020-11-06 04:15:49,364][root][INFO] - Summary name validation/mAP@0.5 is illegal; using validation/mAP_0.5 instead. [2020-11-06 04:15:50,004][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34Cbest_val.pth [2020-11-06 04:15:50,203][root][INFO] - Current best mIoU: 68.241 at iter 8500 [2020-11-06 04:15:55,365][root][INFO] - ===> Epoch[327](8501/26): Loss -0.2548, Sem 0.1592, dir -0.7461, norm 0.3320, swav 0.0000 LR: 1.813e-02 Score 94.552 Data time: 0.2376, Forward time: 2.2739, Backward time: 3.0638, DDP time: 0.0047, Total iter time: 5.1556 [2020-11-06 04:16:00,523][root][INFO] - ===> Epoch[327](8502/26): Loss -0.2807, Sem 0.1257, dir -0.7411, norm 0.3347, swav 0.0000 LR: 1.812e-02 Score 95.012 Data time: 0.1554, Forward time: 2.2738, Backward time: 3.0637, DDP time: 0.0047, Total iter time: 5.0274 [2020-11-06 04:16:06,587][root][INFO] - ===> Epoch[328](8503/26): Loss -0.2759, Sem 0.1352, dir -0.7414, norm 0.3303, swav 0.0000 LR: 1.811e-02 Score 95.637 Data time: 0.1696, Forward time: 2.2738, Backward time: 3.0638, DDP time: 0.0047, Total iter time: 5.9454 [2020-11-06 04:16:12,316][root][INFO] - ===> Epoch[328](8504/26): Loss -0.2710, Sem 0.1313, dir -0.7469, norm 0.3447, swav 0.0000 LR: 1.810e-02 Score 95.589 Data time: 0.1998, Forward time: 2.2738, Backward time: 3.0638, DDP time: 0.0047, Total iter time: 5.6556 [2020-11-06 04:16:17,100][root][INFO] - ===> Epoch[328](8505/26): Loss -0.3395, Sem 0.1003, dir -0.7564, norm 0.3166, swav 0.0000 LR: 1.809e-02 Score 96.366 Data time: 0.2122, Forward time: 2.2738, Backward time: 3.0637, DDP time: 0.0047, Total iter time: 4.6529 [2020-11-06 04:16:22,158][root][INFO] - ===> Epoch[328](8506/26): Loss -0.3305, Sem 0.0991, dir -0.7640, norm 0.3344, swav 0.0000 LR: 1.808e-02 Score 96.482 Data time: 0.1920, Forward time: 2.2738, Backward time: 3.0637, DDP time: 0.0047, Total iter time: 4.9608 [2020-11-06 04:16:28,488][root][INFO] - ===> Epoch[328](8507/26): Loss -0.3164, Sem 0.1077, dir -0.7498, norm 0.3257, swav 0.0000 LR: 1.807e-02 Score 96.571 Data time: 0.3359, Forward time: 2.2739, Backward time: 3.0636, DDP time: 0.0047, Total iter time: 6.2173 [2020-11-06 04:16:33,320][root][INFO] - ===> Epoch[328](8508/26): Loss -0.3268, Sem 0.1252, dir -0.7548, norm 0.3028, swav 0.0000 LR: 1.806e-02 Score 96.213 Data time: 0.1985, Forward time: 2.2738, Backward time: 3.0635, DDP time: 0.0047, Total iter time: 4.7089 [2020-11-06 04:16:39,944][root][INFO] - ===> Epoch[328](8509/26): Loss -0.2765, Sem 0.1211, dir -0.7516, norm 0.3541, swav 0.0000 LR: 1.804e-02 Score 95.802 Data time: 0.2358, Forward time: 2.2738, Backward time: 3.0637, DDP time: 0.0047, Total iter time: 6.5175 [2020-11-06 04:16:45,671][root][INFO] - ===> Epoch[328](8510/26): Loss -0.2659, Sem 0.1010, dir -0.7064, norm 0.3395, swav 0.0000 LR: 1.803e-02 Score 96.785 Data time: 0.2235, Forward time: 2.2738, Backward time: 3.0636, DDP time: 0.0047, Total iter time: 5.6197 [2020-11-06 04:16:51,728][root][INFO] - ===> Epoch[328](8511/26): Loss -0.2601, Sem 0.1408, dir -0.7250, norm 0.3241, swav 0.0000 LR: 1.802e-02 Score 94.896 Data time: 0.2240, Forward time: 2.2739, Backward time: 3.0637, DDP time: 0.0047, Total iter time: 5.9261 [2020-11-06 04:16:57,554][root][INFO] - ===> Epoch[328](8512/26): Loss -0.3489, Sem 0.1127, dir -0.7770, norm 0.3154, swav 0.0000 LR: 1.801e-02 Score 96.593 Data time: 0.2472, Forward time: 2.2738, Backward time: 3.0637, DDP time: 0.0047, Total iter time: 5.7123 [2020-11-06 04:17:03,249][root][INFO] - ===> Epoch[328](8513/26): Loss -0.3026, Sem 0.1058, dir -0.7503, norm 0.3419, swav 0.0000 LR: 1.800e-02 Score 96.367 Data time: 0.2071, Forward time: 2.2738, Backward time: 3.0637, DDP time: 0.0047, Total iter time: 5.5796 [2020-11-06 04:17:08,681][root][INFO] - ===> Epoch[328](8514/26): Loss -0.2982, Sem 0.1153, dir -0.7352, norm 0.3218, swav 0.0000 LR: 1.799e-02 Score 96.270 Data time: 0.1991, Forward time: 2.2738, Backward time: 3.0637, DDP time: 0.0047, Total iter time: 5.3184 [2020-11-06 04:17:15,550][root][INFO] - ===> Epoch[328](8515/26): Loss -0.2972, Sem 0.1467, dir -0.7763, norm 0.3324, swav 0.0000 LR: 1.798e-02 Score 94.651 Data time: 0.1459, Forward time: 2.2737, Backward time: 3.0639, DDP time: 0.0047, Total iter time: 6.7504 [2020-11-06 04:17:21,558][root][INFO] - ===> Epoch[328](8516/26): Loss -0.3469, Sem 0.1090, dir -0.7530, norm 0.2971, swav 0.0000 LR: 1.797e-02 Score 96.090 Data time: 0.2190, Forward time: 2.2737, Backward time: 3.0639, DDP time: 0.0047, Total iter time: 5.9510 [2020-11-06 04:17:26,732][root][INFO] - ===> Epoch[328](8517/26): Loss -0.2580, Sem 0.1322, dir -0.7226, norm 0.3325, swav 0.0000 LR: 1.796e-02 Score 95.839 Data time: 0.2282, Forward time: 2.2737, Backward time: 3.0638, DDP time: 0.0047, Total iter time: 5.0521 [2020-11-06 04:17:32,266][root][INFO] - ===> Epoch[328](8518/26): Loss -0.2812, Sem 0.1056, dir -0.7188, norm 0.3320, swav 0.0000 LR: 1.795e-02 Score 96.285 Data time: 0.2417, Forward time: 2.2738, Backward time: 3.0638, DDP time: 0.0047, Total iter time: 5.3950 [2020-11-06 04:17:38,565][root][INFO] - ===> Epoch[328](8519/26): Loss -0.2560, Sem 0.1456, dir -0.7459, norm 0.3444, swav 0.0000 LR: 1.794e-02 Score 95.545 Data time: 0.3265, Forward time: 2.2739, Backward time: 3.0637, DDP time: 0.0047, Total iter time: 6.1869 [2020-11-06 04:17:46,566][root][INFO] - ===> Epoch[328](8520/26): Loss -0.2392, Sem 0.1343, dir -0.7191, norm 0.3456, swav 0.0000 LR: 1.793e-02 Score 95.733 Data time: 0.2690, Forward time: 2.2739, Backward time: 3.0639, DDP time: 0.0047, Total iter time: 7.8477 [2020-11-06 04:17:52,449][root][INFO] - ===> Epoch[328](8521/26): Loss -0.2893, Sem 0.1457, dir -0.7500, norm 0.3149, swav 0.0000 LR: 1.791e-02 Score 94.837 Data time: 0.2537, Forward time: 2.2740, Backward time: 3.0639, DDP time: 0.0047, Total iter time: 5.7565 [2020-11-06 04:17:57,610][root][INFO] - ===> Epoch[328](8522/26): Loss -0.3405, Sem 0.1045, dir -0.7510, norm 0.3059, swav 0.0000 LR: 1.790e-02 Score 96.312 Data time: 0.1740, Forward time: 2.2740, Backward time: 3.0639, DDP time: 0.0047, Total iter time: 5.0432 [2020-11-06 04:18:02,737][root][INFO] - ===> Epoch[328](8523/26): Loss -0.2785, Sem 0.1246, dir -0.7446, norm 0.3415, swav 0.0000 LR: 1.789e-02 Score 95.865 Data time: 0.2094, Forward time: 2.2740, Backward time: 3.0638, DDP time: 0.0047, Total iter time: 5.0742 [2020-11-06 04:18:08,691][root][INFO] - ===> Epoch[328](8524/26): Loss -0.2695, Sem 0.1423, dir -0.7295, norm 0.3177, swav 0.0000 LR: 1.788e-02 Score 95.020 Data time: 0.1291, Forward time: 2.2739, Backward time: 3.0639, DDP time: 0.0047, Total iter time: 5.8391 [2020-11-06 04:18:13,776][root][INFO] - ===> Epoch[328](8525/26): Loss -0.3360, Sem 0.1099, dir -0.7631, norm 0.3171, swav 0.0000 LR: 1.787e-02 Score 96.065 Data time: 0.1879, Forward time: 2.2738, Backward time: 3.0639, DDP time: 0.0047, Total iter time: 5.0239 [2020-11-06 04:18:19,017][root][INFO] - ===> Epoch[328](8526/26): Loss -0.2724, Sem 0.0997, dir -0.7078, norm 0.3358, swav 0.0000 LR: 1.786e-02 Score 96.664 Data time: 0.2682, Forward time: 2.2739, Backward time: 3.0638, DDP time: 0.0047, Total iter time: 5.1501 [2020-11-06 04:18:25,278][root][INFO] - ===> Epoch[328](8527/26): Loss -0.2812, Sem 0.1256, dir -0.7433, norm 0.3365, swav 0.0000 LR: 1.785e-02 Score 95.754 Data time: 0.2919, Forward time: 2.2740, Backward time: 3.0637, DDP time: 0.0047, Total iter time: 6.1465 [2020-11-06 04:18:30,819][root][INFO] - ===> Epoch[328](8528/26): Loss -0.2201, Sem 0.1275, dir -0.7080, norm 0.3604, swav 0.0000 LR: 1.784e-02 Score 95.524 Data time: 0.1883, Forward time: 2.2740, Backward time: 3.0637, DDP time: 0.0047, Total iter time: 5.4032 [2020-11-06 04:18:37,200][root][INFO] - ===> Epoch[329](8529/26): Loss -0.1995, Sem 0.1440, dir -0.7150, norm 0.3715, swav 0.0000 LR: 1.783e-02 Score 95.449 Data time: 0.1809, Forward time: 2.2739, Backward time: 3.0638, DDP time: 0.0047, Total iter time: 6.2748 [2020-11-06 04:18:41,902][root][INFO] - ===> Epoch[329](8530/26): Loss -0.2821, Sem 0.1020, dir -0.7205, norm 0.3364, swav 0.0000 LR: 1.782e-02 Score 96.659 Data time: 0.1828, Forward time: 2.2739, Backward time: 3.0638, DDP time: 0.0047, Total iter time: 4.5991 [2020-11-06 04:18:47,383][root][INFO] - ===> Epoch[329](8531/26): Loss -0.2772, Sem 0.1074, dir -0.7328, norm 0.3483, swav 0.0000 LR: 1.781e-02 Score 96.456 Data time: 0.1534, Forward time: 2.2738, Backward time: 3.0638, DDP time: 0.0047, Total iter time: 5.3740 [2020-11-06 04:18:52,039][root][INFO] - ===> Epoch[329](8532/26): Loss -0.2891, Sem 0.1164, dir -0.7390, norm 0.3335, swav 0.0000 LR: 1.779e-02 Score 96.258 Data time: 0.2188, Forward time: 2.2738, Backward time: 3.0637, DDP time: 0.0047, Total iter time: 4.5739 [2020-11-06 04:18:58,856][root][INFO] - ===> Epoch[329](8533/26): Loss -0.3020, Sem 0.1124, dir -0.7526, norm 0.3382, swav 0.0000 LR: 1.778e-02 Score 95.839 Data time: 0.2441, Forward time: 2.2739, Backward time: 3.0637, DDP time: 0.0047, Total iter time: 6.6944 [2020-11-06 04:19:04,180][root][INFO] - ===> Epoch[329](8534/26): Loss -0.3321, Sem 0.1255, dir -0.7727, norm 0.3150, swav 0.0000 LR: 1.777e-02 Score 95.882 Data time: 0.1532, Forward time: 2.2738, Backward time: 3.0638, DDP time: 0.0047, Total iter time: 5.1857 [2020-11-06 04:19:09,867][root][INFO] - ===> Epoch[329](8535/26): Loss -0.2448, Sem 0.1135, dir -0.7197, norm 0.3614, swav 0.0000 LR: 1.776e-02 Score 96.199 Data time: 0.1730, Forward time: 2.2737, Backward time: 3.0638, DDP time: 0.0047, Total iter time: 5.5960 [2020-11-06 04:19:16,170][root][INFO] - ===> Epoch[329](8536/26): Loss -0.2934, Sem 0.1278, dir -0.7611, norm 0.3400, swav 0.0000 LR: 1.775e-02 Score 95.626 Data time: 0.2619, Forward time: 2.2738, Backward time: 3.0638, DDP time: 0.0047, Total iter time: 6.1927 [2020-11-06 04:19:21,232][root][INFO] - ===> Epoch[329](8537/26): Loss -0.2230, Sem 0.1423, dir -0.7119, norm 0.3467, swav 0.0000 LR: 1.774e-02 Score 95.509 Data time: 0.2484, Forward time: 2.2738, Backward time: 3.0637, DDP time: 0.0047, Total iter time: 4.9410 [2020-11-06 04:19:27,584][root][INFO] - ===> Epoch[329](8538/26): Loss -0.2467, Sem 0.1385, dir -0.7397, norm 0.3545, swav 0.0000 LR: 1.773e-02 Score 95.359 Data time: 0.3173, Forward time: 2.2739, Backward time: 3.0637, DDP time: 0.0047, Total iter time: 6.2396 [2020-11-06 04:19:32,241][root][INFO] - ===> Epoch[329](8539/26): Loss -0.3419, Sem 0.0957, dir -0.7570, norm 0.3194, swav 0.0000 LR: 1.772e-02 Score 96.788 Data time: 0.2260, Forward time: 2.2740, Backward time: 3.0635, DDP time: 0.0047, Total iter time: 4.5248 [2020-11-06 04:19:38,207][root][INFO] - ===> Epoch[329](8540/26): Loss -0.2925, Sem 0.1147, dir -0.7390, norm 0.3318, swav 0.0000 LR: 1.771e-02 Score 95.880 Data time: 0.2185, Forward time: 2.2740, Backward time: 3.0635, DDP time: 0.0047, Total iter time: 5.8743 [2020-11-06 04:19:43,224][root][INFO] - ===> Epoch[329](8541/26): Loss -0.2709, Sem 0.1227, dir -0.7083, norm 0.3146, swav 0.0000 LR: 1.770e-02 Score 95.528 Data time: 0.1460, Forward time: 2.2739, Backward time: 3.0636, DDP time: 0.0047, Total iter time: 4.9017 [2020-11-06 04:19:48,494][root][INFO] - ===> Epoch[329](8542/26): Loss -0.2436, Sem 0.1251, dir -0.7312, norm 0.3624, swav 0.0000 LR: 1.769e-02 Score 95.839 Data time: 0.2068, Forward time: 2.2739, Backward time: 3.0635, DDP time: 0.0047, Total iter time: 5.1914 [2020-11-06 04:19:54,057][root][INFO] - ===> Epoch[329](8543/26): Loss -0.2700, Sem 0.1354, dir -0.7270, norm 0.3217, swav 0.0000 LR: 1.767e-02 Score 95.579 Data time: 0.2183, Forward time: 2.2739, Backward time: 3.0635, DDP time: 0.0047, Total iter time: 5.4745 [2020-11-06 04:19:59,532][root][INFO] - ===> Epoch[329](8544/26): Loss -0.2480, Sem 0.1269, dir -0.7307, norm 0.3558, swav 0.0000 LR: 1.766e-02 Score 95.733 Data time: 0.1967, Forward time: 2.2739, Backward time: 3.0635, DDP time: 0.0047, Total iter time: 5.3734 [2020-11-06 04:20:05,395][root][INFO] - ===> Epoch[329](8545/26): Loss -0.2473, Sem 0.1220, dir -0.7302, norm 0.3610, swav 0.0000 LR: 1.765e-02 Score 95.756 Data time: 0.2390, Forward time: 2.2739, Backward time: 3.0635, DDP time: 0.0047, Total iter time: 5.7515 [2020-11-06 04:20:10,811][root][INFO] - ===> Epoch[329](8546/26): Loss -0.2220, Sem 0.1510, dir -0.7016, norm 0.3286, swav 0.0000 LR: 1.764e-02 Score 95.403 Data time: 0.2234, Forward time: 2.2739, Backward time: 3.0634, DDP time: 0.0047, Total iter time: 5.3064 [2020-11-06 04:20:17,576][root][INFO] - ===> Epoch[329](8547/26): Loss -0.2446, Sem 0.1210, dir -0.7033, norm 0.3377, swav 0.0000 LR: 1.763e-02 Score 96.105 Data time: 0.2220, Forward time: 2.2739, Backward time: 3.0635, DDP time: 0.0047, Total iter time: 6.6542 [2020-11-06 04:20:24,052][root][INFO] - ===> Epoch[329](8548/26): Loss -0.2666, Sem 0.1259, dir -0.7366, norm 0.3440, swav 0.0000 LR: 1.762e-02 Score 96.020 Data time: 0.2151, Forward time: 2.2739, Backward time: 3.0636, DDP time: 0.0047, Total iter time: 6.3612 [2020-11-06 04:20:29,074][root][INFO] - ===> Epoch[329](8549/26): Loss -0.3285, Sem 0.1266, dir -0.7700, norm 0.3149, swav 0.0000 LR: 1.761e-02 Score 95.866 Data time: 0.2198, Forward time: 2.2739, Backward time: 3.0635, DDP time: 0.0047, Total iter time: 4.9144 [2020-11-06 04:20:34,870][root][INFO] - ===> Epoch[329](8550/26): Loss -0.2680, Sem 0.1293, dir -0.7235, norm 0.3262, swav 0.0000 LR: 1.760e-02 Score 96.072 Data time: 0.2824, Forward time: 2.2740, Backward time: 3.0634, DDP time: 0.0047, Total iter time: 5.6986 [2020-11-06 04:20:40,237][root][INFO] - ===> Epoch[329](8551/26): Loss -0.2999, Sem 0.1290, dir -0.7451, norm 0.3162, swav 0.0000 LR: 1.759e-02 Score 95.996 Data time: 0.2167, Forward time: 2.2740, Backward time: 3.0634, DDP time: 0.0047, Total iter time: 5.2406 [2020-11-06 04:20:46,717][root][INFO] - ===> Epoch[329](8552/26): Loss -0.2315, Sem 0.1146, dir -0.6962, norm 0.3501, swav 0.0000 LR: 1.758e-02 Score 95.987 Data time: 0.2093, Forward time: 2.2741, Backward time: 3.0634, DDP time: 0.0047, Total iter time: 6.3790 [2020-11-06 04:20:53,379][root][INFO] - ===> Epoch[329](8553/26): Loss -0.2825, Sem 0.1232, dir -0.7248, norm 0.3191, swav 0.0000 LR: 1.757e-02 Score 95.731 Data time: 0.1641, Forward time: 2.2740, Backward time: 3.0636, DDP time: 0.0047, Total iter time: 6.5487 [2020-11-06 04:20:58,249][root][INFO] - ===> Epoch[329](8554/26): Loss -0.2740, Sem 0.1547, dir -0.7537, norm 0.3250, swav 0.0000 LR: 1.755e-02 Score 94.916 Data time: 0.2325, Forward time: 2.2740, Backward time: 3.0635, DDP time: 0.0047, Total iter time: 4.7470 [2020-11-06 04:21:04,433][root][INFO] - ===> Epoch[330](8555/26): Loss -0.3109, Sem 0.1256, dir -0.7550, norm 0.3186, swav 0.0000 LR: 1.754e-02 Score 95.772 Data time: 0.3200, Forward time: 2.2741, Backward time: 3.0634, DDP time: 0.0047, Total iter time: 6.0679 [2020-11-06 04:21:09,961][root][INFO] - ===> Epoch[330](8556/26): Loss -0.3339, Sem 0.1122, dir -0.7590, norm 0.3130, swav 0.0000 LR: 1.753e-02 Score 96.387 Data time: 0.2157, Forward time: 2.2741, Backward time: 3.0634, DDP time: 0.0047, Total iter time: 5.3968 [2020-11-06 04:21:15,912][root][INFO] - ===> Epoch[330](8557/26): Loss -0.2497, Sem 0.1301, dir -0.7568, norm 0.3770, swav 0.0000 LR: 1.752e-02 Score 95.225 Data time: 0.2934, Forward time: 2.2742, Backward time: 3.0634, DDP time: 0.0047, Total iter time: 5.8421 [2020-11-06 04:21:21,812][root][INFO] - ===> Epoch[330](8558/26): Loss -0.3139, Sem 0.1022, dir -0.7445, norm 0.3283, swav 0.0000 LR: 1.751e-02 Score 96.163 Data time: 0.2377, Forward time: 2.2742, Backward time: 3.0634, DDP time: 0.0047, Total iter time: 5.7740 [2020-11-06 04:21:27,548][root][INFO] - ===> Epoch[330](8559/26): Loss -0.3389, Sem 0.1132, dir -0.7789, norm 0.3267, swav 0.0000 LR: 1.750e-02 Score 96.245 Data time: 0.2310, Forward time: 2.2742, Backward time: 3.0633, DDP time: 0.0047, Total iter time: 5.6164 [2020-11-06 04:21:33,091][root][INFO] - ===> Epoch[330](8560/26): Loss -0.2304, Sem 0.1361, dir -0.7124, norm 0.3459, swav 0.0000 LR: 1.749e-02 Score 95.115 Data time: 0.2101, Forward time: 2.2742, Backward time: 3.0633, DDP time: 0.0047, Total iter time: 5.4327 [2020-11-06 04:21:37,915][root][INFO] - ===> Epoch[330](8561/26): Loss -0.2730, Sem 0.1096, dir -0.7244, norm 0.3418, swav 0.0000 LR: 1.748e-02 Score 96.694 Data time: 0.2518, Forward time: 2.2742, Backward time: 3.0632, DDP time: 0.0047, Total iter time: 4.7180 [2020-11-06 04:21:44,269][root][INFO] - ===> Epoch[330](8562/26): Loss -0.2498, Sem 0.1457, dir -0.7452, norm 0.3497, swav 0.0000 LR: 1.747e-02 Score 94.833 Data time: 0.2732, Forward time: 2.2743, Backward time: 3.0632, DDP time: 0.0047, Total iter time: 6.2335 [2020-11-06 04:21:50,010][root][INFO] - ===> Epoch[330](8563/26): Loss -0.2824, Sem 0.1185, dir -0.7175, norm 0.3165, swav 0.0000 LR: 1.746e-02 Score 95.925 Data time: 0.1791, Forward time: 2.2743, Backward time: 3.0632, DDP time: 0.0047, Total iter time: 5.6051 [2020-11-06 04:21:55,438][root][INFO] - ===> Epoch[330](8564/26): Loss -0.3276, Sem 0.1291, dir -0.7772, norm 0.3205, swav 0.0000 LR: 1.745e-02 Score 95.413 Data time: 0.1917, Forward time: 2.2743, Backward time: 3.0632, DDP time: 0.0047, Total iter time: 5.3319 [2020-11-06 04:22:01,755][root][INFO] - ===> Epoch[330](8565/26): Loss -0.2990, Sem 0.1243, dir -0.7495, norm 0.3261, swav 0.0000 LR: 1.743e-02 Score 95.805 Data time: 0.2154, Forward time: 2.2742, Backward time: 3.0633, DDP time: 0.0047, Total iter time: 6.1955 [2020-11-06 04:22:07,146][root][INFO] - ===> Epoch[330](8566/26): Loss -0.3561, Sem 0.1105, dir -0.7768, norm 0.3102, swav 0.0000 LR: 1.742e-02 Score 96.461 Data time: 0.2455, Forward time: 2.2743, Backward time: 3.0632, DDP time: 0.0047, Total iter time: 5.2705 [2020-11-06 04:22:11,831][root][INFO] - ===> Epoch[330](8567/26): Loss -0.2730, Sem 0.1142, dir -0.7252, norm 0.3380, swav 0.0000 LR: 1.741e-02 Score 96.466 Data time: 0.2155, Forward time: 2.2743, Backward time: 3.0630, DDP time: 0.0047, Total iter time: 4.5538 [2020-11-06 04:22:16,940][root][INFO] - ===> Epoch[330](8568/26): Loss -0.2631, Sem 0.1156, dir -0.7235, norm 0.3449, swav 0.0000 LR: 1.740e-02 Score 95.993 Data time: 0.1717, Forward time: 2.2743, Backward time: 3.0630, DDP time: 0.0047, Total iter time: 4.9605 [2020-11-06 04:22:22,157][root][INFO] - ===> Epoch[330](8569/26): Loss -0.2791, Sem 0.1379, dir -0.7465, norm 0.3295, swav 0.0000 LR: 1.739e-02 Score 95.798 Data time: 0.2198, Forward time: 2.2743, Backward time: 3.0630, DDP time: 0.0047, Total iter time: 5.0962 [2020-11-06 04:22:28,010][root][INFO] - ===> Epoch[330](8570/26): Loss -0.2778, Sem 0.1254, dir -0.7402, norm 0.3370, swav 0.0000 LR: 1.738e-02 Score 95.746 Data time: 0.2439, Forward time: 2.2743, Backward time: 3.0630, DDP time: 0.0047, Total iter time: 5.7164 [2020-11-06 04:22:33,815][root][INFO] - ===> Epoch[330](8571/26): Loss -0.2438, Sem 0.1292, dir -0.7411, norm 0.3681, swav 0.0000 LR: 1.737e-02 Score 95.733 Data time: 0.2155, Forward time: 2.2743, Backward time: 3.0630, DDP time: 0.0047, Total iter time: 5.6814 [2020-11-06 04:22:38,601][root][INFO] - ===> Epoch[330](8572/26): Loss -0.3285, Sem 0.0949, dir -0.7433, norm 0.3199, swav 0.0000 LR: 1.736e-02 Score 96.822 Data time: 0.1847, Forward time: 2.2743, Backward time: 3.0629, DDP time: 0.0047, Total iter time: 4.6645 [2020-11-06 04:22:44,590][root][INFO] - ===> Epoch[330](8573/26): Loss -0.2662, Sem 0.1220, dir -0.7135, norm 0.3253, swav 0.0000 LR: 1.735e-02 Score 95.830 Data time: 0.2459, Forward time: 2.2743, Backward time: 3.0629, DDP time: 0.0047, Total iter time: 5.8675 [2020-11-06 04:22:49,721][root][INFO] - ===> Epoch[330](8574/26): Loss -0.2962, Sem 0.1196, dir -0.7164, norm 0.3006, swav 0.0000 LR: 1.734e-02 Score 95.888 Data time: 0.1755, Forward time: 2.2743, Backward time: 3.0628, DDP time: 0.0047, Total iter time: 4.9980 [2020-11-06 04:22:55,395][root][INFO] - ===> Epoch[330](8575/26): Loss -0.3202, Sem 0.1097, dir -0.7438, norm 0.3139, swav 0.0000 LR: 1.732e-02 Score 96.241 Data time: 0.2195, Forward time: 2.2742, Backward time: 3.0628, DDP time: 0.0047, Total iter time: 5.5878 [2020-11-06 04:23:00,695][root][INFO] - ===> Epoch[330](8576/26): Loss -0.1727, Sem 0.1721, dir -0.6909, norm 0.3461, swav 0.0000 LR: 1.731e-02 Score 94.403 Data time: 0.1930, Forward time: 2.2742, Backward time: 3.0628, DDP time: 0.0047, Total iter time: 5.2088 [2020-11-06 04:23:07,155][root][INFO] - ===> Epoch[330](8577/26): Loss -0.3046, Sem 0.1038, dir -0.7348, norm 0.3264, swav 0.0000 LR: 1.730e-02 Score 96.418 Data time: 0.2138, Forward time: 2.2742, Backward time: 3.0629, DDP time: 0.0047, Total iter time: 6.3377 [2020-11-06 04:23:12,380][root][INFO] - ===> Epoch[330](8578/26): Loss -0.2845, Sem 0.1115, dir -0.7387, norm 0.3427, swav 0.0000 LR: 1.729e-02 Score 96.446 Data time: 0.1852, Forward time: 2.2742, Backward time: 3.0629, DDP time: 0.0047, Total iter time: 5.1024 [2020-11-06 04:23:17,501][root][INFO] - ===> Epoch[330](8579/26): Loss -0.2552, Sem 0.1158, dir -0.7243, norm 0.3534, swav 0.0000 LR: 1.728e-02 Score 95.985 Data time: 0.2399, Forward time: 2.2742, Backward time: 3.0628, DDP time: 0.0047, Total iter time: 5.0631 [2020-11-06 04:23:22,440][root][INFO] - ===> Epoch[330](8580/26): Loss -0.3058, Sem 0.1202, dir -0.7301, norm 0.3042, swav 0.0000 LR: 1.727e-02 Score 96.348 Data time: 0.1920, Forward time: 2.2742, Backward time: 3.0627, DDP time: 0.0047, Total iter time: 4.8150 [2020-11-06 04:23:29,080][root][INFO] - ===> Epoch[331](8581/26): Loss -0.2409, Sem 0.1094, dir -0.6992, norm 0.3489, swav 0.0000 LR: 1.726e-02 Score 96.561 Data time: 0.1994, Forward time: 2.2742, Backward time: 3.0628, DDP time: 0.0047, Total iter time: 6.5522 [2020-11-06 04:23:35,037][root][INFO] - ===> Epoch[331](8582/26): Loss -0.2240, Sem 0.1158, dir -0.7199, norm 0.3801, swav 0.0000 LR: 1.725e-02 Score 96.361 Data time: 0.2592, Forward time: 2.2742, Backward time: 3.0628, DDP time: 0.0047, Total iter time: 5.8410 [2020-11-06 04:23:41,968][root][INFO] - ===> Epoch[331](8583/26): Loss -0.2885, Sem 0.1143, dir -0.7226, norm 0.3198, swav 0.0000 LR: 1.724e-02 Score 95.999 Data time: 0.2134, Forward time: 2.2742, Backward time: 3.0630, DDP time: 0.0047, Total iter time: 6.8078 [2020-11-06 04:23:47,475][root][INFO] - ===> Epoch[331](8584/26): Loss -0.2709, Sem 0.1456, dir -0.7330, norm 0.3164, swav 0.0000 LR: 1.723e-02 Score 95.304 Data time: 0.1781, Forward time: 2.2741, Backward time: 3.0630, DDP time: 0.0047, Total iter time: 5.3954 [2020-11-06 04:23:52,351][root][INFO] - ===> Epoch[331](8585/26): Loss -0.2666, Sem 0.1261, dir -0.7199, norm 0.3272, swav 0.0000 LR: 1.722e-02 Score 95.918 Data time: 0.2298, Forward time: 2.2742, Backward time: 3.0629, DDP time: 0.0047, Total iter time: 4.7996 [2020-11-06 04:23:58,092][root][INFO] - ===> Epoch[331](8586/26): Loss -0.2999, Sem 0.1179, dir -0.7352, norm 0.3175, swav 0.0000 LR: 1.720e-02 Score 96.011 Data time: 0.2362, Forward time: 2.2742, Backward time: 3.0629, DDP time: 0.0047, Total iter time: 5.6223 [2020-11-06 04:24:03,393][root][INFO] - ===> Epoch[331](8587/26): Loss -0.2482, Sem 0.1250, dir -0.7385, norm 0.3653, swav 0.0000 LR: 1.719e-02 Score 95.645 Data time: 0.1989, Forward time: 2.2742, Backward time: 3.0628, DDP time: 0.0047, Total iter time: 5.1702 [2020-11-06 04:24:10,039][root][INFO] - ===> Epoch[331](8588/26): Loss -0.2813, Sem 0.0915, dir -0.7147, norm 0.3419, swav 0.0000 LR: 1.718e-02 Score 96.704 Data time: 0.1337, Forward time: 2.2741, Backward time: 3.0630, DDP time: 0.0047, Total iter time: 6.5283 [2020-11-06 04:24:15,458][root][INFO] - ===> Epoch[331](8589/26): Loss -0.2863, Sem 0.1109, dir -0.7296, norm 0.3325, swav 0.0000 LR: 1.717e-02 Score 96.362 Data time: 0.2175, Forward time: 2.2741, Backward time: 3.0630, DDP time: 0.0047, Total iter time: 5.3241 [2020-11-06 04:24:22,553][root][INFO] - ===> Epoch[331](8590/26): Loss -0.3168, Sem 0.1097, dir -0.7439, norm 0.3175, swav 0.0000 LR: 1.716e-02 Score 96.356 Data time: 0.2040, Forward time: 2.2741, Backward time: 3.0632, DDP time: 0.0047, Total iter time: 6.9774 [2020-11-06 04:24:29,639][root][INFO] - ===> Epoch[331](8591/26): Loss -0.2498, Sem 0.1138, dir -0.7207, norm 0.3571, swav 0.0000 LR: 1.715e-02 Score 96.035 Data time: 0.2193, Forward time: 2.2741, Backward time: 3.0633, DDP time: 0.0047, Total iter time: 6.9688 [2020-11-06 04:24:35,495][root][INFO] - ===> Epoch[331](8592/26): Loss -0.3577, Sem 0.1128, dir -0.7785, norm 0.3080, swav 0.0000 LR: 1.714e-02 Score 96.101 Data time: 0.1540, Forward time: 2.2740, Backward time: 3.0634, DDP time: 0.0047, Total iter time: 5.7132 [2020-11-06 04:24:40,639][root][INFO] - ===> Epoch[331](8593/26): Loss -0.3172, Sem 0.1229, dir -0.7568, norm 0.3166, swav 0.0000 LR: 1.713e-02 Score 95.792 Data time: 0.1671, Forward time: 2.2739, Backward time: 3.0634, DDP time: 0.0047, Total iter time: 5.0454 [2020-11-06 04:24:47,417][root][INFO] - ===> Epoch[331](8594/26): Loss -0.2473, Sem 0.1107, dir -0.6924, norm 0.3344, swav 0.0000 LR: 1.712e-02 Score 96.366 Data time: 0.1928, Forward time: 2.2739, Backward time: 3.0636, DDP time: 0.0047, Total iter time: 6.6637 [2020-11-06 04:24:52,501][root][INFO] - ===> Epoch[331](8595/26): Loss -0.3308, Sem 0.1262, dir -0.7683, norm 0.3114, swav 0.0000 LR: 1.711e-02 Score 95.679 Data time: 0.1968, Forward time: 2.2738, Backward time: 3.0635, DDP time: 0.0047, Total iter time: 4.9813 [2020-11-06 04:24:58,710][root][INFO] - ===> Epoch[331](8596/26): Loss -0.3238, Sem 0.1290, dir -0.7720, norm 0.3192, swav 0.0000 LR: 1.710e-02 Score 95.811 Data time: 0.2799, Forward time: 2.2739, Backward time: 3.0635, DDP time: 0.0047, Total iter time: 6.0994 [2020-11-06 04:25:04,581][root][INFO] - ===> Epoch[331](8597/26): Loss -0.2582, Sem 0.1155, dir -0.7158, norm 0.3421, swav 0.0000 LR: 1.708e-02 Score 96.175 Data time: 0.2217, Forward time: 2.2739, Backward time: 3.0635, DDP time: 0.0047, Total iter time: 5.7283 [2020-11-06 04:25:12,097][root][INFO] - ===> Epoch[331](8598/26): Loss -0.1970, Sem 0.1578, dir -0.7240, norm 0.3693, swav 0.0000 LR: 1.707e-02 Score 94.875 Data time: 0.2697, Forward time: 2.2740, Backward time: 3.0636, DDP time: 0.0047, Total iter time: 7.3743 [2020-11-06 04:25:18,145][root][INFO] - ===> Epoch[331](8599/26): Loss -0.2869, Sem 0.1090, dir -0.7437, norm 0.3477, swav 0.0000 LR: 1.706e-02 Score 96.176 Data time: 0.1880, Forward time: 2.2740, Backward time: 3.0637, DDP time: 0.0047, Total iter time: 5.9129 [2020-11-06 04:25:22,930][root][INFO] - ===> Epoch[331](8600/26): Loss -0.3269, Sem 0.1205, dir -0.7541, norm 0.3067, swav 0.0000 LR: 1.705e-02 Score 96.277 Data time: 0.2351, Forward time: 2.2740, Backward time: 3.0635, DDP time: 0.0047, Total iter time: 4.6805 [2020-11-06 04:25:27,741][root][INFO] - ===> Epoch[331](8601/26): Loss -0.3224, Sem 0.0999, dir -0.7328, norm 0.3106, swav 0.0000 LR: 1.704e-02 Score 96.460 Data time: 0.2226, Forward time: 2.2740, Backward time: 3.0634, DDP time: 0.0047, Total iter time: 4.6935 [2020-11-06 04:25:34,291][root][INFO] - ===> Epoch[331](8602/26): Loss -0.2612, Sem 0.1064, dir -0.7107, norm 0.3431, swav 0.0000 LR: 1.703e-02 Score 96.750 Data time: 0.2305, Forward time: 2.2740, Backward time: 3.0635, DDP time: 0.0047, Total iter time: 6.4279 [2020-11-06 04:25:40,122][root][INFO] - ===> Epoch[331](8603/26): Loss -0.2765, Sem 0.1199, dir -0.7426, norm 0.3462, swav 0.0000 LR: 1.702e-02 Score 96.037 Data time: 0.2315, Forward time: 2.2740, Backward time: 3.0635, DDP time: 0.0047, Total iter time: 5.7199 [2020-11-06 04:25:45,154][root][INFO] - ===> Epoch[331](8604/26): Loss -0.3133, Sem 0.1173, dir -0.7557, norm 0.3250, swav 0.0000 LR: 1.701e-02 Score 96.476 Data time: 0.1534, Forward time: 2.2740, Backward time: 3.0635, DDP time: 0.0047, Total iter time: 4.8944 [2020-11-06 04:25:50,536][root][INFO] - ===> Epoch[331](8605/26): Loss -0.2842, Sem 0.1301, dir -0.7368, norm 0.3224, swav 0.0000 LR: 1.700e-02 Score 95.613 Data time: 0.2406, Forward time: 2.2740, Backward time: 3.0634, DDP time: 0.0047, Total iter time: 5.2937 [2020-11-06 04:25:56,074][root][INFO] - ===> Epoch[331](8606/26): Loss -0.2961, Sem 0.1111, dir -0.7461, norm 0.3390, swav 0.0000 LR: 1.699e-02 Score 96.343 Data time: 0.1818, Forward time: 2.2740, Backward time: 3.0634, DDP time: 0.0047, Total iter time: 5.4225 [2020-11-06 04:26:02,801][root][INFO] - ===> Epoch[332](8607/26): Loss -0.2782, Sem 0.1174, dir -0.7196, norm 0.3241, swav 0.0000 LR: 1.697e-02 Score 96.126 Data time: 0.2804, Forward time: 2.2740, Backward time: 3.0634, DDP time: 0.0047, Total iter time: 6.6305 [2020-11-06 04:26:07,958][root][INFO] - ===> Epoch[332](8608/26): Loss -0.2393, Sem 0.1546, dir -0.7368, norm 0.3429, swav 0.0000 LR: 1.696e-02 Score 94.673 Data time: 0.2402, Forward time: 2.2741, Backward time: 3.0633, DDP time: 0.0047, Total iter time: 5.0288 [2020-11-06 04:26:13,508][root][INFO] - ===> Epoch[332](8609/26): Loss -0.2029, Sem 0.1587, dir -0.7327, norm 0.3711, swav 0.0000 LR: 1.695e-02 Score 94.209 Data time: 0.2371, Forward time: 2.2741, Backward time: 3.0633, DDP time: 0.0047, Total iter time: 5.4280 [2020-11-06 04:26:19,414][root][INFO] - ===> Epoch[332](8610/26): Loss -0.2754, Sem 0.1135, dir -0.7379, norm 0.3490, swav 0.0000 LR: 1.694e-02 Score 95.890 Data time: 0.2764, Forward time: 2.2742, Backward time: 3.0632, DDP time: 0.0047, Total iter time: 5.7992 [2020-11-06 04:26:24,532][root][INFO] - ===> Epoch[332](8611/26): Loss -0.3545, Sem 0.1158, dir -0.7729, norm 0.3026, swav 0.0000 LR: 1.693e-02 Score 96.385 Data time: 0.2531, Forward time: 2.2742, Backward time: 3.0632, DDP time: 0.0047, Total iter time: 4.9734 [2020-11-06 04:26:29,669][root][INFO] - ===> Epoch[332](8612/26): Loss -0.2555, Sem 0.1343, dir -0.7221, norm 0.3324, swav 0.0000 LR: 1.692e-02 Score 95.845 Data time: 0.2498, Forward time: 2.2742, Backward time: 3.0630, DDP time: 0.0047, Total iter time: 5.0378 [2020-11-06 04:26:35,395][root][INFO] - ===> Epoch[332](8613/26): Loss -0.2219, Sem 0.1433, dir -0.7120, norm 0.3468, swav 0.0000 LR: 1.691e-02 Score 95.399 Data time: 0.2345, Forward time: 2.2743, Backward time: 3.0630, DDP time: 0.0047, Total iter time: 5.5797 [2020-11-06 04:26:41,418][root][INFO] - ===> Epoch[332](8614/26): Loss -0.3027, Sem 0.1090, dir -0.7704, norm 0.3586, swav 0.0000 LR: 1.690e-02 Score 96.282 Data time: 0.2008, Forward time: 2.2743, Backward time: 3.0630, DDP time: 0.0047, Total iter time: 5.8857 [2020-11-06 04:26:47,617][root][INFO] - ===> Epoch[332](8615/26): Loss -0.2522, Sem 0.1329, dir -0.7341, norm 0.3489, swav 0.0000 LR: 1.689e-02 Score 95.658 Data time: 0.2490, Forward time: 2.2743, Backward time: 3.0630, DDP time: 0.0047, Total iter time: 6.0926 [2020-11-06 04:26:52,223][root][INFO] - ===> Epoch[332](8616/26): Loss -0.3179, Sem 0.1014, dir -0.7376, norm 0.3182, swav 0.0000 LR: 1.688e-02 Score 96.581 Data time: 0.1973, Forward time: 2.2743, Backward time: 3.0629, DDP time: 0.0047, Total iter time: 4.4882 [2020-11-06 04:26:57,155][root][INFO] - ===> Epoch[332](8617/26): Loss -0.2517, Sem 0.1182, dir -0.7131, norm 0.3433, swav 0.0000 LR: 1.686e-02 Score 95.969 Data time: 0.2161, Forward time: 2.2743, Backward time: 3.0628, DDP time: 0.0047, Total iter time: 4.8250 [2020-11-06 04:27:02,390][root][INFO] - ===> Epoch[332](8618/26): Loss -0.3099, Sem 0.1144, dir -0.7422, norm 0.3180, swav 0.0000 LR: 1.685e-02 Score 96.550 Data time: 0.2109, Forward time: 2.2743, Backward time: 3.0628, DDP time: 0.0047, Total iter time: 5.1084 [2020-11-06 04:27:07,671][root][INFO] - ===> Epoch[332](8619/26): Loss -0.2457, Sem 0.1262, dir -0.7033, norm 0.3315, swav 0.0000 LR: 1.684e-02 Score 95.583 Data time: 0.2309, Forward time: 2.2743, Backward time: 3.0627, DDP time: 0.0047, Total iter time: 5.1631 [2020-11-06 04:27:12,871][root][INFO] - ===> Epoch[332](8620/26): Loss -0.2721, Sem 0.1258, dir -0.7187, norm 0.3208, swav 0.0000 LR: 1.683e-02 Score 96.032 Data time: 0.2288, Forward time: 2.2743, Backward time: 3.0626, DDP time: 0.0047, Total iter time: 5.0786 [2020-11-06 04:27:18,053][root][INFO] - ===> Epoch[332](8621/26): Loss -0.2744, Sem 0.1125, dir -0.7244, norm 0.3374, swav 0.0000 LR: 1.682e-02 Score 96.482 Data time: 0.1540, Forward time: 2.2743, Backward time: 3.0626, DDP time: 0.0047, Total iter time: 5.0577 [2020-11-06 04:27:23,873][root][INFO] - ===> Epoch[332](8622/26): Loss -0.2423, Sem 0.1322, dir -0.7303, norm 0.3558, swav 0.0000 LR: 1.681e-02 Score 95.530 Data time: 0.1939, Forward time: 2.2743, Backward time: 3.0626, DDP time: 0.0047, Total iter time: 5.6996 [2020-11-06 04:27:28,701][root][INFO] - ===> Epoch[332](8623/26): Loss -0.3464, Sem 0.1164, dir -0.7816, norm 0.3188, swav 0.0000 LR: 1.680e-02 Score 95.938 Data time: 0.1635, Forward time: 2.2742, Backward time: 3.0626, DDP time: 0.0047, Total iter time: 4.7181 [2020-11-06 04:27:33,519][root][INFO] - ===> Epoch[332](8624/26): Loss -0.2538, Sem 0.1261, dir -0.7240, norm 0.3441, swav 0.0000 LR: 1.679e-02 Score 95.935 Data time: 0.1952, Forward time: 2.2742, Backward time: 3.0625, DDP time: 0.0047, Total iter time: 4.7264 [2020-11-06 04:27:38,448][root][INFO] - ===> Epoch[332](8625/26): Loss -0.3372, Sem 0.0962, dir -0.7410, norm 0.3076, swav 0.0000 LR: 1.678e-02 Score 96.950 Data time: 0.1828, Forward time: 2.2742, Backward time: 3.0625, DDP time: 0.0047, Total iter time: 4.8152 [2020-11-06 04:27:43,194][root][INFO] - ===> Epoch[332](8626/26): Loss -0.2775, Sem 0.0942, dir -0.6966, norm 0.3249, swav 0.0000 LR: 1.677e-02 Score 96.656 Data time: 0.2212, Forward time: 2.2742, Backward time: 3.0623, DDP time: 0.0047, Total iter time: 4.6409 [2020-11-06 04:27:48,590][root][INFO] - ===> Epoch[332](8627/26): Loss -0.2678, Sem 0.1124, dir -0.7186, norm 0.3384, swav 0.0000 LR: 1.676e-02 Score 96.424 Data time: 0.1686, Forward time: 2.2741, Backward time: 3.0623, DDP time: 0.0047, Total iter time: 5.2737 [2020-11-06 04:27:56,030][root][INFO] - ===> Epoch[332](8628/26): Loss -0.2500, Sem 0.1275, dir -0.7132, norm 0.3356, swav 0.0000 LR: 1.674e-02 Score 95.761 Data time: 0.2140, Forward time: 2.2741, Backward time: 3.0625, DDP time: 0.0047, Total iter time: 7.3409 [2020-11-06 04:28:00,971][root][INFO] - ===> Epoch[332](8629/26): Loss -0.3217, Sem 0.1145, dir -0.7526, norm 0.3164, swav 0.0000 LR: 1.673e-02 Score 96.289 Data time: 0.1767, Forward time: 2.2741, Backward time: 3.0625, DDP time: 0.0047, Total iter time: 4.7816 [2020-11-06 04:28:06,650][root][INFO] - ===> Epoch[332](8630/26): Loss -0.2662, Sem 0.1320, dir -0.7325, norm 0.3343, swav 0.0000 LR: 1.672e-02 Score 95.373 Data time: 0.2724, Forward time: 2.2741, Backward time: 3.0624, DDP time: 0.0047, Total iter time: 5.6131 [2020-11-06 04:28:12,054][root][INFO] - ===> Epoch[332](8631/26): Loss -0.3277, Sem 0.1102, dir -0.7608, norm 0.3228, swav 0.0000 LR: 1.671e-02 Score 96.347 Data time: 0.2297, Forward time: 2.2742, Backward time: 3.0623, DDP time: 0.0047, Total iter time: 5.2571 [2020-11-06 04:28:17,840][root][INFO] - ===> Epoch[332](8632/26): Loss -0.2905, Sem 0.1287, dir -0.7520, norm 0.3328, swav 0.0000 LR: 1.670e-02 Score 95.371 Data time: 0.2144, Forward time: 2.2742, Backward time: 3.0623, DDP time: 0.0047, Total iter time: 5.6855 [2020-11-06 04:28:23,311][root][INFO] - ===> Epoch[333](8633/26): Loss -0.3395, Sem 0.1152, dir -0.7531, norm 0.2984, swav 0.0000 LR: 1.669e-02 Score 95.680 Data time: 0.1740, Forward time: 2.2741, Backward time: 3.0623, DDP time: 0.0047, Total iter time: 5.3694 [2020-11-06 04:28:29,050][root][INFO] - ===> Epoch[333](8634/26): Loss -0.3206, Sem 0.1322, dir -0.7615, norm 0.3087, swav 0.0000 LR: 1.668e-02 Score 95.248 Data time: 0.1709, Forward time: 2.2741, Backward time: 3.0624, DDP time: 0.0047, Total iter time: 5.6371 [2020-11-06 04:28:35,870][root][INFO] - ===> Epoch[333](8635/26): Loss -0.2172, Sem 0.1212, dir -0.6999, norm 0.3614, swav 0.0000 LR: 1.667e-02 Score 95.920 Data time: 0.2897, Forward time: 2.2741, Backward time: 3.0625, DDP time: 0.0047, Total iter time: 6.7439 [2020-11-06 04:28:42,055][root][INFO] - ===> Epoch[333](8636/26): Loss -0.2371, Sem 0.1326, dir -0.7409, norm 0.3712, swav 0.0000 LR: 1.666e-02 Score 95.670 Data time: 0.2546, Forward time: 2.2742, Backward time: 3.0624, DDP time: 0.0047, Total iter time: 6.0478 [2020-11-06 04:28:47,390][root][INFO] - ===> Epoch[333](8637/26): Loss -0.2960, Sem 0.1131, dir -0.7489, norm 0.3398, swav 0.0000 LR: 1.665e-02 Score 95.998 Data time: 0.1961, Forward time: 2.2742, Backward time: 3.0624, DDP time: 0.0047, Total iter time: 5.2194 [2020-11-06 04:28:53,446][root][INFO] - ===> Epoch[333](8638/26): Loss -0.3336, Sem 0.1109, dir -0.7662, norm 0.3217, swav 0.0000 LR: 1.663e-02 Score 96.350 Data time: 0.2022, Forward time: 2.2742, Backward time: 3.0625, DDP time: 0.0047, Total iter time: 5.9499 [2020-11-06 04:28:59,406][root][INFO] - ===> Epoch[333](8639/26): Loss -0.2760, Sem 0.1014, dir -0.7276, norm 0.3502, swav 0.0000 LR: 1.662e-02 Score 96.742 Data time: 0.1589, Forward time: 2.2741, Backward time: 3.0625, DDP time: 0.0047, Total iter time: 5.8463 [2020-11-06 04:29:05,598][root][INFO] - ===> Epoch[333](8640/26): Loss -0.2110, Sem 0.1557, dir -0.7221, norm 0.3554, swav 0.0000 LR: 1.661e-02 Score 95.345 Data time: 0.2423, Forward time: 2.2742, Backward time: 3.0626, DDP time: 0.0047, Total iter time: 6.1034 [2020-11-06 04:29:10,493][root][INFO] - ===> Epoch[333](8641/26): Loss -0.3157, Sem 0.1120, dir -0.7592, norm 0.3315, swav 0.0000 LR: 1.660e-02 Score 96.341 Data time: 0.2054, Forward time: 2.2742, Backward time: 3.0625, DDP time: 0.0047, Total iter time: 4.7691 [2020-11-06 04:29:16,389][root][INFO] - ===> Epoch[333](8642/26): Loss -0.2818, Sem 0.1010, dir -0.7326, norm 0.3498, swav 0.0000 LR: 1.659e-02 Score 96.246 Data time: 0.1928, Forward time: 2.2741, Backward time: 3.0625, DDP time: 0.0047, Total iter time: 5.7790 [2020-11-06 04:29:23,765][root][INFO] - ===> Epoch[333](8643/26): Loss -0.2383, Sem 0.1413, dir -0.7138, norm 0.3343, swav 0.0000 LR: 1.658e-02 Score 95.607 Data time: 0.3341, Forward time: 2.2742, Backward time: 3.0626, DDP time: 0.0047, Total iter time: 7.2625 [2020-11-06 04:29:28,545][root][INFO] - ===> Epoch[333](8644/26): Loss -0.2671, Sem 0.1320, dir -0.7215, norm 0.3224, swav 0.0000 LR: 1.657e-02 Score 95.442 Data time: 0.2451, Forward time: 2.2742, Backward time: 3.0625, DDP time: 0.0047, Total iter time: 4.6413 [2020-11-06 04:29:34,950][root][INFO] - ===> Epoch[333](8645/26): Loss -0.2569, Sem 0.1114, dir -0.7103, norm 0.3419, swav 0.0000 LR: 1.656e-02 Score 96.336 Data time: 0.3073, Forward time: 2.2744, Backward time: 3.0624, DDP time: 0.0047, Total iter time: 6.3067 [2020-11-06 04:29:40,088][root][INFO] - ===> Epoch[333](8646/26): Loss -0.3131, Sem 0.1283, dir -0.7793, norm 0.3379, swav 0.0000 LR: 1.655e-02 Score 95.217 Data time: 0.2080, Forward time: 2.2744, Backward time: 3.0623, DDP time: 0.0047, Total iter time: 5.0008 [2020-11-06 04:29:45,021][root][INFO] - ===> Epoch[333](8647/26): Loss -0.3416, Sem 0.1184, dir -0.7553, norm 0.2953, swav 0.0000 LR: 1.654e-02 Score 96.049 Data time: 0.2398, Forward time: 2.2744, Backward time: 3.0622, DDP time: 0.0047, Total iter time: 4.8212 [2020-11-06 04:29:50,173][root][INFO] - ===> Epoch[333](8648/26): Loss -0.3170, Sem 0.1141, dir -0.7516, norm 0.3205, swav 0.0000 LR: 1.652e-02 Score 95.837 Data time: 0.1924, Forward time: 2.2744, Backward time: 3.0622, DDP time: 0.0047, Total iter time: 5.0430 [2020-11-06 04:29:54,913][root][INFO] - ===> Epoch[333](8649/26): Loss -0.2460, Sem 0.1306, dir -0.7265, norm 0.3500, swav 0.0000 LR: 1.651e-02 Score 95.525 Data time: 0.2295, Forward time: 2.2744, Backward time: 3.0621, DDP time: 0.0047, Total iter time: 4.6408 [2020-11-06 04:30:00,065][root][INFO] - ===> Epoch[333](8650/26): Loss -0.3046, Sem 0.1231, dir -0.7548, norm 0.3271, swav 0.0000 LR: 1.650e-02 Score 95.608 Data time: 0.2237, Forward time: 2.2743, Backward time: 3.0620, DDP time: 0.0047, Total iter time: 5.0194 [2020-11-06 04:30:06,439][root][INFO] - ===> Epoch[333](8651/26): Loss -0.2481, Sem 0.1340, dir -0.7256, norm 0.3435, swav 0.0000 LR: 1.649e-02 Score 95.470 Data time: 0.3259, Forward time: 2.2744, Backward time: 3.0620, DDP time: 0.0047, Total iter time: 6.2484 [2020-11-06 04:30:12,438][root][INFO] - ===> Epoch[333](8652/26): Loss -0.3327, Sem 0.1127, dir -0.7632, norm 0.3178, swav 0.0000 LR: 1.648e-02 Score 95.749 Data time: 0.2595, Forward time: 2.2745, Backward time: 3.0619, DDP time: 0.0047, Total iter time: 5.8556 [2020-11-06 04:30:18,116][root][INFO] - ===> Epoch[333](8653/26): Loss -0.2491, Sem 0.1278, dir -0.7407, norm 0.3637, swav 0.0000 LR: 1.647e-02 Score 96.181 Data time: 0.1549, Forward time: 2.2745, Backward time: 3.0620, DDP time: 0.0047, Total iter time: 5.5323 [2020-11-06 04:30:22,954][root][INFO] - ===> Epoch[333](8654/26): Loss -0.3473, Sem 0.1058, dir -0.7763, norm 0.3233, swav 0.0000 LR: 1.646e-02 Score 96.585 Data time: 0.1451, Forward time: 2.2744, Backward time: 3.0619, DDP time: 0.0047, Total iter time: 4.7364 [2020-11-06 04:30:28,825][root][INFO] - ===> Epoch[333](8655/26): Loss -0.2360, Sem 0.1491, dir -0.7043, norm 0.3192, swav 0.0000 LR: 1.645e-02 Score 94.866 Data time: 0.1857, Forward time: 2.2744, Backward time: 3.0620, DDP time: 0.0047, Total iter time: 5.8166 [2020-11-06 04:30:34,057][root][INFO] - ===> Epoch[333](8656/26): Loss -0.3088, Sem 0.1312, dir -0.7338, norm 0.2938, swav 0.0000 LR: 1.644e-02 Score 95.529 Data time: 0.2085, Forward time: 2.2744, Backward time: 3.0619, DDP time: 0.0047, Total iter time: 5.1589 [2020-11-06 04:30:38,542][root][INFO] - ===> Epoch[333](8657/26): Loss -0.2770, Sem 0.1345, dir -0.7476, norm 0.3360, swav 0.0000 LR: 1.643e-02 Score 95.192 Data time: 0.1417, Forward time: 2.2743, Backward time: 3.0619, DDP time: 0.0047, Total iter time: 4.3966 [2020-11-06 04:30:44,853][root][INFO] - ===> Epoch[333](8658/26): Loss -0.2851, Sem 0.1399, dir -0.7420, norm 0.3170, swav 0.0000 LR: 1.641e-02 Score 95.574 Data time: 0.1946, Forward time: 2.2743, Backward time: 3.0620, DDP time: 0.0047, Total iter time: 6.2315 [2020-11-06 04:30:50,425][root][INFO] - ===> Epoch[334](8659/26): Loss -0.3219, Sem 0.1103, dir -0.7543, norm 0.3221, swav 0.0000 LR: 1.640e-02 Score 96.395 Data time: 0.1726, Forward time: 2.2742, Backward time: 3.0620, DDP time: 0.0047, Total iter time: 5.4588 [2020-11-06 04:30:56,906][root][INFO] - ===> Epoch[334](8660/26): Loss -0.2624, Sem 0.1160, dir -0.7223, norm 0.3439, swav 0.0000 LR: 1.639e-02 Score 96.051 Data time: 0.1929, Forward time: 2.2742, Backward time: 3.0621, DDP time: 0.0047, Total iter time: 6.3839 [2020-11-06 04:31:02,135][root][INFO] - ===> Epoch[334](8661/26): Loss -0.3404, Sem 0.1399, dir -0.7967, norm 0.3164, swav 0.0000 LR: 1.638e-02 Score 95.090 Data time: 0.2574, Forward time: 2.2743, Backward time: 3.0620, DDP time: 0.0047, Total iter time: 5.1091 [2020-11-06 04:31:07,109][root][INFO] - ===> Epoch[334](8662/26): Loss -0.3351, Sem 0.1202, dir -0.7694, norm 0.3141, swav 0.0000 LR: 1.637e-02 Score 96.052 Data time: 0.2287, Forward time: 2.2743, Backward time: 3.0619, DDP time: 0.0047, Total iter time: 4.8543 [2020-11-06 04:31:14,723][root][INFO] - ===> Epoch[334](8663/26): Loss -0.2346, Sem 0.1123, dir -0.6912, norm 0.3443, swav 0.0000 LR: 1.636e-02 Score 96.180 Data time: 0.2749, Forward time: 2.2744, Backward time: 3.0620, DDP time: 0.0047, Total iter time: 7.4911 [2020-11-06 04:31:19,832][root][INFO] - ===> Epoch[334](8664/26): Loss -0.2876, Sem 0.1138, dir -0.7469, norm 0.3455, swav 0.0000 LR: 1.635e-02 Score 96.143 Data time: 0.2264, Forward time: 2.2744, Backward time: 3.0619, DDP time: 0.0047, Total iter time: 4.9589 [2020-11-06 04:31:25,459][root][INFO] - ===> Epoch[334](8665/26): Loss -0.2467, Sem 0.1342, dir -0.7084, norm 0.3275, swav 0.0000 LR: 1.634e-02 Score 95.782 Data time: 0.2059, Forward time: 2.2744, Backward time: 3.0619, DDP time: 0.0047, Total iter time: 5.4980 [2020-11-06 04:31:31,667][root][INFO] - ===> Epoch[334](8666/26): Loss -0.3375, Sem 0.1192, dir -0.7539, norm 0.2972, swav 0.0000 LR: 1.633e-02 Score 96.228 Data time: 0.1662, Forward time: 2.2743, Backward time: 3.0620, DDP time: 0.0047, Total iter time: 6.0919 [2020-11-06 04:31:37,397][root][INFO] - ===> Epoch[334](8667/26): Loss -0.2763, Sem 0.1144, dir -0.7279, norm 0.3371, swav 0.0000 LR: 1.632e-02 Score 95.873 Data time: 0.1676, Forward time: 2.2743, Backward time: 3.0621, DDP time: 0.0047, Total iter time: 5.6591 [2020-11-06 04:31:42,330][root][INFO] - ===> Epoch[334](8668/26): Loss -0.2622, Sem 0.1175, dir -0.7189, norm 0.3393, swav 0.0000 LR: 1.630e-02 Score 96.150 Data time: 0.1643, Forward time: 2.2742, Backward time: 3.0621, DDP time: 0.0047, Total iter time: 4.8430 [2020-11-06 04:31:48,460][root][INFO] - ===> Epoch[334](8669/26): Loss -0.2752, Sem 0.1143, dir -0.7478, norm 0.3583, swav 0.0000 LR: 1.629e-02 Score 96.155 Data time: 0.2077, Forward time: 2.2742, Backward time: 3.0621, DDP time: 0.0047, Total iter time: 6.0663 [2020-11-06 04:31:54,037][root][INFO] - ===> Epoch[334](8670/26): Loss -0.2618, Sem 0.1553, dir -0.7375, norm 0.3203, swav 0.0000 LR: 1.628e-02 Score 95.530 Data time: 0.2052, Forward time: 2.2742, Backward time: 3.0621, DDP time: 0.0047, Total iter time: 5.4723 [2020-11-06 04:31:59,577][root][INFO] - ===> Epoch[334](8671/26): Loss -0.2602, Sem 0.1359, dir -0.7369, norm 0.3408, swav 0.0000 LR: 1.627e-02 Score 95.273 Data time: 0.2232, Forward time: 2.2742, Backward time: 3.0621, DDP time: 0.0047, Total iter time: 5.4375 [2020-11-06 04:32:04,439][root][INFO] - ===> Epoch[334](8672/26): Loss -0.2513, Sem 0.1270, dir -0.7319, norm 0.3535, swav 0.0000 LR: 1.626e-02 Score 95.974 Data time: 0.2208, Forward time: 2.2742, Backward time: 3.0620, DDP time: 0.0047, Total iter time: 4.7270 [2020-11-06 04:32:09,601][root][INFO] - ===> Epoch[334](8673/26): Loss -0.2855, Sem 0.0958, dir -0.7137, norm 0.3324, swav 0.0000 LR: 1.625e-02 Score 96.758 Data time: 0.1607, Forward time: 2.2741, Backward time: 3.0619, DDP time: 0.0047, Total iter time: 5.0386 [2020-11-06 04:32:16,046][root][INFO] - ===> Epoch[334](8674/26): Loss -0.3631, Sem 0.1193, dir -0.7795, norm 0.2972, swav 0.0000 LR: 1.624e-02 Score 95.795 Data time: 0.1703, Forward time: 2.2741, Backward time: 3.0621, DDP time: 0.0047, Total iter time: 6.3665 [2020-11-06 04:32:22,102][root][INFO] - ===> Epoch[334](8675/26): Loss -0.2281, Sem 0.1440, dir -0.7148, norm 0.3427, swav 0.0000 LR: 1.623e-02 Score 94.654 Data time: 0.2020, Forward time: 2.2741, Backward time: 3.0622, DDP time: 0.0047, Total iter time: 5.9507 [2020-11-06 04:32:27,686][root][INFO] - ===> Epoch[334](8676/26): Loss -0.2272, Sem 0.1424, dir -0.6912, norm 0.3217, swav 0.0000 LR: 1.622e-02 Score 95.266 Data time: 0.2247, Forward time: 2.2741, Backward time: 3.0621, DDP time: 0.0047, Total iter time: 5.4659 [2020-11-06 04:32:32,905][root][INFO] - ===> Epoch[334](8677/26): Loss -0.3192, Sem 0.1549, dir -0.7806, norm 0.3066, swav 0.0000 LR: 1.621e-02 Score 95.137 Data time: 0.1808, Forward time: 2.2740, Backward time: 3.0621, DDP time: 0.0047, Total iter time: 5.0861 [2020-11-06 04:32:38,977][root][INFO] - ===> Epoch[334](8678/26): Loss -0.2733, Sem 0.1058, dir -0.7133, norm 0.3341, swav 0.0000 LR: 1.619e-02 Score 96.350 Data time: 0.1732, Forward time: 2.2740, Backward time: 3.0622, DDP time: 0.0047, Total iter time: 5.9829 [2020-11-06 04:32:45,036][root][INFO] - ===> Epoch[334](8679/26): Loss -0.2396, Sem 0.1346, dir -0.7126, norm 0.3384, swav 0.0000 LR: 1.618e-02 Score 95.692 Data time: 0.2134, Forward time: 2.2740, Backward time: 3.0623, DDP time: 0.0047, Total iter time: 5.9715 [2020-11-06 04:32:50,659][root][INFO] - ===> Epoch[334](8680/26): Loss -0.2002, Sem 0.1215, dir -0.6872, norm 0.3656, swav 0.0000 LR: 1.617e-02 Score 95.691 Data time: 0.2666, Forward time: 2.2740, Backward time: 3.0622, DDP time: 0.0047, Total iter time: 5.5224 [2020-11-06 04:32:55,349][root][INFO] - ===> Epoch[334](8681/26): Loss -0.3206, Sem 0.1207, dir -0.7667, norm 0.3253, swav 0.0000 LR: 1.616e-02 Score 96.141 Data time: 0.1864, Forward time: 2.2740, Backward time: 3.0621, DDP time: 0.0047, Total iter time: 4.5415 [2020-11-06 04:33:00,811][root][INFO] - ===> Epoch[334](8682/26): Loss -0.2620, Sem 0.1135, dir -0.7246, norm 0.3490, swav 0.0000 LR: 1.615e-02 Score 96.576 Data time: 0.1944, Forward time: 2.2740, Backward time: 3.0621, DDP time: 0.0047, Total iter time: 5.3576 [2020-11-06 04:33:05,748][root][INFO] - ===> Epoch[334](8683/26): Loss -0.2840, Sem 0.1251, dir -0.7390, norm 0.3298, swav 0.0000 LR: 1.614e-02 Score 95.307 Data time: 0.2314, Forward time: 2.2740, Backward time: 3.0619, DDP time: 0.0047, Total iter time: 4.8123 [2020-11-06 04:33:10,509][root][INFO] - ===> Epoch[334](8684/26): Loss -0.2568, Sem 0.1526, dir -0.7599, norm 0.3506, swav 0.0000 LR: 1.613e-02 Score 95.109 Data time: 0.2233, Forward time: 2.2740, Backward time: 3.0618, DDP time: 0.0047, Total iter time: 4.6499 [2020-11-06 04:33:16,582][root][INFO] - ===> Epoch[335](8685/26): Loss -0.3027, Sem 0.1202, dir -0.7369, norm 0.3140, swav 0.0000 LR: 1.612e-02 Score 95.689 Data time: 0.2835, Forward time: 2.2741, Backward time: 3.0618, DDP time: 0.0047, Total iter time: 5.9536 [2020-11-06 04:33:23,165][root][INFO] - ===> Epoch[335](8686/26): Loss -0.2834, Sem 0.0987, dir -0.7147, norm 0.3325, swav 0.0000 LR: 1.611e-02 Score 97.079 Data time: 0.1835, Forward time: 2.2741, Backward time: 3.0619, DDP time: 0.0047, Total iter time: 6.4441 [2020-11-06 04:33:29,193][root][INFO] - ===> Epoch[335](8687/26): Loss -0.2742, Sem 0.1066, dir -0.7038, norm 0.3230, swav 0.0000 LR: 1.610e-02 Score 96.790 Data time: 0.2344, Forward time: 2.2741, Backward time: 3.0619, DDP time: 0.0047, Total iter time: 5.9036 [2020-11-06 04:33:35,143][root][INFO] - ===> Epoch[335](8688/26): Loss -0.2487, Sem 0.1326, dir -0.7043, norm 0.3230, swav 0.0000 LR: 1.608e-02 Score 95.709 Data time: 0.1637, Forward time: 2.2740, Backward time: 3.0620, DDP time: 0.0047, Total iter time: 5.8186 [2020-11-06 04:33:40,206][root][INFO] - ===> Epoch[335](8689/26): Loss -0.2759, Sem 0.1442, dir -0.7308, norm 0.3107, swav 0.0000 LR: 1.607e-02 Score 95.582 Data time: 0.1964, Forward time: 2.2740, Backward time: 3.0619, DDP time: 0.0047, Total iter time: 4.9807 [2020-11-06 04:33:45,015][root][INFO] - ===> Epoch[335](8690/26): Loss -0.3229, Sem 0.1166, dir -0.7625, norm 0.3230, swav 0.0000 LR: 1.606e-02 Score 95.647 Data time: 0.1677, Forward time: 2.2740, Backward time: 3.0619, DDP time: 0.0047, Total iter time: 4.6703 [2020-11-06 04:33:49,662][root][INFO] - ===> Epoch[335](8691/26): Loss -0.3265, Sem 0.1223, dir -0.7549, norm 0.3061, swav 0.0000 LR: 1.605e-02 Score 96.380 Data time: 0.1756, Forward time: 2.2739, Backward time: 3.0618, DDP time: 0.0047, Total iter time: 4.5383 [2020-11-06 04:33:54,492][root][INFO] - ===> Epoch[335](8692/26): Loss -0.2895, Sem 0.1214, dir -0.7174, norm 0.3065, swav 0.0000 LR: 1.604e-02 Score 96.181 Data time: 0.2119, Forward time: 2.2739, Backward time: 3.0617, DDP time: 0.0047, Total iter time: 4.7156 [2020-11-06 04:34:00,874][root][INFO] - ===> Epoch[335](8693/26): Loss -0.2548, Sem 0.1455, dir -0.7265, norm 0.3261, swav 0.0000 LR: 1.603e-02 Score 95.218 Data time: 0.1963, Forward time: 2.2739, Backward time: 3.0618, DDP time: 0.0047, Total iter time: 6.2453 [2020-11-06 04:34:06,694][root][INFO] - ===> Epoch[335](8694/26): Loss -0.2745, Sem 0.1083, dir -0.7145, norm 0.3318, swav 0.0000 LR: 1.602e-02 Score 96.262 Data time: 0.2246, Forward time: 2.2739, Backward time: 3.0618, DDP time: 0.0047, Total iter time: 5.7094 [2020-11-06 04:34:12,191][root][INFO] - ===> Epoch[335](8695/26): Loss -0.2546, Sem 0.1137, dir -0.7126, norm 0.3444, swav 0.0000 LR: 1.601e-02 Score 95.991 Data time: 0.2543, Forward time: 2.2739, Backward time: 3.0617, DDP time: 0.0047, Total iter time: 5.3679 [2020-11-06 04:34:18,967][root][INFO] - ===> Epoch[335](8696/26): Loss -0.2656, Sem 0.1148, dir -0.7121, norm 0.3318, swav 0.0000 LR: 1.600e-02 Score 95.899 Data time: 0.2416, Forward time: 2.2739, Backward time: 3.0618, DDP time: 0.0047, Total iter time: 6.6307 [2020-11-06 04:34:24,031][root][INFO] - ===> Epoch[335](8697/26): Loss -0.2540, Sem 0.1396, dir -0.7428, norm 0.3492, swav 0.0000 LR: 1.598e-02 Score 95.741 Data time: 0.2083, Forward time: 2.2739, Backward time: 3.0618, DDP time: 0.0047, Total iter time: 4.9568 [2020-11-06 04:34:29,183][root][INFO] - ===> Epoch[335](8698/26): Loss -0.3296, Sem 0.1045, dir -0.7543, norm 0.3202, swav 0.0000 LR: 1.597e-02 Score 96.594 Data time: 0.1968, Forward time: 2.2739, Backward time: 3.0617, DDP time: 0.0047, Total iter time: 5.0304 [2020-11-06 04:34:34,522][root][INFO] - ===> Epoch[335](8699/26): Loss -0.2774, Sem 0.1211, dir -0.7243, norm 0.3258, swav 0.0000 LR: 1.596e-02 Score 95.358 Data time: 0.2257, Forward time: 2.2739, Backward time: 3.0617, DDP time: 0.0047, Total iter time: 5.2419 [2020-11-06 04:34:40,127][root][INFO] - ===> Epoch[335](8700/26): Loss -0.2899, Sem 0.1096, dir -0.7584, norm 0.3588, swav 0.0000 LR: 1.595e-02 Score 96.461 Data time: 0.1659, Forward time: 2.2739, Backward time: 3.0617, DDP time: 0.0047, Total iter time: 5.4567 [2020-11-06 04:34:45,701][root][INFO] - ===> Epoch[335](8701/26): Loss -0.2483, Sem 0.1144, dir -0.7260, norm 0.3634, swav 0.0000 LR: 1.594e-02 Score 96.438 Data time: 0.1945, Forward time: 2.2738, Backward time: 3.0617, DDP time: 0.0047, Total iter time: 5.4602 [2020-11-06 04:34:51,474][root][INFO] - ===> Epoch[335](8702/26): Loss -0.2588, Sem 0.1361, dir -0.7313, norm 0.3363, swav 0.0000 LR: 1.593e-02 Score 95.492 Data time: 0.2659, Forward time: 2.2738, Backward time: 3.0617, DDP time: 0.0047, Total iter time: 5.6514 [2020-11-06 04:34:57,201][root][INFO] - ===> Epoch[335](8703/26): Loss -0.2638, Sem 0.1076, dir -0.7184, norm 0.3470, swav 0.0000 LR: 1.592e-02 Score 96.129 Data time: 0.2605, Forward time: 2.2739, Backward time: 3.0617, DDP time: 0.0047, Total iter time: 5.6052 [2020-11-06 04:35:04,211][root][INFO] - ===> Epoch[335](8704/26): Loss -0.2237, Sem 0.1631, dir -0.7424, norm 0.3556, swav 0.0000 LR: 1.591e-02 Score 95.211 Data time: 0.3157, Forward time: 2.2740, Backward time: 3.0617, DDP time: 0.0047, Total iter time: 6.8682 [2020-11-06 04:35:10,611][root][INFO] - ===> Epoch[335](8705/26): Loss -0.2683, Sem 0.1060, dir -0.7152, norm 0.3409, swav 0.0000 LR: 1.590e-02 Score 96.479 Data time: 0.1725, Forward time: 2.2740, Backward time: 3.0618, DDP time: 0.0047, Total iter time: 6.2647 [2020-11-06 04:35:15,973][root][INFO] - ===> Epoch[335](8706/26): Loss -0.3707, Sem 0.1126, dir -0.7833, norm 0.3001, swav 0.0000 LR: 1.589e-02 Score 96.099 Data time: 0.1857, Forward time: 2.2739, Backward time: 3.0618, DDP time: 0.0047, Total iter time: 5.2240 [2020-11-06 04:35:22,486][root][INFO] - ===> Epoch[335](8707/26): Loss -0.2354, Sem 0.1358, dir -0.7156, norm 0.3444, swav 0.0000 LR: 1.587e-02 Score 94.951 Data time: 0.2107, Forward time: 2.2739, Backward time: 3.0619, DDP time: 0.0047, Total iter time: 6.3838 [2020-11-06 04:35:28,165][root][INFO] - ===> Epoch[335](8708/26): Loss -0.3172, Sem 0.1065, dir -0.7306, norm 0.3070, swav 0.0000 LR: 1.586e-02 Score 96.204 Data time: 0.2583, Forward time: 2.2739, Backward time: 3.0619, DDP time: 0.0047, Total iter time: 5.5949 [2020-11-06 04:35:33,475][root][INFO] - ===> Epoch[335](8709/26): Loss -0.3073, Sem 0.1159, dir -0.7317, norm 0.3085, swav 0.0000 LR: 1.585e-02 Score 96.280 Data time: 0.2460, Forward time: 2.2739, Backward time: 3.0618, DDP time: 0.0047, Total iter time: 5.1759 [2020-11-06 04:35:39,759][root][INFO] - ===> Epoch[335](8710/26): Loss -0.2111, Sem 0.1253, dir -0.7036, norm 0.3672, swav 0.0000 LR: 1.584e-02 Score 95.836 Data time: 0.2311, Forward time: 2.2739, Backward time: 3.0619, DDP time: 0.0047, Total iter time: 6.1664 [2020-11-06 04:35:45,239][root][INFO] - ===> Epoch[336](8711/26): Loss -0.2230, Sem 0.1187, dir -0.6958, norm 0.3541, swav 0.0000 LR: 1.583e-02 Score 95.860 Data time: 0.2667, Forward time: 2.2740, Backward time: 3.0618, DDP time: 0.0047, Total iter time: 5.3407 [2020-11-06 04:35:51,453][root][INFO] - ===> Epoch[336](8712/26): Loss -0.3045, Sem 0.1303, dir -0.7486, norm 0.3138, swav 0.0000 LR: 1.582e-02 Score 95.594 Data time: 0.2473, Forward time: 2.2741, Backward time: 3.0618, DDP time: 0.0047, Total iter time: 6.0998 [2020-11-06 04:35:56,845][root][INFO] - ===> Epoch[336](8713/26): Loss -0.3615, Sem 0.1047, dir -0.7518, norm 0.2856, swav 0.0000 LR: 1.581e-02 Score 96.422 Data time: 0.1588, Forward time: 2.2740, Backward time: 3.0618, DDP time: 0.0047, Total iter time: 5.2703 [2020-11-06 04:36:01,919][root][INFO] - ===> Epoch[336](8714/26): Loss -0.2993, Sem 0.1143, dir -0.7623, norm 0.3487, swav 0.0000 LR: 1.580e-02 Score 96.242 Data time: 0.1742, Forward time: 2.2740, Backward time: 3.0617, DDP time: 0.0047, Total iter time: 4.9827 [2020-11-06 04:36:06,353][root][INFO] - ===> Epoch[336](8715/26): Loss -0.2962, Sem 0.1259, dir -0.7506, norm 0.3285, swav 0.0000 LR: 1.579e-02 Score 96.335 Data time: 0.2099, Forward time: 2.2739, Backward time: 3.0616, DDP time: 0.0047, Total iter time: 4.3284 [2020-11-06 04:36:11,956][root][INFO] - ===> Epoch[336](8716/26): Loss -0.2002, Sem 0.1262, dir -0.6976, norm 0.3712, swav 0.0000 LR: 1.578e-02 Score 95.564 Data time: 0.2356, Forward time: 2.2740, Backward time: 3.0616, DDP time: 0.0047, Total iter time: 5.5016 [2020-11-06 04:36:16,723][root][INFO] - ===> Epoch[336](8717/26): Loss -0.3077, Sem 0.1241, dir -0.7510, norm 0.3192, swav 0.0000 LR: 1.576e-02 Score 95.184 Data time: 0.1971, Forward time: 2.2739, Backward time: 3.0615, DDP time: 0.0047, Total iter time: 4.6325 [2020-11-06 04:36:21,531][root][INFO] - ===> Epoch[336](8718/26): Loss -0.2404, Sem 0.1429, dir -0.7116, norm 0.3283, swav 0.0000 LR: 1.575e-02 Score 95.099 Data time: 0.1880, Forward time: 2.2739, Backward time: 3.0614, DDP time: 0.0047, Total iter time: 4.7044 [2020-11-06 04:36:27,906][root][INFO] - ===> Epoch[336](8719/26): Loss -0.2470, Sem 0.1427, dir -0.7239, norm 0.3342, swav 0.0000 LR: 1.574e-02 Score 95.720 Data time: 0.2372, Forward time: 2.2739, Backward time: 3.0615, DDP time: 0.0047, Total iter time: 6.2974 [2020-11-06 04:36:32,918][root][INFO] - ===> Epoch[336](8720/26): Loss -0.2710, Sem 0.1413, dir -0.7444, norm 0.3321, swav 0.0000 LR: 1.573e-02 Score 95.316 Data time: 0.1944, Forward time: 2.2739, Backward time: 3.0614, DDP time: 0.0047, Total iter time: 4.8894 [2020-11-06 04:36:38,205][root][INFO] - ===> Epoch[336](8721/26): Loss -0.2802, Sem 0.1060, dir -0.7372, norm 0.3510, swav 0.0000 LR: 1.572e-02 Score 96.653 Data time: 0.2047, Forward time: 2.2739, Backward time: 3.0614, DDP time: 0.0047, Total iter time: 5.1777 [2020-11-06 04:36:43,559][root][INFO] - ===> Epoch[336](8722/26): Loss -0.2881, Sem 0.1473, dir -0.7431, norm 0.3077, swav 0.0000 LR: 1.571e-02 Score 95.145 Data time: 0.2286, Forward time: 2.2739, Backward time: 3.0613, DDP time: 0.0047, Total iter time: 5.2382 [2020-11-06 04:36:49,226][root][INFO] - ===> Epoch[336](8723/26): Loss -0.2385, Sem 0.1231, dir -0.7133, norm 0.3517, swav 0.0000 LR: 1.570e-02 Score 95.820 Data time: 0.2418, Forward time: 2.2739, Backward time: 3.0613, DDP time: 0.0047, Total iter time: 5.5396 [2020-11-06 04:36:55,706][root][INFO] - ===> Epoch[336](8724/26): Loss -0.2698, Sem 0.1378, dir -0.7298, norm 0.3222, swav 0.0000 LR: 1.569e-02 Score 95.373 Data time: 0.3008, Forward time: 2.2740, Backward time: 3.0613, DDP time: 0.0047, Total iter time: 6.3520 [2020-11-06 04:37:01,139][root][INFO] - ===> Epoch[336](8725/26): Loss -0.3022, Sem 0.1179, dir -0.7371, norm 0.3170, swav 0.0000 LR: 1.568e-02 Score 96.033 Data time: 0.2071, Forward time: 2.2740, Backward time: 3.0613, DDP time: 0.0047, Total iter time: 5.3112 [2020-11-06 04:37:06,370][root][INFO] - ===> Epoch[336](8726/26): Loss -0.3400, Sem 0.1293, dir -0.7756, norm 0.3062, swav 0.0000 LR: 1.566e-02 Score 95.929 Data time: 0.2797, Forward time: 2.2740, Backward time: 3.0612, DDP time: 0.0047, Total iter time: 5.1172 [2020-11-06 04:37:13,079][root][INFO] - ===> Epoch[336](8727/26): Loss -0.2791, Sem 0.1203, dir -0.7446, norm 0.3452, swav 0.0000 LR: 1.565e-02 Score 96.327 Data time: 0.2494, Forward time: 2.2741, Backward time: 3.0613, DDP time: 0.0047, Total iter time: 6.5939 [2020-11-06 04:37:18,614][root][INFO] - ===> Epoch[336](8728/26): Loss -0.2885, Sem 0.1270, dir -0.7490, norm 0.3335, swav 0.0000 LR: 1.564e-02 Score 95.742 Data time: 0.2571, Forward time: 2.2741, Backward time: 3.0612, DDP time: 0.0047, Total iter time: 5.3989 [2020-11-06 04:37:25,458][root][INFO] - ===> Epoch[336](8729/26): Loss -0.2475, Sem 0.1130, dir -0.7089, norm 0.3485, swav 0.0000 LR: 1.563e-02 Score 95.876 Data time: 0.2154, Forward time: 2.2741, Backward time: 3.0613, DDP time: 0.0047, Total iter time: 6.7042 [2020-11-06 04:37:32,316][root][INFO] - ===> Epoch[336](8730/26): Loss -0.2912, Sem 0.1105, dir -0.7418, norm 0.3401, swav 0.0000 LR: 1.562e-02 Score 96.056 Data time: 0.2642, Forward time: 2.2742, Backward time: 3.0613, DDP time: 0.0047, Total iter time: 6.7364 [2020-11-06 04:37:38,334][root][INFO] - ===> Epoch[336](8731/26): Loss -0.3378, Sem 0.1138, dir -0.7502, norm 0.2986, swav 0.0000 LR: 1.561e-02 Score 96.265 Data time: 0.2754, Forward time: 2.2743, Backward time: 3.0613, DDP time: 0.0047, Total iter time: 5.8718 [2020-11-06 04:37:43,148][root][INFO] - ===> Epoch[336](8732/26): Loss -0.3119, Sem 0.1377, dir -0.7614, norm 0.3118, swav 0.0000 LR: 1.560e-02 Score 95.055 Data time: 0.2026, Forward time: 2.2743, Backward time: 3.0612, DDP time: 0.0047, Total iter time: 4.6899 [2020-11-06 04:37:48,139][root][INFO] - ===> Epoch[336](8733/26): Loss -0.2969, Sem 0.1180, dir -0.7253, norm 0.3103, swav 0.0000 LR: 1.559e-02 Score 96.167 Data time: 0.2158, Forward time: 2.2743, Backward time: 3.0611, DDP time: 0.0047, Total iter time: 4.8725 [2020-11-06 04:37:54,752][root][INFO] - ===> Epoch[336](8734/26): Loss -0.3289, Sem 0.1067, dir -0.7648, norm 0.3291, swav 0.0000 LR: 1.558e-02 Score 96.102 Data time: 0.1682, Forward time: 2.2742, Backward time: 3.0612, DDP time: 0.0047, Total iter time: 6.5047 [2020-11-06 04:37:59,442][root][INFO] - ===> Epoch[336](8735/26): Loss -0.3438, Sem 0.0989, dir -0.7568, norm 0.3141, swav 0.0000 LR: 1.557e-02 Score 96.725 Data time: 0.1808, Forward time: 2.2742, Backward time: 3.0612, DDP time: 0.0047, Total iter time: 4.5910 [2020-11-06 04:38:05,575][root][INFO] - ===> Epoch[336](8736/26): Loss -0.2930, Sem 0.1051, dir -0.7262, norm 0.3282, swav 0.0000 LR: 1.555e-02 Score 96.646 Data time: 0.1784, Forward time: 2.2741, Backward time: 3.0613, DDP time: 0.0047, Total iter time: 6.0420 [2020-11-06 04:38:10,945][root][INFO] - ===> Epoch[337](8737/26): Loss -0.2837, Sem 0.1213, dir -0.7619, norm 0.3568, swav 0.0000 LR: 1.554e-02 Score 96.148 Data time: 0.1799, Forward time: 2.2741, Backward time: 3.0613, DDP time: 0.0047, Total iter time: 5.2667 [2020-11-06 04:38:16,346][root][INFO] - ===> Epoch[337](8738/26): Loss -0.2945, Sem 0.1211, dir -0.7362, norm 0.3207, swav 0.0000 LR: 1.553e-02 Score 96.221 Data time: 0.1662, Forward time: 2.2740, Backward time: 3.0613, DDP time: 0.0047, Total iter time: 5.2845 [2020-11-06 04:38:23,979][root][INFO] - ===> Epoch[337](8739/26): Loss -0.3153, Sem 0.1118, dir -0.7450, norm 0.3179, swav 0.0000 LR: 1.552e-02 Score 95.786 Data time: 0.1938, Forward time: 2.2740, Backward time: 3.0615, DDP time: 0.0047, Total iter time: 7.5540 [2020-11-06 04:38:30,319][root][INFO] - ===> Epoch[337](8740/26): Loss -0.2993, Sem 0.1330, dir -0.7494, norm 0.3172, swav 0.0000 LR: 1.551e-02 Score 95.563 Data time: 0.1567, Forward time: 2.2739, Backward time: 3.0617, DDP time: 0.0047, Total iter time: 6.2500 [2020-11-06 04:38:36,841][root][INFO] - ===> Epoch[337](8741/26): Loss -0.2939, Sem 0.1113, dir -0.7103, norm 0.3051, swav 0.0000 LR: 1.550e-02 Score 96.288 Data time: 0.3347, Forward time: 2.2741, Backward time: 3.0617, DDP time: 0.0047, Total iter time: 6.4520 [2020-11-06 04:38:42,498][root][INFO] - ===> Epoch[337](8742/26): Loss -0.2492, Sem 0.1240, dir -0.6967, norm 0.3235, swav 0.0000 LR: 1.549e-02 Score 95.970 Data time: 0.2891, Forward time: 2.2741, Backward time: 3.0616, DDP time: 0.0047, Total iter time: 5.5230 [2020-11-06 04:38:48,176][root][INFO] - ===> Epoch[337](8743/26): Loss -0.2828, Sem 0.1103, dir -0.7381, norm 0.3450, swav 0.0000 LR: 1.548e-02 Score 96.042 Data time: 0.2692, Forward time: 2.2742, Backward time: 3.0615, DDP time: 0.0047, Total iter time: 5.5449 [2020-11-06 04:38:53,987][root][INFO] - ===> Epoch[337](8744/26): Loss -0.3398, Sem 0.0975, dir -0.7435, norm 0.3062, swav 0.0000 LR: 1.547e-02 Score 96.597 Data time: 0.1842, Forward time: 2.2741, Backward time: 3.0616, DDP time: 0.0047, Total iter time: 5.6729 [2020-11-06 04:38:59,706][root][INFO] - ===> Epoch[337](8745/26): Loss -0.2689, Sem 0.1149, dir -0.6986, norm 0.3147, swav 0.0000 LR: 1.545e-02 Score 96.213 Data time: 0.1851, Forward time: 2.2741, Backward time: 3.0616, DDP time: 0.0047, Total iter time: 5.6033 [2020-11-06 04:39:04,834][root][INFO] - ===> Epoch[337](8746/26): Loss -0.2699, Sem 0.1344, dir -0.7306, norm 0.3263, swav 0.0000 LR: 1.544e-02 Score 95.657 Data time: 0.1929, Forward time: 2.2740, Backward time: 3.0616, DDP time: 0.0047, Total iter time: 5.0135 [2020-11-06 04:39:10,890][root][INFO] - ===> Epoch[337](8747/26): Loss -0.3670, Sem 0.1068, dir -0.7655, norm 0.2916, swav 0.0000 LR: 1.543e-02 Score 96.119 Data time: 0.1803, Forward time: 2.2740, Backward time: 3.0617, DDP time: 0.0047, Total iter time: 5.9612 [2020-11-06 04:39:16,649][root][INFO] - ===> Epoch[337](8748/26): Loss -0.2247, Sem 0.1218, dir -0.7281, norm 0.3816, swav 0.0000 LR: 1.542e-02 Score 96.080 Data time: 0.2190, Forward time: 2.2740, Backward time: 3.0617, DDP time: 0.0047, Total iter time: 5.6500 [2020-11-06 04:39:20,681][root][INFO] - ===> Epoch[337](8749/26): Loss -0.3154, Sem 0.1498, dir -0.7738, norm 0.3086, swav 0.0000 LR: 1.541e-02 Score 95.172 Data time: 0.1793, Forward time: 2.2740, Backward time: 3.0615, DDP time: 0.0047, Total iter time: 3.8974 [2020-11-06 04:39:25,897][root][INFO] - ===> Epoch[337](8750/26): Loss -0.3179, Sem 0.1331, dir -0.7662, norm 0.3152, swav 0.0000 LR: 1.540e-02 Score 95.843 Data time: 0.1955, Forward time: 2.2739, Backward time: 3.0615, DDP time: 0.0047, Total iter time: 5.1157 [2020-11-06 04:39:32,661][root][INFO] - ===> Epoch[337](8751/26): Loss -0.3196, Sem 0.1102, dir -0.7853, norm 0.3555, swav 0.0000 LR: 1.539e-02 Score 95.756 Data time: 0.3315, Forward time: 2.2740, Backward time: 3.0615, DDP time: 0.0047, Total iter time: 6.6691 [2020-11-06 04:39:39,280][root][INFO] - ===> Epoch[337](8752/26): Loss -0.2691, Sem 0.1105, dir -0.7259, norm 0.3463, swav 0.0000 LR: 1.538e-02 Score 96.454 Data time: 0.3094, Forward time: 2.2742, Backward time: 3.0615, DDP time: 0.0047, Total iter time: 6.4866 [2020-11-06 04:39:45,649][root][INFO] - ===> Epoch[337](8753/26): Loss -0.3434, Sem 0.1018, dir -0.7555, norm 0.3103, swav 0.0000 LR: 1.537e-02 Score 96.577 Data time: 0.1972, Forward time: 2.2741, Backward time: 3.0615, DDP time: 0.0047, Total iter time: 6.2184 [2020-11-06 04:39:52,391][root][INFO] - ===> Epoch[337](8754/26): Loss -0.2116, Sem 0.1152, dir -0.6777, norm 0.3508, swav 0.0000 LR: 1.535e-02 Score 96.426 Data time: 0.2126, Forward time: 2.2741, Backward time: 3.0617, DDP time: 0.0047, Total iter time: 6.6376 [2020-11-06 04:39:58,336][root][INFO] - ===> Epoch[337](8755/26): Loss -0.2597, Sem 0.1103, dir -0.7200, norm 0.3500, swav 0.0000 LR: 1.534e-02 Score 96.807 Data time: 0.2215, Forward time: 2.2742, Backward time: 3.0617, DDP time: 0.0047, Total iter time: 5.8388 [2020-11-06 04:40:03,944][root][INFO] - ===> Epoch[337](8756/26): Loss -0.3461, Sem 0.1054, dir -0.7823, norm 0.3309, swav 0.0000 LR: 1.533e-02 Score 96.605 Data time: 0.1764, Forward time: 2.2741, Backward time: 3.0617, DDP time: 0.0047, Total iter time: 5.4832 [2020-11-06 04:40:10,155][root][INFO] - ===> Epoch[337](8757/26): Loss -0.2771, Sem 0.1078, dir -0.7231, norm 0.3381, swav 0.0000 LR: 1.532e-02 Score 96.304 Data time: 0.1927, Forward time: 2.2741, Backward time: 3.0618, DDP time: 0.0047, Total iter time: 6.1298 [2020-11-06 04:40:16,940][root][INFO] - ===> Epoch[337](8758/26): Loss -0.2716, Sem 0.1393, dir -0.7577, norm 0.3468, swav 0.0000 LR: 1.531e-02 Score 95.202 Data time: 0.2056, Forward time: 2.2741, Backward time: 3.0619, DDP time: 0.0047, Total iter time: 6.6742 [2020-11-06 04:40:23,005][root][INFO] - ===> Epoch[337](8759/26): Loss -0.3130, Sem 0.0968, dir -0.7366, norm 0.3268, swav 0.0000 LR: 1.530e-02 Score 96.884 Data time: 0.2824, Forward time: 2.2742, Backward time: 3.0618, DDP time: 0.0047, Total iter time: 5.9625 [2020-11-06 04:40:30,735][root][INFO] - ===> Epoch[337](8760/26): Loss -0.2889, Sem 0.1318, dir -0.7406, norm 0.3198, swav 0.0000 LR: 1.529e-02 Score 95.543 Data time: 0.1811, Forward time: 2.2741, Backward time: 3.0621, DDP time: 0.0047, Total iter time: 7.6005 [2020-11-06 04:40:36,885][root][INFO] - ===> Epoch[337](8761/26): Loss -0.2874, Sem 0.1012, dir -0.7412, norm 0.3526, swav 0.0000 LR: 1.528e-02 Score 96.356 Data time: 0.2090, Forward time: 2.2742, Backward time: 3.0621, DDP time: 0.0047, Total iter time: 6.0713 [2020-11-06 04:40:41,671][root][INFO] - ===> Epoch[337](8762/26): Loss -0.3274, Sem 0.1084, dir -0.7632, norm 0.3273, swav 0.0000 LR: 1.527e-02 Score 95.976 Data time: 0.1958, Forward time: 2.2741, Backward time: 3.0620, DDP time: 0.0047, Total iter time: 4.6746 [2020-11-06 04:40:46,178][root][INFO] - ===> Epoch[338](8763/26): Loss -0.2464, Sem 0.1272, dir -0.7285, norm 0.3549, swav 0.0000 LR: 1.525e-02 Score 95.847 Data time: 0.2074, Forward time: 2.2741, Backward time: 3.0619, DDP time: 0.0047, Total iter time: 4.4106 [2020-11-06 04:40:51,712][root][INFO] - ===> Epoch[338](8764/26): Loss -0.3223, Sem 0.1173, dir -0.7457, norm 0.3061, swav 0.0000 LR: 1.524e-02 Score 96.565 Data time: 0.1947, Forward time: 2.2741, Backward time: 3.0619, DDP time: 0.0047, Total iter time: 5.4280 [2020-11-06 04:40:56,179][root][INFO] - ===> Epoch[338](8765/26): Loss -0.2835, Sem 0.1047, dir -0.7331, norm 0.3449, swav 0.0000 LR: 1.523e-02 Score 96.308 Data time: 0.1796, Forward time: 2.2741, Backward time: 3.0618, DDP time: 0.0047, Total iter time: 4.3628 [2020-11-06 04:41:01,139][root][INFO] - ===> Epoch[338](8766/26): Loss -0.3231, Sem 0.1112, dir -0.7535, norm 0.3192, swav 0.0000 LR: 1.522e-02 Score 96.606 Data time: 0.1539, Forward time: 2.2740, Backward time: 3.0618, DDP time: 0.0047, Total iter time: 4.8694 [2020-11-06 04:41:06,716][root][INFO] - ===> Epoch[338](8767/26): Loss -0.3032, Sem 0.1103, dir -0.7531, norm 0.3397, swav 0.0000 LR: 1.521e-02 Score 96.112 Data time: 0.1801, Forward time: 2.2740, Backward time: 3.0618, DDP time: 0.0047, Total iter time: 5.4882 [2020-11-06 04:41:12,598][root][INFO] - ===> Epoch[338](8768/26): Loss -0.3318, Sem 0.1216, dir -0.7585, norm 0.3051, swav 0.0000 LR: 1.520e-02 Score 95.717 Data time: 0.1552, Forward time: 2.2739, Backward time: 3.0619, DDP time: 0.0047, Total iter time: 5.7707 [2020-11-06 04:41:17,296][root][INFO] - ===> Epoch[338](8769/26): Loss -0.2850, Sem 0.1197, dir -0.7356, norm 0.3309, swav 0.0000 LR: 1.519e-02 Score 96.121 Data time: 0.1743, Forward time: 2.2738, Backward time: 3.0618, DDP time: 0.0047, Total iter time: 4.6099 [2020-11-06 04:41:22,565][root][INFO] - ===> Epoch[338](8770/26): Loss -0.2843, Sem 0.1209, dir -0.7308, norm 0.3256, swav 0.0000 LR: 1.518e-02 Score 95.857 Data time: 0.2136, Forward time: 2.2738, Backward time: 3.0618, DDP time: 0.0047, Total iter time: 5.1644 [2020-11-06 04:41:27,510][root][INFO] - ===> Epoch[338](8771/26): Loss -0.3610, Sem 0.1018, dir -0.7811, norm 0.3183, swav 0.0000 LR: 1.517e-02 Score 96.476 Data time: 0.2404, Forward time: 2.2739, Backward time: 3.0617, DDP time: 0.0047, Total iter time: 4.8280 [2020-11-06 04:41:32,666][root][INFO] - ===> Epoch[338](8772/26): Loss -0.3257, Sem 0.1038, dir -0.7623, norm 0.3328, swav 0.0000 LR: 1.516e-02 Score 96.992 Data time: 0.2083, Forward time: 2.2739, Backward time: 3.0616, DDP time: 0.0047, Total iter time: 5.0284 [2020-11-06 04:41:38,128][root][INFO] - ===> Epoch[338](8773/26): Loss -0.3372, Sem 0.1075, dir -0.7664, norm 0.3217, swav 0.0000 LR: 1.514e-02 Score 96.051 Data time: 0.1943, Forward time: 2.2738, Backward time: 3.0616, DDP time: 0.0047, Total iter time: 5.3428 [2020-11-06 04:41:43,982][root][INFO] - ===> Epoch[338](8774/26): Loss -0.2505, Sem 0.1376, dir -0.7294, norm 0.3414, swav 0.0000 LR: 1.513e-02 Score 95.723 Data time: 0.2044, Forward time: 2.2738, Backward time: 3.0616, DDP time: 0.0047, Total iter time: 5.7455 [2020-11-06 04:41:49,394][root][INFO] - ===> Epoch[338](8775/26): Loss -0.2818, Sem 0.0982, dir -0.7101, norm 0.3301, swav 0.0000 LR: 1.512e-02 Score 97.010 Data time: 0.2574, Forward time: 2.2739, Backward time: 3.0615, DDP time: 0.0047, Total iter time: 5.2772 [2020-11-06 04:41:54,479][root][INFO] - ===> Epoch[338](8776/26): Loss -0.2639, Sem 0.1293, dir -0.7271, norm 0.3339, swav 0.0000 LR: 1.511e-02 Score 95.576 Data time: 0.2198, Forward time: 2.2739, Backward time: 3.0615, DDP time: 0.0047, Total iter time: 4.9386 [2020-11-06 04:42:00,631][root][INFO] - ===> Epoch[338](8777/26): Loss -0.2364, Sem 0.1281, dir -0.7108, norm 0.3463, swav 0.0000 LR: 1.510e-02 Score 95.884 Data time: 0.2386, Forward time: 2.2739, Backward time: 3.0614, DDP time: 0.0047, Total iter time: 6.0245 [2020-11-06 04:42:07,107][root][INFO] - ===> Epoch[338](8778/26): Loss -0.3348, Sem 0.1028, dir -0.7453, norm 0.3077, swav 0.0000 LR: 1.509e-02 Score 96.406 Data time: 0.1690, Forward time: 2.2739, Backward time: 3.0616, DDP time: 0.0047, Total iter time: 6.3292 [2020-11-06 04:42:13,752][root][INFO] - ===> Epoch[338](8779/26): Loss -0.2513, Sem 0.1255, dir -0.7247, norm 0.3479, swav 0.0000 LR: 1.508e-02 Score 95.843 Data time: 0.1895, Forward time: 2.2738, Backward time: 3.0617, DDP time: 0.0047, Total iter time: 6.5380 [2020-11-06 04:42:20,078][root][INFO] - ===> Epoch[338](8780/26): Loss -0.2352, Sem 0.1381, dir -0.7260, norm 0.3527, swav 0.0000 LR: 1.507e-02 Score 95.317 Data time: 0.2063, Forward time: 2.2738, Backward time: 3.0618, DDP time: 0.0047, Total iter time: 6.2126 [2020-11-06 04:42:26,498][root][INFO] - ===> Epoch[338](8781/26): Loss -0.2935, Sem 0.1113, dir -0.7416, norm 0.3367, swav 0.0000 LR: 1.506e-02 Score 96.250 Data time: 0.2060, Forward time: 2.2738, Backward time: 3.0619, DDP time: 0.0047, Total iter time: 6.2965 [2020-11-06 04:42:31,947][root][INFO] - ===> Epoch[338](8782/26): Loss -0.2694, Sem 0.1392, dir -0.7309, norm 0.3223, swav 0.0000 LR: 1.504e-02 Score 96.033 Data time: 0.2601, Forward time: 2.2738, Backward time: 3.0618, DDP time: 0.0047, Total iter time: 5.3494 [2020-11-06 04:42:38,241][root][INFO] - ===> Epoch[338](8783/26): Loss -0.2716, Sem 0.1297, dir -0.7181, norm 0.3168, swav 0.0000 LR: 1.503e-02 Score 95.837 Data time: 0.1775, Forward time: 2.2738, Backward time: 3.0619, DDP time: 0.0047, Total iter time: 6.1516 [2020-11-06 04:42:44,017][root][INFO] - ===> Epoch[338](8784/26): Loss -0.2939, Sem 0.1114, dir -0.7275, norm 0.3222, swav 0.0000 LR: 1.502e-02 Score 96.192 Data time: 0.1765, Forward time: 2.2737, Backward time: 3.0620, DDP time: 0.0047, Total iter time: 5.6515 [2020-11-06 04:42:51,369][root][INFO] - ===> Epoch[338](8785/26): Loss -0.3370, Sem 0.1139, dir -0.7671, norm 0.3162, swav 0.0000 LR: 1.501e-02 Score 96.473 Data time: 0.2113, Forward time: 2.2737, Backward time: 3.0622, DDP time: 0.0047, Total iter time: 7.2700 [2020-11-06 04:42:56,820][root][INFO] - ===> Epoch[338](8786/26): Loss -0.3598, Sem 0.1183, dir -0.7683, norm 0.2903, swav 0.0000 LR: 1.500e-02 Score 96.114 Data time: 0.2742, Forward time: 2.2738, Backward time: 3.0621, DDP time: 0.0047, Total iter time: 5.3385 [2020-11-06 04:43:02,277][root][INFO] - ===> Epoch[338](8787/26): Loss -0.3007, Sem 0.1094, dir -0.7497, norm 0.3396, swav 0.0000 LR: 1.499e-02 Score 95.977 Data time: 0.2449, Forward time: 2.2738, Backward time: 3.0620, DDP time: 0.0047, Total iter time: 5.3413 [2020-11-06 04:43:07,625][root][INFO] - ===> Epoch[338](8788/26): Loss -0.2783, Sem 0.1141, dir -0.7295, norm 0.3370, swav 0.0000 LR: 1.498e-02 Score 96.248 Data time: 0.2151, Forward time: 2.2738, Backward time: 3.0620, DDP time: 0.0047, Total iter time: 5.2236 [2020-11-06 04:43:13,106][root][INFO] - ===> Epoch[339](8789/26): Loss -0.2461, Sem 0.1198, dir -0.7162, norm 0.3503, swav 0.0000 LR: 1.497e-02 Score 96.158 Data time: 0.2706, Forward time: 2.2738, Backward time: 3.0619, DDP time: 0.0047, Total iter time: 5.3720 [2020-11-06 04:43:19,891][root][INFO] - ===> Epoch[339](8790/26): Loss -0.3064, Sem 0.1106, dir -0.7351, norm 0.3181, swav 0.0000 LR: 1.496e-02 Score 96.426 Data time: 0.2222, Forward time: 2.2738, Backward time: 3.0620, DDP time: 0.0047, Total iter time: 6.6567 [2020-11-06 04:43:26,072][root][INFO] - ===> Epoch[339](8791/26): Loss -0.2677, Sem 0.1297, dir -0.7381, norm 0.3407, swav 0.0000 LR: 1.494e-02 Score 95.437 Data time: 0.1817, Forward time: 2.2738, Backward time: 3.0621, DDP time: 0.0047, Total iter time: 6.0608 [2020-11-06 04:43:32,205][root][INFO] - ===> Epoch[339](8792/26): Loss -0.2669, Sem 0.1183, dir -0.7342, norm 0.3489, swav 0.0000 LR: 1.493e-02 Score 96.120 Data time: 0.1603, Forward time: 2.2737, Backward time: 3.0622, DDP time: 0.0047, Total iter time: 6.0478 [2020-11-06 04:43:37,450][root][INFO] - ===> Epoch[339](8793/26): Loss -0.2777, Sem 0.1175, dir -0.7342, norm 0.3390, swav 0.0000 LR: 1.492e-02 Score 96.001 Data time: 0.2444, Forward time: 2.2737, Backward time: 3.0622, DDP time: 0.0047, Total iter time: 5.1415 [2020-11-06 04:43:42,634][root][INFO] - ===> Epoch[339](8794/26): Loss -0.2908, Sem 0.1149, dir -0.7400, norm 0.3343, swav 0.0000 LR: 1.491e-02 Score 96.444 Data time: 0.2340, Forward time: 2.2737, Backward time: 3.0621, DDP time: 0.0047, Total iter time: 5.0608 [2020-11-06 04:43:48,119][root][INFO] - ===> Epoch[339](8795/26): Loss -0.3247, Sem 0.1249, dir -0.7772, norm 0.3276, swav 0.0000 LR: 1.490e-02 Score 95.797 Data time: 0.2110, Forward time: 2.2737, Backward time: 3.0621, DDP time: 0.0047, Total iter time: 5.3769 [2020-11-06 04:43:53,809][root][INFO] - ===> Epoch[339](8796/26): Loss -0.2781, Sem 0.0947, dir -0.7193, norm 0.3464, swav 0.0000 LR: 1.489e-02 Score 97.060 Data time: 0.2749, Forward time: 2.2738, Backward time: 3.0620, DDP time: 0.0047, Total iter time: 5.5779 [2020-11-06 04:43:58,896][root][INFO] - ===> Epoch[339](8797/26): Loss -0.2897, Sem 0.1100, dir -0.7441, norm 0.3444, swav 0.0000 LR: 1.488e-02 Score 96.154 Data time: 0.2025, Forward time: 2.2738, Backward time: 3.0619, DDP time: 0.0047, Total iter time: 4.9609 [2020-11-06 04:44:05,577][root][INFO] - ===> Epoch[339](8798/26): Loss -0.3053, Sem 0.1140, dir -0.7383, norm 0.3191, swav 0.0000 LR: 1.487e-02 Score 96.297 Data time: 0.1922, Forward time: 2.2738, Backward time: 3.0620, DDP time: 0.0047, Total iter time: 6.5733 [2020-11-06 04:44:10,604][root][INFO] - ===> Epoch[339](8799/26): Loss -0.2614, Sem 0.1505, dir -0.7521, norm 0.3401, swav 0.0000 LR: 1.486e-02 Score 94.836 Data time: 0.1341, Forward time: 2.2737, Backward time: 3.0621, DDP time: 0.0047, Total iter time: 4.9196 [2020-11-06 04:44:16,788][root][INFO] - ===> Epoch[339](8800/26): Loss -0.2713, Sem 0.1096, dir -0.7012, norm 0.3203, swav 0.0000 LR: 1.484e-02 Score 96.568 Data time: 0.2326, Forward time: 2.2737, Backward time: 3.0621, DDP time: 0.0047, Total iter time: 6.1249 [2020-11-06 04:44:23,088][root][INFO] - ===> Epoch[339](8801/26): Loss -0.3109, Sem 0.1256, dir -0.7578, norm 0.3214, swav 0.0000 LR: 1.483e-02 Score 95.883 Data time: 0.1772, Forward time: 2.2737, Backward time: 3.0622, DDP time: 0.0047, Total iter time: 6.1958 [2020-11-06 04:44:29,542][root][INFO] - ===> Epoch[339](8802/26): Loss -0.2745, Sem 0.1220, dir -0.7167, norm 0.3202, swav 0.0000 LR: 1.482e-02 Score 96.047 Data time: 0.2115, Forward time: 2.2737, Backward time: 3.0623, DDP time: 0.0047, Total iter time: 6.3742 [2020-11-06 04:44:35,340][root][INFO] - ===> Epoch[339](8803/26): Loss -0.3177, Sem 0.1097, dir -0.7339, norm 0.3065, swav 0.0000 LR: 1.481e-02 Score 96.343 Data time: 0.2161, Forward time: 2.2737, Backward time: 3.0623, DDP time: 0.0047, Total iter time: 5.6739 [2020-11-06 04:44:40,932][root][INFO] - ===> Epoch[339](8804/26): Loss -0.2775, Sem 0.1249, dir -0.7406, norm 0.3382, swav 0.0000 LR: 1.480e-02 Score 95.605 Data time: 0.1836, Forward time: 2.2737, Backward time: 3.0623, DDP time: 0.0047, Total iter time: 5.4750 [2020-11-06 04:44:46,937][root][INFO] - ===> Epoch[339](8805/26): Loss -0.2858, Sem 0.1048, dir -0.7301, norm 0.3395, swav 0.0000 LR: 1.479e-02 Score 96.548 Data time: 0.1815, Forward time: 2.2736, Backward time: 3.0624, DDP time: 0.0047, Total iter time: 5.9008 [2020-11-06 04:44:53,074][root][INFO] - ===> Epoch[339](8806/26): Loss -0.2675, Sem 0.1417, dir -0.7375, norm 0.3283, swav 0.0000 LR: 1.478e-02 Score 95.141 Data time: 0.2434, Forward time: 2.2737, Backward time: 3.0624, DDP time: 0.0047, Total iter time: 6.0334 [2020-11-06 04:44:58,354][root][INFO] - ===> Epoch[339](8807/26): Loss -0.3291, Sem 0.1084, dir -0.7413, norm 0.3038, swav 0.0000 LR: 1.477e-02 Score 96.381 Data time: 0.1649, Forward time: 2.2736, Backward time: 3.0624, DDP time: 0.0047, Total iter time: 5.1562 [2020-11-06 04:45:03,381][root][INFO] - ===> Epoch[339](8808/26): Loss -0.3256, Sem 0.1003, dir -0.7581, norm 0.3321, swav 0.0000 LR: 1.475e-02 Score 96.610 Data time: 0.1990, Forward time: 2.2736, Backward time: 3.0623, DDP time: 0.0047, Total iter time: 4.9466 [2020-11-06 04:45:10,592][root][INFO] - ===> Epoch[339](8809/26): Loss -0.2954, Sem 0.1057, dir -0.7335, norm 0.3325, swav 0.0000 LR: 1.474e-02 Score 96.674 Data time: 0.2356, Forward time: 2.2736, Backward time: 3.0625, DDP time: 0.0047, Total iter time: 7.0836 [2020-11-06 04:45:16,926][root][INFO] - ===> Epoch[339](8810/26): Loss -0.3292, Sem 0.1145, dir -0.7671, norm 0.3234, swav 0.0000 LR: 1.473e-02 Score 96.212 Data time: 0.2213, Forward time: 2.2736, Backward time: 3.0625, DDP time: 0.0047, Total iter time: 6.1956 [2020-11-06 04:45:22,347][root][INFO] - ===> Epoch[339](8811/26): Loss -0.2950, Sem 0.1289, dir -0.7474, norm 0.3235, swav 0.0000 LR: 1.472e-02 Score 95.822 Data time: 0.2884, Forward time: 2.2736, Backward time: 3.0624, DDP time: 0.0047, Total iter time: 5.2978 [2020-11-06 04:45:27,239][root][INFO] - ===> Epoch[339](8812/26): Loss -0.2544, Sem 0.1268, dir -0.7350, norm 0.3539, swav 0.0000 LR: 1.471e-02 Score 95.937 Data time: 0.1794, Forward time: 2.2736, Backward time: 3.0624, DDP time: 0.0047, Total iter time: 4.7640 [2020-11-06 04:45:32,617][root][INFO] - ===> Epoch[339](8813/26): Loss -0.3160, Sem 0.1074, dir -0.7308, norm 0.3074, swav 0.0000 LR: 1.470e-02 Score 96.466 Data time: 0.2307, Forward time: 2.2736, Backward time: 3.0623, DDP time: 0.0047, Total iter time: 5.2747 [2020-11-06 04:45:39,409][root][INFO] - ===> Epoch[339](8814/26): Loss -0.3218, Sem 0.1205, dir -0.7585, norm 0.3162, swav 0.0000 LR: 1.469e-02 Score 95.681 Data time: 0.2545, Forward time: 2.2737, Backward time: 3.0624, DDP time: 0.0047, Total iter time: 6.6631 [2020-11-06 04:45:45,729][root][INFO] - ===> Epoch[340](8815/26): Loss -0.3131, Sem 0.1022, dir -0.7290, norm 0.3136, swav 0.0000 LR: 1.468e-02 Score 96.558 Data time: 0.2834, Forward time: 2.2737, Backward time: 3.0624, DDP time: 0.0047, Total iter time: 6.1835 [2020-11-06 04:45:51,231][root][INFO] - ===> Epoch[340](8816/26): Loss -0.3426, Sem 0.1196, dir -0.7927, norm 0.3305, swav 0.0000 LR: 1.467e-02 Score 96.012 Data time: 0.2483, Forward time: 2.2738, Backward time: 3.0623, DDP time: 0.0047, Total iter time: 5.3796 [2020-11-06 04:45:55,908][root][INFO] - ===> Epoch[340](8817/26): Loss -0.2850, Sem 0.1348, dir -0.7645, norm 0.3447, swav 0.0000 LR: 1.465e-02 Score 95.674 Data time: 0.2090, Forward time: 2.2738, Backward time: 3.0622, DDP time: 0.0047, Total iter time: 4.5550 [2020-11-06 04:46:00,939][root][INFO] - ===> Epoch[340](8818/26): Loss -0.2760, Sem 0.1079, dir -0.7009, norm 0.3171, swav 0.0000 LR: 1.464e-02 Score 96.355 Data time: 0.1941, Forward time: 2.2738, Backward time: 3.0621, DDP time: 0.0047, Total iter time: 4.9186 [2020-11-06 04:46:05,761][root][INFO] - ===> Epoch[340](8819/26): Loss -0.3122, Sem 0.1084, dir -0.7434, norm 0.3229, swav 0.0000 LR: 1.463e-02 Score 96.433 Data time: 0.1887, Forward time: 2.2737, Backward time: 3.0620, DDP time: 0.0047, Total iter time: 4.7219 [2020-11-06 04:46:12,145][root][INFO] - ===> Epoch[340](8820/26): Loss -0.3139, Sem 0.1111, dir -0.7518, norm 0.3268, swav 0.0000 LR: 1.462e-02 Score 96.534 Data time: 0.3273, Forward time: 2.2738, Backward time: 3.0620, DDP time: 0.0047, Total iter time: 6.2835 [2020-11-06 04:46:17,530][root][INFO] - ===> Epoch[340](8821/26): Loss -0.2837, Sem 0.0986, dir -0.7118, norm 0.3295, swav 0.0000 LR: 1.461e-02 Score 96.578 Data time: 0.2383, Forward time: 2.2739, Backward time: 3.0619, DDP time: 0.0047, Total iter time: 5.2527 [2020-11-06 04:46:23,016][root][INFO] - ===> Epoch[340](8822/26): Loss -0.2825, Sem 0.1462, dir -0.7889, norm 0.3602, swav 0.0000 LR: 1.460e-02 Score 95.016 Data time: 0.2636, Forward time: 2.2740, Backward time: 3.0618, DDP time: 0.0047, Total iter time: 5.3663 [2020-11-06 04:46:28,478][root][INFO] - ===> Epoch[340](8823/26): Loss -0.2880, Sem 0.1187, dir -0.7145, norm 0.3078, swav 0.0000 LR: 1.459e-02 Score 96.107 Data time: 0.2193, Forward time: 2.2740, Backward time: 3.0618, DDP time: 0.0047, Total iter time: 5.3356 [2020-11-06 04:46:34,642][root][INFO] - ===> Epoch[340](8824/26): Loss -0.3229, Sem 0.0993, dir -0.7347, norm 0.3125, swav 0.0000 LR: 1.458e-02 Score 96.461 Data time: 0.3028, Forward time: 2.2741, Backward time: 3.0617, DDP time: 0.0047, Total iter time: 6.0496 [2020-11-06 04:46:40,535][root][INFO] - ===> Epoch[340](8825/26): Loss -0.3149, Sem 0.1030, dir -0.7391, norm 0.3212, swav 0.0000 LR: 1.457e-02 Score 96.627 Data time: 0.2056, Forward time: 2.2741, Backward time: 3.0617, DDP time: 0.0047, Total iter time: 5.7550 [2020-11-06 04:46:46,771][root][INFO] - ===> Epoch[340](8826/26): Loss -0.2586, Sem 0.1180, dir -0.7101, norm 0.3335, swav 0.0000 LR: 1.455e-02 Score 95.990 Data time: 0.3424, Forward time: 2.2742, Backward time: 3.0617, DDP time: 0.0047, Total iter time: 6.1177 [2020-11-06 04:46:52,418][root][INFO] - ===> Epoch[340](8827/26): Loss -0.3208, Sem 0.1204, dir -0.7574, norm 0.3162, swav 0.0000 LR: 1.454e-02 Score 96.001 Data time: 0.1948, Forward time: 2.2742, Backward time: 3.0617, DDP time: 0.0047, Total iter time: 5.5230 [2020-11-06 04:46:57,513][root][INFO] - ===> Epoch[340](8828/26): Loss -0.3234, Sem 0.1158, dir -0.7632, norm 0.3241, swav 0.0000 LR: 1.453e-02 Score 95.540 Data time: 0.1914, Forward time: 2.2741, Backward time: 3.0616, DDP time: 0.0047, Total iter time: 4.9876 [2020-11-06 04:47:02,709][root][INFO] - ===> Epoch[340](8829/26): Loss -0.2970, Sem 0.1035, dir -0.7164, norm 0.3159, swav 0.0000 LR: 1.452e-02 Score 96.787 Data time: 0.2657, Forward time: 2.2742, Backward time: 3.0615, DDP time: 0.0047, Total iter time: 5.1104 [2020-11-06 04:47:09,439][root][INFO] - ===> Epoch[340](8830/26): Loss -0.2449, Sem 0.1356, dir -0.7385, norm 0.3580, swav 0.0000 LR: 1.451e-02 Score 95.630 Data time: 0.2752, Forward time: 2.2742, Backward time: 3.0616, DDP time: 0.0047, Total iter time: 6.5951 [2020-11-06 04:47:15,706][root][INFO] - ===> Epoch[340](8831/26): Loss -0.3135, Sem 0.1089, dir -0.7437, norm 0.3213, swav 0.0000 LR: 1.450e-02 Score 96.366 Data time: 0.2399, Forward time: 2.2743, Backward time: 3.0616, DDP time: 0.0047, Total iter time: 6.1374 [2020-11-06 04:47:21,959][root][INFO] - ===> Epoch[340](8832/26): Loss -0.2499, Sem 0.1068, dir -0.7030, norm 0.3463, swav 0.0000 LR: 1.449e-02 Score 96.026 Data time: 0.2968, Forward time: 2.2743, Backward time: 3.0616, DDP time: 0.0047, Total iter time: 6.1407 [2020-11-06 04:47:27,895][root][INFO] - ===> Epoch[340](8833/26): Loss -0.2841, Sem 0.1330, dir -0.7627, norm 0.3456, swav 0.0000 LR: 1.448e-02 Score 95.504 Data time: 0.3045, Forward time: 2.2744, Backward time: 3.0615, DDP time: 0.0047, Total iter time: 5.7903 [2020-11-06 04:47:34,269][root][INFO] - ===> Epoch[340](8834/26): Loss -0.2962, Sem 0.1114, dir -0.7452, norm 0.3377, swav 0.0000 LR: 1.447e-02 Score 96.262 Data time: 0.3456, Forward time: 2.2745, Backward time: 3.0615, DDP time: 0.0047, Total iter time: 6.2535 [2020-11-06 04:47:39,234][root][INFO] - ===> Epoch[340](8835/26): Loss -0.2958, Sem 0.1272, dir -0.7671, norm 0.3441, swav 0.0000 LR: 1.445e-02 Score 95.878 Data time: 0.1415, Forward time: 2.2745, Backward time: 3.0614, DDP time: 0.0047, Total iter time: 4.8351 [2020-11-06 04:47:43,584][root][INFO] - ===> Epoch[340](8836/26): Loss -0.3690, Sem 0.1017, dir -0.7734, norm 0.3027, swav 0.0000 LR: 1.444e-02 Score 96.219 Data time: 0.1853, Forward time: 2.2744, Backward time: 3.0613, DDP time: 0.0047, Total iter time: 4.2727 [2020-11-06 04:47:49,948][root][INFO] - ===> Epoch[340](8837/26): Loss -0.3411, Sem 0.1011, dir -0.7524, norm 0.3102, swav 0.0000 LR: 1.443e-02 Score 96.622 Data time: 0.1727, Forward time: 2.2744, Backward time: 3.0615, DDP time: 0.0047, Total iter time: 6.2817 [2020-11-06 04:47:56,490][root][INFO] - ===> Epoch[340](8838/26): Loss -0.2396, Sem 0.1081, dir -0.7122, norm 0.3645, swav 0.0000 LR: 1.442e-02 Score 96.342 Data time: 0.2277, Forward time: 2.2744, Backward time: 3.0615, DDP time: 0.0047, Total iter time: 6.4855 [2020-11-06 04:48:01,547][root][INFO] - ===> Epoch[340](8839/26): Loss -0.2701, Sem 0.1379, dir -0.7469, norm 0.3390, swav 0.0000 LR: 1.441e-02 Score 95.623 Data time: 0.2426, Forward time: 2.2744, Backward time: 3.0614, DDP time: 0.0047, Total iter time: 4.9249 [2020-11-06 04:48:07,237][root][INFO] - ===> Epoch[340](8840/26): Loss -0.3123, Sem 0.1148, dir -0.7384, norm 0.3113, swav 0.0000 LR: 1.440e-02 Score 96.238 Data time: 0.2700, Forward time: 2.2745, Backward time: 3.0614, DDP time: 0.0047, Total iter time: 5.5817 [2020-11-06 04:48:14,685][root][INFO] - ===> Epoch[341](8841/26): Loss -0.2923, Sem 0.1151, dir -0.7255, norm 0.3181, swav 0.0000 LR: 1.439e-02 Score 95.960 Data time: 0.2292, Forward time: 2.2745, Backward time: 3.0615, DDP time: 0.0047, Total iter time: 7.3444 [2020-11-06 04:48:19,605][root][INFO] - ===> Epoch[341](8842/26): Loss -0.3321, Sem 0.0972, dir -0.7502, norm 0.3209, swav 0.0000 LR: 1.438e-02 Score 97.240 Data time: 0.1843, Forward time: 2.2745, Backward time: 3.0615, DDP time: 0.0047, Total iter time: 4.8054 [2020-11-06 04:48:25,806][root][INFO] - ===> Epoch[341](8843/26): Loss -0.2283, Sem 0.1278, dir -0.7366, norm 0.3805, swav 0.0000 LR: 1.436e-02 Score 95.920 Data time: 0.2166, Forward time: 2.2745, Backward time: 3.0615, DDP time: 0.0047, Total iter time: 6.0858 [2020-11-06 04:48:32,414][root][INFO] - ===> Epoch[341](8844/26): Loss -0.2779, Sem 0.1331, dir -0.7645, norm 0.3535, swav 0.0000 LR: 1.435e-02 Score 95.525 Data time: 0.2369, Forward time: 2.2745, Backward time: 3.0616, DDP time: 0.0047, Total iter time: 6.5047 [2020-11-06 04:48:37,241][root][INFO] - ===> Epoch[341](8845/26): Loss -0.3255, Sem 0.1065, dir -0.7373, norm 0.3054, swav 0.0000 LR: 1.434e-02 Score 96.855 Data time: 0.1797, Forward time: 2.2745, Backward time: 3.0615, DDP time: 0.0047, Total iter time: 4.6973 [2020-11-06 04:48:43,167][root][INFO] - ===> Epoch[341](8846/26): Loss -0.3461, Sem 0.1174, dir -0.7726, norm 0.3092, swav 0.0000 LR: 1.433e-02 Score 95.982 Data time: 0.2854, Forward time: 2.2746, Backward time: 3.0614, DDP time: 0.0047, Total iter time: 5.8302 [2020-11-06 04:48:50,160][root][INFO] - ===> Epoch[341](8847/26): Loss -0.3345, Sem 0.1116, dir -0.7727, norm 0.3267, swav 0.0000 LR: 1.432e-02 Score 96.030 Data time: 0.1758, Forward time: 2.2746, Backward time: 3.0616, DDP time: 0.0047, Total iter time: 6.8741 [2020-11-06 04:48:56,242][root][INFO] - ===> Epoch[341](8848/26): Loss -0.2418, Sem 0.1416, dir -0.7216, norm 0.3382, swav 0.0000 LR: 1.431e-02 Score 95.696 Data time: 0.2033, Forward time: 2.2746, Backward time: 3.0616, DDP time: 0.0047, Total iter time: 5.9819 [2020-11-06 04:49:01,888][root][INFO] - ===> Epoch[341](8849/26): Loss -0.2747, Sem 0.1013, dir -0.6952, norm 0.3192, swav 0.0000 LR: 1.430e-02 Score 96.898 Data time: 0.2070, Forward time: 2.2745, Backward time: 3.0616, DDP time: 0.0047, Total iter time: 5.5284 [2020-11-06 04:49:07,748][root][INFO] - ===> Epoch[341](8850/26): Loss -0.2962, Sem 0.1104, dir -0.7325, norm 0.3258, swav 0.0000 LR: 1.429e-02 Score 96.123 Data time: 0.2239, Forward time: 2.2746, Backward time: 3.0616, DDP time: 0.0047, Total iter time: 5.7689 [2020-11-06 04:49:13,570][root][INFO] - ===> Epoch[341](8851/26): Loss -0.3102, Sem 0.0993, dir -0.7242, norm 0.3147, swav 0.0000 LR: 1.428e-02 Score 96.474 Data time: 0.1612, Forward time: 2.2745, Backward time: 3.0617, DDP time: 0.0047, Total iter time: 5.7002 [2020-11-06 04:49:18,277][root][INFO] - ===> Epoch[341](8852/26): Loss -0.3438, Sem 0.1181, dir -0.7646, norm 0.3026, swav 0.0000 LR: 1.426e-02 Score 96.139 Data time: 0.2228, Forward time: 2.2745, Backward time: 3.0616, DDP time: 0.0047, Total iter time: 4.6095 [2020-11-06 04:49:23,523][root][INFO] - ===> Epoch[341](8853/26): Loss -0.2533, Sem 0.1158, dir -0.7123, norm 0.3431, swav 0.0000 LR: 1.425e-02 Score 96.141 Data time: 0.2038, Forward time: 2.2745, Backward time: 3.0615, DDP time: 0.0047, Total iter time: 5.1490 [2020-11-06 04:49:28,751][root][INFO] - ===> Epoch[341](8854/26): Loss -0.2978, Sem 0.1260, dir -0.7703, norm 0.3464, swav 0.0000 LR: 1.424e-02 Score 95.570 Data time: 0.2300, Forward time: 2.2745, Backward time: 3.0615, DDP time: 0.0047, Total iter time: 5.1103 [2020-11-06 04:49:34,391][root][INFO] - ===> Epoch[341](8855/26): Loss -0.2625, Sem 0.1201, dir -0.7064, norm 0.3238, swav 0.0000 LR: 1.423e-02 Score 95.955 Data time: 0.1681, Forward time: 2.2745, Backward time: 3.0615, DDP time: 0.0047, Total iter time: 5.5085 [2020-11-06 04:49:41,193][root][INFO] - ===> Epoch[341](8856/26): Loss -0.2801, Sem 0.1159, dir -0.7306, norm 0.3346, swav 0.0000 LR: 1.422e-02 Score 95.993 Data time: 0.1625, Forward time: 2.2744, Backward time: 3.0617, DDP time: 0.0047, Total iter time: 6.6921 [2020-11-06 04:49:46,918][root][INFO] - ===> Epoch[341](8857/26): Loss -0.3309, Sem 0.1050, dir -0.7400, norm 0.3040, swav 0.0000 LR: 1.421e-02 Score 96.446 Data time: 0.2507, Forward time: 2.2744, Backward time: 3.0616, DDP time: 0.0047, Total iter time: 5.6403 [2020-11-06 04:49:52,688][root][INFO] - ===> Epoch[341](8858/26): Loss -0.3229, Sem 0.1075, dir -0.7497, norm 0.3193, swav 0.0000 LR: 1.420e-02 Score 96.294 Data time: 0.2079, Forward time: 2.2744, Backward time: 3.0616, DDP time: 0.0047, Total iter time: 5.6504 [2020-11-06 04:49:59,077][root][INFO] - ===> Epoch[341](8859/26): Loss -0.3206, Sem 0.1267, dir -0.7710, norm 0.3238, swav 0.0000 LR: 1.419e-02 Score 95.475 Data time: 0.2287, Forward time: 2.2745, Backward time: 3.0617, DDP time: 0.0047, Total iter time: 6.2693 [2020-11-06 04:50:05,642][root][INFO] - ===> Epoch[341](8860/26): Loss -0.2776, Sem 0.1223, dir -0.7256, norm 0.3257, swav 0.0000 LR: 1.417e-02 Score 95.859 Data time: 0.2188, Forward time: 2.2745, Backward time: 3.0617, DDP time: 0.0047, Total iter time: 6.4264 [2020-11-06 04:50:10,814][root][INFO] - ===> Epoch[341](8861/26): Loss -0.3677, Sem 0.1013, dir -0.7691, norm 0.3001, swav 0.0000 LR: 1.416e-02 Score 96.655 Data time: 0.1252, Forward time: 2.2744, Backward time: 3.0618, DDP time: 0.0047, Total iter time: 5.0552 [2020-11-06 04:50:17,575][root][INFO] - ===> Epoch[341](8862/26): Loss -0.3232, Sem 0.1111, dir -0.7726, norm 0.3384, swav 0.0000 LR: 1.415e-02 Score 96.032 Data time: 0.1795, Forward time: 2.2743, Backward time: 3.0620, DDP time: 0.0047, Total iter time: 6.6827 [2020-11-06 04:50:23,447][root][INFO] - ===> Epoch[341](8863/26): Loss -0.2511, Sem 0.1283, dir -0.7242, norm 0.3447, swav 0.0000 LR: 1.414e-02 Score 95.989 Data time: 0.2874, Forward time: 2.2744, Backward time: 3.0619, DDP time: 0.0047, Total iter time: 5.7668 [2020-11-06 04:50:29,849][root][INFO] - ===> Epoch[341](8864/26): Loss -0.3088, Sem 0.1013, dir -0.7424, norm 0.3323, swav 0.0000 LR: 1.413e-02 Score 96.529 Data time: 0.3089, Forward time: 2.2745, Backward time: 3.0619, DDP time: 0.0047, Total iter time: 6.2497 [2020-11-06 04:50:35,193][root][INFO] - ===> Epoch[341](8865/26): Loss -0.2796, Sem 0.1471, dir -0.7576, norm 0.3309, swav 0.0000 LR: 1.412e-02 Score 95.069 Data time: 0.1497, Forward time: 2.2745, Backward time: 3.0619, DDP time: 0.0047, Total iter time: 5.2183 [2020-11-06 04:50:41,133][root][INFO] - ===> Epoch[341](8866/26): Loss -0.2842, Sem 0.1247, dir -0.7434, norm 0.3344, swav 0.0000 LR: 1.411e-02 Score 95.563 Data time: 0.1927, Forward time: 2.2744, Backward time: 3.0619, DDP time: 0.0047, Total iter time: 5.8357 [2020-11-06 04:50:47,405][root][INFO] - ===> Epoch[342](8867/26): Loss -0.2986, Sem 0.1117, dir -0.7308, norm 0.3205, swav 0.0000 LR: 1.410e-02 Score 96.186 Data time: 0.1942, Forward time: 2.2744, Backward time: 3.0620, DDP time: 0.0047, Total iter time: 6.1549 [2020-11-06 04:50:52,917][root][INFO] - ===> Epoch[342](8868/26): Loss -0.2881, Sem 0.1247, dir -0.7240, norm 0.3112, swav 0.0000 LR: 1.409e-02 Score 95.603 Data time: 0.2674, Forward time: 2.2745, Backward time: 3.0619, DDP time: 0.0047, Total iter time: 5.3937 [2020-11-06 04:50:57,770][root][INFO] - ===> Epoch[342](8869/26): Loss -0.2772, Sem 0.1021, dir -0.7225, norm 0.3433, swav 0.0000 LR: 1.407e-02 Score 96.284 Data time: 0.1949, Forward time: 2.2744, Backward time: 3.0619, DDP time: 0.0047, Total iter time: 4.7300 [2020-11-06 04:51:03,119][root][INFO] - ===> Epoch[342](8870/26): Loss -0.3046, Sem 0.1217, dir -0.7580, norm 0.3317, swav 0.0000 LR: 1.406e-02 Score 95.992 Data time: 0.2767, Forward time: 2.2745, Backward time: 3.0618, DDP time: 0.0047, Total iter time: 5.2413 [2020-11-06 04:51:07,377][root][INFO] - ===> Epoch[342](8871/26): Loss -0.2763, Sem 0.1121, dir -0.7139, norm 0.3254, swav 0.0000 LR: 1.405e-02 Score 96.201 Data time: 0.1902, Forward time: 2.2744, Backward time: 3.0617, DDP time: 0.0047, Total iter time: 4.1427 [2020-11-06 04:51:14,430][root][INFO] - ===> Epoch[342](8872/26): Loss -0.2832, Sem 0.1194, dir -0.7345, norm 0.3319, swav 0.0000 LR: 1.404e-02 Score 96.264 Data time: 0.2494, Forward time: 2.2745, Backward time: 3.0618, DDP time: 0.0047, Total iter time: 6.9774 [2020-11-06 04:51:19,908][root][INFO] - ===> Epoch[342](8873/26): Loss -0.2973, Sem 0.1267, dir -0.7508, norm 0.3268, swav 0.0000 LR: 1.403e-02 Score 96.031 Data time: 0.1951, Forward time: 2.2745, Backward time: 3.0618, DDP time: 0.0047, Total iter time: 5.3636 [2020-11-06 04:51:26,457][root][INFO] - ===> Epoch[342](8874/26): Loss -0.2439, Sem 0.1225, dir -0.6956, norm 0.3293, swav 0.0000 LR: 1.402e-02 Score 95.829 Data time: 0.2003, Forward time: 2.2745, Backward time: 3.0618, DDP time: 0.0047, Total iter time: 6.4555 [2020-11-06 04:51:31,986][root][INFO] - ===> Epoch[342](8875/26): Loss -0.2595, Sem 0.1249, dir -0.7382, norm 0.3538, swav 0.0000 LR: 1.401e-02 Score 95.970 Data time: 0.2139, Forward time: 2.2745, Backward time: 3.0618, DDP time: 0.0047, Total iter time: 5.3847 [2020-11-06 04:51:38,972][root][INFO] - ===> Epoch[342](8876/26): Loss -0.2656, Sem 0.1239, dir -0.7176, norm 0.3281, swav 0.0000 LR: 1.400e-02 Score 95.232 Data time: 0.3388, Forward time: 2.2746, Backward time: 3.0618, DDP time: 0.0047, Total iter time: 6.8557 [2020-11-06 04:51:44,029][root][INFO] - ===> Epoch[342](8877/26): Loss -0.3155, Sem 0.0997, dir -0.7413, norm 0.3261, swav 0.0000 LR: 1.398e-02 Score 96.349 Data time: 0.2002, Forward time: 2.2746, Backward time: 3.0617, DDP time: 0.0047, Total iter time: 4.9026 [2020-11-06 04:51:49,038][root][INFO] - ===> Epoch[342](8878/26): Loss -0.3091, Sem 0.1160, dir -0.7496, norm 0.3245, swav 0.0000 LR: 1.397e-02 Score 96.157 Data time: 0.2466, Forward time: 2.2746, Backward time: 3.0616, DDP time: 0.0047, Total iter time: 4.8994 [2020-11-06 04:51:54,736][root][INFO] - ===> Epoch[342](8879/26): Loss -0.2768, Sem 0.1118, dir -0.7186, norm 0.3300, swav 0.0000 LR: 1.396e-02 Score 96.018 Data time: 0.2005, Forward time: 2.2746, Backward time: 3.0616, DDP time: 0.0047, Total iter time: 5.5981 [2020-11-06 04:52:01,348][root][INFO] - ===> Epoch[342](8880/26): Loss -0.3030, Sem 0.1247, dir -0.7610, norm 0.3333, swav 0.0000 LR: 1.395e-02 Score 95.825 Data time: 0.1770, Forward time: 2.2745, Backward time: 3.0618, DDP time: 0.0047, Total iter time: 6.5048 [2020-11-06 04:52:06,830][root][INFO] - ===> Epoch[342](8881/26): Loss -0.3206, Sem 0.1205, dir -0.7670, norm 0.3258, swav 0.0000 LR: 1.394e-02 Score 95.752 Data time: 0.2633, Forward time: 2.2746, Backward time: 3.0617, DDP time: 0.0047, Total iter time: 5.3952 [2020-11-06 04:52:12,330][root][INFO] - ===> Epoch[342](8882/26): Loss -0.2811, Sem 0.1237, dir -0.7265, norm 0.3216, swav 0.0000 LR: 1.393e-02 Score 95.745 Data time: 0.2223, Forward time: 2.2746, Backward time: 3.0617, DDP time: 0.0047, Total iter time: 5.3619 [2020-11-06 04:52:18,640][root][INFO] - ===> Epoch[342](8883/26): Loss -0.3250, Sem 0.1075, dir -0.7535, norm 0.3211, swav 0.0000 LR: 1.392e-02 Score 96.164 Data time: 0.2134, Forward time: 2.2746, Backward time: 3.0617, DDP time: 0.0047, Total iter time: 6.1732 [2020-11-06 04:52:23,974][root][INFO] - ===> Epoch[342](8884/26): Loss -0.2650, Sem 0.1531, dir -0.7474, norm 0.3294, swav 0.0000 LR: 1.391e-02 Score 94.926 Data time: 0.1607, Forward time: 2.2745, Backward time: 3.0618, DDP time: 0.0047, Total iter time: 5.2206 [2020-11-06 04:52:30,661][root][INFO] - ===> Epoch[342](8885/26): Loss -0.2742, Sem 0.1395, dir -0.7440, norm 0.3302, swav 0.0000 LR: 1.390e-02 Score 95.210 Data time: 0.2896, Forward time: 2.2746, Backward time: 3.0618, DDP time: 0.0047, Total iter time: 6.6072 [2020-11-06 04:52:36,525][root][INFO] - ===> Epoch[342](8886/26): Loss -0.2764, Sem 0.1135, dir -0.7154, norm 0.3255, swav 0.0000 LR: 1.388e-02 Score 96.510 Data time: 0.2494, Forward time: 2.2747, Backward time: 3.0617, DDP time: 0.0047, Total iter time: 5.7279 [2020-11-06 04:52:42,815][root][INFO] - ===> Epoch[342](8887/26): Loss -0.3165, Sem 0.1068, dir -0.7358, norm 0.3126, swav 0.0000 LR: 1.387e-02 Score 96.477 Data time: 0.2893, Forward time: 2.2748, Backward time: 3.0617, DDP time: 0.0047, Total iter time: 6.1432 [2020-11-06 04:52:48,511][root][INFO] - ===> Epoch[342](8888/26): Loss -0.2578, Sem 0.1221, dir -0.7247, norm 0.3447, swav 0.0000 LR: 1.386e-02 Score 96.126 Data time: 0.2105, Forward time: 2.2748, Backward time: 3.0617, DDP time: 0.0047, Total iter time: 5.5756 [2020-11-06 04:52:54,823][root][INFO] - ===> Epoch[342](8889/26): Loss -0.2915, Sem 0.0974, dir -0.7305, norm 0.3417, swav 0.0000 LR: 1.385e-02 Score 96.832 Data time: 0.1885, Forward time: 2.2748, Backward time: 3.0618, DDP time: 0.0047, Total iter time: 6.1827 [2020-11-06 04:53:00,539][root][INFO] - ===> Epoch[342](8890/26): Loss -0.3305, Sem 0.1101, dir -0.7397, norm 0.2991, swav 0.0000 LR: 1.384e-02 Score 96.278 Data time: 0.1760, Forward time: 2.2747, Backward time: 3.0618, DDP time: 0.0047, Total iter time: 5.6107 [2020-11-06 04:53:05,970][root][INFO] - ===> Epoch[342](8891/26): Loss -0.2358, Sem 0.1373, dir -0.7228, norm 0.3497, swav 0.0000 LR: 1.383e-02 Score 95.631 Data time: 0.2587, Forward time: 2.2747, Backward time: 3.0617, DDP time: 0.0047, Total iter time: 5.3327 [2020-11-06 04:53:11,387][root][INFO] - ===> Epoch[342](8892/26): Loss -0.2521, Sem 0.1228, dir -0.7385, norm 0.3636, swav 0.0000 LR: 1.382e-02 Score 96.102 Data time: 0.2397, Forward time: 2.2748, Backward time: 3.0617, DDP time: 0.0047, Total iter time: 5.3017 [2020-11-06 04:53:16,800][root][INFO] - ===> Epoch[343](8893/26): Loss -0.3624, Sem 0.1106, dir -0.7922, norm 0.3192, swav 0.0000 LR: 1.381e-02 Score 96.407 Data time: 0.1947, Forward time: 2.2748, Backward time: 3.0616, DDP time: 0.0047, Total iter time: 5.2849 [2020-11-06 04:53:22,333][root][INFO] - ===> Epoch[343](8894/26): Loss -0.3240, Sem 0.0991, dir -0.7493, norm 0.3263, swav 0.0000 LR: 1.379e-02 Score 96.669 Data time: 0.1624, Forward time: 2.2747, Backward time: 3.0617, DDP time: 0.0047, Total iter time: 5.4332 [2020-11-06 04:53:29,812][root][INFO] - ===> Epoch[343](8895/26): Loss -0.3310, Sem 0.1153, dir -0.7612, norm 0.3149, swav 0.0000 LR: 1.378e-02 Score 95.783 Data time: 0.1447, Forward time: 2.2746, Backward time: 3.0620, DDP time: 0.0047, Total iter time: 7.3880 [2020-11-06 04:53:35,322][root][INFO] - ===> Epoch[343](8896/26): Loss -0.2715, Sem 0.1243, dir -0.7414, norm 0.3456, swav 0.0000 LR: 1.377e-02 Score 95.733 Data time: 0.1649, Forward time: 2.2746, Backward time: 3.0620, DDP time: 0.0047, Total iter time: 5.4314 [2020-11-06 04:53:41,709][root][INFO] - ===> Epoch[343](8897/26): Loss -0.2928, Sem 0.1099, dir -0.7152, norm 0.3126, swav 0.0000 LR: 1.376e-02 Score 96.306 Data time: 0.1548, Forward time: 2.2745, Backward time: 3.0621, DDP time: 0.0047, Total iter time: 6.2669 [2020-11-06 04:53:47,203][root][INFO] - ===> Epoch[343](8898/26): Loss -0.2453, Sem 0.1191, dir -0.6846, norm 0.3201, swav 0.0000 LR: 1.375e-02 Score 96.128 Data time: 0.2033, Forward time: 2.2745, Backward time: 3.0621, DDP time: 0.0047, Total iter time: 5.4033 [2020-11-06 04:53:53,253][root][INFO] - ===> Epoch[343](8899/26): Loss -0.2138, Sem 0.1599, dir -0.7175, norm 0.3437, swav 0.0000 LR: 1.374e-02 Score 94.805 Data time: 0.2082, Forward time: 2.2745, Backward time: 3.0621, DDP time: 0.0047, Total iter time: 5.9208 [2020-11-06 04:53:59,173][root][INFO] - ===> Epoch[343](8900/26): Loss -0.3163, Sem 0.1117, dir -0.7492, norm 0.3212, swav 0.0000 LR: 1.373e-02 Score 96.653 Data time: 0.1183, Forward time: 2.2744, Backward time: 3.0623, DDP time: 0.0047, Total iter time: 5.7914 [2020-11-06 04:54:04,774][root][INFO] - ===> Epoch[343](8901/26): Loss -0.2864, Sem 0.1123, dir -0.7332, norm 0.3345, swav 0.0000 LR: 1.372e-02 Score 96.127 Data time: 0.2103, Forward time: 2.2744, Backward time: 3.0623, DDP time: 0.0047, Total iter time: 5.5132 [2020-11-06 04:54:09,934][root][INFO] - ===> Epoch[343](8902/26): Loss -0.2969, Sem 0.0953, dir -0.7238, norm 0.3317, swav 0.0000 LR: 1.370e-02 Score 96.839 Data time: 0.1728, Forward time: 2.2743, Backward time: 3.0623, DDP time: 0.0047, Total iter time: 5.0389 [2020-11-06 04:54:15,241][root][INFO] - ===> Epoch[343](8903/26): Loss -0.3102, Sem 0.1061, dir -0.7564, norm 0.3400, swav 0.0000 LR: 1.369e-02 Score 96.673 Data time: 0.2315, Forward time: 2.2744, Backward time: 3.0622, DDP time: 0.0047, Total iter time: 5.2204 [2020-11-06 04:54:20,425][root][INFO] - ===> Epoch[343](8904/26): Loss -0.2696, Sem 0.1240, dir -0.7252, norm 0.3317, swav 0.0000 LR: 1.368e-02 Score 95.443 Data time: 0.2394, Forward time: 2.2744, Backward time: 3.0621, DDP time: 0.0047, Total iter time: 5.0638 [2020-11-06 04:54:25,552][root][INFO] - ===> Epoch[343](8905/26): Loss -0.2602, Sem 0.1195, dir -0.7261, norm 0.3464, swav 0.0000 LR: 1.367e-02 Score 96.329 Data time: 0.2236, Forward time: 2.2744, Backward time: 3.0620, DDP time: 0.0047, Total iter time: 4.9950 [2020-11-06 04:54:31,189][root][INFO] - ===> Epoch[343](8906/26): Loss -0.2706, Sem 0.1216, dir -0.7256, norm 0.3333, swav 0.0000 LR: 1.366e-02 Score 96.010 Data time: 0.2157, Forward time: 2.2744, Backward time: 3.0620, DDP time: 0.0047, Total iter time: 5.5063 [2020-11-06 04:54:36,917][root][INFO] - ===> Epoch[343](8907/26): Loss -0.2928, Sem 0.1261, dir -0.7574, norm 0.3385, swav 0.0000 LR: 1.365e-02 Score 95.784 Data time: 0.2529, Forward time: 2.2745, Backward time: 3.0619, DDP time: 0.0047, Total iter time: 5.6193 [2020-11-06 04:54:42,284][root][INFO] - ===> Epoch[343](8908/26): Loss -0.3109, Sem 0.1196, dir -0.7340, norm 0.3035, swav 0.0000 LR: 1.364e-02 Score 96.251 Data time: 0.2480, Forward time: 2.2745, Backward time: 3.0619, DDP time: 0.0047, Total iter time: 5.2561 [2020-11-06 04:54:48,045][root][INFO] - ===> Epoch[343](8909/26): Loss -0.2977, Sem 0.1159, dir -0.7362, norm 0.3226, swav 0.0000 LR: 1.363e-02 Score 96.132 Data time: 0.1630, Forward time: 2.2744, Backward time: 3.0619, DDP time: 0.0047, Total iter time: 5.6289 [2020-11-06 04:54:54,321][root][INFO] - ===> Epoch[343](8910/26): Loss -0.3014, Sem 0.1099, dir -0.7423, norm 0.3310, swav 0.0000 LR: 1.361e-02 Score 96.660 Data time: 0.1624, Forward time: 2.2744, Backward time: 3.0621, DDP time: 0.0047, Total iter time: 6.2023 [2020-11-06 04:54:59,286][root][INFO] - ===> Epoch[343](8911/26): Loss -0.3184, Sem 0.1185, dir -0.7523, norm 0.3154, swav 0.0000 LR: 1.360e-02 Score 96.063 Data time: 0.1851, Forward time: 2.2743, Backward time: 3.0620, DDP time: 0.0047, Total iter time: 4.8436 [2020-11-06 04:55:03,866][root][INFO] - ===> Epoch[343](8912/26): Loss -0.3576, Sem 0.1023, dir -0.7561, norm 0.2962, swav 0.0000 LR: 1.359e-02 Score 96.792 Data time: 0.1938, Forward time: 2.2743, Backward time: 3.0619, DDP time: 0.0047, Total iter time: 4.5019 [2020-11-06 04:55:08,853][root][INFO] - ===> Epoch[343](8913/26): Loss -0.3275, Sem 0.1057, dir -0.7489, norm 0.3157, swav 0.0000 LR: 1.358e-02 Score 96.205 Data time: 0.1600, Forward time: 2.2743, Backward time: 3.0619, DDP time: 0.0047, Total iter time: 4.8780 [2020-11-06 04:55:14,417][root][INFO] - ===> Epoch[343](8914/26): Loss -0.2967, Sem 0.1317, dir -0.7700, norm 0.3415, swav 0.0000 LR: 1.357e-02 Score 95.463 Data time: 0.2076, Forward time: 2.2743, Backward time: 3.0619, DDP time: 0.0047, Total iter time: 5.4703 [2020-11-06 04:55:21,244][root][INFO] - ===> Epoch[343](8915/26): Loss -0.3040, Sem 0.1087, dir -0.7398, norm 0.3272, swav 0.0000 LR: 1.356e-02 Score 96.321 Data time: 0.2561, Forward time: 2.2743, Backward time: 3.0619, DDP time: 0.0047, Total iter time: 6.7020 [2020-11-06 04:55:27,257][root][INFO] - ===> Epoch[343](8916/26): Loss -0.2590, Sem 0.1049, dir -0.7193, norm 0.3554, swav 0.0000 LR: 1.355e-02 Score 96.578 Data time: 0.2363, Forward time: 2.2743, Backward time: 3.0619, DDP time: 0.0047, Total iter time: 5.8744 [2020-11-06 04:55:32,965][root][INFO] - ===> Epoch[343](8917/26): Loss -0.3174, Sem 0.1261, dir -0.7660, norm 0.3225, swav 0.0000 LR: 1.354e-02 Score 95.981 Data time: 0.1850, Forward time: 2.2743, Backward time: 3.0620, DDP time: 0.0047, Total iter time: 5.5714 [2020-11-06 04:55:38,388][root][INFO] - ===> Epoch[343](8918/26): Loss -0.2961, Sem 0.1107, dir -0.7320, norm 0.3253, swav 0.0000 LR: 1.352e-02 Score 96.367 Data time: 0.2166, Forward time: 2.2743, Backward time: 3.0620, DDP time: 0.0047, Total iter time: 5.3162 [2020-11-06 04:55:43,309][root][INFO] - ===> Epoch[344](8919/26): Loss -0.3427, Sem 0.1172, dir -0.7755, norm 0.3157, swav 0.0000 LR: 1.351e-02 Score 96.399 Data time: 0.2802, Forward time: 2.2743, Backward time: 3.0619, DDP time: 0.0047, Total iter time: 4.8218 [2020-11-06 04:55:50,296][root][INFO] - ===> Epoch[344](8920/26): Loss -0.2826, Sem 0.1201, dir -0.7383, norm 0.3356, swav 0.0000 LR: 1.350e-02 Score 96.023 Data time: 0.2329, Forward time: 2.2743, Backward time: 3.0619, DDP time: 0.0047, Total iter time: 6.8763 [2020-11-06 04:55:56,254][root][INFO] - ===> Epoch[344](8921/26): Loss -0.2994, Sem 0.1017, dir -0.6976, norm 0.2965, swav 0.0000 LR: 1.349e-02 Score 96.520 Data time: 0.1644, Forward time: 2.2743, Backward time: 3.0620, DDP time: 0.0047, Total iter time: 5.8126 [2020-11-06 04:56:01,436][root][INFO] - ===> Epoch[344](8922/26): Loss -0.2957, Sem 0.0983, dir -0.7212, norm 0.3271, swav 0.0000 LR: 1.348e-02 Score 96.722 Data time: 0.1582, Forward time: 2.2742, Backward time: 3.0620, DDP time: 0.0047, Total iter time: 5.0866 [2020-11-06 04:56:06,082][root][INFO] - ===> Epoch[344](8923/26): Loss -0.3040, Sem 0.1167, dir -0.7404, norm 0.3197, swav 0.0000 LR: 1.347e-02 Score 96.156 Data time: 0.1857, Forward time: 2.2741, Backward time: 3.0620, DDP time: 0.0047, Total iter time: 4.5588 [2020-11-06 04:56:11,500][root][INFO] - ===> Epoch[344](8924/26): Loss -0.2930, Sem 0.1291, dir -0.7339, norm 0.3117, swav 0.0000 LR: 1.346e-02 Score 95.978 Data time: 0.1923, Forward time: 2.2741, Backward time: 3.0620, DDP time: 0.0047, Total iter time: 5.3106 [2020-11-06 04:56:17,681][root][INFO] - ===> Epoch[344](8925/26): Loss -0.2729, Sem 0.1231, dir -0.7324, norm 0.3363, swav 0.0000 LR: 1.345e-02 Score 95.795 Data time: 0.2457, Forward time: 2.2742, Backward time: 3.0620, DDP time: 0.0047, Total iter time: 6.0954 [2020-11-06 04:56:23,859][root][INFO] - ===> Epoch[344](8926/26): Loss -0.2633, Sem 0.1105, dir -0.7358, norm 0.3621, swav 0.0000 LR: 1.343e-02 Score 96.504 Data time: 0.1765, Forward time: 2.2741, Backward time: 3.0621, DDP time: 0.0047, Total iter time: 6.0387 [2020-11-06 04:56:29,827][root][INFO] - ===> Epoch[344](8927/26): Loss -0.2933, Sem 0.1268, dir -0.7343, norm 0.3143, swav 0.0000 LR: 1.342e-02 Score 95.905 Data time: 0.1907, Forward time: 2.2741, Backward time: 3.0621, DDP time: 0.0047, Total iter time: 5.8408 [2020-11-06 04:56:35,222][root][INFO] - ===> Epoch[344](8928/26): Loss -0.2940, Sem 0.1090, dir -0.7372, norm 0.3342, swav 0.0000 LR: 1.341e-02 Score 96.282 Data time: 0.2430, Forward time: 2.2741, Backward time: 3.0620, DDP time: 0.0047, Total iter time: 5.2959 [2020-11-06 04:56:40,683][root][INFO] - ===> Epoch[344](8929/26): Loss -0.2839, Sem 0.1165, dir -0.7198, norm 0.3194, swav 0.0000 LR: 1.340e-02 Score 96.024 Data time: 0.2503, Forward time: 2.2742, Backward time: 3.0620, DDP time: 0.0047, Total iter time: 5.3243 [2020-11-06 04:56:46,334][root][INFO] - ===> Epoch[344](8930/26): Loss -0.2431, Sem 0.1179, dir -0.7137, norm 0.3527, swav 0.0000 LR: 1.339e-02 Score 95.889 Data time: 0.3030, Forward time: 2.2742, Backward time: 3.0619, DDP time: 0.0047, Total iter time: 5.5247 [2020-11-06 04:56:52,785][root][INFO] - ===> Epoch[344](8931/26): Loss -0.3427, Sem 0.1197, dir -0.7687, norm 0.3063, swav 0.0000 LR: 1.338e-02 Score 95.736 Data time: 0.2279, Forward time: 2.2742, Backward time: 3.0619, DDP time: 0.0047, Total iter time: 6.3282 [2020-11-06 04:56:58,469][root][INFO] - ===> Epoch[344](8932/26): Loss -0.3295, Sem 0.1060, dir -0.7389, norm 0.3034, swav 0.0000 LR: 1.337e-02 Score 96.278 Data time: 0.1697, Forward time: 2.2742, Backward time: 3.0620, DDP time: 0.0047, Total iter time: 5.5649 [2020-11-06 04:57:03,830][root][INFO] - ===> Epoch[344](8933/26): Loss -0.2872, Sem 0.1279, dir -0.7487, norm 0.3336, swav 0.0000 LR: 1.336e-02 Score 95.735 Data time: 0.1877, Forward time: 2.2742, Backward time: 3.0620, DDP time: 0.0047, Total iter time: 5.2694 [2020-11-06 04:57:10,674][root][INFO] - ===> Epoch[344](8934/26): Loss -0.3310, Sem 0.0953, dir -0.7333, norm 0.3070, swav 0.0000 LR: 1.334e-02 Score 96.774 Data time: 0.2231, Forward time: 2.2742, Backward time: 3.0621, DDP time: 0.0047, Total iter time: 6.7384 [2020-11-06 04:57:15,844][root][INFO] - ===> Epoch[344](8935/26): Loss -0.3199, Sem 0.1062, dir -0.7534, norm 0.3273, swav 0.0000 LR: 1.333e-02 Score 96.141 Data time: 0.1669, Forward time: 2.2741, Backward time: 3.0621, DDP time: 0.0047, Total iter time: 5.0354 [2020-11-06 04:57:20,657][root][INFO] - ===> Epoch[344](8936/26): Loss -0.3062, Sem 0.1256, dir -0.7473, norm 0.3155, swav 0.0000 LR: 1.332e-02 Score 95.309 Data time: 0.2254, Forward time: 2.2741, Backward time: 3.0620, DDP time: 0.0047, Total iter time: 4.7013 [2020-11-06 04:57:26,189][root][INFO] - ===> Epoch[344](8937/26): Loss -0.2697, Sem 0.1192, dir -0.7312, norm 0.3422, swav 0.0000 LR: 1.331e-02 Score 96.079 Data time: 0.1702, Forward time: 2.2740, Backward time: 3.0620, DDP time: 0.0047, Total iter time: 5.4028 [2020-11-06 04:57:30,884][root][INFO] - ===> Epoch[344](8938/26): Loss -0.3624, Sem 0.0824, dir -0.7484, norm 0.3036, swav 0.0000 LR: 1.330e-02 Score 97.352 Data time: 0.1889, Forward time: 2.2740, Backward time: 3.0619, DDP time: 0.0047, Total iter time: 4.5851 [2020-11-06 04:57:35,734][root][INFO] - ===> Epoch[344](8939/26): Loss -0.3195, Sem 0.1209, dir -0.7528, norm 0.3124, swav 0.0000 LR: 1.329e-02 Score 95.918 Data time: 0.2666, Forward time: 2.2740, Backward time: 3.0618, DDP time: 0.0047, Total iter time: 4.7284 [2020-11-06 04:57:41,945][root][INFO] - ===> Epoch[344](8940/26): Loss -0.2645, Sem 0.1136, dir -0.7003, norm 0.3223, swav 0.0000 LR: 1.328e-02 Score 95.995 Data time: 0.2139, Forward time: 2.2740, Backward time: 3.0619, DDP time: 0.0047, Total iter time: 6.0754 [2020-11-06 04:57:47,448][root][INFO] - ===> Epoch[344](8941/26): Loss -0.3512, Sem 0.0923, dir -0.7715, norm 0.3280, swav 0.0000 LR: 1.327e-02 Score 96.827 Data time: 0.2489, Forward time: 2.2740, Backward time: 3.0618, DDP time: 0.0047, Total iter time: 5.3816 [2020-11-06 04:57:53,056][root][INFO] - ===> Epoch[344](8942/26): Loss -0.3018, Sem 0.1063, dir -0.7234, norm 0.3153, swav 0.0000 LR: 1.325e-02 Score 96.151 Data time: 0.1756, Forward time: 2.2740, Backward time: 3.0618, DDP time: 0.0047, Total iter time: 5.4768 [2020-11-06 04:57:59,222][root][INFO] - ===> Epoch[344](8943/26): Loss -0.2986, Sem 0.1113, dir -0.7397, norm 0.3299, swav 0.0000 LR: 1.324e-02 Score 96.472 Data time: 0.1717, Forward time: 2.2740, Backward time: 3.0619, DDP time: 0.0047, Total iter time: 6.0767 [2020-11-06 04:58:05,623][root][INFO] - ===> Epoch[344](8944/26): Loss -0.3202, Sem 0.0982, dir -0.7289, norm 0.3104, swav 0.0000 LR: 1.323e-02 Score 96.771 Data time: 0.1953, Forward time: 2.2739, Backward time: 3.0620, DDP time: 0.0047, Total iter time: 6.2875 [2020-11-06 04:58:10,748][root][INFO] - ===> Epoch[345](8945/26): Loss -0.2853, Sem 0.1057, dir -0.7010, norm 0.3100, swav 0.0000 LR: 1.322e-02 Score 96.206 Data time: 0.2264, Forward time: 2.2739, Backward time: 3.0620, DDP time: 0.0047, Total iter time: 5.0157 [2020-11-06 04:58:15,890][root][INFO] - ===> Epoch[345](8946/26): Loss -0.2954, Sem 0.1155, dir -0.7446, norm 0.3337, swav 0.0000 LR: 1.321e-02 Score 96.202 Data time: 0.1656, Forward time: 2.2739, Backward time: 3.0620, DDP time: 0.0047, Total iter time: 4.9997 [2020-11-06 04:58:21,057][root][INFO] - ===> Epoch[345](8947/26): Loss -0.3183, Sem 0.1139, dir -0.7724, norm 0.3401, swav 0.0000 LR: 1.320e-02 Score 96.370 Data time: 0.2057, Forward time: 2.2739, Backward time: 3.0619, DDP time: 0.0047, Total iter time: 5.1062 [2020-11-06 04:58:28,385][root][INFO] - ===> Epoch[345](8948/26): Loss -0.2727, Sem 0.1166, dir -0.7285, norm 0.3391, swav 0.0000 LR: 1.319e-02 Score 96.012 Data time: 0.2277, Forward time: 2.2739, Backward time: 3.0621, DDP time: 0.0047, Total iter time: 7.2062 [2020-11-06 04:58:34,314][root][INFO] - ===> Epoch[345](8949/26): Loss -0.1743, Sem 0.1461, dir -0.6742, norm 0.3537, swav 0.0000 LR: 1.318e-02 Score 94.988 Data time: 0.2257, Forward time: 2.2739, Backward time: 3.0621, DDP time: 0.0047, Total iter time: 5.8015 [2020-11-06 04:58:39,502][root][INFO] - ===> Epoch[345](8950/26): Loss -0.2925, Sem 0.1098, dir -0.7278, norm 0.3254, swav 0.0000 LR: 1.316e-02 Score 95.962 Data time: 0.1943, Forward time: 2.2739, Backward time: 3.0620, DDP time: 0.0047, Total iter time: 5.0527 [2020-11-06 04:58:45,032][root][INFO] - ===> Epoch[345](8951/26): Loss -0.2731, Sem 0.1174, dir -0.7280, norm 0.3375, swav 0.0000 LR: 1.315e-02 Score 95.946 Data time: 0.1417, Forward time: 2.2738, Backward time: 3.0621, DDP time: 0.0047, Total iter time: 5.4193 [2020-11-06 04:58:49,862][root][INFO] - ===> Epoch[345](8952/26): Loss -0.3354, Sem 0.1012, dir -0.7471, norm 0.3105, swav 0.0000 LR: 1.314e-02 Score 96.317 Data time: 0.1675, Forward time: 2.2737, Backward time: 3.0620, DDP time: 0.0047, Total iter time: 4.7485 [2020-11-06 04:58:54,918][root][INFO] - ===> Epoch[345](8953/26): Loss -0.2928, Sem 0.1191, dir -0.7537, norm 0.3418, swav 0.0000 LR: 1.313e-02 Score 95.699 Data time: 0.2015, Forward time: 2.2737, Backward time: 3.0620, DDP time: 0.0047, Total iter time: 4.9530 [2020-11-06 04:59:01,808][root][INFO] - ===> Epoch[345](8954/26): Loss -0.2439, Sem 0.1251, dir -0.7234, norm 0.3544, swav 0.0000 LR: 1.312e-02 Score 95.603 Data time: 0.2320, Forward time: 2.2737, Backward time: 3.0621, DDP time: 0.0047, Total iter time: 6.7620 [2020-11-06 04:59:06,627][root][INFO] - ===> Epoch[345](8955/26): Loss -0.3107, Sem 0.1115, dir -0.7248, norm 0.3026, swav 0.0000 LR: 1.311e-02 Score 95.829 Data time: 0.2217, Forward time: 2.2737, Backward time: 3.0620, DDP time: 0.0047, Total iter time: 4.6804 [2020-11-06 04:59:11,414][root][INFO] - ===> Epoch[345](8956/26): Loss -0.2758, Sem 0.1134, dir -0.7229, norm 0.3337, swav 0.0000 LR: 1.310e-02 Score 96.114 Data time: 0.2466, Forward time: 2.2737, Backward time: 3.0619, DDP time: 0.0047, Total iter time: 4.6550 [2020-11-06 04:59:16,523][root][INFO] - ===> Epoch[345](8957/26): Loss -0.3089, Sem 0.1029, dir -0.7343, norm 0.3225, swav 0.0000 LR: 1.309e-02 Score 96.711 Data time: 0.2437, Forward time: 2.2738, Backward time: 3.0618, DDP time: 0.0047, Total iter time: 4.9782 [2020-11-06 04:59:22,107][root][INFO] - ===> Epoch[345](8958/26): Loss -0.2931, Sem 0.1265, dir -0.7604, norm 0.3408, swav 0.0000 LR: 1.307e-02 Score 95.903 Data time: 0.2227, Forward time: 2.2738, Backward time: 3.0617, DDP time: 0.0047, Total iter time: 5.4641 [2020-11-06 04:59:29,223][root][INFO] - ===> Epoch[345](8959/26): Loss -0.2840, Sem 0.1359, dir -0.7576, norm 0.3378, swav 0.0000 LR: 1.306e-02 Score 95.016 Data time: 0.2935, Forward time: 2.2739, Backward time: 3.0618, DDP time: 0.0047, Total iter time: 6.9887 [2020-11-06 04:59:35,680][root][INFO] - ===> Epoch[345](8960/26): Loss -0.2976, Sem 0.1159, dir -0.7223, norm 0.3088, swav 0.0000 LR: 1.305e-02 Score 96.080 Data time: 0.1546, Forward time: 2.2738, Backward time: 3.0619, DDP time: 0.0047, Total iter time: 6.3029 [2020-11-06 04:59:41,451][root][INFO] - ===> Epoch[345](8961/26): Loss -0.3076, Sem 0.1189, dir -0.7382, norm 0.3116, swav 0.0000 LR: 1.304e-02 Score 95.814 Data time: 0.1997, Forward time: 2.2738, Backward time: 3.0620, DDP time: 0.0047, Total iter time: 5.6659 [2020-11-06 04:59:49,102][root][INFO] - ===> Epoch[345](8962/26): Loss -0.3399, Sem 0.0899, dir -0.7363, norm 0.3066, swav 0.0000 LR: 1.303e-02 Score 96.904 Data time: 0.2151, Forward time: 2.2738, Backward time: 3.0622, DDP time: 0.0047, Total iter time: 7.5409 [2020-11-06 04:59:55,132][root][INFO] - ===> Epoch[345](8963/26): Loss -0.2586, Sem 0.1298, dir -0.7186, norm 0.3303, swav 0.0000 LR: 1.302e-02 Score 95.899 Data time: 0.2602, Forward time: 2.2738, Backward time: 3.0622, DDP time: 0.0047, Total iter time: 5.9217 [2020-11-06 05:00:00,107][root][INFO] - ===> Epoch[345](8964/26): Loss -0.3338, Sem 0.1147, dir -0.7609, norm 0.3123, swav 0.0000 LR: 1.301e-02 Score 96.129 Data time: 0.2125, Forward time: 2.2738, Backward time: 3.0621, DDP time: 0.0047, Total iter time: 4.8336 [2020-11-06 05:00:06,034][root][INFO] - ===> Epoch[345](8965/26): Loss -0.2903, Sem 0.0986, dir -0.7248, norm 0.3358, swav 0.0000 LR: 1.300e-02 Score 96.609 Data time: 0.2798, Forward time: 2.2739, Backward time: 3.0621, DDP time: 0.0047, Total iter time: 5.8189 [2020-11-06 05:00:12,206][root][INFO] - ===> Epoch[345](8966/26): Loss -0.2391, Sem 0.1455, dir -0.7442, norm 0.3596, swav 0.0000 LR: 1.298e-02 Score 94.809 Data time: 0.2068, Forward time: 2.2739, Backward time: 3.0621, DDP time: 0.0047, Total iter time: 6.0259 [2020-11-06 05:00:16,901][root][INFO] - ===> Epoch[345](8967/26): Loss -0.3164, Sem 0.1139, dir -0.7485, norm 0.3182, swav 0.0000 LR: 1.297e-02 Score 96.518 Data time: 0.1710, Forward time: 2.2738, Backward time: 3.0620, DDP time: 0.0048, Total iter time: 4.5686 [2020-11-06 05:00:22,529][root][INFO] - ===> Epoch[345](8968/26): Loss -0.2958, Sem 0.1197, dir -0.7667, norm 0.3513, swav 0.0000 LR: 1.296e-02 Score 95.982 Data time: 0.1846, Forward time: 2.2738, Backward time: 3.0620, DDP time: 0.0048, Total iter time: 5.5375 [2020-11-06 05:00:27,570][root][INFO] - ===> Epoch[345](8969/26): Loss -0.2973, Sem 0.1033, dir -0.7222, norm 0.3217, swav 0.0000 LR: 1.295e-02 Score 96.507 Data time: 0.2293, Forward time: 2.2738, Backward time: 3.0619, DDP time: 0.0048, Total iter time: 4.9272 [2020-11-06 05:00:33,631][root][INFO] - ===> Epoch[345](8970/26): Loss -0.3130, Sem 0.0972, dir -0.7463, norm 0.3362, swav 0.0000 LR: 1.294e-02 Score 96.874 Data time: 0.1661, Forward time: 2.2738, Backward time: 3.0620, DDP time: 0.0048, Total iter time: 5.9594 [2020-11-06 05:00:39,454][root][INFO] - ===> Epoch[346](8971/26): Loss -0.2152, Sem 0.1177, dir -0.6646, norm 0.3317, swav 0.0000 LR: 1.293e-02 Score 95.698 Data time: 0.2114, Forward time: 2.2738, Backward time: 3.0620, DDP time: 0.0048, Total iter time: 5.7180 [2020-11-06 05:00:43,942][root][INFO] - ===> Epoch[346](8972/26): Loss -0.3715, Sem 0.1134, dir -0.7863, norm 0.3014, swav 0.0000 LR: 1.292e-02 Score 95.777 Data time: 0.1666, Forward time: 2.2737, Backward time: 3.0620, DDP time: 0.0048, Total iter time: 4.3681 [2020-11-06 05:00:48,698][root][INFO] - ===> Epoch[346](8973/26): Loss -0.3067, Sem 0.1145, dir -0.7375, norm 0.3163, swav 0.0000 LR: 1.290e-02 Score 96.057 Data time: 0.2299, Forward time: 2.2737, Backward time: 3.0618, DDP time: 0.0048, Total iter time: 4.6693 [2020-11-06 05:00:53,485][root][INFO] - ===> Epoch[346](8974/26): Loss -0.3024, Sem 0.1325, dir -0.7538, norm 0.3190, swav 0.0000 LR: 1.289e-02 Score 95.822 Data time: 0.2052, Forward time: 2.2737, Backward time: 3.0618, DDP time: 0.0048, Total iter time: 4.6835 [2020-11-06 05:00:59,860][root][INFO] - ===> Epoch[346](8975/26): Loss -0.2722, Sem 0.1191, dir -0.7326, norm 0.3414, swav 0.0000 LR: 1.288e-02 Score 96.302 Data time: 0.3188, Forward time: 2.2738, Backward time: 3.0617, DDP time: 0.0048, Total iter time: 6.2559 [2020-11-06 05:01:06,322][root][INFO] - ===> Epoch[346](8976/26): Loss -0.2918, Sem 0.1101, dir -0.7344, norm 0.3325, swav 0.0000 LR: 1.287e-02 Score 96.175 Data time: 0.2030, Forward time: 2.2738, Backward time: 3.0618, DDP time: 0.0048, Total iter time: 6.3130 [2020-11-06 05:01:12,255][root][INFO] - ===> Epoch[346](8977/26): Loss -0.2510, Sem 0.0993, dir -0.6903, norm 0.3400, swav 0.0000 LR: 1.286e-02 Score 96.691 Data time: 0.2738, Forward time: 2.2739, Backward time: 3.0617, DDP time: 0.0048, Total iter time: 5.8130 [2020-11-06 05:01:17,645][root][INFO] - ===> Epoch[346](8978/26): Loss -0.2851, Sem 0.1010, dir -0.7143, norm 0.3281, swav 0.0000 LR: 1.285e-02 Score 96.758 Data time: 0.1937, Forward time: 2.2739, Backward time: 3.0617, DDP time: 0.0048, Total iter time: 5.2557 [2020-11-06 05:01:24,349][root][INFO] - ===> Epoch[346](8979/26): Loss -0.2568, Sem 0.1079, dir -0.7061, norm 0.3415, swav 0.0000 LR: 1.284e-02 Score 96.307 Data time: 0.2102, Forward time: 2.2738, Backward time: 3.0618, DDP time: 0.0048, Total iter time: 6.5703 [2020-11-06 05:01:30,106][root][INFO] - ===> Epoch[346](8980/26): Loss -0.3464, Sem 0.1064, dir -0.7706, norm 0.3179, swav 0.0000 LR: 1.283e-02 Score 96.340 Data time: 0.2681, Forward time: 2.2739, Backward time: 3.0618, DDP time: 0.0048, Total iter time: 5.6341 [2020-11-06 05:01:35,771][root][INFO] - ===> Epoch[346](8981/26): Loss -0.3416, Sem 0.1166, dir -0.7785, norm 0.3204, swav 0.0000 LR: 1.281e-02 Score 96.026 Data time: 0.1801, Forward time: 2.2738, Backward time: 3.0619, DDP time: 0.0048, Total iter time: 5.5208 [2020-11-06 05:01:40,369][root][INFO] - ===> Epoch[346](8982/26): Loss -0.2548, Sem 0.1131, dir -0.7072, norm 0.3392, swav 0.0000 LR: 1.280e-02 Score 95.891 Data time: 0.2004, Forward time: 2.2738, Backward time: 3.0618, DDP time: 0.0048, Total iter time: 4.4948 [2020-11-06 05:01:47,081][root][INFO] - ===> Epoch[346](8983/26): Loss -0.3419, Sem 0.1034, dir -0.7592, norm 0.3139, swav 0.0000 LR: 1.279e-02 Score 96.436 Data time: 0.2580, Forward time: 2.2738, Backward time: 3.0618, DDP time: 0.0048, Total iter time: 6.6149 [2020-11-06 05:01:52,607][root][INFO] - ===> Epoch[346](8984/26): Loss -0.3159, Sem 0.1107, dir -0.7319, norm 0.3053, swav 0.0000 LR: 1.278e-02 Score 96.583 Data time: 0.2128, Forward time: 2.2738, Backward time: 3.0618, DDP time: 0.0048, Total iter time: 5.3945 [2020-11-06 05:01:58,707][root][INFO] - ===> Epoch[346](8985/26): Loss -0.2793, Sem 0.1162, dir -0.7319, norm 0.3363, swav 0.0000 LR: 1.277e-02 Score 95.958 Data time: 0.2441, Forward time: 2.2738, Backward time: 3.0618, DDP time: 0.0048, Total iter time: 5.9883 [2020-11-06 05:02:04,769][root][INFO] - ===> Epoch[346](8986/26): Loss -0.2852, Sem 0.1010, dir -0.7483, norm 0.3621, swav 0.0000 LR: 1.276e-02 Score 96.819 Data time: 0.1848, Forward time: 2.2738, Backward time: 3.0619, DDP time: 0.0048, Total iter time: 5.9383 [2020-11-06 05:02:09,788][root][INFO] - ===> Epoch[346](8987/26): Loss -0.2763, Sem 0.1336, dir -0.7448, norm 0.3349, swav 0.0000 LR: 1.275e-02 Score 95.219 Data time: 0.2137, Forward time: 2.2738, Backward time: 3.0618, DDP time: 0.0048, Total iter time: 4.8888 [2020-11-06 05:02:14,375][root][INFO] - ===> Epoch[346](8988/26): Loss -0.2956, Sem 0.1054, dir -0.7011, norm 0.3000, swav 0.0000 LR: 1.274e-02 Score 96.154 Data time: 0.2157, Forward time: 2.2738, Backward time: 3.0617, DDP time: 0.0048, Total iter time: 4.4510 [2020-11-06 05:02:20,911][root][INFO] - ===> Epoch[346](8989/26): Loss -0.3416, Sem 0.0962, dir -0.7542, norm 0.3164, swav 0.0000 LR: 1.272e-02 Score 96.408 Data time: 0.2184, Forward time: 2.2738, Backward time: 3.0618, DDP time: 0.0048, Total iter time: 6.4196 [2020-11-06 05:02:27,141][root][INFO] - ===> Epoch[346](8990/26): Loss -0.3284, Sem 0.1065, dir -0.7665, norm 0.3317, swav 0.0000 LR: 1.271e-02 Score 96.179 Data time: 0.2275, Forward time: 2.2737, Backward time: 3.0619, DDP time: 0.0048, Total iter time: 6.0980 [2020-11-06 05:02:32,600][root][INFO] - ===> Epoch[346](8991/26): Loss -0.3075, Sem 0.1132, dir -0.7294, norm 0.3087, swav 0.0000 LR: 1.270e-02 Score 96.044 Data time: 0.2350, Forward time: 2.2737, Backward time: 3.0618, DDP time: 0.0048, Total iter time: 5.3460 [2020-11-06 05:02:38,365][root][INFO] - ===> Epoch[346](8992/26): Loss -0.2850, Sem 0.0977, dir -0.7363, norm 0.3537, swav 0.0000 LR: 1.269e-02 Score 96.718 Data time: 0.2372, Forward time: 2.2738, Backward time: 3.0618, DDP time: 0.0048, Total iter time: 5.6479 [2020-11-06 05:02:44,026][root][INFO] - ===> Epoch[346](8993/26): Loss -0.3610, Sem 0.1092, dir -0.7778, norm 0.3076, swav 0.0000 LR: 1.268e-02 Score 96.298 Data time: 0.2944, Forward time: 2.2738, Backward time: 3.0617, DDP time: 0.0048, Total iter time: 5.5246 [2020-11-06 05:02:50,416][root][INFO] - ===> Epoch[346](8994/26): Loss -0.2869, Sem 0.1169, dir -0.7126, norm 0.3088, swav 0.0000 LR: 1.267e-02 Score 96.625 Data time: 0.2079, Forward time: 2.2739, Backward time: 3.0618, DDP time: 0.0048, Total iter time: 6.2630 [2020-11-06 05:02:57,494][root][INFO] - ===> Epoch[346](8995/26): Loss -0.2901, Sem 0.1117, dir -0.7371, norm 0.3353, swav 0.0000 LR: 1.266e-02 Score 96.282 Data time: 0.1930, Forward time: 2.2738, Backward time: 3.0620, DDP time: 0.0048, Total iter time: 6.9629 [2020-11-06 05:03:03,478][root][INFO] - ===> Epoch[346](8996/26): Loss -0.3398, Sem 0.1124, dir -0.7727, norm 0.3205, swav 0.0000 LR: 1.264e-02 Score 96.190 Data time: 0.1626, Forward time: 2.2737, Backward time: 3.0621, DDP time: 0.0048, Total iter time: 5.8669 [2020-11-06 05:03:08,851][root][INFO] - ===> Epoch[347](8997/26): Loss -0.2371, Sem 0.1559, dir -0.7422, norm 0.3492, swav 0.0000 LR: 1.263e-02 Score 94.733 Data time: 0.1587, Forward time: 2.2737, Backward time: 3.0621, DDP time: 0.0048, Total iter time: 5.2551 [2020-11-06 05:03:14,000][root][INFO] - ===> Epoch[347](8998/26): Loss -0.2917, Sem 0.1282, dir -0.7333, norm 0.3134, swav 0.0000 LR: 1.262e-02 Score 95.815 Data time: 0.2060, Forward time: 2.2736, Backward time: 3.0621, DDP time: 0.0048, Total iter time: 5.0624 [2020-11-06 05:03:20,088][root][INFO] - ===> Epoch[347](8999/26): Loss -0.3299, Sem 0.0940, dir -0.7356, norm 0.3118, swav 0.0000 LR: 1.261e-02 Score 97.029 Data time: 0.2522, Forward time: 2.2737, Backward time: 3.0621, DDP time: 0.0048, Total iter time: 5.9636 [2020-11-06 05:03:24,916][root][INFO] - ===> Epoch[347](9000/26): Loss -0.3331, Sem 0.0931, dir -0.7511, norm 0.3249, swav 0.0000 LR: 1.260e-02 Score 97.040 Data time: 0.2168, Forward time: 2.2737, Backward time: 3.0620, DDP time: 0.0048, Total iter time: 4.6982 [2020-11-06 05:03:26,288][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-11-06 05:03:26,493][root][INFO] - ===> Start testing [2020-11-06 05:04:52,358][root][INFO] - 101/312: Data time: 0.0060, Iter time: 0.1508 Loss 0.046 (AVG: 0.532) Score 97.892 (AVG: 87.821) mIOU 66.861 mAP 73.582 mAcc 75.785 IOU: 81.682 96.541 55.610 83.236 90.155 82.506 75.930 59.882 50.611 72.740 24.868 48.149 56.748 69.361 45.087 52.184 91.786 67.008 87.436 45.705 mAP: 79.899 96.813 59.309 70.579 90.096 88.361 78.577 70.134 62.370 75.781 38.941 52.063 65.478 81.130 52.435 88.492 97.723 82.266 82.947 58.243 mAcc: 94.183 98.564 73.978 87.756 95.462 95.266 87.173 70.493 59.217 86.351 43.861 57.143 73.585 75.694 48.871 55.341 93.030 77.006 93.024 49.703 [2020-11-06 05:06:12,023][root][INFO] - 201/312: Data time: 0.0083, Iter time: 0.4294 Loss 0.275 (AVG: 0.510) Score 91.939 (AVG: 88.267) mIOU 67.706 mAP 73.736 mAcc 76.102 IOU: 82.248 96.592 55.179 83.218 90.860 83.342 73.531 57.279 50.433 78.718 28.831 56.225 55.631 73.092 43.155 52.387 91.166 65.364 86.370 50.502 mAP: 80.968 96.179 61.483 71.250 91.242 83.039 75.130 67.797 61.769 75.344 50.047 54.620 69.519 79.504 50.681 88.458 96.094 81.781 79.295 60.513 mAcc: 94.392 98.731 75.093 87.032 95.427 93.281 85.263 67.810 60.463 88.153 43.401 64.004 75.578 78.284 47.417 54.983 92.652 73.466 90.887 55.723 [2020-11-06 05:07:37,098][root][INFO] - 301/312: Data time: 0.0080, Iter time: 0.3925 Loss 1.646 (AVG: 0.532) Score 73.579 (AVG: 88.189) mIOU 67.695 mAP 73.416 mAcc 75.995 IOU: 82.715 96.263 59.934 82.010 90.105 83.265 72.054 56.117 51.940 77.913 26.984 62.086 58.900 65.808 43.200 53.821 91.289 61.667 87.404 50.434 mAP: 81.392 95.918 63.860 72.858 90.163 82.115 72.629 66.410 62.452 74.510 48.056 58.573 67.302 74.189 52.489 87.695 96.101 81.307 81.246 59.058 mAcc: 94.204 98.678 78.820 84.968 94.651 91.545 84.920 68.008 63.507 89.218 39.549 68.949 75.993 71.341 46.471 57.819 92.814 70.315 91.570 56.554 [2020-11-06 05:07:46,210][root][INFO] - 312/312: Data time: 0.0028, Iter time: 0.1919 Loss 0.115 (AVG: 0.528) Score 96.872 (AVG: 88.253) mIOU 68.119 mAP 73.518 mAcc 76.390 IOU: 82.651 96.277 60.504 82.158 90.199 83.656 71.992 56.478 51.714 78.048 26.756 61.319 59.095 66.416 45.858 56.158 90.947 61.555 87.730 52.876 mAP: 81.431 96.020 63.848 72.869 90.338 82.049 72.628 67.147 62.309 74.069 47.721 58.689 67.475 74.631 53.412 88.464 95.717 80.053 81.816 59.665 mAcc: 94.273 98.677 78.667 85.131 94.718 91.929 84.857 68.566 62.741 89.357 39.145 68.985 76.055 72.006 49.232 60.369 92.401 70.055 91.829 58.799 [2020-11-06 05:07:46,211][root][INFO] - Finished test. Elapsed time: 259.7162 [2020-11-06 05:07:58,191][root][INFO] - [2020-11-06 05:07:58,192][root][INFO] - ################################################################ [2020-11-06 05:07:58,192][root][INFO] - what : AP AP_50% AP_25% [2020-11-06 05:07:58,192][root][INFO] - ################################################################ [2020-11-06 05:07:58,192][root][INFO] - cabinet : 0.170 0.372 0.610 [2020-11-06 05:07:58,192][root][INFO] - bed : 0.385 0.728 0.839 [2020-11-06 05:07:58,192][root][INFO] - chair : 0.483 0.695 0.787 [2020-11-06 05:07:58,192][root][INFO] - sofa : 0.432 0.705 0.860 [2020-11-06 05:07:58,192][root][INFO] - table : 0.303 0.506 0.635 [2020-11-06 05:07:58,192][root][INFO] - door : 0.188 0.374 0.529 [2020-11-06 05:07:58,192][root][INFO] - window : 0.076 0.189 0.380 [2020-11-06 05:07:58,192][root][INFO] - bookshelf : 0.183 0.434 0.655 [2020-11-06 05:07:58,192][root][INFO] - picture : 0.124 0.257 0.360 [2020-11-06 05:07:58,192][root][INFO] - counter : 0.041 0.159 0.535 [2020-11-06 05:07:58,193][root][INFO] - desk : 0.050 0.230 0.541 [2020-11-06 05:07:58,193][root][INFO] - curtain : 0.189 0.312 0.532 [2020-11-06 05:07:58,193][root][INFO] - refrigerator : 0.264 0.399 0.451 [2020-11-06 05:07:58,193][root][INFO] - shower curtain : 0.498 0.697 0.697 [2020-11-06 05:07:58,193][root][INFO] - toilet : 0.779 0.936 0.987 [2020-11-06 05:07:58,193][root][INFO] - sink : 0.232 0.564 0.784 [2020-11-06 05:07:58,193][root][INFO] - bathtub : 0.645 0.780 0.857 [2020-11-06 05:07:58,193][root][INFO] - otherfurniture : 0.302 0.447 0.599 [2020-11-06 05:07:58,193][root][INFO] - ---------------------------------------------------------------- [2020-11-06 05:07:58,193][root][INFO] - average : 0.297 0.488 0.647 [2020-11-06 05:07:58,193][root][INFO] - [2020-11-06 05:07:58,398][root][INFO] - Summary name validation/mAP@0.5 is illegal; using validation/mAP_0.5 instead. [2020-11-06 05:07:58,400][root][INFO] - Current best mIoU: 68.241 at iter 8500 [2020-11-06 05:08:03,681][root][INFO] - ===> Epoch[347](9001/26): Loss -0.2978, Sem 0.1134, dir -0.7225, norm 0.3113, swav 0.0000 LR: 1.259e-02 Score 96.353 Data time: 0.2311, Forward time: 2.2737, Backward time: 3.0619, DDP time: 0.0048, Total iter time: 5.2734 [2020-11-06 05:08:10,707][root][INFO] - ===> Epoch[347](9002/26): Loss -0.3504, Sem 0.0838, dir -0.7529, norm 0.3187, swav 0.0000 LR: 1.258e-02 Score 97.012 Data time: 0.2196, Forward time: 2.2737, Backward time: 3.0620, DDP time: 0.0048, Total iter time: 6.9056 [2020-11-06 05:08:15,470][root][INFO] - ===> Epoch[347](9003/26): Loss -0.3530, Sem 0.0967, dir -0.7620, norm 0.3123, swav 0.0000 LR: 1.257e-02 Score 96.857 Data time: 0.1818, Forward time: 2.2737, Backward time: 3.0619, DDP time: 0.0048, Total iter time: 4.6430 [2020-11-06 05:08:21,176][root][INFO] - ===> Epoch[347](9004/26): Loss -0.3027, Sem 0.1116, dir -0.7518, norm 0.3375, swav 0.0000 LR: 1.255e-02 Score 96.319 Data time: 0.1793, Forward time: 2.2736, Backward time: 3.0620, DDP time: 0.0048, Total iter time: 5.6165 [2020-11-06 05:08:26,963][root][INFO] - ===> Epoch[347](9005/26): Loss -0.2383, Sem 0.1247, dir -0.7049, norm 0.3420, swav 0.0000 LR: 1.254e-02 Score 95.903 Data time: 0.2689, Forward time: 2.2737, Backward time: 3.0619, DDP time: 0.0048, Total iter time: 5.6967 [2020-11-06 05:08:32,073][root][INFO] - ===> Epoch[347](9006/26): Loss -0.3590, Sem 0.1038, dir -0.7675, norm 0.3047, swav 0.0000 LR: 1.253e-02 Score 96.523 Data time: 0.2100, Forward time: 2.2737, Backward time: 3.0619, DDP time: 0.0048, Total iter time: 4.9952 [2020-11-06 05:08:38,485][root][INFO] - ===> Epoch[347](9007/26): Loss -0.2761, Sem 0.1409, dir -0.7328, norm 0.3157, swav 0.0000 LR: 1.252e-02 Score 95.230 Data time: 0.1839, Forward time: 2.2736, Backward time: 3.0620, DDP time: 0.0048, Total iter time: 6.2886 [2020-11-06 05:08:43,012][root][INFO] - ===> Epoch[347](9008/26): Loss -0.2916, Sem 0.1223, dir -0.7393, norm 0.3254, swav 0.0000 LR: 1.251e-02 Score 95.979 Data time: 0.1689, Forward time: 2.2736, Backward time: 3.0619, DDP time: 0.0048, Total iter time: 4.4394 [2020-11-06 05:08:49,489][root][INFO] - ===> Epoch[347](9009/26): Loss -0.3604, Sem 0.0884, dir -0.7675, norm 0.3187, swav 0.0000 LR: 1.250e-02 Score 97.191 Data time: 0.2447, Forward time: 2.2736, Backward time: 3.0620, DDP time: 0.0048, Total iter time: 6.3703 [2020-11-06 05:08:56,228][root][INFO] - ===> Epoch[347](9010/26): Loss -0.3013, Sem 0.1229, dir -0.7326, norm 0.3084, swav 0.0000 LR: 1.249e-02 Score 95.953 Data time: 0.2211, Forward time: 2.2736, Backward time: 3.0621, DDP time: 0.0048, Total iter time: 6.6052 [2020-11-06 05:09:01,331][root][INFO] - ===> Epoch[347](9011/26): Loss -0.2690, Sem 0.1098, dir -0.7132, norm 0.3344, swav 0.0000 LR: 1.247e-02 Score 96.113 Data time: 0.1945, Forward time: 2.2736, Backward time: 3.0620, DDP time: 0.0048, Total iter time: 4.9858 [2020-11-06 05:09:06,830][root][INFO] - ===> Epoch[347](9012/26): Loss -0.3120, Sem 0.0911, dir -0.7173, norm 0.3142, swav 0.0000 LR: 1.246e-02 Score 96.612 Data time: 0.2341, Forward time: 2.2736, Backward time: 3.0620, DDP time: 0.0048, Total iter time: 5.3873 [2020-11-06 05:09:13,509][root][INFO] - ===> Epoch[347](9013/26): Loss -0.3605, Sem 0.0812, dir -0.7660, norm 0.3243, swav 0.0000 LR: 1.245e-02 Score 97.207 Data time: 0.2506, Forward time: 2.2737, Backward time: 3.0620, DDP time: 0.0048, Total iter time: 6.5449 [2020-11-06 05:09:19,013][root][INFO] - ===> Epoch[347](9014/26): Loss -0.2700, Sem 0.1328, dir -0.7534, norm 0.3505, swav 0.0000 LR: 1.244e-02 Score 95.611 Data time: 0.2547, Forward time: 2.2737, Backward time: 3.0619, DDP time: 0.0048, Total iter time: 5.3781 [2020-11-06 05:09:24,665][root][INFO] - ===> Epoch[347](9015/26): Loss -0.3203, Sem 0.1155, dir -0.7439, norm 0.3081, swav 0.0000 LR: 1.243e-02 Score 95.904 Data time: 0.1830, Forward time: 2.2737, Backward time: 3.0620, DDP time: 0.0048, Total iter time: 5.5259 [2020-11-06 05:09:30,472][root][INFO] - ===> Epoch[347](9016/26): Loss -0.3021, Sem 0.1186, dir -0.7566, norm 0.3360, swav 0.0000 LR: 1.242e-02 Score 96.134 Data time: 0.2482, Forward time: 2.2737, Backward time: 3.0619, DDP time: 0.0048, Total iter time: 5.7435 [2020-11-06 05:09:37,504][root][INFO] - ===> Epoch[347](9017/26): Loss -0.2473, Sem 0.0970, dir -0.6938, norm 0.3494, swav 0.0000 LR: 1.241e-02 Score 96.863 Data time: 0.2213, Forward time: 2.2737, Backward time: 3.0621, DDP time: 0.0048, Total iter time: 6.9107 [2020-11-06 05:09:43,379][root][INFO] - ===> Epoch[347](9018/26): Loss -0.3630, Sem 0.0963, dir -0.7655, norm 0.3061, swav 0.0000 LR: 1.240e-02 Score 96.497 Data time: 0.2657, Forward time: 2.2738, Backward time: 3.0620, DDP time: 0.0048, Total iter time: 5.7403 [2020-11-06 05:09:48,959][root][INFO] - ===> Epoch[347](9019/26): Loss -0.2539, Sem 0.1262, dir -0.7224, norm 0.3423, swav 0.0000 LR: 1.238e-02 Score 96.067 Data time: 0.2415, Forward time: 2.2738, Backward time: 3.0620, DDP time: 0.0048, Total iter time: 5.4494 [2020-11-06 05:09:56,468][root][INFO] - ===> Epoch[347](9020/26): Loss -0.3179, Sem 0.1138, dir -0.7507, norm 0.3190, swav 0.0000 LR: 1.237e-02 Score 96.311 Data time: 0.2962, Forward time: 2.2739, Backward time: 3.0621, DDP time: 0.0048, Total iter time: 7.4021 [2020-11-06 05:10:02,686][root][INFO] - ===> Epoch[347](9021/26): Loss -0.3261, Sem 0.1063, dir -0.7601, norm 0.3277, swav 0.0000 LR: 1.236e-02 Score 96.656 Data time: 0.2824, Forward time: 2.2739, Backward time: 3.0621, DDP time: 0.0048, Total iter time: 6.0963 [2020-11-06 05:10:07,791][root][INFO] - ===> Epoch[347](9022/26): Loss -0.3375, Sem 0.0977, dir -0.7680, norm 0.3328, swav 0.0000 LR: 1.235e-02 Score 96.733 Data time: 0.1366, Forward time: 2.2738, Backward time: 3.0621, DDP time: 0.0048, Total iter time: 4.9772 [2020-11-06 05:10:15,512][root][INFO] - ===> Epoch[348](9023/26): Loss -0.3135, Sem 0.1091, dir -0.7382, norm 0.3156, swav 0.0000 LR: 1.234e-02 Score 96.355 Data time: 0.2488, Forward time: 2.2738, Backward time: 3.0623, DDP time: 0.0048, Total iter time: 7.6219 [2020-11-06 05:10:22,613][root][INFO] - ===> Epoch[348](9024/26): Loss -0.3030, Sem 0.1221, dir -0.7344, norm 0.3093, swav 0.0000 LR: 1.233e-02 Score 95.677 Data time: 0.3478, Forward time: 2.2740, Backward time: 3.0624, DDP time: 0.0048, Total iter time: 6.9964 [2020-11-06 05:10:29,032][root][INFO] - ===> Epoch[348](9025/26): Loss -0.2123, Sem 0.1465, dir -0.7038, norm 0.3449, swav 0.0000 LR: 1.232e-02 Score 95.324 Data time: 0.2067, Forward time: 2.2740, Backward time: 3.0624, DDP time: 0.0048, Total iter time: 6.2881 [2020-11-06 05:10:33,854][root][INFO] - ===> Epoch[348](9026/26): Loss -0.3445, Sem 0.1115, dir -0.7634, norm 0.3073, swav 0.0000 LR: 1.230e-02 Score 96.117 Data time: 0.1527, Forward time: 2.2739, Backward time: 3.0624, DDP time: 0.0048, Total iter time: 4.6939 [2020-11-06 05:10:39,026][root][INFO] - ===> Epoch[348](9027/26): Loss -0.2557, Sem 0.1190, dir -0.7140, norm 0.3393, swav 0.0000 LR: 1.229e-02 Score 96.218 Data time: 0.1915, Forward time: 2.2739, Backward time: 3.0624, DDP time: 0.0048, Total iter time: 5.1042 [2020-11-06 05:10:44,793][root][INFO] - ===> Epoch[348](9028/26): Loss -0.2916, Sem 0.0930, dir -0.7280, norm 0.3435, swav 0.0000 LR: 1.228e-02 Score 96.880 Data time: 0.2090, Forward time: 2.2738, Backward time: 3.0624, DDP time: 0.0048, Total iter time: 5.6626 [2020-11-06 05:10:51,081][root][INFO] - ===> Epoch[348](9029/26): Loss -0.3050, Sem 0.1260, dir -0.7483, norm 0.3173, swav 0.0000 LR: 1.227e-02 Score 95.743 Data time: 0.3049, Forward time: 2.2739, Backward time: 3.0624, DDP time: 0.0048, Total iter time: 6.1895 [2020-11-06 05:10:56,912][root][INFO] - ===> Epoch[348](9030/26): Loss -0.3325, Sem 0.1170, dir -0.7815, norm 0.3320, swav 0.0000 LR: 1.226e-02 Score 95.781 Data time: 0.2229, Forward time: 2.2739, Backward time: 3.0624, DDP time: 0.0048, Total iter time: 5.6763 [2020-11-06 05:11:02,373][root][INFO] - ===> Epoch[348](9031/26): Loss -0.2778, Sem 0.1226, dir -0.7360, norm 0.3356, swav 0.0000 LR: 1.225e-02 Score 96.195 Data time: 0.2415, Forward time: 2.2739, Backward time: 3.0623, DDP time: 0.0048, Total iter time: 5.3277 [2020-11-06 05:11:07,492][root][INFO] - ===> Epoch[348](9032/26): Loss -0.3127, Sem 0.0980, dir -0.7235, norm 0.3129, swav 0.0000 LR: 1.224e-02 Score 97.004 Data time: 0.2328, Forward time: 2.2740, Backward time: 3.0622, DDP time: 0.0048, Total iter time: 5.0012 [2020-11-06 05:11:12,256][root][INFO] - ===> Epoch[348](9033/26): Loss -0.2821, Sem 0.1354, dir -0.7257, norm 0.3082, swav 0.0000 LR: 1.222e-02 Score 95.210 Data time: 0.1972, Forward time: 2.2740, Backward time: 3.0621, DDP time: 0.0048, Total iter time: 4.6316 [2020-11-06 05:11:17,430][root][INFO] - ===> Epoch[348](9034/26): Loss -0.3077, Sem 0.0873, dir -0.7078, norm 0.3128, swav 0.0000 LR: 1.221e-02 Score 96.848 Data time: 0.1150, Forward time: 2.2738, Backward time: 3.0622, DDP time: 0.0048, Total iter time: 5.0649 [2020-11-06 05:11:21,812][root][INFO] - ===> Epoch[348](9035/26): Loss -0.3408, Sem 0.1207, dir -0.7585, norm 0.2970, swav 0.0000 LR: 1.220e-02 Score 95.941 Data time: 0.1812, Forward time: 2.2738, Backward time: 3.0621, DDP time: 0.0048, Total iter time: 4.3449 [2020-11-06 05:11:27,589][root][INFO] - ===> Epoch[348](9036/26): Loss -0.3512, Sem 0.0980, dir -0.7591, norm 0.3098, swav 0.0000 LR: 1.219e-02 Score 96.939 Data time: 0.2029, Forward time: 2.2738, Backward time: 3.0621, DDP time: 0.0048, Total iter time: 5.6717 [2020-11-06 05:11:33,028][root][INFO] - ===> Epoch[348](9037/26): Loss -0.3526, Sem 0.1062, dir -0.7792, norm 0.3204, swav 0.0000 LR: 1.218e-02 Score 96.059 Data time: 0.2196, Forward time: 2.2738, Backward time: 3.0621, DDP time: 0.0048, Total iter time: 5.3534 [2020-11-06 05:11:38,231][root][INFO] - ===> Epoch[348](9038/26): Loss -0.3322, Sem 0.1081, dir -0.7468, norm 0.3065, swav 0.0000 LR: 1.217e-02 Score 96.294 Data time: 0.1625, Forward time: 2.2737, Backward time: 3.0621, DDP time: 0.0048, Total iter time: 5.0887 [2020-11-06 05:11:43,823][root][INFO] - ===> Epoch[348](9039/26): Loss -0.2855, Sem 0.1235, dir -0.7378, norm 0.3289, swav 0.0000 LR: 1.216e-02 Score 95.874 Data time: 0.1768, Forward time: 2.2737, Backward time: 3.0621, DDP time: 0.0048, Total iter time: 5.4961 [2020-11-06 05:11:49,408][root][INFO] - ===> Epoch[348](9040/26): Loss -0.3332, Sem 0.1024, dir -0.7524, norm 0.3168, swav 0.0000 LR: 1.215e-02 Score 96.686 Data time: 0.2569, Forward time: 2.2737, Backward time: 3.0621, DDP time: 0.0048, Total iter time: 5.4863 [2020-11-06 05:11:55,526][root][INFO] - ===> Epoch[348](9041/26): Loss -0.3289, Sem 0.1045, dir -0.7534, norm 0.3200, swav 0.0000 LR: 1.213e-02 Score 96.620 Data time: 0.2719, Forward time: 2.2738, Backward time: 3.0621, DDP time: 0.0048, Total iter time: 6.0055 [2020-11-06 05:12:01,259][root][INFO] - ===> Epoch[348](9042/26): Loss -0.2995, Sem 0.1106, dir -0.7343, norm 0.3241, swav 0.0000 LR: 1.212e-02 Score 96.121 Data time: 0.2317, Forward time: 2.2738, Backward time: 3.0620, DDP time: 0.0048, Total iter time: 5.6050 [2020-11-06 05:12:05,953][root][INFO] - ===> Epoch[348](9043/26): Loss -0.3354, Sem 0.1138, dir -0.7532, norm 0.3040, swav 0.0000 LR: 1.211e-02 Score 96.244 Data time: 0.1216, Forward time: 2.2737, Backward time: 3.0620, DDP time: 0.0048, Total iter time: 4.5817 [2020-11-06 05:12:11,856][root][INFO] - ===> Epoch[348](9044/26): Loss -0.2496, Sem 0.1178, dir -0.7057, norm 0.3383, swav 0.0000 LR: 1.210e-02 Score 95.911 Data time: 0.1585, Forward time: 2.2736, Backward time: 3.0621, DDP time: 0.0048, Total iter time: 5.8402 [2020-11-06 05:12:16,684][root][INFO] - ===> Epoch[348](9045/26): Loss -0.2952, Sem 0.1175, dir -0.7387, norm 0.3260, swav 0.0000 LR: 1.209e-02 Score 96.017 Data time: 0.1418, Forward time: 2.2735, Backward time: 3.0621, DDP time: 0.0048, Total iter time: 4.7605 [2020-11-06 05:12:22,319][root][INFO] - ===> Epoch[348](9046/26): Loss -0.2516, Sem 0.1527, dir -0.7425, norm 0.3382, swav 0.0000 LR: 1.208e-02 Score 94.700 Data time: 0.2185, Forward time: 2.2736, Backward time: 3.0621, DDP time: 0.0048, Total iter time: 5.5544 [2020-11-06 05:12:27,981][root][INFO] - ===> Epoch[348](9047/26): Loss -0.3458, Sem 0.1010, dir -0.7398, norm 0.2930, swav 0.0000 LR: 1.207e-02 Score 96.851 Data time: 0.1757, Forward time: 2.2735, Backward time: 3.0621, DDP time: 0.0048, Total iter time: 5.5461 [2020-11-06 05:12:33,569][root][INFO] - ===> Epoch[348](9048/26): Loss -0.2676, Sem 0.1282, dir -0.7295, norm 0.3338, swav 0.0000 LR: 1.205e-02 Score 95.589 Data time: 0.2727, Forward time: 2.2736, Backward time: 3.0621, DDP time: 0.0048, Total iter time: 5.4789 [2020-11-06 05:12:39,113][root][INFO] - ===> Epoch[349](9049/26): Loss -0.3046, Sem 0.1101, dir -0.7507, norm 0.3360, swav 0.0000 LR: 1.204e-02 Score 96.423 Data time: 0.2238, Forward time: 2.2736, Backward time: 3.0620, DDP time: 0.0048, Total iter time: 5.4151 [2020-11-06 05:12:46,613][root][INFO] - ===> Epoch[349](9050/26): Loss -0.2664, Sem 0.0989, dir -0.7157, norm 0.3503, swav 0.0000 LR: 1.203e-02 Score 96.532 Data time: 0.2626, Forward time: 2.2736, Backward time: 3.0621, DDP time: 0.0048, Total iter time: 7.2850 [2020-11-06 05:12:52,809][root][INFO] - ===> Epoch[349](9051/26): Loss -0.3476, Sem 0.0955, dir -0.7692, norm 0.3261, swav 0.0000 LR: 1.202e-02 Score 96.699 Data time: 0.3488, Forward time: 2.2737, Backward time: 3.0621, DDP time: 0.0048, Total iter time: 6.0474 [2020-11-06 05:12:59,984][root][INFO] - ===> Epoch[349](9052/26): Loss -0.3111, Sem 0.1089, dir -0.7434, norm 0.3234, swav 0.0000 LR: 1.201e-02 Score 96.363 Data time: 0.3389, Forward time: 2.2739, Backward time: 3.0621, DDP time: 0.0048, Total iter time: 7.0164 [2020-11-06 05:13:05,576][root][INFO] - ===> Epoch[349](9053/26): Loss -0.3296, Sem 0.1165, dir -0.7698, norm 0.3237, swav 0.0000 LR: 1.200e-02 Score 96.134 Data time: 0.2037, Forward time: 2.2739, Backward time: 3.0621, DDP time: 0.0048, Total iter time: 5.4474 [2020-11-06 05:13:11,308][root][INFO] - ===> Epoch[349](9054/26): Loss -0.3563, Sem 0.1099, dir -0.7670, norm 0.3008, swav 0.0000 LR: 1.199e-02 Score 96.382 Data time: 0.1865, Forward time: 2.2738, Backward time: 3.0621, DDP time: 0.0048, Total iter time: 5.6127 [2020-11-06 05:13:16,472][root][INFO] - ===> Epoch[349](9055/26): Loss -0.2444, Sem 0.1369, dir -0.7357, norm 0.3544, swav 0.0000 LR: 1.197e-02 Score 95.835 Data time: 0.2079, Forward time: 2.2738, Backward time: 3.0621, DDP time: 0.0048, Total iter time: 5.0636 [2020-11-06 05:13:22,084][root][INFO] - ===> Epoch[349](9056/26): Loss -0.2702, Sem 0.1010, dir -0.7236, norm 0.3524, swav 0.0000 LR: 1.196e-02 Score 96.784 Data time: 0.1675, Forward time: 2.2738, Backward time: 3.0621, DDP time: 0.0048, Total iter time: 5.4655 [2020-11-06 05:13:27,505][root][INFO] - ===> Epoch[349](9057/26): Loss -0.2419, Sem 0.1057, dir -0.6912, norm 0.3436, swav 0.0000 LR: 1.195e-02 Score 96.367 Data time: 0.2026, Forward time: 2.2738, Backward time: 3.0621, DDP time: 0.0048, Total iter time: 5.3030 [2020-11-06 05:13:33,131][root][INFO] - ===> Epoch[349](9058/26): Loss -0.3022, Sem 0.0943, dir -0.7355, norm 0.3389, swav 0.0000 LR: 1.194e-02 Score 96.711 Data time: 0.2364, Forward time: 2.2738, Backward time: 3.0620, DDP time: 0.0048, Total iter time: 5.5092 [2020-11-06 05:13:39,446][root][INFO] - ===> Epoch[349](9059/26): Loss -0.3076, Sem 0.1018, dir -0.7324, norm 0.3229, swav 0.0000 LR: 1.193e-02 Score 96.607 Data time: 0.2238, Forward time: 2.2737, Backward time: 3.0621, DDP time: 0.0048, Total iter time: 6.1686 [2020-11-06 05:13:46,043][root][INFO] - ===> Epoch[349](9060/26): Loss -0.3318, Sem 0.1124, dir -0.7644, norm 0.3203, swav 0.0000 LR: 1.192e-02 Score 96.281 Data time: 0.3305, Forward time: 2.2738, Backward time: 3.0621, DDP time: 0.0048, Total iter time: 6.4928 [2020-11-06 05:13:52,968][root][INFO] - ===> Epoch[349](9061/26): Loss -0.3145, Sem 0.1005, dir -0.7422, norm 0.3271, swav 0.0000 LR: 1.191e-02 Score 96.213 Data time: 0.2069, Forward time: 2.2739, Backward time: 3.0622, DDP time: 0.0048, Total iter time: 6.7725 [2020-11-06 05:13:57,605][root][INFO] - ===> Epoch[349](9062/26): Loss -0.3522, Sem 0.1089, dir -0.7625, norm 0.3014, swav 0.0000 LR: 1.189e-02 Score 96.857 Data time: 0.1057, Forward time: 2.2737, Backward time: 3.0622, DDP time: 0.0048, Total iter time: 4.4929 [2020-11-06 05:14:02,385][root][INFO] - ===> Epoch[349](9063/26): Loss -0.3457, Sem 0.1011, dir -0.7674, norm 0.3207, swav 0.0000 LR: 1.188e-02 Score 96.258 Data time: 0.2014, Forward time: 2.2737, Backward time: 3.0622, DDP time: 0.0048, Total iter time: 4.6977 [2020-11-06 05:14:08,843][root][INFO] - ===> Epoch[349](9064/26): Loss -0.3141, Sem 0.1275, dir -0.7679, norm 0.3263, swav 0.0000 LR: 1.187e-02 Score 95.774 Data time: 0.2276, Forward time: 2.2737, Backward time: 3.0622, DDP time: 0.0048, Total iter time: 6.3392 [2020-11-06 05:14:13,925][root][INFO] - ===> Epoch[349](9065/26): Loss -0.3364, Sem 0.1202, dir -0.7498, norm 0.2931, swav 0.0000 LR: 1.186e-02 Score 95.889 Data time: 0.1777, Forward time: 2.2737, Backward time: 3.0622, DDP time: 0.0048, Total iter time: 4.9396 [2020-11-06 05:14:19,347][root][INFO] - ===> Epoch[349](9066/26): Loss -0.3025, Sem 0.0923, dir -0.7409, norm 0.3461, swav 0.0000 LR: 1.185e-02 Score 96.837 Data time: 0.2886, Forward time: 2.2737, Backward time: 3.0621, DDP time: 0.0048, Total iter time: 5.3233 [2020-11-06 05:14:26,026][root][INFO] - ===> Epoch[349](9067/26): Loss -0.3217, Sem 0.1072, dir -0.7555, norm 0.3266, swav 0.0000 LR: 1.184e-02 Score 96.742 Data time: 0.1992, Forward time: 2.2737, Backward time: 3.0622, DDP time: 0.0048, Total iter time: 6.5286 [2020-11-06 05:14:31,235][root][INFO] - ===> Epoch[349](9068/26): Loss -0.2744, Sem 0.1214, dir -0.7203, norm 0.3245, swav 0.0000 LR: 1.183e-02 Score 95.863 Data time: 0.1249, Forward time: 2.2736, Backward time: 3.0623, DDP time: 0.0048, Total iter time: 5.1075 [2020-11-06 05:14:36,797][root][INFO] - ===> Epoch[349](9069/26): Loss -0.2704, Sem 0.1144, dir -0.7160, norm 0.3312, swav 0.0000 LR: 1.182e-02 Score 95.792 Data time: 0.2521, Forward time: 2.2737, Backward time: 3.0622, DDP time: 0.0048, Total iter time: 5.4984 [2020-11-06 05:14:43,668][root][INFO] - ===> Epoch[349](9070/26): Loss -0.2655, Sem 0.1113, dir -0.7095, norm 0.3326, swav 0.0000 LR: 1.180e-02 Score 96.100 Data time: 0.2373, Forward time: 2.2737, Backward time: 3.0623, DDP time: 0.0048, Total iter time: 6.7187 [2020-11-06 05:14:49,467][root][INFO] - ===> Epoch[349](9071/26): Loss -0.3108, Sem 0.1144, dir -0.7379, norm 0.3127, swav 0.0000 LR: 1.179e-02 Score 95.882 Data time: 0.2454, Forward time: 2.2737, Backward time: 3.0623, DDP time: 0.0048, Total iter time: 5.6573 [2020-11-06 05:14:55,022][root][INFO] - ===> Epoch[349](9072/26): Loss -0.3192, Sem 0.1039, dir -0.7474, norm 0.3243, swav 0.0000 LR: 1.178e-02 Score 96.489 Data time: 0.2139, Forward time: 2.2737, Backward time: 3.0623, DDP time: 0.0048, Total iter time: 5.4153 [2020-11-06 05:14:59,324][root][INFO] - ===> Epoch[349](9073/26): Loss -0.3571, Sem 0.1022, dir -0.7543, norm 0.2950, swav 0.0000 LR: 1.177e-02 Score 96.620 Data time: 0.2341, Forward time: 2.2737, Backward time: 3.0621, DDP time: 0.0048, Total iter time: 4.1822 [2020-11-06 05:15:04,379][root][INFO] - ===> Epoch[349](9074/26): Loss -0.2739, Sem 0.1093, dir -0.7013, norm 0.3181, swav 0.0000 LR: 1.176e-02 Score 96.407 Data time: 0.1652, Forward time: 2.2737, Backward time: 3.0621, DDP time: 0.0048, Total iter time: 4.9603 [2020-11-06 05:15:09,860][root][INFO] - ===> Epoch[350](9075/26): Loss -0.2957, Sem 0.1167, dir -0.7380, norm 0.3256, swav 0.0000 LR: 1.175e-02 Score 96.051 Data time: 0.2161, Forward time: 2.2736, Backward time: 3.0621, DDP time: 0.0048, Total iter time: 5.3951 [2020-11-06 05:15:14,987][root][INFO] - ===> Epoch[350](9076/26): Loss -0.2658, Sem 0.1131, dir -0.7140, norm 0.3350, swav 0.0000 LR: 1.174e-02 Score 95.805 Data time: 0.1531, Forward time: 2.2736, Backward time: 3.0621, DDP time: 0.0048, Total iter time: 5.0130 [2020-11-06 05:15:20,582][root][INFO] - ===> Epoch[350](9077/26): Loss -0.3139, Sem 0.1004, dir -0.7338, norm 0.3195, swav 0.0000 LR: 1.172e-02 Score 96.531 Data time: 0.2141, Forward time: 2.2736, Backward time: 3.0621, DDP time: 0.0048, Total iter time: 5.5090 [2020-11-06 05:15:25,805][root][INFO] - ===> Epoch[350](9078/26): Loss -0.3437, Sem 0.1032, dir -0.7858, norm 0.3389, swav 0.0000 LR: 1.171e-02 Score 96.445 Data time: 0.2256, Forward time: 2.2736, Backward time: 3.0620, DDP time: 0.0048, Total iter time: 5.1033 [2020-11-06 05:15:32,123][root][INFO] - ===> Epoch[350](9079/26): Loss -0.3170, Sem 0.1037, dir -0.7471, norm 0.3264, swav 0.0000 LR: 1.170e-02 Score 96.128 Data time: 0.2335, Forward time: 2.2736, Backward time: 3.0621, DDP time: 0.0048, Total iter time: 6.1924 [2020-11-06 05:15:36,838][root][INFO] - ===> Epoch[350](9080/26): Loss -0.3749, Sem 0.1039, dir -0.7710, norm 0.2923, swav 0.0000 LR: 1.169e-02 Score 96.230 Data time: 0.1762, Forward time: 2.2735, Backward time: 3.0620, DDP time: 0.0048, Total iter time: 4.5861 [2020-11-06 05:15:45,240][root][INFO] - ===> Epoch[350](9081/26): Loss -0.3134, Sem 0.1243, dir -0.7744, norm 0.3368, swav 0.0000 LR: 1.168e-02 Score 95.835 Data time: 0.2063, Forward time: 2.2736, Backward time: 3.0623, DDP time: 0.0048, Total iter time: 8.2946 [2020-11-06 05:15:50,912][root][INFO] - ===> Epoch[350](9082/26): Loss -0.3597, Sem 0.0978, dir -0.7657, norm 0.3082, swav 0.0000 LR: 1.167e-02 Score 96.411 Data time: 0.1477, Forward time: 2.2735, Backward time: 3.0624, DDP time: 0.0048, Total iter time: 5.5336 [2020-11-06 05:15:55,822][root][INFO] - ===> Epoch[350](9083/26): Loss -0.2838, Sem 0.1130, dir -0.7274, norm 0.3306, swav 0.0000 LR: 1.166e-02 Score 96.338 Data time: 0.1960, Forward time: 2.2735, Backward time: 3.0623, DDP time: 0.0048, Total iter time: 4.8215 [2020-11-06 05:16:01,090][root][INFO] - ===> Epoch[350](9084/26): Loss -0.2975, Sem 0.1298, dir -0.7431, norm 0.3158, swav 0.0000 LR: 1.164e-02 Score 95.414 Data time: 0.1340, Forward time: 2.2734, Backward time: 3.0623, DDP time: 0.0048, Total iter time: 5.1287 [2020-11-06 05:16:07,055][root][INFO] - ===> Epoch[350](9085/26): Loss -0.2815, Sem 0.1351, dir -0.7467, norm 0.3301, swav 0.0000 LR: 1.163e-02 Score 96.024 Data time: 0.2564, Forward time: 2.2734, Backward time: 3.0623, DDP time: 0.0048, Total iter time: 5.9036 [2020-11-06 05:16:13,113][root][INFO] - ===> Epoch[350](9086/26): Loss -0.3218, Sem 0.1214, dir -0.7476, norm 0.3044, swav 0.0000 LR: 1.162e-02 Score 95.910 Data time: 0.2301, Forward time: 2.2734, Backward time: 3.0623, DDP time: 0.0048, Total iter time: 5.9305 [2020-11-06 05:16:19,063][root][INFO] - ===> Epoch[350](9087/26): Loss -0.2876, Sem 0.0954, dir -0.7208, norm 0.3379, swav 0.0000 LR: 1.161e-02 Score 96.885 Data time: 0.2101, Forward time: 2.2734, Backward time: 3.0624, DDP time: 0.0048, Total iter time: 5.8458 [2020-11-06 05:16:24,745][root][INFO] - ===> Epoch[350](9088/26): Loss -0.2765, Sem 0.1506, dir -0.7696, norm 0.3424, swav 0.0000 LR: 1.160e-02 Score 94.934 Data time: 0.1771, Forward time: 2.2734, Backward time: 3.0624, DDP time: 0.0048, Total iter time: 5.5674 [2020-11-06 05:16:29,978][root][INFO] - ===> Epoch[350](9089/26): Loss -0.3289, Sem 0.1171, dir -0.7517, norm 0.3057, swav 0.0000 LR: 1.159e-02 Score 95.865 Data time: 0.2330, Forward time: 2.2734, Backward time: 3.0623, DDP time: 0.0048, Total iter time: 5.1673 [2020-11-06 05:16:34,465][root][INFO] - ===> Epoch[350](9090/26): Loss -0.3185, Sem 0.1294, dir -0.7475, norm 0.2996, swav 0.0000 LR: 1.158e-02 Score 95.921 Data time: 0.1692, Forward time: 2.2733, Backward time: 3.0623, DDP time: 0.0048, Total iter time: 4.3784 [2020-11-06 05:16:39,294][root][INFO] - ===> Epoch[350](9091/26): Loss -0.3197, Sem 0.1069, dir -0.7369, norm 0.3103, swav 0.0000 LR: 1.156e-02 Score 96.536 Data time: 0.2327, Forward time: 2.2733, Backward time: 3.0622, DDP time: 0.0048, Total iter time: 4.7528 [2020-11-06 05:16:45,950][root][INFO] - ===> Epoch[350](9092/26): Loss -0.3041, Sem 0.0943, dir -0.7250, norm 0.3265, swav 0.0000 LR: 1.155e-02 Score 96.977 Data time: 0.3379, Forward time: 2.2734, Backward time: 3.0622, DDP time: 0.0048, Total iter time: 6.5515 [2020-11-06 05:16:51,478][root][INFO] - ===> Epoch[350](9093/26): Loss -0.3127, Sem 0.0955, dir -0.7370, norm 0.3287, swav 0.0000 LR: 1.154e-02 Score 96.409 Data time: 0.2483, Forward time: 2.2735, Backward time: 3.0621, DDP time: 0.0048, Total iter time: 5.3571 [2020-11-06 05:16:57,589][root][INFO] - ===> Epoch[350](9094/26): Loss -0.2998, Sem 0.1151, dir -0.7585, norm 0.3436, swav 0.0000 LR: 1.153e-02 Score 96.081 Data time: 0.1861, Forward time: 2.2735, Backward time: 3.0621, DDP time: 0.0048, Total iter time: 5.9879 [2020-11-06 05:17:02,849][root][INFO] - ===> Epoch[350](9095/26): Loss -0.2832, Sem 0.1151, dir -0.7235, norm 0.3251, swav 0.0000 LR: 1.152e-02 Score 96.123 Data time: 0.2147, Forward time: 2.2735, Backward time: 3.0621, DDP time: 0.0048, Total iter time: 5.1633 [2020-11-06 05:17:09,440][root][INFO] - ===> Epoch[350](9096/26): Loss -0.3273, Sem 0.0969, dir -0.7504, norm 0.3262, swav 0.0000 LR: 1.151e-02 Score 96.823 Data time: 0.3230, Forward time: 2.2736, Backward time: 3.0621, DDP time: 0.0048, Total iter time: 6.4841 [2020-11-06 05:17:15,378][root][INFO] - ===> Epoch[350](9097/26): Loss -0.3211, Sem 0.1006, dir -0.7458, norm 0.3241, swav 0.0000 LR: 1.150e-02 Score 96.437 Data time: 0.2734, Forward time: 2.2736, Backward time: 3.0620, DDP time: 0.0048, Total iter time: 5.8023 [2020-11-06 05:17:19,836][root][INFO] - ===> Epoch[350](9098/26): Loss -0.3368, Sem 0.1019, dir -0.7566, norm 0.3179, swav 0.0000 LR: 1.148e-02 Score 96.492 Data time: 0.2072, Forward time: 2.2736, Backward time: 3.0619, DDP time: 0.0048, Total iter time: 4.3337 [2020-11-06 05:17:25,758][root][INFO] - ===> Epoch[350](9099/26): Loss -0.2943, Sem 0.1238, dir -0.7563, norm 0.3382, swav 0.0000 LR: 1.147e-02 Score 95.628 Data time: 0.2353, Forward time: 2.2737, Backward time: 3.0619, DDP time: 0.0048, Total iter time: 5.8296 [2020-11-06 05:17:31,808][root][INFO] - ===> Epoch[350](9100/26): Loss -0.3414, Sem 0.0943, dir -0.7641, norm 0.3283, swav 0.0000 LR: 1.146e-02 Score 96.482 Data time: 0.1741, Forward time: 2.2736, Backward time: 3.0620, DDP time: 0.0048, Total iter time: 5.9373 [2020-11-06 05:17:36,800][root][INFO] - ===> Epoch[351](9101/26): Loss -0.3116, Sem 0.1118, dir -0.7433, norm 0.3199, swav 0.0000 LR: 1.145e-02 Score 96.138 Data time: 0.2615, Forward time: 2.2736, Backward time: 3.0619, DDP time: 0.0048, Total iter time: 4.9060 [2020-11-06 05:17:41,733][root][INFO] - ===> Epoch[351](9102/26): Loss -0.3307, Sem 0.1082, dir -0.7675, norm 0.3286, swav 0.0000 LR: 1.144e-02 Score 96.272 Data time: 0.1895, Forward time: 2.2736, Backward time: 3.0618, DDP time: 0.0048, Total iter time: 4.8136 [2020-11-06 05:17:47,198][root][INFO] - ===> Epoch[351](9103/26): Loss -0.3493, Sem 0.0993, dir -0.7576, norm 0.3090, swav 0.0000 LR: 1.143e-02 Score 96.856 Data time: 0.1964, Forward time: 2.2736, Backward time: 3.0618, DDP time: 0.0048, Total iter time: 5.3791 [2020-11-06 05:17:52,836][root][INFO] - ===> Epoch[351](9104/26): Loss -0.3249, Sem 0.1244, dir -0.7526, norm 0.3033, swav 0.0000 LR: 1.141e-02 Score 96.169 Data time: 0.2884, Forward time: 2.2736, Backward time: 3.0618, DDP time: 0.0048, Total iter time: 5.5099 [2020-11-06 05:17:58,914][root][INFO] - ===> Epoch[351](9105/26): Loss -0.3385, Sem 0.1180, dir -0.7610, norm 0.3046, swav 0.0000 LR: 1.140e-02 Score 96.081 Data time: 0.2316, Forward time: 2.2736, Backward time: 3.0618, DDP time: 0.0048, Total iter time: 5.9533 [2020-11-06 05:18:04,448][root][INFO] - ===> Epoch[351](9106/26): Loss -0.3116, Sem 0.1064, dir -0.7260, norm 0.3080, swav 0.0000 LR: 1.139e-02 Score 96.420 Data time: 0.2083, Forward time: 2.2736, Backward time: 3.0618, DDP time: 0.0048, Total iter time: 5.3979 [2020-11-06 05:18:11,007][root][INFO] - ===> Epoch[351](9107/26): Loss -0.3215, Sem 0.1211, dir -0.7444, norm 0.3018, swav 0.0000 LR: 1.138e-02 Score 96.132 Data time: 0.1585, Forward time: 2.2736, Backward time: 3.0619, DDP time: 0.0048, Total iter time: 6.4396 [2020-11-06 05:18:18,495][root][INFO] - ===> Epoch[351](9108/26): Loss -0.2868, Sem 0.1091, dir -0.7368, norm 0.3409, swav 0.0000 LR: 1.137e-02 Score 96.149 Data time: 0.1504, Forward time: 2.2735, Backward time: 3.0622, DDP time: 0.0048, Total iter time: 7.4099 [2020-11-06 05:18:24,515][root][INFO] - ===> Epoch[351](9109/26): Loss -0.3387, Sem 0.0916, dir -0.7452, norm 0.3149, swav 0.0000 LR: 1.136e-02 Score 96.734 Data time: 0.1428, Forward time: 2.2734, Backward time: 3.0623, DDP time: 0.0048, Total iter time: 5.9616 [2020-11-06 05:18:30,801][root][INFO] - ===> Epoch[351](9110/26): Loss -0.2843, Sem 0.1147, dir -0.7344, norm 0.3355, swav 0.0000 LR: 1.135e-02 Score 95.981 Data time: 0.2984, Forward time: 2.2735, Backward time: 3.0623, DDP time: 0.0048, Total iter time: 6.2243 [2020-11-06 05:18:36,722][root][INFO] - ===> Epoch[351](9111/26): Loss -0.2852, Sem 0.1007, dir -0.7113, norm 0.3254, swav 0.0000 LR: 1.133e-02 Score 96.551 Data time: 0.1942, Forward time: 2.2735, Backward time: 3.0623, DDP time: 0.0048, Total iter time: 5.8025 [2020-11-06 05:18:41,593][root][INFO] - ===> Epoch[351](9112/26): Loss -0.2787, Sem 0.1175, dir -0.7488, norm 0.3526, swav 0.0000 LR: 1.132e-02 Score 96.263 Data time: 0.1599, Forward time: 2.2735, Backward time: 3.0622, DDP time: 0.0048, Total iter time: 4.7303 [2020-11-06 05:18:47,498][root][INFO] - ===> Epoch[351](9113/26): Loss -0.2830, Sem 0.1169, dir -0.7576, norm 0.3577, swav 0.0000 LR: 1.131e-02 Score 96.627 Data time: 0.1893, Forward time: 2.2734, Backward time: 3.0623, DDP time: 0.0048, Total iter time: 5.8092 [2020-11-06 05:18:52,791][root][INFO] - ===> Epoch[351](9114/26): Loss -0.3446, Sem 0.1060, dir -0.7813, norm 0.3307, swav 0.0000 LR: 1.130e-02 Score 96.422 Data time: 0.2076, Forward time: 2.2734, Backward time: 3.0622, DDP time: 0.0048, Total iter time: 5.1673 [2020-11-06 05:18:57,642][root][INFO] - ===> Epoch[351](9115/26): Loss -0.2971, Sem 0.1198, dir -0.7335, norm 0.3166, swav 0.0000 LR: 1.129e-02 Score 95.756 Data time: 0.1856, Forward time: 2.2734, Backward time: 3.0622, DDP time: 0.0048, Total iter time: 4.7386 [2020-11-06 05:19:03,881][root][INFO] - ===> Epoch[351](9116/26): Loss -0.3813, Sem 0.0982, dir -0.7777, norm 0.2983, swav 0.0000 LR: 1.128e-02 Score 97.047 Data time: 0.1652, Forward time: 2.2733, Backward time: 3.0623, DDP time: 0.0048, Total iter time: 6.1288 [2020-11-06 05:19:08,809][root][INFO] - ===> Epoch[351](9117/26): Loss -0.2224, Sem 0.1201, dir -0.7049, norm 0.3624, swav 0.0000 LR: 1.127e-02 Score 95.782 Data time: 0.1966, Forward time: 2.2733, Backward time: 3.0622, DDP time: 0.0048, Total iter time: 4.8469 [2020-11-06 05:19:15,049][root][INFO] - ===> Epoch[351](9118/26): Loss -0.3062, Sem 0.1077, dir -0.7346, norm 0.3208, swav 0.0000 LR: 1.125e-02 Score 96.022 Data time: 0.4309, Forward time: 2.2733, Backward time: 3.0623, DDP time: 0.0048, Total iter time: 6.1072 [2020-11-06 05:19:23,290][root][INFO] - ===> Epoch[351](9119/26): Loss -0.3213, Sem 0.1041, dir -0.7572, norm 0.3318, swav 0.0000 LR: 1.124e-02 Score 96.428 Data time: 0.3990, Forward time: 2.2735, Backward time: 3.0623, DDP time: 0.0048, Total iter time: 8.1127 [2020-11-06 05:19:28,737][root][INFO] - ===> Epoch[351](9120/26): Loss -0.3140, Sem 0.1051, dir -0.7389, norm 0.3198, swav 0.0000 LR: 1.123e-02 Score 96.457 Data time: 0.2046, Forward time: 2.2735, Backward time: 3.0623, DDP time: 0.0048, Total iter time: 5.3267 [2020-11-06 05:19:33,345][root][INFO] - ===> Epoch[351](9121/26): Loss -0.3220, Sem 0.1051, dir -0.7459, norm 0.3187, swav 0.0000 LR: 1.122e-02 Score 96.639 Data time: 0.1627, Forward time: 2.2735, Backward time: 3.0622, DDP time: 0.0048, Total iter time: 4.4795 [2020-11-06 05:19:39,576][root][INFO] - ===> Epoch[351](9122/26): Loss -0.2862, Sem 0.1124, dir -0.7283, norm 0.3297, swav 0.0000 LR: 1.121e-02 Score 95.854 Data time: 0.1855, Forward time: 2.2734, Backward time: 3.0623, DDP time: 0.0048, Total iter time: 6.1392 [2020-11-06 05:19:45,396][root][INFO] - ===> Epoch[351](9123/26): Loss -0.3543, Sem 0.1081, dir -0.7708, norm 0.3083, swav 0.0000 LR: 1.120e-02 Score 96.657 Data time: 0.2001, Forward time: 2.2734, Backward time: 3.0623, DDP time: 0.0048, Total iter time: 5.7122 [2020-11-06 05:19:52,396][root][INFO] - ===> Epoch[351](9124/26): Loss -0.3118, Sem 0.1231, dir -0.7585, norm 0.3235, swav 0.0000 LR: 1.119e-02 Score 95.918 Data time: 0.2091, Forward time: 2.2734, Backward time: 3.0625, DDP time: 0.0048, Total iter time: 6.8725 [2020-11-06 05:19:58,758][root][INFO] - ===> Epoch[351](9125/26): Loss -0.3540, Sem 0.0862, dir -0.7599, norm 0.3197, swav 0.0000 LR: 1.117e-02 Score 97.072 Data time: 0.2487, Forward time: 2.2734, Backward time: 3.0625, DDP time: 0.0048, Total iter time: 6.2556 [2020-11-06 05:20:05,141][root][INFO] - ===> Epoch[351](9126/26): Loss -0.2793, Sem 0.1259, dir -0.7258, norm 0.3206, swav 0.0000 LR: 1.116e-02 Score 95.723 Data time: 0.2360, Forward time: 2.2735, Backward time: 3.0625, DDP time: 0.0048, Total iter time: 6.2630 [2020-11-06 05:20:11,545][root][INFO] - ===> Epoch[352](9127/26): Loss -0.3087, Sem 0.1030, dir -0.7260, norm 0.3143, swav 0.0000 LR: 1.115e-02 Score 96.468 Data time: 0.2256, Forward time: 2.2735, Backward time: 3.0626, DDP time: 0.0048, Total iter time: 6.2875 [2020-11-06 05:20:18,783][root][INFO] - ===> Epoch[352](9128/26): Loss -0.3333, Sem 0.1073, dir -0.7554, norm 0.3149, swav 0.0000 LR: 1.114e-02 Score 96.099 Data time: 0.1604, Forward time: 2.2734, Backward time: 3.0628, DDP time: 0.0048, Total iter time: 7.1117 [2020-11-06 05:20:24,129][root][INFO] - ===> Epoch[352](9129/26): Loss -0.2566, Sem 0.1182, dir -0.7100, norm 0.3352, swav 0.0000 LR: 1.113e-02 Score 95.843 Data time: 0.2691, Forward time: 2.2735, Backward time: 3.0627, DDP time: 0.0048, Total iter time: 5.2677 [2020-11-06 05:20:30,957][root][INFO] - ===> Epoch[352](9130/26): Loss -0.3050, Sem 0.1149, dir -0.7626, norm 0.3427, swav 0.0000 LR: 1.112e-02 Score 96.238 Data time: 0.2278, Forward time: 2.2735, Backward time: 3.0628, DDP time: 0.0048, Total iter time: 6.7089 [2020-11-06 05:20:38,297][root][INFO] - ===> Epoch[352](9131/26): Loss -0.2780, Sem 0.1209, dir -0.7261, norm 0.3272, swav 0.0000 LR: 1.111e-02 Score 96.353 Data time: 0.1919, Forward time: 2.2734, Backward time: 3.0630, DDP time: 0.0048, Total iter time: 7.2284 [2020-11-06 05:20:43,784][root][INFO] - ===> Epoch[352](9132/26): Loss -0.3148, Sem 0.1240, dir -0.7296, norm 0.2908, swav 0.0000 LR: 1.109e-02 Score 96.020 Data time: 0.1732, Forward time: 2.2734, Backward time: 3.0630, DDP time: 0.0048, Total iter time: 5.3696 [2020-11-06 05:20:48,913][root][INFO] - ===> Epoch[352](9133/26): Loss -0.3156, Sem 0.1150, dir -0.7510, norm 0.3204, swav 0.0000 LR: 1.108e-02 Score 96.240 Data time: 0.2132, Forward time: 2.2734, Backward time: 3.0630, DDP time: 0.0048, Total iter time: 5.0374 [2020-11-06 05:20:54,234][root][INFO] - ===> Epoch[352](9134/26): Loss -0.3369, Sem 0.1199, dir -0.7792, norm 0.3223, swav 0.0000 LR: 1.107e-02 Score 95.497 Data time: 0.2570, Forward time: 2.2734, Backward time: 3.0629, DDP time: 0.0048, Total iter time: 5.1998 [2020-11-06 05:21:00,375][root][INFO] - ===> Epoch[352](9135/26): Loss -0.2809, Sem 0.1131, dir -0.7241, norm 0.3301, swav 0.0000 LR: 1.106e-02 Score 96.622 Data time: 0.2815, Forward time: 2.2735, Backward time: 3.0629, DDP time: 0.0048, Total iter time: 6.0012 [2020-11-06 05:21:06,036][root][INFO] - ===> Epoch[352](9136/26): Loss -0.3150, Sem 0.1040, dir -0.7359, norm 0.3170, swav 0.0000 LR: 1.105e-02 Score 96.854 Data time: 0.2734, Forward time: 2.2736, Backward time: 3.0628, DDP time: 0.0048, Total iter time: 5.5356 [2020-11-06 05:21:13,690][root][INFO] - ===> Epoch[352](9137/26): Loss -0.2644, Sem 0.1286, dir -0.7343, norm 0.3414, swav 0.0000 LR: 1.104e-02 Score 95.777 Data time: 0.1772, Forward time: 2.2735, Backward time: 3.0630, DDP time: 0.0048, Total iter time: 7.5322 [2020-11-06 05:21:19,428][root][INFO] - ===> Epoch[352](9138/26): Loss -0.3312, Sem 0.1036, dir -0.7622, norm 0.3274, swav 0.0000 LR: 1.102e-02 Score 96.793 Data time: 0.2363, Forward time: 2.2735, Backward time: 3.0630, DDP time: 0.0048, Total iter time: 5.6379 [2020-11-06 05:21:25,096][root][INFO] - ===> Epoch[352](9139/26): Loss -0.3262, Sem 0.0851, dir -0.7307, norm 0.3194, swav 0.0000 LR: 1.101e-02 Score 97.195 Data time: 0.2580, Forward time: 2.2736, Backward time: 3.0630, DDP time: 0.0048, Total iter time: 5.5226 [2020-11-06 05:21:31,829][root][INFO] - ===> Epoch[352](9140/26): Loss -0.2326, Sem 0.1239, dir -0.7174, norm 0.3608, swav 0.0000 LR: 1.100e-02 Score 96.473 Data time: 0.3449, Forward time: 2.2737, Backward time: 3.0629, DDP time: 0.0048, Total iter time: 6.6091 [2020-11-06 05:21:37,659][root][INFO] - ===> Epoch[352](9141/26): Loss -0.3073, Sem 0.1066, dir -0.7260, norm 0.3120, swav 0.0000 LR: 1.099e-02 Score 96.356 Data time: 0.2471, Forward time: 2.2737, Backward time: 3.0629, DDP time: 0.0048, Total iter time: 5.6820 [2020-11-06 05:21:43,081][root][INFO] - ===> Epoch[352](9142/26): Loss -0.2940, Sem 0.1368, dir -0.7501, norm 0.3193, swav 0.0000 LR: 1.098e-02 Score 95.584 Data time: 0.2564, Forward time: 2.2738, Backward time: 3.0628, DDP time: 0.0048, Total iter time: 5.3118 [2020-11-06 05:21:48,255][root][INFO] - ===> Epoch[352](9143/26): Loss -0.3333, Sem 0.0933, dir -0.7489, norm 0.3223, swav 0.0000 LR: 1.097e-02 Score 96.726 Data time: 0.2023, Forward time: 2.2738, Backward time: 3.0628, DDP time: 0.0048, Total iter time: 5.0578 [2020-11-06 05:21:54,573][root][INFO] - ===> Epoch[352](9144/26): Loss -0.2755, Sem 0.1266, dir -0.7429, norm 0.3408, swav 0.0000 LR: 1.096e-02 Score 95.699 Data time: 0.2136, Forward time: 2.2738, Backward time: 3.0628, DDP time: 0.0048, Total iter time: 6.2154 [2020-11-06 05:21:59,787][root][INFO] - ===> Epoch[352](9145/26): Loss -0.3706, Sem 0.0923, dir -0.7687, norm 0.3058, swav 0.0000 LR: 1.094e-02 Score 96.989 Data time: 0.1853, Forward time: 2.2738, Backward time: 3.0628, DDP time: 0.0048, Total iter time: 5.0910 [2020-11-06 05:22:05,011][root][INFO] - ===> Epoch[352](9146/26): Loss -0.3456, Sem 0.0891, dir -0.7454, norm 0.3106, swav 0.0000 LR: 1.093e-02 Score 97.170 Data time: 0.2466, Forward time: 2.2738, Backward time: 3.0627, DDP time: 0.0048, Total iter time: 5.1140 [2020-11-06 05:22:10,186][root][INFO] - ===> Epoch[352](9147/26): Loss -0.3500, Sem 0.1007, dir -0.7617, norm 0.3110, swav 0.0000 LR: 1.092e-02 Score 96.734 Data time: 0.1980, Forward time: 2.2738, Backward time: 3.0627, DDP time: 0.0048, Total iter time: 5.0457 [2020-11-06 05:22:15,744][root][INFO] - ===> Epoch[352](9148/26): Loss -0.3726, Sem 0.0910, dir -0.7711, norm 0.3075, swav 0.0000 LR: 1.091e-02 Score 96.891 Data time: 0.1339, Forward time: 2.2737, Backward time: 3.0627, DDP time: 0.0048, Total iter time: 5.4405 [2020-11-06 05:22:21,798][root][INFO] - ===> Epoch[352](9149/26): Loss -0.3004, Sem 0.1229, dir -0.7457, norm 0.3224, swav 0.0000 LR: 1.090e-02 Score 95.650 Data time: 0.1697, Forward time: 2.2736, Backward time: 3.0628, DDP time: 0.0048, Total iter time: 5.9793 [2020-11-06 05:22:28,639][root][INFO] - ===> Epoch[352](9150/26): Loss -0.3054, Sem 0.1224, dir -0.7440, norm 0.3163, swav 0.0000 LR: 1.089e-02 Score 95.750 Data time: 0.1877, Forward time: 2.2736, Backward time: 3.0630, DDP time: 0.0048, Total iter time: 6.7493 [2020-11-06 05:22:35,655][root][INFO] - ===> Epoch[352](9151/26): Loss -0.3283, Sem 0.1110, dir -0.7606, norm 0.3213, swav 0.0000 LR: 1.088e-02 Score 95.698 Data time: 0.1679, Forward time: 2.2735, Backward time: 3.0632, DDP time: 0.0048, Total iter time: 6.9069 [2020-11-06 05:22:42,343][root][INFO] - ===> Epoch[352](9152/26): Loss -0.2900, Sem 0.1081, dir -0.7233, norm 0.3252, swav 0.0000 LR: 1.086e-02 Score 96.258 Data time: 0.2389, Forward time: 2.2735, Backward time: 3.0633, DDP time: 0.0048, Total iter time: 6.6117 [2020-11-06 05:22:47,574][root][INFO] - ===> Epoch[353](9153/26): Loss -0.3437, Sem 0.0897, dir -0.7498, norm 0.3165, swav 0.0000 LR: 1.085e-02 Score 97.022 Data time: 0.1231, Forward time: 2.2734, Backward time: 3.0633, DDP time: 0.0048, Total iter time: 5.1121 [2020-11-06 05:22:52,192][root][INFO] - ===> Epoch[353](9154/26): Loss -0.2916, Sem 0.1212, dir -0.7274, norm 0.3146, swav 0.0000 LR: 1.084e-02 Score 95.857 Data time: 0.1876, Forward time: 2.2734, Backward time: 3.0633, DDP time: 0.0048, Total iter time: 4.5453 [2020-11-06 05:22:57,252][root][INFO] - ===> Epoch[353](9155/26): Loss -0.3202, Sem 0.1184, dir -0.7618, norm 0.3232, swav 0.0000 LR: 1.083e-02 Score 95.733 Data time: 0.2096, Forward time: 2.2734, Backward time: 3.0632, DDP time: 0.0048, Total iter time: 4.9415 [2020-11-06 05:23:02,288][root][INFO] - ===> Epoch[353](9156/26): Loss -0.2957, Sem 0.0931, dir -0.7129, norm 0.3241, swav 0.0000 LR: 1.082e-02 Score 96.763 Data time: 0.1957, Forward time: 2.2733, Backward time: 3.0632, DDP time: 0.0048, Total iter time: 4.9208 [2020-11-06 05:23:07,670][root][INFO] - ===> Epoch[353](9157/26): Loss -0.3237, Sem 0.1106, dir -0.7552, norm 0.3209, swav 0.0000 LR: 1.081e-02 Score 96.531 Data time: 0.1751, Forward time: 2.2733, Backward time: 3.0632, DDP time: 0.0048, Total iter time: 5.2752 [2020-11-06 05:23:13,738][root][INFO] - ===> Epoch[353](9158/26): Loss -0.3288, Sem 0.0984, dir -0.7391, norm 0.3118, swav 0.0000 LR: 1.079e-02 Score 96.826 Data time: 0.1827, Forward time: 2.2733, Backward time: 3.0632, DDP time: 0.0048, Total iter time: 5.9772 [2020-11-06 05:23:19,006][root][INFO] - ===> Epoch[353](9159/26): Loss -0.3225, Sem 0.0901, dir -0.7163, norm 0.3038, swav 0.0000 LR: 1.078e-02 Score 96.880 Data time: 0.2550, Forward time: 2.2733, Backward time: 3.0631, DDP time: 0.0048, Total iter time: 5.1737 [2020-11-06 05:23:23,748][root][INFO] - ===> Epoch[353](9160/26): Loss -0.3158, Sem 0.1144, dir -0.7533, norm 0.3231, swav 0.0000 LR: 1.077e-02 Score 96.212 Data time: 0.1908, Forward time: 2.2733, Backward time: 3.0631, DDP time: 0.0048, Total iter time: 4.6210 [2020-11-06 05:23:29,701][root][INFO] - ===> Epoch[353](9161/26): Loss -0.2851, Sem 0.1194, dir -0.7488, norm 0.3444, swav 0.0000 LR: 1.076e-02 Score 96.112 Data time: 0.1738, Forward time: 2.2732, Backward time: 3.0631, DDP time: 0.0048, Total iter time: 5.8504 [2020-11-06 05:23:34,525][root][INFO] - ===> Epoch[353](9162/26): Loss -0.2869, Sem 0.1138, dir -0.7302, norm 0.3295, swav 0.0000 LR: 1.075e-02 Score 95.802 Data time: 0.1870, Forward time: 2.2732, Backward time: 3.0631, DDP time: 0.0048, Total iter time: 4.7148 [2020-11-06 05:23:39,725][root][INFO] - ===> Epoch[353](9163/26): Loss -0.2640, Sem 0.1146, dir -0.7078, norm 0.3291, swav 0.0000 LR: 1.074e-02 Score 96.143 Data time: 0.2224, Forward time: 2.2732, Backward time: 3.0630, DDP time: 0.0048, Total iter time: 5.0962 [2020-11-06 05:23:46,460][root][INFO] - ===> Epoch[353](9164/26): Loss -0.2957, Sem 0.0985, dir -0.7336, norm 0.3394, swav 0.0000 LR: 1.073e-02 Score 96.523 Data time: 0.1946, Forward time: 2.2732, Backward time: 3.0631, DDP time: 0.0048, Total iter time: 6.6023 [2020-11-06 05:23:52,376][root][INFO] - ===> Epoch[353](9165/26): Loss -0.2702, Sem 0.1113, dir -0.7083, norm 0.3268, swav 0.0000 LR: 1.071e-02 Score 96.137 Data time: 0.1960, Forward time: 2.2732, Backward time: 3.0631, DDP time: 0.0048, Total iter time: 5.7937 [2020-11-06 05:23:57,103][root][INFO] - ===> Epoch[353](9166/26): Loss -0.2903, Sem 0.1126, dir -0.7218, norm 0.3188, swav 0.0000 LR: 1.070e-02 Score 96.349 Data time: 0.1857, Forward time: 2.2731, Backward time: 3.0631, DDP time: 0.0048, Total iter time: 4.6182 [2020-11-06 05:24:03,535][root][INFO] - ===> Epoch[353](9167/26): Loss -0.3114, Sem 0.1152, dir -0.7479, norm 0.3214, swav 0.0000 LR: 1.069e-02 Score 95.802 Data time: 0.2147, Forward time: 2.2731, Backward time: 3.0632, DDP time: 0.0048, Total iter time: 6.3417 [2020-11-06 05:24:09,073][root][INFO] - ===> Epoch[353](9168/26): Loss -0.3580, Sem 0.1053, dir -0.7698, norm 0.3065, swav 0.0000 LR: 1.068e-02 Score 96.252 Data time: 0.2340, Forward time: 2.2732, Backward time: 3.0631, DDP time: 0.0048, Total iter time: 5.4056 [2020-11-06 05:24:14,062][root][INFO] - ===> Epoch[353](9169/26): Loss -0.2733, Sem 0.1546, dir -0.7608, norm 0.3329, swav 0.0000 LR: 1.067e-02 Score 94.718 Data time: 0.2313, Forward time: 2.2732, Backward time: 3.0630, DDP time: 0.0048, Total iter time: 4.8729 [2020-11-06 05:24:19,373][root][INFO] - ===> Epoch[353](9170/26): Loss -0.3220, Sem 0.0986, dir -0.7481, norm 0.3275, swav 0.0000 LR: 1.066e-02 Score 97.077 Data time: 0.2300, Forward time: 2.2732, Backward time: 3.0630, DDP time: 0.0048, Total iter time: 5.1750 [2020-11-06 05:24:26,372][root][INFO] - ===> Epoch[353](9171/26): Loss -0.3122, Sem 0.1070, dir -0.7524, norm 0.3332, swav 0.0000 LR: 1.064e-02 Score 96.648 Data time: 0.3466, Forward time: 2.2733, Backward time: 3.0630, DDP time: 0.0048, Total iter time: 6.8898 [2020-11-06 05:24:32,843][root][INFO] - ===> Epoch[353](9172/26): Loss -0.2686, Sem 0.1070, dir -0.7360, norm 0.3605, swav 0.0000 LR: 1.063e-02 Score 96.107 Data time: 0.2380, Forward time: 2.2733, Backward time: 3.0630, DDP time: 0.0048, Total iter time: 6.3313 [2020-11-06 05:24:37,800][root][INFO] - ===> Epoch[353](9173/26): Loss -0.3813, Sem 0.1191, dir -0.7849, norm 0.2844, swav 0.0000 LR: 1.062e-02 Score 96.057 Data time: 0.1768, Forward time: 2.2733, Backward time: 3.0630, DDP time: 0.0048, Total iter time: 4.8252 [2020-11-06 05:24:43,343][root][INFO] - ===> Epoch[353](9174/26): Loss -0.3425, Sem 0.1034, dir -0.7580, norm 0.3121, swav 0.0000 LR: 1.061e-02 Score 96.665 Data time: 0.1398, Forward time: 2.2732, Backward time: 3.0630, DDP time: 0.0048, Total iter time: 5.4540 [2020-11-06 05:24:48,617][root][INFO] - ===> Epoch[353](9175/26): Loss -0.3675, Sem 0.0985, dir -0.7654, norm 0.2994, swav 0.0000 LR: 1.060e-02 Score 96.671 Data time: 0.1850, Forward time: 2.2732, Backward time: 3.0630, DDP time: 0.0048, Total iter time: 5.1907 [2020-11-06 05:24:53,962][root][INFO] - ===> Epoch[353](9176/26): Loss -0.3617, Sem 0.1034, dir -0.7721, norm 0.3069, swav 0.0000 LR: 1.059e-02 Score 96.296 Data time: 0.2204, Forward time: 2.2732, Backward time: 3.0630, DDP time: 0.0048, Total iter time: 5.2466 [2020-11-06 05:24:59,354][root][INFO] - ===> Epoch[353](9177/26): Loss -0.3600, Sem 0.1076, dir -0.7651, norm 0.2975, swav 0.0000 LR: 1.058e-02 Score 96.554 Data time: 0.1891, Forward time: 2.2731, Backward time: 3.0630, DDP time: 0.0048, Total iter time: 5.2733 [2020-11-06 05:25:04,952][root][INFO] - ===> Epoch[353](9178/26): Loss -0.3376, Sem 0.0961, dir -0.7382, norm 0.3045, swav 0.0000 LR: 1.056e-02 Score 96.591 Data time: 0.1858, Forward time: 2.2731, Backward time: 3.0630, DDP time: 0.0048, Total iter time: 5.4958 [2020-11-06 05:25:11,813][root][INFO] - ===> Epoch[354](9179/26): Loss -0.3057, Sem 0.1219, dir -0.7648, norm 0.3372, swav 0.0000 LR: 1.055e-02 Score 95.739 Data time: 0.2091, Forward time: 2.2731, Backward time: 3.0631, DDP time: 0.0048, Total iter time: 6.7451 [2020-11-06 05:25:18,471][root][INFO] - ===> Epoch[354](9180/26): Loss -0.3405, Sem 0.1025, dir -0.7365, norm 0.2936, swav 0.0000 LR: 1.054e-02 Score 96.656 Data time: 0.2501, Forward time: 2.2731, Backward time: 3.0632, DDP time: 0.0048, Total iter time: 6.5190 [2020-11-06 05:25:23,395][root][INFO] - ===> Epoch[354](9181/26): Loss -0.2448, Sem 0.1218, dir -0.6960, norm 0.3294, swav 0.0000 LR: 1.053e-02 Score 95.862 Data time: 0.2317, Forward time: 2.2731, Backward time: 3.0631, DDP time: 0.0048, Total iter time: 4.7849 [2020-11-06 05:25:29,361][root][INFO] - ===> Epoch[354](9182/26): Loss -0.3643, Sem 0.0926, dir -0.7761, norm 0.3192, swav 0.0000 LR: 1.052e-02 Score 96.804 Data time: 0.1801, Forward time: 2.2731, Backward time: 3.0632, DDP time: 0.0048, Total iter time: 5.8272 [2020-11-06 05:25:34,471][root][INFO] - ===> Epoch[354](9183/26): Loss -0.3045, Sem 0.0991, dir -0.7320, norm 0.3284, swav 0.0000 LR: 1.051e-02 Score 96.396 Data time: 0.1995, Forward time: 2.2731, Backward time: 3.0631, DDP time: 0.0048, Total iter time: 5.0230 [2020-11-06 05:25:40,065][root][INFO] - ===> Epoch[354](9184/26): Loss -0.2584, Sem 0.1101, dir -0.7227, norm 0.3542, swav 0.0000 LR: 1.049e-02 Score 96.009 Data time: 0.1760, Forward time: 2.2731, Backward time: 3.0631, DDP time: 0.0048, Total iter time: 5.4771 [2020-11-06 05:25:45,747][root][INFO] - ===> Epoch[354](9185/26): Loss -0.3275, Sem 0.1187, dir -0.7603, norm 0.3142, swav 0.0000 LR: 1.048e-02 Score 95.749 Data time: 0.2288, Forward time: 2.2731, Backward time: 3.0631, DDP time: 0.0048, Total iter time: 5.5795 [2020-11-06 05:25:52,151][root][INFO] - ===> Epoch[354](9186/26): Loss -0.2796, Sem 0.1069, dir -0.7199, norm 0.3334, swav 0.0000 LR: 1.047e-02 Score 96.397 Data time: 0.3218, Forward time: 2.2732, Backward time: 3.0631, DDP time: 0.0048, Total iter time: 6.2790 [2020-11-06 05:25:57,672][root][INFO] - ===> Epoch[354](9187/26): Loss -0.3059, Sem 0.1289, dir -0.7463, norm 0.3115, swav 0.0000 LR: 1.046e-02 Score 95.871 Data time: 0.2537, Forward time: 2.2732, Backward time: 3.0630, DDP time: 0.0048, Total iter time: 5.3534 [2020-11-06 05:26:04,711][root][INFO] - ===> Epoch[354](9188/26): Loss -0.3286, Sem 0.1026, dir -0.7552, norm 0.3239, swav 0.0000 LR: 1.045e-02 Score 96.295 Data time: 0.1463, Forward time: 2.2732, Backward time: 3.0632, DDP time: 0.0048, Total iter time: 6.9221 [2020-11-06 05:26:11,471][root][INFO] - ===> Epoch[354](9189/26): Loss -0.3151, Sem 0.1010, dir -0.7405, norm 0.3244, swav 0.0000 LR: 1.044e-02 Score 96.778 Data time: 0.1724, Forward time: 2.2731, Backward time: 3.0634, DDP time: 0.0048, Total iter time: 6.6586 [2020-11-06 05:26:17,422][root][INFO] - ===> Epoch[354](9190/26): Loss -0.2795, Sem 0.1249, dir -0.7371, norm 0.3328, swav 0.0000 LR: 1.043e-02 Score 96.163 Data time: 0.2730, Forward time: 2.2731, Backward time: 3.0634, DDP time: 0.0048, Total iter time: 5.8659 [2020-11-06 05:26:23,926][root][INFO] - ===> Epoch[354](9191/26): Loss -0.3043, Sem 0.1166, dir -0.7295, norm 0.3086, swav 0.0000 LR: 1.041e-02 Score 96.092 Data time: 0.2979, Forward time: 2.2732, Backward time: 3.0633, DDP time: 0.0048, Total iter time: 6.3800 [2020-11-06 05:26:28,912][root][INFO] - ===> Epoch[354](9192/26): Loss -0.3040, Sem 0.1161, dir -0.7484, norm 0.3283, swav 0.0000 LR: 1.040e-02 Score 95.876 Data time: 0.2402, Forward time: 2.2733, Backward time: 3.0632, DDP time: 0.0048, Total iter time: 4.8708 [2020-11-06 05:26:34,350][root][INFO] - ===> Epoch[354](9193/26): Loss -0.3034, Sem 0.1181, dir -0.7391, norm 0.3176, swav 0.0000 LR: 1.039e-02 Score 95.988 Data time: 0.2596, Forward time: 2.2733, Backward time: 3.0631, DDP time: 0.0048, Total iter time: 5.3160 [2020-11-06 05:26:40,041][root][INFO] - ===> Epoch[354](9194/26): Loss -0.3259, Sem 0.1105, dir -0.7502, norm 0.3139, swav 0.0000 LR: 1.038e-02 Score 96.230 Data time: 0.1812, Forward time: 2.2733, Backward time: 3.0632, DDP time: 0.0048, Total iter time: 5.5704 [2020-11-06 05:26:46,102][root][INFO] - ===> Epoch[354](9195/26): Loss -0.2718, Sem 0.1271, dir -0.7251, norm 0.3262, swav 0.0000 LR: 1.037e-02 Score 95.867 Data time: 0.1299, Forward time: 2.2732, Backward time: 3.0633, DDP time: 0.0048, Total iter time: 5.9645 [2020-11-06 05:26:52,591][root][INFO] - ===> Epoch[354](9196/26): Loss -0.2647, Sem 0.1058, dir -0.7203, norm 0.3499, swav 0.0000 LR: 1.036e-02 Score 96.560 Data time: 0.1920, Forward time: 2.2732, Backward time: 3.0634, DDP time: 0.0048, Total iter time: 6.4337 [2020-11-06 05:26:58,695][root][INFO] - ===> Epoch[354](9197/26): Loss -0.2797, Sem 0.1055, dir -0.7189, norm 0.3336, swav 0.0000 LR: 1.034e-02 Score 96.001 Data time: 0.2649, Forward time: 2.2732, Backward time: 3.0634, DDP time: 0.0048, Total iter time: 5.9970 [2020-11-06 05:27:03,757][root][INFO] - ===> Epoch[354](9198/26): Loss -0.2573, Sem 0.1115, dir -0.7125, norm 0.3437, swav 0.0000 LR: 1.033e-02 Score 95.960 Data time: 0.2193, Forward time: 2.2732, Backward time: 3.0633, DDP time: 0.0048, Total iter time: 4.9134 [2020-11-06 05:27:08,582][root][INFO] - ===> Epoch[354](9199/26): Loss -0.2682, Sem 0.1055, dir -0.7106, norm 0.3369, swav 0.0000 LR: 1.032e-02 Score 96.457 Data time: 0.2245, Forward time: 2.2732, Backward time: 3.0632, DDP time: 0.0048, Total iter time: 4.6936 [2020-11-06 05:27:14,098][root][INFO] - ===> Epoch[354](9200/26): Loss -0.3228, Sem 0.1036, dir -0.7474, norm 0.3210, swav 0.0000 LR: 1.031e-02 Score 96.845 Data time: 0.2275, Forward time: 2.2732, Backward time: 3.0632, DDP time: 0.0048, Total iter time: 5.3931 [2020-11-06 05:27:20,401][root][INFO] - ===> Epoch[354](9201/26): Loss -0.2742, Sem 0.1272, dir -0.7270, norm 0.3256, swav 0.0000 LR: 1.030e-02 Score 95.827 Data time: 0.1641, Forward time: 2.2732, Backward time: 3.0633, DDP time: 0.0048, Total iter time: 6.1667 [2020-11-06 05:27:25,618][root][INFO] - ===> Epoch[354](9202/26): Loss -0.3166, Sem 0.1068, dir -0.7495, norm 0.3262, swav 0.0000 LR: 1.029e-02 Score 96.317 Data time: 0.1693, Forward time: 2.2731, Backward time: 3.0633, DDP time: 0.0048, Total iter time: 5.1434 [2020-11-06 05:27:33,108][root][INFO] - ===> Epoch[354](9203/26): Loss -0.3158, Sem 0.1126, dir -0.7688, norm 0.3404, swav 0.0000 LR: 1.027e-02 Score 96.330 Data time: 0.2874, Forward time: 2.2731, Backward time: 3.0635, DDP time: 0.0048, Total iter time: 7.4485 [2020-11-06 05:27:40,193][root][INFO] - ===> Epoch[354](9204/26): Loss -0.2947, Sem 0.1042, dir -0.7348, norm 0.3359, swav 0.0000 LR: 1.026e-02 Score 96.367 Data time: 0.3291, Forward time: 2.2733, Backward time: 3.0635, DDP time: 0.0048, Total iter time: 6.9775 [2020-11-06 05:27:45,404][root][INFO] - ===> Epoch[355](9205/26): Loss -0.3352, Sem 0.0982, dir -0.7359, norm 0.3025, swav 0.0000 LR: 1.025e-02 Score 96.845 Data time: 0.1962, Forward time: 2.2733, Backward time: 3.0634, DDP time: 0.0048, Total iter time: 5.0685 [2020-11-06 05:27:50,865][root][INFO] - ===> Epoch[355](9206/26): Loss -0.3404, Sem 0.0970, dir -0.7588, norm 0.3213, swav 0.0000 LR: 1.024e-02 Score 96.868 Data time: 0.2290, Forward time: 2.2733, Backward time: 3.0634, DDP time: 0.0048, Total iter time: 5.3364 [2020-11-06 05:27:55,277][root][INFO] - ===> Epoch[355](9207/26): Loss -0.3423, Sem 0.1077, dir -0.7766, norm 0.3266, swav 0.0000 LR: 1.023e-02 Score 96.163 Data time: 0.2081, Forward time: 2.2733, Backward time: 3.0632, DDP time: 0.0048, Total iter time: 4.2946 [2020-11-06 05:28:00,791][root][INFO] - ===> Epoch[355](9208/26): Loss -0.2832, Sem 0.1169, dir -0.7307, norm 0.3306, swav 0.0000 LR: 1.022e-02 Score 95.709 Data time: 0.2679, Forward time: 2.2733, Backward time: 3.0632, DDP time: 0.0048, Total iter time: 5.4165 [2020-11-06 05:28:05,992][root][INFO] - ===> Epoch[355](9209/26): Loss -0.3380, Sem 0.0961, dir -0.7524, norm 0.3183, swav 0.0000 LR: 1.021e-02 Score 96.922 Data time: 0.1921, Forward time: 2.2733, Backward time: 3.0631, DDP time: 0.0048, Total iter time: 5.0664 [2020-11-06 05:28:11,084][root][INFO] - ===> Epoch[355](9210/26): Loss -0.3343, Sem 0.1192, dir -0.7612, norm 0.3078, swav 0.0000 LR: 1.019e-02 Score 96.240 Data time: 0.1705, Forward time: 2.2732, Backward time: 3.0631, DDP time: 0.0048, Total iter time: 5.0015 [2020-11-06 05:28:17,168][root][INFO] - ===> Epoch[355](9211/26): Loss -0.2982, Sem 0.1308, dir -0.7531, norm 0.3241, swav 0.0000 LR: 1.018e-02 Score 95.624 Data time: 0.2221, Forward time: 2.2732, Backward time: 3.0632, DDP time: 0.0048, Total iter time: 6.0379 [2020-11-06 05:28:23,709][root][INFO] - ===> Epoch[355](9212/26): Loss -0.2841, Sem 0.1056, dir -0.7087, norm 0.3190, swav 0.0000 LR: 1.017e-02 Score 96.304 Data time: 0.2448, Forward time: 2.2733, Backward time: 3.0632, DDP time: 0.0048, Total iter time: 6.4326 [2020-11-06 05:28:28,945][root][INFO] - ===> Epoch[355](9213/26): Loss -0.3303, Sem 0.0912, dir -0.7366, norm 0.3150, swav 0.0000 LR: 1.016e-02 Score 97.053 Data time: 0.2036, Forward time: 2.2732, Backward time: 3.0632, DDP time: 0.0048, Total iter time: 5.1057 [2020-11-06 05:28:35,092][root][INFO] - ===> Epoch[355](9214/26): Loss -0.3457, Sem 0.1153, dir -0.7812, norm 0.3202, swav 0.0000 LR: 1.015e-02 Score 96.368 Data time: 0.3104, Forward time: 2.2733, Backward time: 3.0632, DDP time: 0.0048, Total iter time: 6.0485 [2020-11-06 05:28:41,691][root][INFO] - ===> Epoch[355](9215/26): Loss -0.2276, Sem 0.1461, dir -0.7115, norm 0.3377, swav 0.0000 LR: 1.014e-02 Score 95.111 Data time: 0.3454, Forward time: 2.2734, Backward time: 3.0631, DDP time: 0.0048, Total iter time: 6.4784 [2020-11-06 05:28:46,744][root][INFO] - ===> Epoch[355](9216/26): Loss -0.3396, Sem 0.1074, dir -0.7560, norm 0.3090, swav 0.0000 LR: 1.012e-02 Score 96.131 Data time: 0.1980, Forward time: 2.2734, Backward time: 3.0631, DDP time: 0.0048, Total iter time: 4.9274 [2020-11-06 05:28:52,215][root][INFO] - ===> Epoch[355](9217/26): Loss -0.3376, Sem 0.1053, dir -0.7572, norm 0.3144, swav 0.0000 LR: 1.011e-02 Score 96.587 Data time: 0.2474, Forward time: 2.2735, Backward time: 3.0630, DDP time: 0.0048, Total iter time: 5.3481 [2020-11-06 05:28:56,733][root][INFO] - ===> Epoch[355](9218/26): Loss -0.3539, Sem 0.0781, dir -0.7364, norm 0.3044, swav 0.0000 LR: 1.010e-02 Score 97.585 Data time: 0.1785, Forward time: 2.2735, Backward time: 3.0629, DDP time: 0.0048, Total iter time: 4.3958 [2020-11-06 05:29:01,397][root][INFO] - ===> Epoch[355](9219/26): Loss -0.3553, Sem 0.1047, dir -0.7550, norm 0.2950, swav 0.0000 LR: 1.009e-02 Score 96.052 Data time: 0.1589, Forward time: 2.2734, Backward time: 3.0628, DDP time: 0.0048, Total iter time: 4.5721 [2020-11-06 05:29:07,297][root][INFO] - ===> Epoch[355](9220/26): Loss -0.3279, Sem 0.1092, dir -0.7388, norm 0.3017, swav 0.0000 LR: 1.008e-02 Score 95.986 Data time: 0.1551, Forward time: 2.2733, Backward time: 3.0629, DDP time: 0.0048, Total iter time: 5.7986 [2020-11-06 05:29:12,153][root][INFO] - ===> Epoch[355](9221/26): Loss -0.3369, Sem 0.0968, dir -0.7391, norm 0.3054, swav 0.0000 LR: 1.007e-02 Score 96.594 Data time: 0.2163, Forward time: 2.2733, Backward time: 3.0629, DDP time: 0.0048, Total iter time: 4.7844 [2020-11-06 05:29:17,914][root][INFO] - ===> Epoch[355](9222/26): Loss -0.2970, Sem 0.1236, dir -0.7548, norm 0.3342, swav 0.0000 LR: 1.005e-02 Score 95.664 Data time: 0.1892, Forward time: 2.2733, Backward time: 3.0629, DDP time: 0.0048, Total iter time: 5.6346 [2020-11-06 05:29:23,648][root][INFO] - ===> Epoch[355](9223/26): Loss -0.2727, Sem 0.1128, dir -0.7330, norm 0.3476, swav 0.0000 LR: 1.004e-02 Score 96.224 Data time: 0.2584, Forward time: 2.2734, Backward time: 3.0628, DDP time: 0.0048, Total iter time: 5.6329 [2020-11-06 05:29:28,804][root][INFO] - ===> Epoch[355](9224/26): Loss -0.3496, Sem 0.1057, dir -0.7726, norm 0.3172, swav 0.0000 LR: 1.003e-02 Score 96.403 Data time: 0.2158, Forward time: 2.2734, Backward time: 3.0628, DDP time: 0.0048, Total iter time: 5.0384 [2020-11-06 05:29:34,494][root][INFO] - ===> Epoch[355](9225/26): Loss -0.3312, Sem 0.0986, dir -0.7368, norm 0.3070, swav 0.0000 LR: 1.002e-02 Score 96.643 Data time: 0.2518, Forward time: 2.2734, Backward time: 3.0627, DDP time: 0.0048, Total iter time: 5.5351 [2020-11-06 05:29:40,329][root][INFO] - ===> Epoch[355](9226/26): Loss -0.2873, Sem 0.1192, dir -0.7384, norm 0.3319, swav 0.0000 LR: 1.001e-02 Score 95.878 Data time: 0.2902, Forward time: 2.2734, Backward time: 3.0627, DDP time: 0.0048, Total iter time: 5.7148 [2020-11-06 05:29:46,639][root][INFO] - ===> Epoch[355](9227/26): Loss -0.2902, Sem 0.0917, dir -0.7253, norm 0.3435, swav 0.0000 LR: 9.996e-03 Score 96.691 Data time: 0.2260, Forward time: 2.2735, Backward time: 3.0627, DDP time: 0.0048, Total iter time: 6.1921 [2020-11-06 05:29:52,595][root][INFO] - ===> Epoch[355](9228/26): Loss -0.3224, Sem 0.0954, dir -0.7281, norm 0.3103, swav 0.0000 LR: 9.984e-03 Score 96.774 Data time: 0.1891, Forward time: 2.2734, Backward time: 3.0628, DDP time: 0.0048, Total iter time: 5.8457 [2020-11-06 05:29:58,795][root][INFO] - ===> Epoch[355](9229/26): Loss -0.3014, Sem 0.0976, dir -0.7358, norm 0.3369, swav 0.0000 LR: 9.973e-03 Score 96.843 Data time: 0.1828, Forward time: 2.2734, Backward time: 3.0628, DDP time: 0.0048, Total iter time: 6.1037 [2020-11-06 05:30:04,328][root][INFO] - ===> Epoch[355](9230/26): Loss -0.3409, Sem 0.0977, dir -0.7711, norm 0.3325, swav 0.0000 LR: 9.961e-03 Score 96.693 Data time: 0.2026, Forward time: 2.2734, Backward time: 3.0628, DDP time: 0.0048, Total iter time: 5.4253 [2020-11-06 05:30:10,069][root][INFO] - ===> Epoch[356](9231/26): Loss -0.3096, Sem 0.0880, dir -0.7539, norm 0.3563, swav 0.0000 LR: 9.950e-03 Score 97.103 Data time: 0.1842, Forward time: 2.2733, Backward time: 3.0629, DDP time: 0.0048, Total iter time: 5.6303 [2020-11-06 05:30:15,094][root][INFO] - ===> Epoch[356](9232/26): Loss -0.2579, Sem 0.1133, dir -0.7043, norm 0.3331, swav 0.0000 LR: 9.938e-03 Score 95.469 Data time: 0.2031, Forward time: 2.2733, Backward time: 3.0628, DDP time: 0.0048, Total iter time: 4.9607 [2020-11-06 05:30:20,651][root][INFO] - ===> Epoch[356](9233/26): Loss -0.3113, Sem 0.1010, dir -0.7210, norm 0.3088, swav 0.0000 LR: 9.926e-03 Score 96.892 Data time: 0.2005, Forward time: 2.2733, Backward time: 3.0628, DDP time: 0.0048, Total iter time: 5.4626 [2020-11-06 05:30:26,498][root][INFO] - ===> Epoch[356](9234/26): Loss -0.2785, Sem 0.1230, dir -0.7291, norm 0.3276, swav 0.0000 LR: 9.915e-03 Score 95.663 Data time: 0.2462, Forward time: 2.2734, Backward time: 3.0628, DDP time: 0.0048, Total iter time: 5.7508 [2020-11-06 05:30:32,889][root][INFO] - ===> Epoch[356](9235/26): Loss -0.2762, Sem 0.1235, dir -0.7494, norm 0.3497, swav 0.0000 LR: 9.903e-03 Score 96.210 Data time: 0.3518, Forward time: 2.2735, Backward time: 3.0627, DDP time: 0.0048, Total iter time: 6.2306 [2020-11-06 05:30:38,125][root][INFO] - ===> Epoch[356](9236/26): Loss -0.3430, Sem 0.1094, dir -0.7535, norm 0.3011, swav 0.0000 LR: 9.891e-03 Score 95.957 Data time: 0.1715, Forward time: 2.2734, Backward time: 3.0627, DDP time: 0.0048, Total iter time: 5.1058 [2020-11-06 05:30:44,789][root][INFO] - ===> Epoch[356](9237/26): Loss -0.2625, Sem 0.1184, dir -0.7478, norm 0.3669, swav 0.0000 LR: 9.880e-03 Score 95.968 Data time: 0.2068, Forward time: 2.2734, Backward time: 3.0628, DDP time: 0.0048, Total iter time: 6.5664 [2020-11-06 05:30:51,226][root][INFO] - ===> Epoch[356](9238/26): Loss -0.2865, Sem 0.1170, dir -0.7257, norm 0.3222, swav 0.0000 LR: 9.868e-03 Score 95.919 Data time: 0.2594, Forward time: 2.2735, Backward time: 3.0629, DDP time: 0.0048, Total iter time: 6.3172 [2020-11-06 05:30:56,239][root][INFO] - ===> Epoch[356](9239/26): Loss -0.3019, Sem 0.1067, dir -0.7189, norm 0.3103, swav 0.0000 LR: 9.856e-03 Score 96.837 Data time: 0.2386, Forward time: 2.2735, Backward time: 3.0627, DDP time: 0.0048, Total iter time: 4.8695 [2020-11-06 05:31:02,477][root][INFO] - ===> Epoch[356](9240/26): Loss -0.2407, Sem 0.1221, dir -0.7029, norm 0.3401, swav 0.0000 LR: 9.845e-03 Score 95.696 Data time: 0.1773, Forward time: 2.2735, Backward time: 3.0628, DDP time: 0.0048, Total iter time: 6.1294 [2020-11-06 05:31:06,798][root][INFO] - ===> Epoch[356](9241/26): Loss -0.3289, Sem 0.1109, dir -0.7409, norm 0.3011, swav 0.0000 LR: 9.833e-03 Score 96.422 Data time: 0.1789, Forward time: 2.2734, Backward time: 3.0628, DDP time: 0.0048, Total iter time: 4.2463 [2020-11-06 05:31:11,846][root][INFO] - ===> Epoch[356](9242/26): Loss -0.3487, Sem 0.0993, dir -0.7564, norm 0.3084, swav 0.0000 LR: 9.822e-03 Score 96.610 Data time: 0.1855, Forward time: 2.2733, Backward time: 3.0627, DDP time: 0.0048, Total iter time: 4.9744 [2020-11-06 05:31:17,138][root][INFO] - ===> Epoch[356](9243/26): Loss -0.3566, Sem 0.0974, dir -0.7617, norm 0.3077, swav 0.0000 LR: 9.810e-03 Score 96.350 Data time: 0.1980, Forward time: 2.2733, Backward time: 3.0627, DDP time: 0.0048, Total iter time: 5.1850 [2020-11-06 05:31:21,733][root][INFO] - ===> Epoch[356](9244/26): Loss -0.2811, Sem 0.1064, dir -0.7366, norm 0.3491, swav 0.0000 LR: 9.798e-03 Score 96.406 Data time: 0.2147, Forward time: 2.2733, Backward time: 3.0626, DDP time: 0.0048, Total iter time: 4.4759 [2020-11-06 05:31:27,079][root][INFO] - ===> Epoch[356](9245/26): Loss -0.3819, Sem 0.0918, dir -0.7609, norm 0.2871, swav 0.0000 LR: 9.787e-03 Score 97.120 Data time: 0.2172, Forward time: 2.2733, Backward time: 3.0626, DDP time: 0.0048, Total iter time: 5.2368 [2020-11-06 05:31:33,763][root][INFO] - ===> Epoch[356](9246/26): Loss -0.3029, Sem 0.0963, dir -0.7452, norm 0.3460, swav 0.0000 LR: 9.775e-03 Score 96.717 Data time: 0.3211, Forward time: 2.2734, Backward time: 3.0626, DDP time: 0.0048, Total iter time: 6.5801 [2020-11-06 05:31:39,121][root][INFO] - ===> Epoch[356](9247/26): Loss -0.2848, Sem 0.1472, dir -0.7776, norm 0.3456, swav 0.0000 LR: 9.763e-03 Score 95.009 Data time: 0.1490, Forward time: 2.2733, Backward time: 3.0626, DDP time: 0.0048, Total iter time: 5.1859 [2020-11-06 05:31:44,302][root][INFO] - ===> Epoch[356](9248/26): Loss -0.3757, Sem 0.1074, dir -0.7640, norm 0.2809, swav 0.0000 LR: 9.752e-03 Score 96.310 Data time: 0.1690, Forward time: 2.2733, Backward time: 3.0626, DDP time: 0.0048, Total iter time: 5.0731 [2020-11-06 05:31:50,472][root][INFO] - ===> Epoch[356](9249/26): Loss -0.2969, Sem 0.1196, dir -0.7298, norm 0.3133, swav 0.0000 LR: 9.740e-03 Score 95.959 Data time: 0.2274, Forward time: 2.2733, Backward time: 3.0626, DDP time: 0.0048, Total iter time: 6.0839 [2020-11-06 05:31:55,224][root][INFO] - ===> Epoch[356](9250/26): Loss -0.3184, Sem 0.1179, dir -0.7508, norm 0.3144, swav 0.0000 LR: 9.728e-03 Score 96.359 Data time: 0.2965, Forward time: 2.2733, Backward time: 3.0625, DDP time: 0.0048, Total iter time: 4.6414 [2020-11-06 05:32:01,932][root][INFO] - ===> Epoch[356](9251/26): Loss -0.3148, Sem 0.1205, dir -0.7528, norm 0.3175, swav 0.0000 LR: 9.717e-03 Score 96.067 Data time: 0.2839, Forward time: 2.2734, Backward time: 3.0625, DDP time: 0.0048, Total iter time: 6.6033 [2020-11-06 05:32:08,666][root][INFO] - ===> Epoch[356](9252/26): Loss -0.3117, Sem 0.1023, dir -0.7380, norm 0.3239, swav 0.0000 LR: 9.705e-03 Score 96.281 Data time: 0.1855, Forward time: 2.2734, Backward time: 3.0627, DDP time: 0.0048, Total iter time: 6.6077 [2020-11-06 05:32:15,111][root][INFO] - ===> Epoch[356](9253/26): Loss -0.3026, Sem 0.1175, dir -0.7374, norm 0.3173, swav 0.0000 LR: 9.693e-03 Score 96.106 Data time: 0.3381, Forward time: 2.2735, Backward time: 3.0626, DDP time: 0.0048, Total iter time: 6.3311 [2020-11-06 05:32:22,532][root][INFO] - ===> Epoch[356](9254/26): Loss -0.2715, Sem 0.1122, dir -0.7218, norm 0.3381, swav 0.0000 LR: 9.682e-03 Score 96.336 Data time: 0.3822, Forward time: 2.2736, Backward time: 3.0626, DDP time: 0.0048, Total iter time: 7.2788 [2020-11-06 05:32:29,069][root][INFO] - ===> Epoch[356](9255/26): Loss -0.2856, Sem 0.1092, dir -0.7215, norm 0.3267, swav 0.0000 LR: 9.670e-03 Score 96.613 Data time: 0.2239, Forward time: 2.2737, Backward time: 3.0627, DDP time: 0.0048, Total iter time: 6.3870 [2020-11-06 05:32:35,288][root][INFO] - ===> Epoch[356](9256/26): Loss -0.3147, Sem 0.1013, dir -0.7332, norm 0.3172, swav 0.0000 LR: 9.658e-03 Score 96.416 Data time: 0.1913, Forward time: 2.2736, Backward time: 3.0627, DDP time: 0.0048, Total iter time: 6.0944 [2020-11-06 05:32:41,044][root][INFO] - ===> Epoch[357](9257/26): Loss -0.2905, Sem 0.1146, dir -0.7381, norm 0.3330, swav 0.0000 LR: 9.647e-03 Score 96.250 Data time: 0.2494, Forward time: 2.2737, Backward time: 3.0627, DDP time: 0.0048, Total iter time: 5.6480 [2020-11-06 05:32:47,499][root][INFO] - ===> Epoch[357](9258/26): Loss -0.3321, Sem 0.1214, dir -0.7695, norm 0.3161, swav 0.0000 LR: 9.635e-03 Score 96.426 Data time: 0.1339, Forward time: 2.2736, Backward time: 3.0629, DDP time: 0.0048, Total iter time: 6.3308 [2020-11-06 05:32:53,443][root][INFO] - ===> Epoch[357](9259/26): Loss -0.2873, Sem 0.1187, dir -0.7549, norm 0.3490, swav 0.0000 LR: 9.623e-03 Score 96.202 Data time: 0.1711, Forward time: 2.2735, Backward time: 3.0629, DDP time: 0.0048, Total iter time: 5.8373 [2020-11-06 05:32:58,504][root][INFO] - ===> Epoch[357](9260/26): Loss -0.2984, Sem 0.1194, dir -0.7550, norm 0.3372, swav 0.0000 LR: 9.612e-03 Score 96.229 Data time: 0.1861, Forward time: 2.2735, Backward time: 3.0629, DDP time: 0.0048, Total iter time: 4.9438 [2020-11-06 05:33:03,464][root][INFO] - ===> Epoch[357](9261/26): Loss -0.3531, Sem 0.1073, dir -0.7608, norm 0.3005, swav 0.0000 LR: 9.600e-03 Score 96.463 Data time: 0.1580, Forward time: 2.2734, Backward time: 3.0629, DDP time: 0.0048, Total iter time: 4.8428 [2020-11-06 05:33:09,878][root][INFO] - ===> Epoch[357](9262/26): Loss -0.3398, Sem 0.1057, dir -0.7492, norm 0.3037, swav 0.0000 LR: 9.588e-03 Score 96.603 Data time: 0.1651, Forward time: 2.2734, Backward time: 3.0630, DDP time: 0.0048, Total iter time: 6.3159 [2020-11-06 05:33:14,935][root][INFO] - ===> Epoch[357](9263/26): Loss -0.3385, Sem 0.1055, dir -0.7630, norm 0.3191, swav 0.0000 LR: 9.577e-03 Score 96.495 Data time: 0.1869, Forward time: 2.2733, Backward time: 3.0630, DDP time: 0.0048, Total iter time: 4.9752 [2020-11-06 05:33:19,885][root][INFO] - ===> Epoch[357](9264/26): Loss -0.2753, Sem 0.1248, dir -0.7409, norm 0.3408, swav 0.0000 LR: 9.565e-03 Score 95.811 Data time: 0.1812, Forward time: 2.2733, Backward time: 3.0629, DDP time: 0.0048, Total iter time: 4.8311 [2020-11-06 05:33:25,205][root][INFO] - ===> Epoch[357](9265/26): Loss -0.3840, Sem 0.0803, dir -0.7643, norm 0.3000, swav 0.0000 LR: 9.553e-03 Score 97.297 Data time: 0.2619, Forward time: 2.2733, Backward time: 3.0628, DDP time: 0.0048, Total iter time: 5.1989 [2020-11-06 05:33:30,695][root][INFO] - ===> Epoch[357](9266/26): Loss -0.2749, Sem 0.1048, dir -0.6923, norm 0.3126, swav 0.0000 LR: 9.542e-03 Score 96.384 Data time: 0.2157, Forward time: 2.2733, Backward time: 3.0628, DDP time: 0.0048, Total iter time: 5.3839 [2020-11-06 05:33:36,211][root][INFO] - ===> Epoch[357](9267/26): Loss -0.3096, Sem 0.1177, dir -0.7561, norm 0.3287, swav 0.0000 LR: 9.530e-03 Score 96.151 Data time: 0.1355, Forward time: 2.2733, Backward time: 3.0628, DDP time: 0.0048, Total iter time: 5.3919 [2020-11-06 05:33:40,482][root][INFO] - ===> Epoch[357](9268/26): Loss -0.2951, Sem 0.1109, dir -0.7337, norm 0.3277, swav 0.0000 LR: 9.518e-03 Score 96.187 Data time: 0.2083, Forward time: 2.2732, Backward time: 3.0627, DDP time: 0.0048, Total iter time: 4.2031 [2020-11-06 05:33:46,659][root][INFO] - ===> Epoch[357](9269/26): Loss -0.3040, Sem 0.1269, dir -0.7379, norm 0.3069, swav 0.0000 LR: 9.507e-03 Score 95.697 Data time: 0.2852, Forward time: 2.2733, Backward time: 3.0627, DDP time: 0.0048, Total iter time: 6.0683 [2020-11-06 05:33:52,174][root][INFO] - ===> Epoch[357](9270/26): Loss -0.2863, Sem 0.1197, dir -0.7527, norm 0.3466, swav 0.0000 LR: 9.495e-03 Score 95.875 Data time: 0.1942, Forward time: 2.2733, Backward time: 3.0627, DDP time: 0.0048, Total iter time: 5.4011 [2020-11-06 05:33:58,103][root][INFO] - ===> Epoch[357](9271/26): Loss -0.3170, Sem 0.1023, dir -0.7419, norm 0.3227, swav 0.0000 LR: 9.483e-03 Score 96.661 Data time: 0.2039, Forward time: 2.2733, Backward time: 3.0627, DDP time: 0.0048, Total iter time: 5.8070 [2020-11-06 05:34:03,769][root][INFO] - ===> Epoch[357](9272/26): Loss -0.3459, Sem 0.0825, dir -0.7271, norm 0.2987, swav 0.0000 LR: 9.471e-03 Score 97.466 Data time: 0.1835, Forward time: 2.2733, Backward time: 3.0627, DDP time: 0.0048, Total iter time: 5.5282 [2020-11-06 05:34:08,907][root][INFO] - ===> Epoch[357](9273/26): Loss -0.3325, Sem 0.0905, dir -0.7405, norm 0.3176, swav 0.0000 LR: 9.460e-03 Score 96.922 Data time: 0.1852, Forward time: 2.2732, Backward time: 3.0627, DDP time: 0.0048, Total iter time: 5.0250 [2020-11-06 05:34:13,612][root][INFO] - ===> Epoch[357](9274/26): Loss -0.3470, Sem 0.1264, dir -0.7742, norm 0.3008, swav 0.0000 LR: 9.448e-03 Score 95.595 Data time: 0.1660, Forward time: 2.2732, Backward time: 3.0627, DDP time: 0.0048, Total iter time: 4.5760 [2020-11-06 05:34:20,487][root][INFO] - ===> Epoch[357](9275/26): Loss -0.3080, Sem 0.1010, dir -0.7500, norm 0.3410, swav 0.0000 LR: 9.436e-03 Score 96.518 Data time: 0.2995, Forward time: 2.2732, Backward time: 3.0627, DDP time: 0.0048, Total iter time: 6.7699 [2020-11-06 05:34:25,945][root][INFO] - ===> Epoch[357](9276/26): Loss -0.2790, Sem 0.1005, dir -0.7147, norm 0.3352, swav 0.0000 LR: 9.425e-03 Score 96.656 Data time: 0.2106, Forward time: 2.2732, Backward time: 3.0627, DDP time: 0.0048, Total iter time: 5.3100 [2020-11-06 05:34:32,169][root][INFO] - ===> Epoch[357](9277/26): Loss -0.2631, Sem 0.1103, dir -0.7047, norm 0.3313, swav 0.0000 LR: 9.413e-03 Score 96.568 Data time: 0.2273, Forward time: 2.2732, Backward time: 3.0627, DDP time: 0.0048, Total iter time: 6.0983 [2020-11-06 05:34:37,284][root][INFO] - ===> Epoch[357](9278/26): Loss -0.2596, Sem 0.1203, dir -0.7105, norm 0.3306, swav 0.0000 LR: 9.401e-03 Score 95.838 Data time: 0.2538, Forward time: 2.2733, Backward time: 3.0626, DDP time: 0.0048, Total iter time: 4.9933 [2020-11-06 05:34:42,939][root][INFO] - ===> Epoch[357](9279/26): Loss -0.2974, Sem 0.1035, dir -0.7256, norm 0.3247, swav 0.0000 LR: 9.390e-03 Score 96.233 Data time: 0.2659, Forward time: 2.2733, Backward time: 3.0625, DDP time: 0.0048, Total iter time: 5.5434 [2020-11-06 05:34:49,563][root][INFO] - ===> Epoch[357](9280/26): Loss -0.3070, Sem 0.1022, dir -0.7348, norm 0.3257, swav 0.0000 LR: 9.378e-03 Score 96.767 Data time: 0.2260, Forward time: 2.2733, Backward time: 3.0626, DDP time: 0.0048, Total iter time: 6.4774 [2020-11-06 05:34:56,368][root][INFO] - ===> Epoch[357](9281/26): Loss -0.3513, Sem 0.1034, dir -0.7825, norm 0.3278, swav 0.0000 LR: 9.366e-03 Score 96.262 Data time: 0.3344, Forward time: 2.2734, Backward time: 3.0626, DDP time: 0.0048, Total iter time: 6.6958 [2020-11-06 05:35:03,214][root][INFO] - ===> Epoch[357](9282/26): Loss -0.2769, Sem 0.1140, dir -0.7316, norm 0.3406, swav 0.0000 LR: 9.354e-03 Score 96.216 Data time: 0.1783, Forward time: 2.2734, Backward time: 3.0628, DDP time: 0.0048, Total iter time: 6.7314 [2020-11-06 05:35:08,833][root][INFO] - ===> Epoch[358](9283/26): Loss -0.3690, Sem 0.0897, dir -0.7708, norm 0.3121, swav 0.0000 LR: 9.343e-03 Score 97.235 Data time: 0.1816, Forward time: 2.2734, Backward time: 3.0628, DDP time: 0.0048, Total iter time: 5.5249 [2020-11-06 05:35:13,999][root][INFO] - ===> Epoch[358](9284/26): Loss -0.3148, Sem 0.1002, dir -0.7460, norm 0.3310, swav 0.0000 LR: 9.331e-03 Score 96.720 Data time: 0.1634, Forward time: 2.2733, Backward time: 3.0628, DDP time: 0.0048, Total iter time: 5.0773 [2020-11-06 05:35:18,763][root][INFO] - ===> Epoch[358](9285/26): Loss -0.2882, Sem 0.1318, dir -0.7397, norm 0.3198, swav 0.0000 LR: 9.319e-03 Score 95.744 Data time: 0.2325, Forward time: 2.2733, Backward time: 3.0627, DDP time: 0.0048, Total iter time: 4.7327 [2020-11-06 05:35:24,955][root][INFO] - ===> Epoch[358](9286/26): Loss -0.3040, Sem 0.1160, dir -0.7550, norm 0.3349, swav 0.0000 LR: 9.308e-03 Score 95.940 Data time: 0.2626, Forward time: 2.2734, Backward time: 3.0627, DDP time: 0.0048, Total iter time: 6.0808 [2020-11-06 05:35:32,212][root][INFO] - ===> Epoch[358](9287/26): Loss -0.3434, Sem 0.1090, dir -0.7738, norm 0.3213, swav 0.0000 LR: 9.296e-03 Score 96.430 Data time: 0.2062, Forward time: 2.2733, Backward time: 3.0629, DDP time: 0.0048, Total iter time: 7.1398 [2020-11-06 05:35:38,650][root][INFO] - ===> Epoch[358](9288/26): Loss -0.2793, Sem 0.1118, dir -0.7073, norm 0.3162, swav 0.0000 LR: 9.284e-03 Score 96.244 Data time: 0.1991, Forward time: 2.2733, Backward time: 3.0630, DDP time: 0.0048, Total iter time: 6.3312 [2020-11-06 05:35:45,287][root][INFO] - ===> Epoch[358](9289/26): Loss -0.3157, Sem 0.1161, dir -0.7608, norm 0.3291, swav 0.0000 LR: 9.272e-03 Score 96.303 Data time: 0.1505, Forward time: 2.2733, Backward time: 3.0631, DDP time: 0.0048, Total iter time: 6.5298 [2020-11-06 05:35:50,743][root][INFO] - ===> Epoch[358](9290/26): Loss -0.2769, Sem 0.1164, dir -0.7242, norm 0.3309, swav 0.0000 LR: 9.261e-03 Score 95.801 Data time: 0.1659, Forward time: 2.2732, Backward time: 3.0632, DDP time: 0.0048, Total iter time: 5.3577 [2020-11-06 05:35:56,753][root][INFO] - ===> Epoch[358](9291/26): Loss -0.3368, Sem 0.1054, dir -0.7441, norm 0.3019, swav 0.0000 LR: 9.249e-03 Score 96.257 Data time: 0.2183, Forward time: 2.2732, Backward time: 3.0632, DDP time: 0.0048, Total iter time: 5.9058 [2020-11-06 05:36:02,297][root][INFO] - ===> Epoch[358](9292/26): Loss -0.3578, Sem 0.0961, dir -0.7615, norm 0.3075, swav 0.0000 LR: 9.237e-03 Score 96.357 Data time: 0.1418, Forward time: 2.2731, Backward time: 3.0633, DDP time: 0.0048, Total iter time: 5.3954 [2020-11-06 05:36:08,665][root][INFO] - ===> Epoch[358](9293/26): Loss -0.3057, Sem 0.1091, dir -0.7508, norm 0.3360, swav 0.0000 LR: 9.226e-03 Score 96.001 Data time: 0.2058, Forward time: 2.2731, Backward time: 3.0633, DDP time: 0.0048, Total iter time: 6.2633 [2020-11-06 05:36:13,954][root][INFO] - ===> Epoch[358](9294/26): Loss -0.3569, Sem 0.1027, dir -0.7481, norm 0.2884, swav 0.0000 LR: 9.214e-03 Score 96.544 Data time: 0.1870, Forward time: 2.2731, Backward time: 3.0633, DDP time: 0.0048, Total iter time: 5.1721 [2020-11-06 05:36:20,446][root][INFO] - ===> Epoch[358](9295/26): Loss -0.3565, Sem 0.0890, dir -0.7573, norm 0.3118, swav 0.0000 LR: 9.202e-03 Score 97.176 Data time: 0.1660, Forward time: 2.2730, Backward time: 3.0635, DDP time: 0.0048, Total iter time: 6.3816 [2020-11-06 05:36:25,039][root][INFO] - ===> Epoch[358](9296/26): Loss -0.3144, Sem 0.0938, dir -0.7300, norm 0.3218, swav 0.0000 LR: 9.190e-03 Score 96.937 Data time: 0.1739, Forward time: 2.2730, Backward time: 3.0634, DDP time: 0.0048, Total iter time: 4.4781 [2020-11-06 05:36:31,167][root][INFO] - ===> Epoch[358](9297/26): Loss -0.3274, Sem 0.1092, dir -0.7639, norm 0.3273, swav 0.0000 LR: 9.179e-03 Score 96.177 Data time: 0.1804, Forward time: 2.2729, Backward time: 3.0635, DDP time: 0.0048, Total iter time: 6.0265 [2020-11-06 05:36:37,308][root][INFO] - ===> Epoch[358](9298/26): Loss -0.3187, Sem 0.0883, dir -0.7332, norm 0.3262, swav 0.0000 LR: 9.167e-03 Score 97.064 Data time: 0.2393, Forward time: 2.2729, Backward time: 3.0635, DDP time: 0.0048, Total iter time: 6.0172 [2020-11-06 05:36:42,143][root][INFO] - ===> Epoch[358](9299/26): Loss -0.3257, Sem 0.1141, dir -0.7683, norm 0.3284, swav 0.0000 LR: 9.155e-03 Score 96.074 Data time: 0.2521, Forward time: 2.2729, Backward time: 3.0634, DDP time: 0.0048, Total iter time: 4.7276 [2020-11-06 05:36:47,626][root][INFO] - ===> Epoch[358](9300/26): Loss -0.2790, Sem 0.1100, dir -0.7202, norm 0.3312, swav 0.0000 LR: 9.143e-03 Score 96.519 Data time: 0.2500, Forward time: 2.2730, Backward time: 3.0633, DDP time: 0.0048, Total iter time: 5.3769 [2020-11-06 05:36:52,238][root][INFO] - ===> Epoch[358](9301/26): Loss -0.2668, Sem 0.1157, dir -0.7211, norm 0.3386, swav 0.0000 LR: 9.132e-03 Score 96.065 Data time: 0.2330, Forward time: 2.2730, Backward time: 3.0632, DDP time: 0.0048, Total iter time: 4.4933 [2020-11-06 05:36:57,675][root][INFO] - ===> Epoch[358](9302/26): Loss -0.3060, Sem 0.1144, dir -0.7498, norm 0.3294, swav 0.0000 LR: 9.120e-03 Score 96.367 Data time: 0.2277, Forward time: 2.2730, Backward time: 3.0632, DDP time: 0.0048, Total iter time: 5.3114 [2020-11-06 05:37:03,461][root][INFO] - ===> Epoch[358](9303/26): Loss -0.3457, Sem 0.0863, dir -0.7316, norm 0.2996, swav 0.0000 LR: 9.108e-03 Score 97.347 Data time: 0.2302, Forward time: 2.2730, Backward time: 3.0632, DDP time: 0.0048, Total iter time: 5.6645 [2020-11-06 05:37:10,006][root][INFO] - ===> Epoch[358](9304/26): Loss -0.3027, Sem 0.1092, dir -0.7360, norm 0.3241, swav 0.0000 LR: 9.096e-03 Score 96.704 Data time: 0.2821, Forward time: 2.2731, Backward time: 3.0632, DDP time: 0.0048, Total iter time: 6.4150 [2020-11-06 05:37:15,689][root][INFO] - ===> Epoch[358](9305/26): Loss -0.3489, Sem 0.1022, dir -0.7792, norm 0.3281, swav 0.0000 LR: 9.085e-03 Score 96.425 Data time: 0.1724, Forward time: 2.2730, Backward time: 3.0632, DDP time: 0.0048, Total iter time: 5.5063 [2020-11-06 05:37:23,499][root][INFO] - ===> Epoch[358](9306/26): Loss -0.3168, Sem 0.1198, dir -0.7547, norm 0.3181, swav 0.0000 LR: 9.073e-03 Score 95.912 Data time: 0.1958, Forward time: 2.2730, Backward time: 3.0634, DDP time: 0.0048, Total iter time: 7.6929 [2020-11-06 05:37:28,072][root][INFO] - ===> Epoch[358](9307/26): Loss -0.2766, Sem 0.1341, dir -0.7522, norm 0.3414, swav 0.0000 LR: 9.061e-03 Score 95.291 Data time: 0.1933, Forward time: 2.2730, Backward time: 3.0633, DDP time: 0.0048, Total iter time: 4.4579 [2020-11-06 05:37:33,555][root][INFO] - ===> Epoch[358](9308/26): Loss -0.2609, Sem 0.1392, dir -0.7153, norm 0.3153, swav 0.0000 LR: 9.049e-03 Score 95.371 Data time: 0.2160, Forward time: 2.2730, Backward time: 3.0633, DDP time: 0.0048, Total iter time: 5.3811 [2020-11-06 05:37:39,009][root][INFO] - ===> Epoch[359](9309/26): Loss -0.3606, Sem 0.1121, dir -0.7691, norm 0.2964, swav 0.0000 LR: 9.038e-03 Score 96.500 Data time: 0.1391, Forward time: 2.2729, Backward time: 3.0634, DDP time: 0.0048, Total iter time: 5.3198 [2020-11-06 05:37:44,077][root][INFO] - ===> Epoch[359](9310/26): Loss -0.3216, Sem 0.1228, dir -0.7630, norm 0.3187, swav 0.0000 LR: 9.026e-03 Score 95.625 Data time: 0.2306, Forward time: 2.2729, Backward time: 3.0633, DDP time: 0.0048, Total iter time: 4.9881 [2020-11-06 05:37:49,923][root][INFO] - ===> Epoch[359](9311/26): Loss -0.2940, Sem 0.1104, dir -0.7366, norm 0.3322, swav 0.0000 LR: 9.014e-03 Score 96.285 Data time: 0.1988, Forward time: 2.2729, Backward time: 3.0633, DDP time: 0.0048, Total iter time: 5.7490 [2020-11-06 05:37:56,977][root][INFO] - ===> Epoch[359](9312/26): Loss -0.3225, Sem 0.1149, dir -0.7457, norm 0.3083, swav 0.0000 LR: 9.002e-03 Score 96.040 Data time: 0.2134, Forward time: 2.2729, Backward time: 3.0634, DDP time: 0.0048, Total iter time: 6.9316 [2020-11-06 05:38:02,054][root][INFO] - ===> Epoch[359](9313/26): Loss -0.3239, Sem 0.0997, dir -0.7456, norm 0.3219, swav 0.0000 LR: 8.991e-03 Score 96.781 Data time: 0.1810, Forward time: 2.2729, Backward time: 3.0634, DDP time: 0.0048, Total iter time: 4.9498 [2020-11-06 05:38:07,227][root][INFO] - ===> Epoch[359](9314/26): Loss -0.2804, Sem 0.1065, dir -0.7196, norm 0.3326, swav 0.0000 LR: 8.979e-03 Score 95.943 Data time: 0.1801, Forward time: 2.2728, Backward time: 3.0634, DDP time: 0.0048, Total iter time: 5.0738 [2020-11-06 05:38:12,254][root][INFO] - ===> Epoch[359](9315/26): Loss -0.3556, Sem 0.1045, dir -0.7724, norm 0.3122, swav 0.0000 LR: 8.967e-03 Score 96.308 Data time: 0.2300, Forward time: 2.2729, Backward time: 3.0633, DDP time: 0.0048, Total iter time: 4.9397 [2020-11-06 05:38:18,402][root][INFO] - ===> Epoch[359](9316/26): Loss -0.2811, Sem 0.0989, dir -0.7133, norm 0.3332, swav 0.0000 LR: 8.955e-03 Score 96.719 Data time: 0.2069, Forward time: 2.2729, Backward time: 3.0633, DDP time: 0.0048, Total iter time: 6.0332 [2020-11-06 05:38:23,768][root][INFO] - ===> Epoch[359](9317/26): Loss -0.2785, Sem 0.1328, dir -0.7497, norm 0.3384, swav 0.0000 LR: 8.944e-03 Score 95.824 Data time: 0.1731, Forward time: 2.2728, Backward time: 3.0633, DDP time: 0.0048, Total iter time: 5.2430 [2020-11-06 05:38:29,042][root][INFO] - ===> Epoch[359](9318/26): Loss -0.3316, Sem 0.1089, dir -0.7661, norm 0.3256, swav 0.0000 LR: 8.932e-03 Score 96.080 Data time: 0.1920, Forward time: 2.2728, Backward time: 3.0633, DDP time: 0.0048, Total iter time: 5.1790 [2020-11-06 05:38:33,869][root][INFO] - ===> Epoch[359](9319/26): Loss -0.2837, Sem 0.0887, dir -0.6903, norm 0.3180, swav 0.0000 LR: 8.920e-03 Score 97.180 Data time: 0.1481, Forward time: 2.2727, Backward time: 3.0633, DDP time: 0.0048, Total iter time: 4.7209 [2020-11-06 05:38:40,106][root][INFO] - ===> Epoch[359](9320/26): Loss -0.3265, Sem 0.1001, dir -0.7485, norm 0.3218, swav 0.0000 LR: 8.908e-03 Score 96.704 Data time: 0.1654, Forward time: 2.2727, Backward time: 3.0634, DDP time: 0.0048, Total iter time: 6.1411 [2020-11-06 05:38:47,415][root][INFO] - ===> Epoch[359](9321/26): Loss -0.3141, Sem 0.1045, dir -0.7464, norm 0.3278, swav 0.0000 LR: 8.896e-03 Score 96.524 Data time: 0.2071, Forward time: 2.2727, Backward time: 3.0636, DDP time: 0.0048, Total iter time: 7.2075 [2020-11-06 05:38:53,465][root][INFO] - ===> Epoch[359](9322/26): Loss -0.3478, Sem 0.1230, dir -0.7617, norm 0.2909, swav 0.0000 LR: 8.885e-03 Score 96.328 Data time: 0.1575, Forward time: 2.2726, Backward time: 3.0637, DDP time: 0.0048, Total iter time: 5.9060 [2020-11-06 05:38:59,448][root][INFO] - ===> Epoch[359](9323/26): Loss -0.3739, Sem 0.0876, dir -0.7734, norm 0.3119, swav 0.0000 LR: 8.873e-03 Score 97.216 Data time: 0.2084, Forward time: 2.2726, Backward time: 3.0637, DDP time: 0.0048, Total iter time: 5.8589 [2020-11-06 05:39:05,363][root][INFO] - ===> Epoch[359](9324/26): Loss -0.2989, Sem 0.1117, dir -0.7430, norm 0.3323, swav 0.0000 LR: 8.861e-03 Score 95.865 Data time: 0.2359, Forward time: 2.2726, Backward time: 3.0637, DDP time: 0.0048, Total iter time: 5.7985 [2020-11-06 05:39:10,794][root][INFO] - ===> Epoch[359](9325/26): Loss -0.2841, Sem 0.1221, dir -0.7216, norm 0.3154, swav 0.0000 LR: 8.849e-03 Score 95.924 Data time: 0.2180, Forward time: 2.2726, Backward time: 3.0637, DDP time: 0.0048, Total iter time: 5.2919 [2020-11-06 05:39:15,932][root][INFO] - ===> Epoch[359](9326/26): Loss -0.3150, Sem 0.1223, dir -0.7610, norm 0.3237, swav 0.0000 LR: 8.838e-03 Score 95.677 Data time: 0.2162, Forward time: 2.2726, Backward time: 3.0636, DDP time: 0.0048, Total iter time: 5.0045 [2020-11-06 05:39:20,931][root][INFO] - ===> Epoch[359](9327/26): Loss -0.3548, Sem 0.1064, dir -0.7691, norm 0.3079, swav 0.0000 LR: 8.826e-03 Score 96.312 Data time: 0.1923, Forward time: 2.2726, Backward time: 3.0636, DDP time: 0.0048, Total iter time: 4.8911 [2020-11-06 05:39:25,776][root][INFO] - ===> Epoch[359](9328/26): Loss -0.3048, Sem 0.1160, dir -0.7401, norm 0.3193, swav 0.0000 LR: 8.814e-03 Score 96.104 Data time: 0.1987, Forward time: 2.2725, Backward time: 3.0635, DDP time: 0.0048, Total iter time: 4.7280 [2020-11-06 05:39:31,283][root][INFO] - ===> Epoch[359](9329/26): Loss -0.3116, Sem 0.1204, dir -0.7374, norm 0.3053, swav 0.0000 LR: 8.802e-03 Score 95.866 Data time: 0.2504, Forward time: 2.2726, Backward time: 3.0634, DDP time: 0.0048, Total iter time: 5.3794 [2020-11-06 05:39:37,335][root][INFO] - ===> Epoch[359](9330/26): Loss -0.2666, Sem 0.1102, dir -0.6975, norm 0.3207, swav 0.0000 LR: 8.790e-03 Score 96.212 Data time: 0.1434, Forward time: 2.2725, Backward time: 3.0635, DDP time: 0.0048, Total iter time: 5.9132 [2020-11-06 05:39:43,117][root][INFO] - ===> Epoch[359](9331/26): Loss -0.3249, Sem 0.1199, dir -0.7676, norm 0.3228, swav 0.0000 LR: 8.779e-03 Score 95.763 Data time: 0.1894, Forward time: 2.2725, Backward time: 3.0636, DDP time: 0.0048, Total iter time: 5.6869 [2020-11-06 05:39:48,505][root][INFO] - ===> Epoch[359](9332/26): Loss -0.2469, Sem 0.1372, dir -0.7329, norm 0.3487, swav 0.0000 LR: 8.767e-03 Score 95.450 Data time: 0.1771, Forward time: 2.2724, Backward time: 3.0636, DDP time: 0.0048, Total iter time: 5.2787 [2020-11-06 05:39:54,028][root][INFO] - ===> Epoch[359](9333/26): Loss -0.2909, Sem 0.0990, dir -0.7270, norm 0.3371, swav 0.0000 LR: 8.755e-03 Score 96.902 Data time: 0.2599, Forward time: 2.2725, Backward time: 3.0635, DDP time: 0.0048, Total iter time: 5.4153 [2020-11-06 05:40:00,442][root][INFO] - ===> Epoch[359](9334/26): Loss -0.2803, Sem 0.1157, dir -0.7153, norm 0.3193, swav 0.0000 LR: 8.743e-03 Score 96.256 Data time: 0.1720, Forward time: 2.2724, Backward time: 3.0636, DDP time: 0.0048, Total iter time: 6.2891 [2020-11-06 05:40:06,525][root][INFO] - ===> Epoch[360](9335/26): Loss -0.2495, Sem 0.1039, dir -0.7048, norm 0.3513, swav 0.0000 LR: 8.731e-03 Score 96.289 Data time: 0.2354, Forward time: 2.2724, Backward time: 3.0636, DDP time: 0.0048, Total iter time: 5.9772 [2020-11-06 05:40:12,758][root][INFO] - ===> Epoch[360](9336/26): Loss -0.2826, Sem 0.1196, dir -0.7175, norm 0.3152, swav 0.0000 LR: 8.720e-03 Score 96.091 Data time: 0.1553, Forward time: 2.2724, Backward time: 3.0638, DDP time: 0.0048, Total iter time: 6.1120 [2020-11-06 05:40:19,516][root][INFO] - ===> Epoch[360](9337/26): Loss -0.3308, Sem 0.1141, dir -0.7694, norm 0.3245, swav 0.0000 LR: 8.708e-03 Score 95.924 Data time: 0.1490, Forward time: 2.2723, Backward time: 3.0640, DDP time: 0.0048, Total iter time: 6.7002 [2020-11-06 05:40:25,812][root][INFO] - ===> Epoch[360](9338/26): Loss -0.3135, Sem 0.1042, dir -0.7407, norm 0.3229, swav 0.0000 LR: 8.696e-03 Score 96.509 Data time: 0.1724, Forward time: 2.2723, Backward time: 3.0641, DDP time: 0.0048, Total iter time: 6.1748 [2020-11-06 05:40:31,247][root][INFO] - ===> Epoch[360](9339/26): Loss -0.3162, Sem 0.0970, dir -0.7493, norm 0.3361, swav 0.0000 LR: 8.684e-03 Score 96.744 Data time: 0.2035, Forward time: 2.2722, Backward time: 3.0641, DDP time: 0.0048, Total iter time: 5.3577 [2020-11-06 05:40:36,534][root][INFO] - ===> Epoch[360](9340/26): Loss -0.2755, Sem 0.0999, dir -0.7282, norm 0.3528, swav 0.0000 LR: 8.672e-03 Score 96.263 Data time: 0.1920, Forward time: 2.2722, Backward time: 3.0640, DDP time: 0.0048, Total iter time: 5.1620 [2020-11-06 05:40:42,181][root][INFO] - ===> Epoch[360](9341/26): Loss -0.3564, Sem 0.1185, dir -0.7882, norm 0.3132, swav 0.0000 LR: 8.661e-03 Score 96.066 Data time: 0.1831, Forward time: 2.2721, Backward time: 3.0641, DDP time: 0.0048, Total iter time: 5.5391 [2020-11-06 05:40:47,929][root][INFO] - ===> Epoch[360](9342/26): Loss -0.3329, Sem 0.0984, dir -0.7483, norm 0.3170, swav 0.0000 LR: 8.649e-03 Score 96.915 Data time: 0.2188, Forward time: 2.2721, Backward time: 3.0641, DDP time: 0.0048, Total iter time: 5.6611 [2020-11-06 05:40:53,575][root][INFO] - ===> Epoch[360](9343/26): Loss -0.3179, Sem 0.0949, dir -0.7460, norm 0.3332, swav 0.0000 LR: 8.637e-03 Score 96.599 Data time: 0.2136, Forward time: 2.2721, Backward time: 3.0641, DDP time: 0.0048, Total iter time: 5.5101 [2020-11-06 05:40:58,453][root][INFO] - ===> Epoch[360](9344/26): Loss -0.3897, Sem 0.0877, dir -0.7765, norm 0.2991, swav 0.0000 LR: 8.625e-03 Score 96.961 Data time: 0.1508, Forward time: 2.2721, Backward time: 3.0641, DDP time: 0.0048, Total iter time: 4.7539 [2020-11-06 05:41:04,126][root][INFO] - ===> Epoch[360](9345/26): Loss -0.3520, Sem 0.1046, dir -0.7721, norm 0.3155, swav 0.0000 LR: 8.613e-03 Score 96.558 Data time: 0.1862, Forward time: 2.2720, Backward time: 3.0641, DDP time: 0.0048, Total iter time: 5.5632 [2020-11-06 05:41:09,247][root][INFO] - ===> Epoch[360](9346/26): Loss -0.2885, Sem 0.1077, dir -0.7218, norm 0.3256, swav 0.0000 LR: 8.602e-03 Score 96.351 Data time: 0.2594, Forward time: 2.2720, Backward time: 3.0641, DDP time: 0.0048, Total iter time: 5.0081 [2020-11-06 05:41:14,097][root][INFO] - ===> Epoch[360](9347/26): Loss -0.3923, Sem 0.0925, dir -0.7879, norm 0.3031, swav 0.0000 LR: 8.590e-03 Score 97.171 Data time: 0.2330, Forward time: 2.2720, Backward time: 3.0639, DDP time: 0.0048, Total iter time: 4.7135 [2020-11-06 05:41:19,234][root][INFO] - ===> Epoch[360](9348/26): Loss -0.3489, Sem 0.1035, dir -0.7662, norm 0.3139, swav 0.0000 LR: 8.578e-03 Score 96.555 Data time: 0.1879, Forward time: 2.2720, Backward time: 3.0639, DDP time: 0.0048, Total iter time: 5.0196 [2020-11-06 05:41:24,187][root][INFO] - ===> Epoch[360](9349/26): Loss -0.3494, Sem 0.1266, dir -0.7850, norm 0.3090, swav 0.0000 LR: 8.566e-03 Score 96.046 Data time: 0.2106, Forward time: 2.2720, Backward time: 3.0638, DDP time: 0.0048, Total iter time: 4.8461 [2020-11-06 05:41:29,334][root][INFO] - ===> Epoch[360](9350/26): Loss -0.3087, Sem 0.1211, dir -0.7387, norm 0.3090, swav 0.0000 LR: 8.554e-03 Score 96.449 Data time: 0.2061, Forward time: 2.2719, Backward time: 3.0638, DDP time: 0.0048, Total iter time: 5.0389 [2020-11-06 05:41:34,447][root][INFO] - ===> Epoch[360](9351/26): Loss -0.3260, Sem 0.1016, dir -0.7695, norm 0.3419, swav 0.0000 LR: 8.542e-03 Score 96.570 Data time: 0.2115, Forward time: 2.2719, Backward time: 3.0637, DDP time: 0.0048, Total iter time: 4.9976 [2020-11-06 05:41:40,261][root][INFO] - ===> Epoch[360](9352/26): Loss -0.3272, Sem 0.0994, dir -0.7419, norm 0.3153, swav 0.0000 LR: 8.531e-03 Score 96.801 Data time: 0.2036, Forward time: 2.2719, Backward time: 3.0638, DDP time: 0.0048, Total iter time: 5.6835 [2020-11-06 05:41:46,728][root][INFO] - ===> Epoch[360](9353/26): Loss -0.3103, Sem 0.1031, dir -0.7299, norm 0.3164, swav 0.0000 LR: 8.519e-03 Score 96.672 Data time: 0.2371, Forward time: 2.2719, Backward time: 3.0638, DDP time: 0.0048, Total iter time: 6.3677 [2020-11-06 05:41:54,220][root][INFO] - ===> Epoch[360](9354/26): Loss -0.2748, Sem 0.1144, dir -0.7118, norm 0.3225, swav 0.0000 LR: 8.507e-03 Score 95.749 Data time: 0.1719, Forward time: 2.2719, Backward time: 3.0641, DDP time: 0.0048, Total iter time: 7.3642 [2020-11-06 05:41:59,863][root][INFO] - ===> Epoch[360](9355/26): Loss -0.3686, Sem 0.1124, dir -0.7847, norm 0.3037, swav 0.0000 LR: 8.495e-03 Score 96.282 Data time: 0.2260, Forward time: 2.2719, Backward time: 3.0641, DDP time: 0.0048, Total iter time: 5.5220 [2020-11-06 05:42:06,091][root][INFO] - ===> Epoch[360](9356/26): Loss -0.3184, Sem 0.0936, dir -0.7277, norm 0.3157, swav 0.0000 LR: 8.483e-03 Score 97.433 Data time: 0.3007, Forward time: 2.2720, Backward time: 3.0640, DDP time: 0.0048, Total iter time: 6.1044 [2020-11-06 05:42:12,245][root][INFO] - ===> Epoch[360](9357/26): Loss -0.3455, Sem 0.1031, dir -0.7509, norm 0.3023, swav 0.0000 LR: 8.471e-03 Score 96.357 Data time: 0.2353, Forward time: 2.2720, Backward time: 3.0640, DDP time: 0.0048, Total iter time: 6.0214 [2020-11-06 05:42:17,320][root][INFO] - ===> Epoch[360](9358/26): Loss -0.2817, Sem 0.1172, dir -0.7203, norm 0.3214, swav 0.0000 LR: 8.460e-03 Score 96.230 Data time: 0.2958, Forward time: 2.2720, Backward time: 3.0639, DDP time: 0.0048, Total iter time: 4.9344 [2020-11-06 05:42:23,154][root][INFO] - ===> Epoch[360](9359/26): Loss -0.3017, Sem 0.1178, dir -0.7498, norm 0.3303, swav 0.0000 LR: 8.448e-03 Score 96.171 Data time: 0.2204, Forward time: 2.2720, Backward time: 3.0639, DDP time: 0.0048, Total iter time: 5.7190 [2020-11-06 05:42:29,039][root][INFO] - ===> Epoch[360](9360/26): Loss -0.3166, Sem 0.1005, dir -0.7319, norm 0.3148, swav 0.0000 LR: 8.436e-03 Score 96.521 Data time: 0.1994, Forward time: 2.2720, Backward time: 3.0640, DDP time: 0.0048, Total iter time: 5.7525 [2020-11-06 05:42:35,434][root][INFO] - ===> Epoch[361](9361/26): Loss -0.2984, Sem 0.1161, dir -0.7458, norm 0.3313, swav 0.0000 LR: 8.424e-03 Score 96.183 Data time: 0.3244, Forward time: 2.2721, Backward time: 3.0639, DDP time: 0.0048, Total iter time: 6.2753 [2020-11-06 05:42:41,287][root][INFO] - ===> Epoch[361](9362/26): Loss -0.3531, Sem 0.0876, dir -0.7422, norm 0.3015, swav 0.0000 LR: 8.412e-03 Score 97.105 Data time: 0.1705, Forward time: 2.2720, Backward time: 3.0640, DDP time: 0.0048, Total iter time: 5.7138 [2020-11-06 05:42:47,002][root][INFO] - ===> Epoch[361](9363/26): Loss -0.3320, Sem 0.0901, dir -0.7476, norm 0.3255, swav 0.0000 LR: 8.400e-03 Score 96.811 Data time: 0.2234, Forward time: 2.2721, Backward time: 3.0640, DDP time: 0.0048, Total iter time: 5.5980 [2020-11-06 05:42:51,921][root][INFO] - ===> Epoch[361](9364/26): Loss -0.3290, Sem 0.1152, dir -0.7549, norm 0.3107, swav 0.0000 LR: 8.389e-03 Score 95.780 Data time: 0.1789, Forward time: 2.2720, Backward time: 3.0639, DDP time: 0.0048, Total iter time: 4.7947 [2020-11-06 05:42:56,797][root][INFO] - ===> Epoch[361](9365/26): Loss -0.3823, Sem 0.1150, dir -0.7952, norm 0.2978, swav 0.0000 LR: 8.377e-03 Score 96.293 Data time: 0.1428, Forward time: 2.2720, Backward time: 3.0639, DDP time: 0.0048, Total iter time: 4.7641 [2020-11-06 05:43:02,782][root][INFO] - ===> Epoch[361](9366/26): Loss -0.3188, Sem 0.1069, dir -0.7443, norm 0.3187, swav 0.0000 LR: 8.365e-03 Score 96.593 Data time: 0.2416, Forward time: 2.2720, Backward time: 3.0639, DDP time: 0.0048, Total iter time: 5.9182 [2020-11-06 05:43:08,999][root][INFO] - ===> Epoch[361](9367/26): Loss -0.2849, Sem 0.1045, dir -0.7279, norm 0.3386, swav 0.0000 LR: 8.353e-03 Score 96.366 Data time: 0.2817, Forward time: 2.2721, Backward time: 3.0639, DDP time: 0.0048, Total iter time: 6.1020 [2020-11-06 05:43:13,625][root][INFO] - ===> Epoch[361](9368/26): Loss -0.2465, Sem 0.1311, dir -0.7076, norm 0.3299, swav 0.0000 LR: 8.341e-03 Score 95.439 Data time: 0.1891, Forward time: 2.2720, Backward time: 3.0638, DDP time: 0.0048, Total iter time: 4.4831 [2020-11-06 05:43:18,283][root][INFO] - ===> Epoch[361](9369/26): Loss -0.3177, Sem 0.0911, dir -0.7181, norm 0.3093, swav 0.0000 LR: 8.329e-03 Score 96.965 Data time: 0.1885, Forward time: 2.2720, Backward time: 3.0637, DDP time: 0.0048, Total iter time: 4.5591 [2020-11-06 05:43:24,480][root][INFO] - ===> Epoch[361](9370/26): Loss -0.2543, Sem 0.1154, dir -0.7191, norm 0.3495, swav 0.0000 LR: 8.317e-03 Score 96.136 Data time: 0.3149, Forward time: 2.2721, Backward time: 3.0637, DDP time: 0.0048, Total iter time: 6.0909 [2020-11-06 05:43:29,591][root][INFO] - ===> Epoch[361](9371/26): Loss -0.2391, Sem 0.1382, dir -0.7132, norm 0.3359, swav 0.0000 LR: 8.306e-03 Score 95.859 Data time: 0.2564, Forward time: 2.2721, Backward time: 3.0636, DDP time: 0.0048, Total iter time: 4.9840 [2020-11-06 05:43:34,502][root][INFO] - ===> Epoch[361](9372/26): Loss -0.3323, Sem 0.0956, dir -0.7369, norm 0.3089, swav 0.0000 LR: 8.294e-03 Score 96.952 Data time: 0.2029, Forward time: 2.2721, Backward time: 3.0635, DDP time: 0.0048, Total iter time: 4.7860 [2020-11-06 05:43:39,720][root][INFO] - ===> Epoch[361](9373/26): Loss -0.4153, Sem 0.0799, dir -0.7601, norm 0.2649, swav 0.0000 LR: 8.282e-03 Score 97.351 Data time: 0.1337, Forward time: 2.2720, Backward time: 3.0636, DDP time: 0.0048, Total iter time: 5.1134 [2020-11-06 05:43:46,546][root][INFO] - ===> Epoch[361](9374/26): Loss -0.2648, Sem 0.1258, dir -0.7079, norm 0.3172, swav 0.0000 LR: 8.270e-03 Score 95.774 Data time: 0.1929, Forward time: 2.2720, Backward time: 3.0637, DDP time: 0.0048, Total iter time: 6.7471 [2020-11-06 05:43:52,745][root][INFO] - ===> Epoch[361](9375/26): Loss -0.2654, Sem 0.1307, dir -0.7349, norm 0.3388, swav 0.0000 LR: 8.258e-03 Score 96.237 Data time: 0.1352, Forward time: 2.2719, Backward time: 3.0638, DDP time: 0.0048, Total iter time: 6.0963 [2020-11-06 05:43:57,614][root][INFO] - ===> Epoch[361](9376/26): Loss -0.3478, Sem 0.0964, dir -0.7608, norm 0.3166, swav 0.0000 LR: 8.246e-03 Score 96.963 Data time: 0.1978, Forward time: 2.2719, Backward time: 3.0638, DDP time: 0.0048, Total iter time: 4.8059 [2020-11-06 05:44:03,924][root][INFO] - ===> Epoch[361](9377/26): Loss -0.3020, Sem 0.1044, dir -0.7403, norm 0.3339, swav 0.0000 LR: 8.234e-03 Score 96.566 Data time: 0.2839, Forward time: 2.2719, Backward time: 3.0638, DDP time: 0.0048, Total iter time: 6.1761 [2020-11-06 05:44:09,129][root][INFO] - ===> Epoch[361](9378/26): Loss -0.3058, Sem 0.1008, dir -0.7351, norm 0.3285, swav 0.0000 LR: 8.222e-03 Score 96.639 Data time: 0.2420, Forward time: 2.2720, Backward time: 3.0636, DDP time: 0.0048, Total iter time: 5.0759 [2020-11-06 05:44:15,781][root][INFO] - ===> Epoch[361](9379/26): Loss -0.3080, Sem 0.1105, dir -0.7492, norm 0.3306, swav 0.0000 LR: 8.211e-03 Score 96.452 Data time: 0.2019, Forward time: 2.2720, Backward time: 3.0638, DDP time: 0.0048, Total iter time: 6.5345 [2020-11-06 05:44:21,178][root][INFO] - ===> Epoch[361](9380/26): Loss -0.3614, Sem 0.1023, dir -0.7829, norm 0.3192, swav 0.0000 LR: 8.199e-03 Score 96.794 Data time: 0.2342, Forward time: 2.2720, Backward time: 3.0637, DDP time: 0.0048, Total iter time: 5.2911 [2020-11-06 05:44:26,647][root][INFO] - ===> Epoch[361](9381/26): Loss -0.3557, Sem 0.0991, dir -0.7727, norm 0.3180, swav 0.0000 LR: 8.187e-03 Score 96.635 Data time: 0.1940, Forward time: 2.2720, Backward time: 3.0637, DDP time: 0.0048, Total iter time: 5.3419 [2020-11-06 05:44:34,245][root][INFO] - ===> Epoch[361](9382/26): Loss -0.2524, Sem 0.1109, dir -0.6991, norm 0.3357, swav 0.0000 LR: 8.175e-03 Score 96.287 Data time: 0.2277, Forward time: 2.2720, Backward time: 3.0639, DDP time: 0.0048, Total iter time: 7.4774 [2020-11-06 05:44:40,929][root][INFO] - ===> Epoch[361](9383/26): Loss -0.3359, Sem 0.1104, dir -0.7561, norm 0.3098, swav 0.0000 LR: 8.163e-03 Score 95.938 Data time: 0.2430, Forward time: 2.2720, Backward time: 3.0639, DDP time: 0.0048, Total iter time: 6.5644 [2020-11-06 05:44:45,973][root][INFO] - ===> Epoch[361](9384/26): Loss -0.3273, Sem 0.1076, dir -0.7429, norm 0.3080, swav 0.0000 LR: 8.151e-03 Score 96.573 Data time: 0.2438, Forward time: 2.2720, Backward time: 3.0639, DDP time: 0.0048, Total iter time: 4.9122 [2020-11-06 05:44:52,756][root][INFO] - ===> Epoch[361](9385/26): Loss -0.2988, Sem 0.1029, dir -0.7423, norm 0.3406, swav 0.0000 LR: 8.139e-03 Score 96.837 Data time: 0.2542, Forward time: 2.2721, Backward time: 3.0639, DDP time: 0.0048, Total iter time: 6.6728 [2020-11-06 05:44:58,283][root][INFO] - ===> Epoch[361](9386/26): Loss -0.3063, Sem 0.1101, dir -0.7451, norm 0.3286, swav 0.0000 LR: 8.127e-03 Score 96.242 Data time: 0.1524, Forward time: 2.2720, Backward time: 3.0639, DDP time: 0.0048, Total iter time: 5.3866 [2020-11-06 05:45:03,268][root][INFO] - ===> Epoch[362](9387/26): Loss -0.3188, Sem 0.1061, dir -0.7394, norm 0.3145, swav 0.0000 LR: 8.115e-03 Score 96.846 Data time: 0.1692, Forward time: 2.2720, Backward time: 3.0639, DDP time: 0.0048, Total iter time: 4.8742 [2020-11-06 05:45:07,966][root][INFO] - ===> Epoch[362](9388/26): Loss -0.3721, Sem 0.0947, dir -0.7591, norm 0.2922, swav 0.0000 LR: 8.104e-03 Score 97.084 Data time: 0.1757, Forward time: 2.2719, Backward time: 3.0639, DDP time: 0.0048, Total iter time: 4.6146 [2020-11-06 05:45:13,473][root][INFO] - ===> Epoch[362](9389/26): Loss -0.2974, Sem 0.0904, dir -0.7087, norm 0.3208, swav 0.0000 LR: 8.092e-03 Score 96.938 Data time: 0.2527, Forward time: 2.2720, Backward time: 3.0638, DDP time: 0.0048, Total iter time: 5.4008 [2020-11-06 05:45:19,064][root][INFO] - ===> Epoch[362](9390/26): Loss -0.2781, Sem 0.1017, dir -0.7113, norm 0.3316, swav 0.0000 LR: 8.080e-03 Score 96.619 Data time: 0.2188, Forward time: 2.2720, Backward time: 3.0638, DDP time: 0.0048, Total iter time: 5.4488 [2020-11-06 05:45:24,280][root][INFO] - ===> Epoch[362](9391/26): Loss -0.3860, Sem 0.1045, dir -0.7800, norm 0.2895, swav 0.0000 LR: 8.068e-03 Score 96.749 Data time: 0.2556, Forward time: 2.2720, Backward time: 3.0637, DDP time: 0.0048, Total iter time: 5.0951 [2020-11-06 05:45:29,858][root][INFO] - ===> Epoch[362](9392/26): Loss -0.3294, Sem 0.1024, dir -0.7413, norm 0.3095, swav 0.0000 LR: 8.056e-03 Score 96.277 Data time: 0.2466, Forward time: 2.2720, Backward time: 3.0636, DDP time: 0.0048, Total iter time: 5.4567 [2020-11-06 05:45:34,471][root][INFO] - ===> Epoch[362](9393/26): Loss -0.3592, Sem 0.1029, dir -0.7632, norm 0.3011, swav 0.0000 LR: 8.044e-03 Score 96.828 Data time: 0.2276, Forward time: 2.2720, Backward time: 3.0635, DDP time: 0.0048, Total iter time: 4.5090 [2020-11-06 05:45:39,157][root][INFO] - ===> Epoch[362](9394/26): Loss -0.3161, Sem 0.1063, dir -0.7506, norm 0.3283, swav 0.0000 LR: 8.032e-03 Score 96.612 Data time: 0.2242, Forward time: 2.2720, Backward time: 3.0634, DDP time: 0.0048, Total iter time: 4.5786 [2020-11-06 05:45:45,202][root][INFO] - ===> Epoch[362](9395/26): Loss -0.3128, Sem 0.1160, dir -0.7522, norm 0.3234, swav 0.0000 LR: 8.020e-03 Score 96.122 Data time: 0.2415, Forward time: 2.2721, Backward time: 3.0634, DDP time: 0.0048, Total iter time: 5.9299 [2020-11-06 05:45:51,815][root][INFO] - ===> Epoch[362](9396/26): Loss -0.3450, Sem 0.1093, dir -0.7699, norm 0.3157, swav 0.0000 LR: 8.008e-03 Score 96.518 Data time: 0.2425, Forward time: 2.2721, Backward time: 3.0634, DDP time: 0.0048, Total iter time: 6.4972 [2020-11-06 05:45:57,659][root][INFO] - ===> Epoch[362](9397/26): Loss -0.3125, Sem 0.1057, dir -0.7527, norm 0.3344, swav 0.0000 LR: 7.996e-03 Score 96.521 Data time: 0.1849, Forward time: 2.2721, Backward time: 3.0635, DDP time: 0.0048, Total iter time: 5.7170 [2020-11-06 05:46:03,168][root][INFO] - ===> Epoch[362](9398/26): Loss -0.3001, Sem 0.1055, dir -0.7185, norm 0.3129, swav 0.0000 LR: 7.984e-03 Score 96.631 Data time: 0.2678, Forward time: 2.2721, Backward time: 3.0634, DDP time: 0.0048, Total iter time: 5.4224 [2020-11-06 05:46:08,005][root][INFO] - ===> Epoch[362](9399/26): Loss -0.3706, Sem 0.1054, dir -0.7570, norm 0.2811, swav 0.0000 LR: 7.973e-03 Score 96.536 Data time: 0.2021, Forward time: 2.2721, Backward time: 3.0633, DDP time: 0.0048, Total iter time: 4.7032 [2020-11-06 05:46:12,852][root][INFO] - ===> Epoch[362](9400/26): Loss -0.3418, Sem 0.0800, dir -0.7555, norm 0.3337, swav 0.0000 LR: 7.961e-03 Score 97.319 Data time: 0.2138, Forward time: 2.2721, Backward time: 3.0632, DDP time: 0.0048, Total iter time: 4.7376 [2020-11-06 05:46:18,458][root][INFO] - ===> Epoch[362](9401/26): Loss -0.3172, Sem 0.0931, dir -0.7206, norm 0.3103, swav 0.0000 LR: 7.949e-03 Score 96.763 Data time: 0.1747, Forward time: 2.2721, Backward time: 3.0633, DDP time: 0.0048, Total iter time: 5.4756 [2020-11-06 05:46:23,632][root][INFO] - ===> Epoch[362](9402/26): Loss -0.3832, Sem 0.0868, dir -0.7481, norm 0.2782, swav 0.0000 LR: 7.937e-03 Score 96.763 Data time: 0.1858, Forward time: 2.2720, Backward time: 3.0632, DDP time: 0.0048, Total iter time: 5.0613 [2020-11-06 05:46:29,119][root][INFO] - ===> Epoch[362](9403/26): Loss -0.3529, Sem 0.1040, dir -0.7582, norm 0.3013, swav 0.0000 LR: 7.925e-03 Score 96.279 Data time: 0.2300, Forward time: 2.2721, Backward time: 3.0632, DDP time: 0.0048, Total iter time: 5.3662 [2020-11-06 05:46:34,998][root][INFO] - ===> Epoch[362](9404/26): Loss -0.3106, Sem 0.1235, dir -0.7548, norm 0.3206, swav 0.0000 LR: 7.913e-03 Score 95.752 Data time: 0.1923, Forward time: 2.2720, Backward time: 3.0632, DDP time: 0.0048, Total iter time: 5.7455 [2020-11-06 05:46:40,806][root][INFO] - ===> Epoch[362](9405/26): Loss -0.2656, Sem 0.1047, dir -0.7170, norm 0.3467, swav 0.0000 LR: 7.901e-03 Score 96.412 Data time: 0.2879, Forward time: 2.2721, Backward time: 3.0632, DDP time: 0.0048, Total iter time: 5.7012 [2020-11-06 05:46:47,847][root][INFO] - ===> Epoch[362](9406/26): Loss -0.3194, Sem 0.1306, dir -0.7616, norm 0.3116, swav 0.0000 LR: 7.889e-03 Score 95.369 Data time: 0.2910, Forward time: 2.2722, Backward time: 3.0632, DDP time: 0.0048, Total iter time: 6.9152 [2020-11-06 05:46:54,615][root][INFO] - ===> Epoch[362](9407/26): Loss -0.2877, Sem 0.1219, dir -0.7277, norm 0.3182, swav 0.0000 LR: 7.877e-03 Score 95.843 Data time: 0.2030, Forward time: 2.2722, Backward time: 3.0633, DDP time: 0.0048, Total iter time: 6.6413 [2020-11-06 05:47:00,764][root][INFO] - ===> Epoch[362](9408/26): Loss -0.3266, Sem 0.0952, dir -0.7571, norm 0.3354, swav 0.0000 LR: 7.865e-03 Score 96.519 Data time: 0.1946, Forward time: 2.2722, Backward time: 3.0634, DDP time: 0.0048, Total iter time: 6.0302 [2020-11-06 05:47:07,206][root][INFO] - ===> Epoch[362](9409/26): Loss -0.3143, Sem 0.1184, dir -0.7642, norm 0.3315, swav 0.0000 LR: 7.853e-03 Score 96.189 Data time: 0.2211, Forward time: 2.2722, Backward time: 3.0635, DDP time: 0.0048, Total iter time: 6.3287 [2020-11-06 05:47:12,770][root][INFO] - ===> Epoch[362](9410/26): Loss -0.3383, Sem 0.1046, dir -0.7737, norm 0.3308, swav 0.0000 LR: 7.841e-03 Score 96.366 Data time: 0.1880, Forward time: 2.2721, Backward time: 3.0635, DDP time: 0.0048, Total iter time: 5.4383 [2020-11-06 05:47:18,495][root][INFO] - ===> Epoch[362](9411/26): Loss -0.3429, Sem 0.0921, dir -0.7425, norm 0.3074, swav 0.0000 LR: 7.829e-03 Score 96.843 Data time: 0.2019, Forward time: 2.2721, Backward time: 3.0635, DDP time: 0.0048, Total iter time: 5.6247 [2020-11-06 05:47:23,455][root][INFO] - ===> Epoch[362](9412/26): Loss -0.3223, Sem 0.0792, dir -0.7294, norm 0.3279, swav 0.0000 LR: 7.817e-03 Score 97.232 Data time: 0.2454, Forward time: 2.2721, Backward time: 3.0634, DDP time: 0.0048, Total iter time: 4.8315 [2020-11-06 05:47:29,149][root][INFO] - ===> Epoch[363](9413/26): Loss -0.3054, Sem 0.1011, dir -0.7491, norm 0.3427, swav 0.0000 LR: 7.805e-03 Score 96.551 Data time: 0.2648, Forward time: 2.2722, Backward time: 3.0633, DDP time: 0.0048, Total iter time: 5.5658 [2020-11-06 05:47:34,275][root][INFO] - ===> Epoch[363](9414/26): Loss -0.2927, Sem 0.1154, dir -0.7208, norm 0.3127, swav 0.0000 LR: 7.794e-03 Score 96.303 Data time: 0.2401, Forward time: 2.2723, Backward time: 3.0632, DDP time: 0.0048, Total iter time: 5.0032 [2020-11-06 05:47:40,458][root][INFO] - ===> Epoch[363](9415/26): Loss -0.3647, Sem 0.0941, dir -0.7677, norm 0.3089, swav 0.0000 LR: 7.782e-03 Score 96.761 Data time: 0.2394, Forward time: 2.2723, Backward time: 3.0632, DDP time: 0.0048, Total iter time: 6.0432 [2020-11-06 05:47:45,688][root][INFO] - ===> Epoch[363](9416/26): Loss -0.2860, Sem 0.1141, dir -0.7209, norm 0.3209, swav 0.0000 LR: 7.770e-03 Score 96.336 Data time: 0.2604, Forward time: 2.2723, Backward time: 3.0631, DDP time: 0.0048, Total iter time: 5.1059 [2020-11-06 05:47:51,359][root][INFO] - ===> Epoch[363](9417/26): Loss -0.3299, Sem 0.1045, dir -0.7589, norm 0.3245, swav 0.0000 LR: 7.758e-03 Score 96.428 Data time: 0.2164, Forward time: 2.2723, Backward time: 3.0631, DDP time: 0.0048, Total iter time: 5.5447 [2020-11-06 05:47:57,216][root][INFO] - ===> Epoch[363](9418/26): Loss -0.2843, Sem 0.1039, dir -0.7143, norm 0.3261, swav 0.0000 LR: 7.746e-03 Score 96.672 Data time: 0.1946, Forward time: 2.2723, Backward time: 3.0632, DDP time: 0.0048, Total iter time: 5.7385 [2020-11-06 05:48:02,510][root][INFO] - ===> Epoch[363](9419/26): Loss -0.3267, Sem 0.1087, dir -0.7587, norm 0.3232, swav 0.0000 LR: 7.734e-03 Score 96.531 Data time: 0.2037, Forward time: 2.2723, Backward time: 3.0631, DDP time: 0.0048, Total iter time: 5.1785 [2020-11-06 05:48:07,327][root][INFO] - ===> Epoch[363](9420/26): Loss -0.3824, Sem 0.0964, dir -0.7850, norm 0.3062, swav 0.0000 LR: 7.722e-03 Score 97.161 Data time: 0.1667, Forward time: 2.2722, Backward time: 3.0631, DDP time: 0.0048, Total iter time: 4.6730 [2020-11-06 05:48:12,034][root][INFO] - ===> Epoch[363](9421/26): Loss -0.3578, Sem 0.1008, dir -0.7565, norm 0.2980, swav 0.0000 LR: 7.710e-03 Score 96.510 Data time: 0.2410, Forward time: 2.2722, Backward time: 3.0630, DDP time: 0.0048, Total iter time: 4.6105 [2020-11-06 05:48:18,686][root][INFO] - ===> Epoch[363](9422/26): Loss -0.3093, Sem 0.1238, dir -0.7583, norm 0.3253, swav 0.0000 LR: 7.698e-03 Score 95.816 Data time: 0.3183, Forward time: 2.2723, Backward time: 3.0629, DDP time: 0.0048, Total iter time: 6.5486 [2020-11-06 05:48:24,243][root][INFO] - ===> Epoch[363](9423/26): Loss -0.2734, Sem 0.1188, dir -0.7385, norm 0.3463, swav 0.0000 LR: 7.686e-03 Score 95.823 Data time: 0.1385, Forward time: 2.2723, Backward time: 3.0630, DDP time: 0.0048, Total iter time: 5.4276 [2020-11-06 05:48:29,828][root][INFO] - ===> Epoch[363](9424/26): Loss -0.2496, Sem 0.1324, dir -0.7292, norm 0.3472, swav 0.0000 LR: 7.674e-03 Score 95.797 Data time: 0.2491, Forward time: 2.2723, Backward time: 3.0630, DDP time: 0.0048, Total iter time: 5.4773 [2020-11-06 05:48:36,571][root][INFO] - ===> Epoch[363](9425/26): Loss -0.2909, Sem 0.1073, dir -0.7356, norm 0.3374, swav 0.0000 LR: 7.662e-03 Score 96.586 Data time: 0.3266, Forward time: 2.2724, Backward time: 3.0630, DDP time: 0.0048, Total iter time: 6.6241 [2020-11-06 05:48:42,666][root][INFO] - ===> Epoch[363](9426/26): Loss -0.3140, Sem 0.1038, dir -0.7337, norm 0.3159, swav 0.0000 LR: 7.650e-03 Score 96.475 Data time: 0.1660, Forward time: 2.2724, Backward time: 3.0630, DDP time: 0.0048, Total iter time: 5.9601 [2020-11-06 05:48:48,062][root][INFO] - ===> Epoch[363](9427/26): Loss -0.3171, Sem 0.1068, dir -0.7447, norm 0.3208, swav 0.0000 LR: 7.638e-03 Score 95.972 Data time: 0.1767, Forward time: 2.2723, Backward time: 3.0630, DDP time: 0.0048, Total iter time: 5.2737 [2020-11-06 05:48:54,056][root][INFO] - ===> Epoch[363](9428/26): Loss -0.3163, Sem 0.1192, dir -0.7497, norm 0.3141, swav 0.0000 LR: 7.626e-03 Score 96.168 Data time: 0.2936, Forward time: 2.2724, Backward time: 3.0630, DDP time: 0.0048, Total iter time: 5.9075 [2020-11-06 05:48:59,313][root][INFO] - ===> Epoch[363](9429/26): Loss -0.3161, Sem 0.1097, dir -0.7384, norm 0.3126, swav 0.0000 LR: 7.614e-03 Score 96.313 Data time: 0.2187, Forward time: 2.2724, Backward time: 3.0629, DDP time: 0.0048, Total iter time: 5.1182 [2020-11-06 05:49:04,575][root][INFO] - ===> Epoch[363](9430/26): Loss -0.3035, Sem 0.0969, dir -0.7196, norm 0.3191, swav 0.0000 LR: 7.602e-03 Score 96.494 Data time: 0.1381, Forward time: 2.2723, Backward time: 3.0629, DDP time: 0.0048, Total iter time: 5.1461 [2020-11-06 05:49:09,612][root][INFO] - ===> Epoch[363](9431/26): Loss -0.3880, Sem 0.0916, dir -0.7764, norm 0.2967, swav 0.0000 LR: 7.590e-03 Score 97.071 Data time: 0.1832, Forward time: 2.2723, Backward time: 3.0629, DDP time: 0.0048, Total iter time: 4.9766 [2020-11-06 05:49:15,425][root][INFO] - ===> Epoch[363](9432/26): Loss -0.3272, Sem 0.1043, dir -0.7392, norm 0.3077, swav 0.0000 LR: 7.578e-03 Score 96.469 Data time: 0.2238, Forward time: 2.2723, Backward time: 3.0629, DDP time: 0.0048, Total iter time: 5.7198 [2020-11-06 05:49:20,506][root][INFO] - ===> Epoch[363](9433/26): Loss -0.3408, Sem 0.1030, dir -0.7463, norm 0.3025, swav 0.0000 LR: 7.566e-03 Score 96.424 Data time: 0.2246, Forward time: 2.2723, Backward time: 3.0628, DDP time: 0.0048, Total iter time: 4.9780 [2020-11-06 05:49:27,665][root][INFO] - ===> Epoch[363](9434/26): Loss -0.3424, Sem 0.1068, dir -0.7658, norm 0.3166, swav 0.0000 LR: 7.554e-03 Score 96.937 Data time: 0.1593, Forward time: 2.2723, Backward time: 3.0630, DDP time: 0.0048, Total iter time: 7.0270 [2020-11-06 05:49:33,918][root][INFO] - ===> Epoch[363](9435/26): Loss -0.3296, Sem 0.1085, dir -0.7612, norm 0.3231, swav 0.0000 LR: 7.542e-03 Score 96.058 Data time: 0.2748, Forward time: 2.2723, Backward time: 3.0630, DDP time: 0.0048, Total iter time: 6.1680 [2020-11-06 05:49:39,558][root][INFO] - ===> Epoch[363](9436/26): Loss -0.3635, Sem 0.0984, dir -0.7482, norm 0.2863, swav 0.0000 LR: 7.530e-03 Score 96.631 Data time: 0.2543, Forward time: 2.2724, Backward time: 3.0630, DDP time: 0.0048, Total iter time: 5.5152 [2020-11-06 05:49:45,535][root][INFO] - ===> Epoch[363](9437/26): Loss -0.2712, Sem 0.1071, dir -0.7352, norm 0.3568, swav 0.0000 LR: 7.518e-03 Score 96.364 Data time: 0.2921, Forward time: 2.2724, Backward time: 3.0629, DDP time: 0.0048, Total iter time: 5.8597 [2020-11-06 05:49:50,858][root][INFO] - ===> Epoch[363](9438/26): Loss -0.3738, Sem 0.0861, dir -0.7640, norm 0.3041, swav 0.0000 LR: 7.506e-03 Score 97.162 Data time: 0.2499, Forward time: 2.2725, Backward time: 3.0628, DDP time: 0.0048, Total iter time: 5.1937 [2020-11-06 05:49:56,052][root][INFO] - ===> Epoch[364](9439/26): Loss -0.2931, Sem 0.1148, dir -0.7448, norm 0.3369, swav 0.0000 LR: 7.494e-03 Score 96.633 Data time: 0.2188, Forward time: 2.2725, Backward time: 3.0628, DDP time: 0.0048, Total iter time: 5.0848 [2020-11-06 05:50:02,601][root][INFO] - ===> Epoch[364](9440/26): Loss -0.3634, Sem 0.0962, dir -0.7740, norm 0.3144, swav 0.0000 LR: 7.482e-03 Score 96.793 Data time: 0.2104, Forward time: 2.2725, Backward time: 3.0629, DDP time: 0.0048, Total iter time: 6.4429 [2020-11-06 05:50:08,685][root][INFO] - ===> Epoch[364](9441/26): Loss -0.3005, Sem 0.1074, dir -0.7283, norm 0.3204, swav 0.0000 LR: 7.470e-03 Score 96.406 Data time: 0.2355, Forward time: 2.2725, Backward time: 3.0629, DDP time: 0.0048, Total iter time: 5.9657 [2020-11-06 05:50:13,788][root][INFO] - ===> Epoch[364](9442/26): Loss -0.2982, Sem 0.1033, dir -0.7322, norm 0.3307, swav 0.0000 LR: 7.458e-03 Score 96.543 Data time: 0.2081, Forward time: 2.2725, Backward time: 3.0628, DDP time: 0.0048, Total iter time: 4.9851 [2020-11-06 05:50:20,126][root][INFO] - ===> Epoch[364](9443/26): Loss -0.2987, Sem 0.1026, dir -0.7173, norm 0.3160, swav 0.0000 LR: 7.446e-03 Score 96.593 Data time: 0.2556, Forward time: 2.2725, Backward time: 3.0628, DDP time: 0.0048, Total iter time: 6.2281 [2020-11-06 05:50:26,839][root][INFO] - ===> Epoch[364](9444/26): Loss -0.2469, Sem 0.1296, dir -0.7347, norm 0.3582, swav 0.0000 LR: 7.434e-03 Score 95.818 Data time: 0.1868, Forward time: 2.2725, Backward time: 3.0630, DDP time: 0.0048, Total iter time: 6.5717 [2020-11-06 05:50:31,567][root][INFO] - ===> Epoch[364](9445/26): Loss -0.3207, Sem 0.1106, dir -0.7389, norm 0.3075, swav 0.0000 LR: 7.422e-03 Score 96.343 Data time: 0.2013, Forward time: 2.2725, Backward time: 3.0629, DDP time: 0.0048, Total iter time: 4.6268 [2020-11-06 05:50:37,302][root][INFO] - ===> Epoch[364](9446/26): Loss -0.3079, Sem 0.0937, dir -0.7379, norm 0.3362, swav 0.0000 LR: 7.410e-03 Score 96.640 Data time: 0.2993, Forward time: 2.2725, Backward time: 3.0629, DDP time: 0.0048, Total iter time: 5.6334 [2020-11-06 05:50:42,631][root][INFO] - ===> Epoch[364](9447/26): Loss -0.2752, Sem 0.1081, dir -0.7417, norm 0.3585, swav 0.0000 LR: 7.398e-03 Score 96.338 Data time: 0.2623, Forward time: 2.2726, Backward time: 3.0628, DDP time: 0.0048, Total iter time: 5.2141 [2020-11-06 05:50:48,628][root][INFO] - ===> Epoch[364](9448/26): Loss -0.3773, Sem 0.0932, dir -0.7606, norm 0.2901, swav 0.0000 LR: 7.386e-03 Score 96.721 Data time: 0.2905, Forward time: 2.2726, Backward time: 3.0627, DDP time: 0.0048, Total iter time: 5.8603 [2020-11-06 05:50:53,354][root][INFO] - ===> Epoch[364](9449/26): Loss -0.3196, Sem 0.1133, dir -0.7557, norm 0.3228, swav 0.0000 LR: 7.374e-03 Score 96.086 Data time: 0.1945, Forward time: 2.2726, Backward time: 3.0626, DDP time: 0.0048, Total iter time: 4.6031 [2020-11-06 05:50:58,575][root][INFO] - ===> Epoch[364](9450/26): Loss -0.2929, Sem 0.0977, dir -0.7132, norm 0.3226, swav 0.0000 LR: 7.362e-03 Score 96.533 Data time: 0.2728, Forward time: 2.2726, Backward time: 3.0625, DDP time: 0.0048, Total iter time: 5.1110 [2020-11-06 05:51:03,610][root][INFO] - ===> Epoch[364](9451/26): Loss -0.3377, Sem 0.1106, dir -0.7469, norm 0.2986, swav 0.0000 LR: 7.350e-03 Score 96.288 Data time: 0.2251, Forward time: 2.2726, Backward time: 3.0625, DDP time: 0.0048, Total iter time: 4.9195 [2020-11-06 05:51:09,253][root][INFO] - ===> Epoch[364](9452/26): Loss -0.2519, Sem 0.1332, dir -0.7491, norm 0.3639, swav 0.0000 LR: 7.338e-03 Score 95.498 Data time: 0.1977, Forward time: 2.2726, Backward time: 3.0625, DDP time: 0.0048, Total iter time: 5.5521 [2020-11-06 05:51:16,010][root][INFO] - ===> Epoch[364](9453/26): Loss -0.3624, Sem 0.0935, dir -0.7712, norm 0.3154, swav 0.0000 LR: 7.326e-03 Score 97.065 Data time: 0.1688, Forward time: 2.2726, Backward time: 3.0626, DDP time: 0.0048, Total iter time: 6.6505 [2020-11-06 05:51:21,465][root][INFO] - ===> Epoch[364](9454/26): Loss -0.3386, Sem 0.0861, dir -0.7242, norm 0.2995, swav 0.0000 LR: 7.314e-03 Score 97.001 Data time: 0.1777, Forward time: 2.2725, Backward time: 3.0626, DDP time: 0.0048, Total iter time: 5.3645 [2020-11-06 05:51:27,567][root][INFO] - ===> Epoch[364](9455/26): Loss -0.2920, Sem 0.1028, dir -0.6992, norm 0.3044, swav 0.0000 LR: 7.302e-03 Score 96.797 Data time: 0.2119, Forward time: 2.2725, Backward time: 3.0627, DDP time: 0.0048, Total iter time: 5.9776 [2020-11-06 05:51:33,145][root][INFO] - ===> Epoch[364](9456/26): Loss -0.2843, Sem 0.0963, dir -0.7180, norm 0.3374, swav 0.0000 LR: 7.290e-03 Score 96.565 Data time: 0.2584, Forward time: 2.2726, Backward time: 3.0626, DDP time: 0.0048, Total iter time: 5.4772 [2020-11-06 05:51:39,334][root][INFO] - ===> Epoch[364](9457/26): Loss -0.2835, Sem 0.1326, dir -0.7484, norm 0.3323, swav 0.0000 LR: 7.278e-03 Score 95.568 Data time: 0.1447, Forward time: 2.2725, Backward time: 3.0627, DDP time: 0.0048, Total iter time: 6.0657 [2020-11-06 05:51:44,668][root][INFO] - ===> Epoch[364](9458/26): Loss -0.3184, Sem 0.1059, dir -0.7437, norm 0.3194, swav 0.0000 LR: 7.266e-03 Score 96.215 Data time: 0.2407, Forward time: 2.2725, Backward time: 3.0627, DDP time: 0.0048, Total iter time: 5.2399 [2020-11-06 05:51:49,954][root][INFO] - ===> Epoch[364](9459/26): Loss -0.3545, Sem 0.1204, dir -0.7680, norm 0.2931, swav 0.0000 LR: 7.254e-03 Score 95.948 Data time: 0.1453, Forward time: 2.2724, Backward time: 3.0627, DDP time: 0.0048, Total iter time: 5.1889 [2020-11-06 05:51:55,943][root][INFO] - ===> Epoch[364](9460/26): Loss -0.3125, Sem 0.1221, dir -0.7478, norm 0.3132, swav 0.0000 LR: 7.242e-03 Score 95.847 Data time: 0.1898, Forward time: 2.2724, Backward time: 3.0628, DDP time: 0.0048, Total iter time: 5.9146 [2020-11-06 05:52:01,753][root][INFO] - ===> Epoch[364](9461/26): Loss -0.3244, Sem 0.1014, dir -0.7428, norm 0.3170, swav 0.0000 LR: 7.230e-03 Score 96.623 Data time: 0.2022, Forward time: 2.2724, Backward time: 3.0628, DDP time: 0.0048, Total iter time: 5.7165 [2020-11-06 05:52:07,829][root][INFO] - ===> Epoch[364](9462/26): Loss -0.3321, Sem 0.1076, dir -0.7512, norm 0.3115, swav 0.0000 LR: 7.218e-03 Score 96.533 Data time: 0.1763, Forward time: 2.2723, Backward time: 3.0629, DDP time: 0.0048, Total iter time: 5.9545 [2020-11-06 05:52:14,051][root][INFO] - ===> Epoch[364](9463/26): Loss -0.3336, Sem 0.0993, dir -0.7512, norm 0.3184, swav 0.0000 LR: 7.206e-03 Score 96.617 Data time: 0.1895, Forward time: 2.2723, Backward time: 3.0630, DDP time: 0.0048, Total iter time: 6.1333 [2020-11-06 05:52:19,568][root][INFO] - ===> Epoch[364](9464/26): Loss -0.3844, Sem 0.0886, dir -0.7622, norm 0.2892, swav 0.0000 LR: 7.193e-03 Score 96.979 Data time: 0.1705, Forward time: 2.2723, Backward time: 3.0630, DDP time: 0.0048, Total iter time: 5.3720 [2020-11-06 05:52:24,164][root][INFO] - ===> Epoch[365](9465/26): Loss -0.3562, Sem 0.1103, dir -0.7813, norm 0.3148, swav 0.0000 LR: 7.181e-03 Score 95.994 Data time: 0.1862, Forward time: 2.2722, Backward time: 3.0629, DDP time: 0.0048, Total iter time: 4.5193 [2020-11-06 05:52:29,347][root][INFO] - ===> Epoch[365](9466/26): Loss -0.2961, Sem 0.0971, dir -0.7167, norm 0.3235, swav 0.0000 LR: 7.169e-03 Score 96.652 Data time: 0.2028, Forward time: 2.2722, Backward time: 3.0629, DDP time: 0.0048, Total iter time: 5.0826 [2020-11-06 05:52:34,039][root][INFO] - ===> Epoch[365](9467/26): Loss -0.3446, Sem 0.0924, dir -0.7486, norm 0.3116, swav 0.0000 LR: 7.157e-03 Score 96.580 Data time: 0.1747, Forward time: 2.2722, Backward time: 3.0628, DDP time: 0.0048, Total iter time: 4.5677 [2020-11-06 05:52:39,790][root][INFO] - ===> Epoch[365](9468/26): Loss -0.3222, Sem 0.1077, dir -0.7583, norm 0.3284, swav 0.0000 LR: 7.145e-03 Score 96.305 Data time: 0.2526, Forward time: 2.2722, Backward time: 3.0628, DDP time: 0.0048, Total iter time: 5.6581 [2020-11-06 05:52:46,383][root][INFO] - ===> Epoch[365](9469/26): Loss -0.2644, Sem 0.1300, dir -0.7311, norm 0.3366, swav 0.0000 LR: 7.133e-03 Score 95.472 Data time: 0.3509, Forward time: 2.2723, Backward time: 3.0628, DDP time: 0.0048, Total iter time: 6.4737 [2020-11-06 05:52:52,048][root][INFO] - ===> Epoch[365](9470/26): Loss -0.2997, Sem 0.0784, dir -0.7092, norm 0.3311, swav 0.0000 LR: 7.121e-03 Score 97.364 Data time: 0.2012, Forward time: 2.2723, Backward time: 3.0628, DDP time: 0.0048, Total iter time: 5.5230 [2020-11-06 05:52:57,207][root][INFO] - ===> Epoch[365](9471/26): Loss -0.3019, Sem 0.1084, dir -0.7581, norm 0.3479, swav 0.0000 LR: 7.109e-03 Score 96.247 Data time: 0.2186, Forward time: 2.2723, Backward time: 3.0627, DDP time: 0.0048, Total iter time: 5.0448 [2020-11-06 05:53:02,998][root][INFO] - ===> Epoch[365](9472/26): Loss -0.2846, Sem 0.1131, dir -0.7377, norm 0.3400, swav 0.0000 LR: 7.097e-03 Score 95.994 Data time: 0.1992, Forward time: 2.2723, Backward time: 3.0627, DDP time: 0.0048, Total iter time: 5.6713 [2020-11-06 05:53:09,871][root][INFO] - ===> Epoch[365](9473/26): Loss -0.3695, Sem 0.0933, dir -0.7708, norm 0.3081, swav 0.0000 LR: 7.085e-03 Score 96.891 Data time: 0.2671, Forward time: 2.2723, Backward time: 3.0628, DDP time: 0.0048, Total iter time: 6.7881 [2020-11-06 05:53:15,372][root][INFO] - ===> Epoch[365](9474/26): Loss -0.3022, Sem 0.1227, dir -0.7365, norm 0.3116, swav 0.0000 LR: 7.073e-03 Score 96.083 Data time: 0.2178, Forward time: 2.2723, Backward time: 3.0628, DDP time: 0.0048, Total iter time: 5.3767 [2020-11-06 05:53:22,838][root][INFO] - ===> Epoch[365](9475/26): Loss -0.3297, Sem 0.1011, dir -0.7624, norm 0.3316, swav 0.0000 LR: 7.061e-03 Score 96.372 Data time: 0.2243, Forward time: 2.2723, Backward time: 3.0629, DDP time: 0.0048, Total iter time: 7.3487 [2020-11-06 05:53:27,748][root][INFO] - ===> Epoch[365](9476/26): Loss -0.3025, Sem 0.1088, dir -0.7376, norm 0.3263, swav 0.0000 LR: 7.049e-03 Score 96.478 Data time: 0.2537, Forward time: 2.2723, Backward time: 3.0629, DDP time: 0.0048, Total iter time: 4.7947 [2020-11-06 05:53:32,418][root][INFO] - ===> Epoch[365](9477/26): Loss -0.3601, Sem 0.1164, dir -0.7708, norm 0.2943, swav 0.0000 LR: 7.037e-03 Score 96.279 Data time: 0.2717, Forward time: 2.2723, Backward time: 3.0627, DDP time: 0.0048, Total iter time: 4.5599 [2020-11-06 05:53:39,386][root][INFO] - ===> Epoch[365](9478/26): Loss -0.3116, Sem 0.0944, dir -0.7083, norm 0.3022, swav 0.0000 LR: 7.024e-03 Score 97.050 Data time: 0.2315, Forward time: 2.2723, Backward time: 3.0628, DDP time: 0.0048, Total iter time: 6.8629 [2020-11-06 05:53:45,496][root][INFO] - ===> Epoch[365](9479/26): Loss -0.3274, Sem 0.0901, dir -0.7347, norm 0.3172, swav 0.0000 LR: 7.012e-03 Score 96.852 Data time: 0.2459, Forward time: 2.2724, Backward time: 3.0629, DDP time: 0.0048, Total iter time: 6.0065 [2020-11-06 05:53:50,026][root][INFO] - ===> Epoch[365](9480/26): Loss -0.3556, Sem 0.0976, dir -0.7526, norm 0.2994, swav 0.0000 LR: 7.000e-03 Score 96.602 Data time: 0.1729, Forward time: 2.2723, Backward time: 3.0628, DDP time: 0.0048, Total iter time: 4.4168 [2020-11-06 05:53:56,417][root][INFO] - ===> Epoch[365](9481/26): Loss -0.3205, Sem 0.1173, dir -0.7460, norm 0.3082, swav 0.0000 LR: 6.988e-03 Score 95.925 Data time: 0.2200, Forward time: 2.2723, Backward time: 3.0628, DDP time: 0.0048, Total iter time: 6.2814 [2020-11-06 05:54:01,328][root][INFO] - ===> Epoch[365](9482/26): Loss -0.3963, Sem 0.0911, dir -0.7795, norm 0.2921, swav 0.0000 LR: 6.976e-03 Score 96.805 Data time: 0.1882, Forward time: 2.2723, Backward time: 3.0628, DDP time: 0.0048, Total iter time: 4.7790 [2020-11-06 05:54:06,121][root][INFO] - ===> Epoch[365](9483/26): Loss -0.3142, Sem 0.1194, dir -0.7558, norm 0.3222, swav 0.0000 LR: 6.964e-03 Score 96.079 Data time: 0.1771, Forward time: 2.2722, Backward time: 3.0627, DDP time: 0.0048, Total iter time: 4.7022 [2020-11-06 05:54:13,135][root][INFO] - ===> Epoch[365](9484/26): Loss -0.2641, Sem 0.1052, dir -0.6942, norm 0.3248, swav 0.0000 LR: 6.952e-03 Score 96.401 Data time: 0.2709, Forward time: 2.2723, Backward time: 3.0628, DDP time: 0.0048, Total iter time: 6.9304 [2020-11-06 05:54:18,219][root][INFO] - ===> Epoch[365](9485/26): Loss -0.2973, Sem 0.0891, dir -0.7286, norm 0.3422, swav 0.0000 LR: 6.940e-03 Score 97.027 Data time: 0.2094, Forward time: 2.2723, Backward time: 3.0627, DDP time: 0.0048, Total iter time: 4.9357 [2020-11-06 05:54:24,979][root][INFO] - ===> Epoch[365](9486/26): Loss -0.3147, Sem 0.1013, dir -0.7366, norm 0.3206, swav 0.0000 LR: 6.928e-03 Score 96.414 Data time: 0.1696, Forward time: 2.2723, Backward time: 3.0629, DDP time: 0.0048, Total iter time: 6.6343 [2020-11-06 05:54:30,698][root][INFO] - ===> Epoch[365](9487/26): Loss -0.3141, Sem 0.1013, dir -0.7479, norm 0.3325, swav 0.0000 LR: 6.916e-03 Score 96.615 Data time: 0.2287, Forward time: 2.2723, Backward time: 3.0629, DDP time: 0.0048, Total iter time: 5.6305 [2020-11-06 05:54:36,056][root][INFO] - ===> Epoch[365](9488/26): Loss -0.3317, Sem 0.0984, dir -0.7361, norm 0.3061, swav 0.0000 LR: 6.903e-03 Score 96.704 Data time: 0.1920, Forward time: 2.2722, Backward time: 3.0629, DDP time: 0.0048, Total iter time: 5.2350 [2020-11-06 05:54:41,417][root][INFO] - ===> Epoch[365](9489/26): Loss -0.3557, Sem 0.0991, dir -0.7581, norm 0.3032, swav 0.0000 LR: 6.891e-03 Score 96.841 Data time: 0.1820, Forward time: 2.2722, Backward time: 3.0629, DDP time: 0.0048, Total iter time: 5.2679 [2020-11-06 05:54:46,957][root][INFO] - ===> Epoch[365](9490/26): Loss -0.3132, Sem 0.0976, dir -0.7376, norm 0.3268, swav 0.0000 LR: 6.879e-03 Score 96.862 Data time: 0.2390, Forward time: 2.2722, Backward time: 3.0629, DDP time: 0.0048, Total iter time: 5.4306 [2020-11-06 05:54:51,322][root][INFO] - ===> Epoch[366](9491/26): Loss -0.3611, Sem 0.0917, dir -0.7768, norm 0.3240, swav 0.0000 LR: 6.867e-03 Score 96.779 Data time: 0.1822, Forward time: 2.2721, Backward time: 3.0628, DDP time: 0.0048, Total iter time: 4.2280 [2020-11-06 05:54:56,321][root][INFO] - ===> Epoch[366](9492/26): Loss -0.2938, Sem 0.1244, dir -0.7448, norm 0.3266, swav 0.0000 LR: 6.855e-03 Score 95.648 Data time: 0.2375, Forward time: 2.2722, Backward time: 3.0627, DDP time: 0.0048, Total iter time: 4.9080 [2020-11-06 05:55:01,986][root][INFO] - ===> Epoch[366](9493/26): Loss -0.3587, Sem 0.0833, dir -0.7478, norm 0.3058, swav 0.0000 LR: 6.843e-03 Score 97.406 Data time: 0.1892, Forward time: 2.2721, Backward time: 3.0627, DDP time: 0.0048, Total iter time: 5.5346 [2020-11-06 05:55:07,360][root][INFO] - ===> Epoch[366](9494/26): Loss -0.3416, Sem 0.1031, dir -0.7478, norm 0.3032, swav 0.0000 LR: 6.831e-03 Score 96.355 Data time: 0.3019, Forward time: 2.2722, Backward time: 3.0626, DDP time: 0.0048, Total iter time: 5.2660 [2020-11-06 05:55:14,033][root][INFO] - ===> Epoch[366](9495/26): Loss -0.3049, Sem 0.1166, dir -0.7520, norm 0.3306, swav 0.0000 LR: 6.819e-03 Score 96.235 Data time: 0.2234, Forward time: 2.2721, Backward time: 3.0627, DDP time: 0.0048, Total iter time: 6.5443 [2020-11-06 05:55:19,183][root][INFO] - ===> Epoch[366](9496/26): Loss -0.3488, Sem 0.1149, dir -0.7817, norm 0.3181, swav 0.0000 LR: 6.806e-03 Score 96.181 Data time: 0.2328, Forward time: 2.2721, Backward time: 3.0627, DDP time: 0.0048, Total iter time: 5.0641 [2020-11-06 05:55:26,712][root][INFO] - ===> Epoch[366](9497/26): Loss -0.3388, Sem 0.1062, dir -0.7727, norm 0.3277, swav 0.0000 LR: 6.794e-03 Score 96.127 Data time: 0.3577, Forward time: 2.2723, Backward time: 3.0627, DDP time: 0.0048, Total iter time: 7.4066 [2020-11-06 05:55:32,875][root][INFO] - ===> Epoch[366](9498/26): Loss -0.2503, Sem 0.1290, dir -0.7166, norm 0.3373, swav 0.0000 LR: 6.782e-03 Score 95.381 Data time: 0.2326, Forward time: 2.2723, Backward time: 3.0627, DDP time: 0.0048, Total iter time: 6.0158 [2020-11-06 05:55:38,660][root][INFO] - ===> Epoch[366](9499/26): Loss -0.2920, Sem 0.1092, dir -0.7446, norm 0.3435, swav 0.0000 LR: 6.770e-03 Score 96.276 Data time: 0.2267, Forward time: 2.2723, Backward time: 3.0627, DDP time: 0.0048, Total iter time: 5.6567 [2020-11-06 05:55:45,397][root][INFO] - ===> Epoch[366](9500/26): Loss -0.3176, Sem 0.1297, dir -0.7529, norm 0.3057, swav 0.0000 LR: 6.758e-03 Score 95.514 Data time: 0.3338, Forward time: 2.2724, Backward time: 3.0627, DDP time: 0.0048, Total iter time: 6.6280 [2020-11-06 05:55:47,055][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-11-06 05:55:47,231][root][INFO] - ===> Start testing [2020-11-06 05:57:11,258][root][INFO] - 101/312: Data time: 0.0083, Iter time: 0.6464 Loss 0.450 (AVG: 0.523) Score 88.680 (AVG: 88.762) mIOU 68.238 mAP 74.497 mAcc 77.013 IOU: 82.490 96.011 61.385 84.071 92.791 78.514 75.284 56.437 55.132 81.654 26.242 55.618 62.861 64.419 57.594 50.749 87.498 58.310 88.742 48.962 mAP: 80.855 95.562 70.644 80.389 91.563 78.019 75.850 69.403 62.869 73.185 48.266 53.769 68.552 70.701 59.178 89.293 95.255 89.293 78.611 58.681 mAcc: 94.022 98.345 79.801 87.139 96.653 89.620 86.136 70.024 64.807 92.140 36.580 73.793 79.643 69.978 61.965 55.952 90.887 65.271 92.281 55.231 [2020-11-06 05:58:36,826][root][INFO] - 201/312: Data time: 0.0091, Iter time: 0.2886 Loss 0.482 (AVG: 0.518) Score 87.655 (AVG: 88.642) mIOU 69.054 mAP 73.517 mAcc 77.924 IOU: 83.014 96.280 62.469 85.785 91.375 82.487 72.807 57.625 54.827 81.227 24.695 67.817 60.200 65.330 52.022 53.601 89.247 59.261 87.027 53.993 mAP: 81.036 95.763 64.424 83.011 91.519 79.716 69.878 66.744 62.363 73.605 44.425 61.624 66.336 72.537 51.789 89.595 95.300 81.591 79.709 59.373 mAcc: 93.959 98.486 79.395 88.555 95.639 91.513 83.262 69.445 67.731 91.616 34.867 82.124 79.493 71.900 59.685 60.382 91.655 67.489 91.307 59.975 [2020-11-06 05:59:54,197][root][INFO] - 301/312: Data time: 0.0074, Iter time: 0.3180 Loss 1.086 (AVG: 0.536) Score 75.605 (AVG: 88.414) mIOU 68.553 mAP 73.544 mAcc 77.496 IOU: 83.023 96.247 59.920 81.816 90.612 84.791 71.495 57.709 55.309 79.741 26.563 63.338 58.043 68.206 43.784 58.104 90.808 61.474 87.768 52.306 mAP: 80.943 95.981 63.835 74.595 90.336 82.382 70.992 68.264 62.900 73.525 44.921 57.912 66.467 75.218 51.800 90.692 95.618 82.494 82.772 59.234 mAcc: 93.918 98.560 78.190 84.406 94.909 92.388 82.778 68.282 70.311 91.014 38.090 75.548 77.008 75.820 49.321 64.930 93.372 70.254 92.050 58.769 [2020-11-06 06:00:05,557][root][INFO] - 312/312: Data time: 0.0050, Iter time: 0.5081 Loss 0.654 (AVG: 0.526) Score 82.906 (AVG: 88.560) mIOU 68.987 mAP 73.933 mAcc 77.895 IOU: 83.114 96.289 61.254 81.928 90.562 85.026 72.090 57.698 55.703 79.318 26.873 64.562 58.702 68.199 46.682 57.932 90.879 62.060 87.768 53.099 mAP: 81.225 96.054 64.507 74.613 90.353 82.759 71.703 67.987 63.399 73.525 45.190 59.180 66.979 75.218 54.884 90.692 95.664 81.905 82.772 60.046 mAcc: 93.904 98.561 78.780 84.540 94.928 92.520 82.927 68.302 70.736 91.014 38.108 76.369 77.471 75.820 53.025 64.930 93.499 70.799 92.050 59.618 [2020-11-06 06:00:05,559][root][INFO] - Finished test. Elapsed time: 258.3260 [2020-11-06 06:00:17,347][root][INFO] - [2020-11-06 06:00:17,350][root][INFO] - ################################################################ [2020-11-06 06:00:17,350][root][INFO] - what : AP AP_50% AP_25% [2020-11-06 06:00:17,350][root][INFO] - ################################################################ [2020-11-06 06:00:17,350][root][INFO] - cabinet : 0.179 0.395 0.642 [2020-11-06 06:00:17,350][root][INFO] - bed : 0.388 0.740 0.838 [2020-11-06 06:00:17,350][root][INFO] - chair : 0.489 0.696 0.792 [2020-11-06 06:00:17,350][root][INFO] - sofa : 0.371 0.618 0.855 [2020-11-06 06:00:17,350][root][INFO] - table : 0.319 0.519 0.632 [2020-11-06 06:00:17,350][root][INFO] - door : 0.205 0.374 0.523 [2020-11-06 06:00:17,350][root][INFO] - window : 0.089 0.228 0.396 [2020-11-06 06:00:17,350][root][INFO] - bookshelf : 0.219 0.564 0.725 [2020-11-06 06:00:17,350][root][INFO] - picture : 0.111 0.237 0.342 [2020-11-06 06:00:17,350][root][INFO] - counter : 0.074 0.257 0.602 [2020-11-06 06:00:17,350][root][INFO] - desk : 0.055 0.217 0.502 [2020-11-06 06:00:17,350][root][INFO] - curtain : 0.211 0.375 0.560 [2020-11-06 06:00:17,350][root][INFO] - refrigerator : 0.248 0.404 0.460 [2020-11-06 06:00:17,350][root][INFO] - shower curtain : 0.506 0.675 0.703 [2020-11-06 06:00:17,350][root][INFO] - toilet : 0.817 0.964 0.998 [2020-11-06 06:00:17,350][root][INFO] - sink : 0.204 0.549 0.802 [2020-11-06 06:00:17,351][root][INFO] - bathtub : 0.652 0.801 0.871 [2020-11-06 06:00:17,351][root][INFO] - otherfurniture : 0.303 0.453 0.625 [2020-11-06 06:00:17,351][root][INFO] - ---------------------------------------------------------------- [2020-11-06 06:00:17,351][root][INFO] - average : 0.302 0.504 0.659 [2020-11-06 06:00:17,351][root][INFO] - [2020-11-06 06:00:17,543][root][INFO] - Summary name validation/mAP@0.5 is illegal; using validation/mAP_0.5 instead. [2020-11-06 06:00:19,410][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34Cbest_val.pth [2020-11-06 06:00:19,570][root][INFO] - Current best mIoU: 68.987 at iter 9500 [2020-11-06 06:00:23,913][root][INFO] - ===> Epoch[366](9501/26): Loss -0.2874, Sem 0.1322, dir -0.7351, norm 0.3154, swav 0.0000 LR: 6.746e-03 Score 95.989 Data time: 0.1994, Forward time: 2.2724, Backward time: 3.0626, DDP time: 0.0048, Total iter time: 4.3366 [2020-11-06 06:00:30,323][root][INFO] - ===> Epoch[366](9502/26): Loss -0.3265, Sem 0.1188, dir -0.7386, norm 0.2933, swav 0.0000 LR: 6.734e-03 Score 95.586 Data time: 0.2066, Forward time: 2.2724, Backward time: 3.0627, DDP time: 0.0048, Total iter time: 6.2975 [2020-11-06 06:00:35,417][root][INFO] - ===> Epoch[366](9503/26): Loss -0.2677, Sem 0.1252, dir -0.7316, norm 0.3387, swav 0.0000 LR: 6.722e-03 Score 95.759 Data time: 0.1950, Forward time: 2.2724, Backward time: 3.0626, DDP time: 0.0048, Total iter time: 4.9979 [2020-11-06 06:00:39,371][root][INFO] - ===> Epoch[366](9504/26): Loss -0.3363, Sem 0.1129, dir -0.7645, norm 0.3152, swav 0.0000 LR: 6.709e-03 Score 96.666 Data time: 0.1535, Forward time: 2.2723, Backward time: 3.0625, DDP time: 0.0048, Total iter time: 3.8580 [2020-11-06 06:00:44,609][root][INFO] - ===> Epoch[366](9505/26): Loss -0.2846, Sem 0.1229, dir -0.7322, norm 0.3247, swav 0.0000 LR: 6.697e-03 Score 95.783 Data time: 0.1661, Forward time: 2.2723, Backward time: 3.0625, DDP time: 0.0048, Total iter time: 5.1370 [2020-11-06 06:00:49,719][root][INFO] - ===> Epoch[366](9506/26): Loss -0.3111, Sem 0.0909, dir -0.7182, norm 0.3162, swav 0.0000 LR: 6.685e-03 Score 96.898 Data time: 0.1731, Forward time: 2.2722, Backward time: 3.0625, DDP time: 0.0048, Total iter time: 5.0373 [2020-11-06 06:00:55,794][root][INFO] - ===> Epoch[366](9507/26): Loss -0.3565, Sem 0.1012, dir -0.7671, norm 0.3094, swav 0.0000 LR: 6.673e-03 Score 96.584 Data time: 0.2810, Forward time: 2.2723, Backward time: 3.0624, DDP time: 0.0048, Total iter time: 5.9884 [2020-11-06 06:01:01,958][root][INFO] - ===> Epoch[366](9508/26): Loss -0.3505, Sem 0.0970, dir -0.7614, norm 0.3138, swav 0.0000 LR: 6.661e-03 Score 96.526 Data time: 0.1993, Forward time: 2.2723, Backward time: 3.0625, DDP time: 0.0048, Total iter time: 6.0365 [2020-11-06 06:01:08,367][root][INFO] - ===> Epoch[366](9509/26): Loss -0.2683, Sem 0.1160, dir -0.7178, norm 0.3335, swav 0.0000 LR: 6.649e-03 Score 96.171 Data time: 0.3337, Forward time: 2.2724, Backward time: 3.0625, DDP time: 0.0048, Total iter time: 6.2943 [2020-11-06 06:01:14,302][root][INFO] - ===> Epoch[366](9510/26): Loss -0.2867, Sem 0.1012, dir -0.7163, norm 0.3284, swav 0.0000 LR: 6.636e-03 Score 96.747 Data time: 0.1938, Forward time: 2.2724, Backward time: 3.0625, DDP time: 0.0048, Total iter time: 5.8050 [2020-11-06 06:01:20,105][root][INFO] - ===> Epoch[366](9511/26): Loss -0.2474, Sem 0.1225, dir -0.7029, norm 0.3330, swav 0.0000 LR: 6.624e-03 Score 96.350 Data time: 0.2147, Forward time: 2.2724, Backward time: 3.0625, DDP time: 0.0048, Total iter time: 5.6844 [2020-11-06 06:01:26,269][root][INFO] - ===> Epoch[366](9512/26): Loss -0.2545, Sem 0.1286, dir -0.7308, norm 0.3477, swav 0.0000 LR: 6.612e-03 Score 95.568 Data time: 0.1924, Forward time: 2.2723, Backward time: 3.0626, DDP time: 0.0048, Total iter time: 6.0441 [2020-11-06 06:01:31,444][root][INFO] - ===> Epoch[366](9513/26): Loss -0.3529, Sem 0.1025, dir -0.7362, norm 0.2808, swav 0.0000 LR: 6.600e-03 Score 96.772 Data time: 0.1696, Forward time: 2.2723, Backward time: 3.0626, DDP time: 0.0048, Total iter time: 5.0648 [2020-11-06 06:01:38,006][root][INFO] - ===> Epoch[366](9514/26): Loss -0.3537, Sem 0.0988, dir -0.7740, norm 0.3215, swav 0.0000 LR: 6.588e-03 Score 96.400 Data time: 0.2196, Forward time: 2.2723, Backward time: 3.0626, DDP time: 0.0048, Total iter time: 6.4662 [2020-11-06 06:01:44,696][root][INFO] - ===> Epoch[366](9515/26): Loss -0.3879, Sem 0.0834, dir -0.7694, norm 0.2981, swav 0.0000 LR: 6.576e-03 Score 97.036 Data time: 0.2550, Forward time: 2.2723, Backward time: 3.0627, DDP time: 0.0048, Total iter time: 6.5725 [2020-11-06 06:01:50,703][root][INFO] - ===> Epoch[366](9516/26): Loss -0.3033, Sem 0.0944, dir -0.7323, norm 0.3345, swav 0.0000 LR: 6.563e-03 Score 96.806 Data time: 0.1999, Forward time: 2.2723, Backward time: 3.0627, DDP time: 0.0048, Total iter time: 5.8925 [2020-11-06 06:01:55,950][root][INFO] - ===> Epoch[367](9517/26): Loss -0.3377, Sem 0.0881, dir -0.7294, norm 0.3036, swav 0.0000 LR: 6.551e-03 Score 97.225 Data time: 0.2182, Forward time: 2.2724, Backward time: 3.0627, DDP time: 0.0048, Total iter time: 5.1199 [2020-11-06 06:02:02,351][root][INFO] - ===> Epoch[367](9518/26): Loss -0.2932, Sem 0.1171, dir -0.7351, norm 0.3249, swav 0.0000 LR: 6.539e-03 Score 96.313 Data time: 0.2123, Forward time: 2.2724, Backward time: 3.0627, DDP time: 0.0048, Total iter time: 6.2804 [2020-11-06 06:02:08,663][root][INFO] - ===> Epoch[367](9519/26): Loss -0.3177, Sem 0.1133, dir -0.7533, norm 0.3224, swav 0.0000 LR: 6.527e-03 Score 96.338 Data time: 0.1615, Forward time: 2.2723, Backward time: 3.0628, DDP time: 0.0048, Total iter time: 6.1885 [2020-11-06 06:02:15,709][root][INFO] - ===> Epoch[367](9520/26): Loss -0.2906, Sem 0.1061, dir -0.7331, norm 0.3363, swav 0.0000 LR: 6.515e-03 Score 96.054 Data time: 0.2254, Forward time: 2.2723, Backward time: 3.0630, DDP time: 0.0048, Total iter time: 6.9524 [2020-11-06 06:02:21,081][root][INFO] - ===> Epoch[367](9521/26): Loss -0.3345, Sem 0.0985, dir -0.7505, norm 0.3174, swav 0.0000 LR: 6.502e-03 Score 96.631 Data time: 0.2611, Forward time: 2.2724, Backward time: 3.0629, DDP time: 0.0048, Total iter time: 5.2451 [2020-11-06 06:02:26,760][root][INFO] - ===> Epoch[367](9522/26): Loss -0.2471, Sem 0.1138, dir -0.7223, norm 0.3614, swav 0.0000 LR: 6.490e-03 Score 96.293 Data time: 0.2483, Forward time: 2.2724, Backward time: 3.0628, DDP time: 0.0048, Total iter time: 5.5164 [2020-11-06 06:02:32,055][root][INFO] - ===> Epoch[367](9523/26): Loss -0.3320, Sem 0.0994, dir -0.7528, norm 0.3214, swav 0.0000 LR: 6.478e-03 Score 96.535 Data time: 0.2230, Forward time: 2.2724, Backward time: 3.0628, DDP time: 0.0048, Total iter time: 5.1392 [2020-11-06 06:02:36,518][root][INFO] - ===> Epoch[367](9524/26): Loss -0.3254, Sem 0.0923, dir -0.7382, norm 0.3205, swav 0.0000 LR: 6.466e-03 Score 96.700 Data time: 0.1733, Forward time: 2.2724, Backward time: 3.0627, DDP time: 0.0048, Total iter time: 4.3408 [2020-11-06 06:02:42,216][root][INFO] - ===> Epoch[367](9525/26): Loss -0.2769, Sem 0.1191, dir -0.7296, norm 0.3336, swav 0.0000 LR: 6.454e-03 Score 95.960 Data time: 0.2121, Forward time: 2.2724, Backward time: 3.0627, DDP time: 0.0048, Total iter time: 5.5931 [2020-11-06 06:02:49,345][root][INFO] - ===> Epoch[367](9526/26): Loss -0.3280, Sem 0.1095, dir -0.7492, norm 0.3117, swav 0.0000 LR: 6.441e-03 Score 96.456 Data time: 0.2018, Forward time: 2.2724, Backward time: 3.0628, DDP time: 0.0048, Total iter time: 7.0228 [2020-11-06 06:02:54,811][root][INFO] - ===> Epoch[367](9527/26): Loss -0.2888, Sem 0.0863, dir -0.7194, norm 0.3443, swav 0.0000 LR: 6.429e-03 Score 96.754 Data time: 0.2314, Forward time: 2.2724, Backward time: 3.0628, DDP time: 0.0048, Total iter time: 5.3591 [2020-11-06 06:02:59,973][root][INFO] - ===> Epoch[367](9528/26): Loss -0.3133, Sem 0.0959, dir -0.7359, norm 0.3266, swav 0.0000 LR: 6.417e-03 Score 96.601 Data time: 0.1694, Forward time: 2.2724, Backward time: 3.0627, DDP time: 0.0048, Total iter time: 5.0450 [2020-11-06 06:03:07,518][root][INFO] - ===> Epoch[367](9529/26): Loss -0.3280, Sem 0.1335, dir -0.7572, norm 0.2957, swav 0.0000 LR: 6.405e-03 Score 95.594 Data time: 0.1670, Forward time: 2.2723, Backward time: 3.0630, DDP time: 0.0048, Total iter time: 7.4626 [2020-11-06 06:03:14,080][root][INFO] - ===> Epoch[367](9530/26): Loss -0.3169, Sem 0.0863, dir -0.7279, norm 0.3246, swav 0.0000 LR: 6.393e-03 Score 97.011 Data time: 0.2123, Forward time: 2.2723, Backward time: 3.0631, DDP time: 0.0048, Total iter time: 6.4825 [2020-11-06 06:03:19,928][root][INFO] - ===> Epoch[367](9531/26): Loss -0.3588, Sem 0.1129, dir -0.7783, norm 0.3066, swav 0.0000 LR: 6.380e-03 Score 96.129 Data time: 0.2299, Forward time: 2.2723, Backward time: 3.0631, DDP time: 0.0048, Total iter time: 5.7370 [2020-11-06 06:03:25,309][root][INFO] - ===> Epoch[367](9532/26): Loss -0.3535, Sem 0.0946, dir -0.7525, norm 0.3044, swav 0.0000 LR: 6.368e-03 Score 97.019 Data time: 0.2454, Forward time: 2.2724, Backward time: 3.0630, DDP time: 0.0048, Total iter time: 5.2730 [2020-11-06 06:03:31,402][root][INFO] - ===> Epoch[367](9533/26): Loss -0.3102, Sem 0.0904, dir -0.7105, norm 0.3099, swav 0.0000 LR: 6.356e-03 Score 96.748 Data time: 0.1569, Forward time: 2.2723, Backward time: 3.0631, DDP time: 0.0048, Total iter time: 5.9687 [2020-11-06 06:03:36,248][root][INFO] - ===> Epoch[367](9534/26): Loss -0.3079, Sem 0.1130, dir -0.7368, norm 0.3160, swav 0.0000 LR: 6.344e-03 Score 95.716 Data time: 0.2136, Forward time: 2.2723, Backward time: 3.0630, DDP time: 0.0048, Total iter time: 4.7393 [2020-11-06 06:03:41,832][root][INFO] - ===> Epoch[367](9535/26): Loss -0.2851, Sem 0.1142, dir -0.7226, norm 0.3234, swav 0.0000 LR: 6.332e-03 Score 96.013 Data time: 0.1761, Forward time: 2.2723, Backward time: 3.0630, DDP time: 0.0048, Total iter time: 5.4588 [2020-11-06 06:03:46,710][root][INFO] - ===> Epoch[367](9536/26): Loss -0.3553, Sem 0.0950, dir -0.7517, norm 0.3014, swav 0.0000 LR: 6.319e-03 Score 96.837 Data time: 0.2158, Forward time: 2.2723, Backward time: 3.0629, DDP time: 0.0048, Total iter time: 4.7780 [2020-11-06 06:03:51,644][root][INFO] - ===> Epoch[367](9537/26): Loss -0.3281, Sem 0.0979, dir -0.7565, norm 0.3305, swav 0.0000 LR: 6.307e-03 Score 96.706 Data time: 0.2478, Forward time: 2.2723, Backward time: 3.0628, DDP time: 0.0048, Total iter time: 4.8131 [2020-11-06 06:03:56,645][root][INFO] - ===> Epoch[367](9538/26): Loss -0.3882, Sem 0.0721, dir -0.7677, norm 0.3075, swav 0.0000 LR: 6.295e-03 Score 97.823 Data time: 0.1729, Forward time: 2.2723, Backward time: 3.0628, DDP time: 0.0048, Total iter time: 4.8717 [2020-11-06 06:04:02,919][root][INFO] - ===> Epoch[367](9539/26): Loss -0.3153, Sem 0.1052, dir -0.7524, norm 0.3319, swav 0.0000 LR: 6.283e-03 Score 96.511 Data time: 0.2248, Forward time: 2.2723, Backward time: 3.0628, DDP time: 0.0048, Total iter time: 6.1711 [2020-11-06 06:04:08,925][root][INFO] - ===> Epoch[367](9540/26): Loss -0.2873, Sem 0.0973, dir -0.7152, norm 0.3306, swav 0.0000 LR: 6.270e-03 Score 96.487 Data time: 0.2698, Forward time: 2.2723, Backward time: 3.0628, DDP time: 0.0048, Total iter time: 5.8869 [2020-11-06 06:04:15,734][root][INFO] - ===> Epoch[367](9541/26): Loss -0.2718, Sem 0.1170, dir -0.7237, norm 0.3350, swav 0.0000 LR: 6.258e-03 Score 95.954 Data time: 0.2707, Forward time: 2.2724, Backward time: 3.0628, DDP time: 0.0048, Total iter time: 6.6635 [2020-11-06 06:04:20,714][root][INFO] - ===> Epoch[367](9542/26): Loss -0.3042, Sem 0.0965, dir -0.7466, norm 0.3460, swav 0.0000 LR: 6.246e-03 Score 97.121 Data time: 0.1754, Forward time: 2.2724, Backward time: 3.0628, DDP time: 0.0048, Total iter time: 4.8375 [2020-11-06 06:04:27,206][root][INFO] - ===> Epoch[368](9543/26): Loss -0.2658, Sem 0.1012, dir -0.6829, norm 0.3159, swav 0.0000 LR: 6.234e-03 Score 96.217 Data time: 0.1924, Forward time: 2.2723, Backward time: 3.0629, DDP time: 0.0048, Total iter time: 6.3897 [2020-11-06 06:04:33,637][root][INFO] - ===> Epoch[368](9544/26): Loss -0.3045, Sem 0.1001, dir -0.7115, norm 0.3069, swav 0.0000 LR: 6.221e-03 Score 96.333 Data time: 0.2248, Forward time: 2.2724, Backward time: 3.0629, DDP time: 0.0048, Total iter time: 6.3207 [2020-11-06 06:04:39,554][root][INFO] - ===> Epoch[368](9545/26): Loss -0.3558, Sem 0.0973, dir -0.7672, norm 0.3141, swav 0.0000 LR: 6.209e-03 Score 96.626 Data time: 0.1911, Forward time: 2.2723, Backward time: 3.0630, DDP time: 0.0048, Total iter time: 5.7833 [2020-11-06 06:04:44,815][root][INFO] - ===> Epoch[368](9546/26): Loss -0.3087, Sem 0.1191, dir -0.7464, norm 0.3186, swav 0.0000 LR: 6.197e-03 Score 95.671 Data time: 0.2549, Forward time: 2.2724, Backward time: 3.0629, DDP time: 0.0048, Total iter time: 5.1820 [2020-11-06 06:04:50,930][root][INFO] - ===> Epoch[368](9547/26): Loss -0.2710, Sem 0.1076, dir -0.7177, norm 0.3392, swav 0.0000 LR: 6.185e-03 Score 96.636 Data time: 0.2849, Forward time: 2.2725, Backward time: 3.0628, DDP time: 0.0048, Total iter time: 6.0095 [2020-11-06 06:04:55,998][root][INFO] - ===> Epoch[368](9548/26): Loss -0.3573, Sem 0.1147, dir -0.7675, norm 0.2954, swav 0.0000 LR: 6.172e-03 Score 95.902 Data time: 0.2100, Forward time: 2.2725, Backward time: 3.0628, DDP time: 0.0048, Total iter time: 4.9433 [2020-11-06 06:05:01,151][root][INFO] - ===> Epoch[368](9549/26): Loss -0.3607, Sem 0.1076, dir -0.7642, norm 0.2959, swav 0.0000 LR: 6.160e-03 Score 96.512 Data time: 0.1628, Forward time: 2.2724, Backward time: 3.0628, DDP time: 0.0048, Total iter time: 5.0604 [2020-11-06 06:05:06,311][root][INFO] - ===> Epoch[368](9550/26): Loss -0.3923, Sem 0.0936, dir -0.7826, norm 0.2967, swav 0.0000 LR: 6.148e-03 Score 96.699 Data time: 0.2008, Forward time: 2.2724, Backward time: 3.0627, DDP time: 0.0048, Total iter time: 5.0894 [2020-11-06 06:05:11,202][root][INFO] - ===> Epoch[368](9551/26): Loss -0.2741, Sem 0.1300, dir -0.7273, norm 0.3232, swav 0.0000 LR: 6.136e-03 Score 95.902 Data time: 0.1777, Forward time: 2.2723, Backward time: 3.0627, DDP time: 0.0048, Total iter time: 4.8031 [2020-11-06 06:05:16,093][root][INFO] - ===> Epoch[368](9552/26): Loss -0.3639, Sem 0.0740, dir -0.7294, norm 0.2915, swav 0.0000 LR: 6.123e-03 Score 97.487 Data time: 0.2335, Forward time: 2.2724, Backward time: 3.0626, DDP time: 0.0048, Total iter time: 4.7890 [2020-11-06 06:05:21,088][root][INFO] - ===> Epoch[368](9553/26): Loss -0.3963, Sem 0.0823, dir -0.7705, norm 0.2919, swav 0.0000 LR: 6.111e-03 Score 96.993 Data time: 0.1801, Forward time: 2.2723, Backward time: 3.0625, DDP time: 0.0048, Total iter time: 4.8891 [2020-11-06 06:05:26,382][root][INFO] - ===> Epoch[368](9554/26): Loss -0.3413, Sem 0.0992, dir -0.7458, norm 0.3053, swav 0.0000 LR: 6.099e-03 Score 96.765 Data time: 0.1801, Forward time: 2.2723, Backward time: 3.0625, DDP time: 0.0048, Total iter time: 5.1961 [2020-11-06 06:05:31,360][root][INFO] - ===> Epoch[368](9555/26): Loss -0.3262, Sem 0.1157, dir -0.7598, norm 0.3180, swav 0.0000 LR: 6.086e-03 Score 95.908 Data time: 0.1936, Forward time: 2.2723, Backward time: 3.0625, DDP time: 0.0048, Total iter time: 4.8884 [2020-11-06 06:05:36,564][root][INFO] - ===> Epoch[368](9556/26): Loss -0.3212, Sem 0.1298, dir -0.7558, norm 0.3048, swav 0.0000 LR: 6.074e-03 Score 95.666 Data time: 0.2077, Forward time: 2.2723, Backward time: 3.0624, DDP time: 0.0048, Total iter time: 5.0990 [2020-11-06 06:05:42,436][root][INFO] - ===> Epoch[368](9557/26): Loss -0.3642, Sem 0.0868, dir -0.7765, norm 0.3255, swav 0.0000 LR: 6.062e-03 Score 97.346 Data time: 0.1954, Forward time: 2.2722, Backward time: 3.0625, DDP time: 0.0048, Total iter time: 5.7740 [2020-11-06 06:05:48,297][root][INFO] - ===> Epoch[368](9558/26): Loss -0.3251, Sem 0.0834, dir -0.7294, norm 0.3209, swav 0.0000 LR: 6.050e-03 Score 97.164 Data time: 0.2787, Forward time: 2.2723, Backward time: 3.0625, DDP time: 0.0048, Total iter time: 5.7510 [2020-11-06 06:05:54,007][root][INFO] - ===> Epoch[368](9559/26): Loss -0.3101, Sem 0.1211, dir -0.7703, norm 0.3392, swav 0.0000 LR: 6.037e-03 Score 96.000 Data time: 0.1993, Forward time: 2.2722, Backward time: 3.0625, DDP time: 0.0048, Total iter time: 5.5947 [2020-11-06 06:05:59,693][root][INFO] - ===> Epoch[368](9560/26): Loss -0.3284, Sem 0.1002, dir -0.7480, norm 0.3194, swav 0.0000 LR: 6.025e-03 Score 96.285 Data time: 0.2579, Forward time: 2.2723, Backward time: 3.0624, DDP time: 0.0048, Total iter time: 5.5778 [2020-11-06 06:06:05,029][root][INFO] - ===> Epoch[368](9561/26): Loss -0.3569, Sem 0.1089, dir -0.7751, norm 0.3093, swav 0.0000 LR: 6.013e-03 Score 96.056 Data time: 0.2549, Forward time: 2.2723, Backward time: 3.0623, DDP time: 0.0048, Total iter time: 5.2163 [2020-11-06 06:06:10,169][root][INFO] - ===> Epoch[368](9562/26): Loss -0.3293, Sem 0.0982, dir -0.7486, norm 0.3211, swav 0.0000 LR: 6.000e-03 Score 96.465 Data time: 0.2184, Forward time: 2.2723, Backward time: 3.0623, DDP time: 0.0048, Total iter time: 5.0258 [2020-11-06 06:06:16,088][root][INFO] - ===> Epoch[368](9563/26): Loss -0.2794, Sem 0.1325, dir -0.7439, norm 0.3320, swav 0.0000 LR: 5.988e-03 Score 95.595 Data time: 0.2109, Forward time: 2.2723, Backward time: 3.0623, DDP time: 0.0048, Total iter time: 5.7994 [2020-11-06 06:06:21,817][root][INFO] - ===> Epoch[368](9564/26): Loss -0.3294, Sem 0.1016, dir -0.7466, norm 0.3156, swav 0.0000 LR: 5.976e-03 Score 96.497 Data time: 0.2775, Forward time: 2.2724, Backward time: 3.0622, DDP time: 0.0048, Total iter time: 5.6120 [2020-11-06 06:06:27,819][root][INFO] - ===> Epoch[368](9565/26): Loss -0.2723, Sem 0.1204, dir -0.7104, norm 0.3177, swav 0.0000 LR: 5.963e-03 Score 96.285 Data time: 0.2850, Forward time: 2.2725, Backward time: 3.0622, DDP time: 0.0048, Total iter time: 5.8746 [2020-11-06 06:06:33,138][root][INFO] - ===> Epoch[368](9566/26): Loss -0.3640, Sem 0.1071, dir -0.7698, norm 0.2986, swav 0.0000 LR: 5.951e-03 Score 96.649 Data time: 0.2081, Forward time: 2.2725, Backward time: 3.0621, DDP time: 0.0048, Total iter time: 5.1890 [2020-11-06 06:06:38,937][root][INFO] - ===> Epoch[368](9567/26): Loss -0.3711, Sem 0.0904, dir -0.7576, norm 0.2962, swav 0.0000 LR: 5.939e-03 Score 96.757 Data time: 0.2292, Forward time: 2.2725, Backward time: 3.0621, DDP time: 0.0048, Total iter time: 5.6985 [2020-11-06 06:06:46,107][root][INFO] - ===> Epoch[368](9568/26): Loss -0.3215, Sem 0.0965, dir -0.7367, norm 0.3187, swav 0.0000 LR: 5.927e-03 Score 96.662 Data time: 0.2704, Forward time: 2.2725, Backward time: 3.0622, DDP time: 0.0048, Total iter time: 7.0469 [2020-11-06 06:06:51,921][root][INFO] - ===> Epoch[369](9569/26): Loss -0.3286, Sem 0.1086, dir -0.7597, norm 0.3225, swav 0.0000 LR: 5.914e-03 Score 96.544 Data time: 0.1590, Forward time: 2.2725, Backward time: 3.0622, DDP time: 0.0048, Total iter time: 5.6729 [2020-11-06 06:06:56,579][root][INFO] - ===> Epoch[369](9570/26): Loss -0.3303, Sem 0.1024, dir -0.7552, norm 0.3226, swav 0.0000 LR: 5.902e-03 Score 96.334 Data time: 0.1804, Forward time: 2.2725, Backward time: 3.0622, DDP time: 0.0048, Total iter time: 4.5409 [2020-11-06 06:07:01,226][root][INFO] - ===> Epoch[369](9571/26): Loss -0.3085, Sem 0.0959, dir -0.7142, norm 0.3099, swav 0.0000 LR: 5.890e-03 Score 96.831 Data time: 0.1797, Forward time: 2.2724, Backward time: 3.0621, DDP time: 0.0048, Total iter time: 4.5389 [2020-11-06 06:07:06,320][root][INFO] - ===> Epoch[369](9572/26): Loss -0.2800, Sem 0.0993, dir -0.7135, norm 0.3342, swav 0.0000 LR: 5.877e-03 Score 96.386 Data time: 0.2473, Forward time: 2.2725, Backward time: 3.0620, DDP time: 0.0048, Total iter time: 4.9938 [2020-11-06 06:07:11,642][root][INFO] - ===> Epoch[369](9573/26): Loss -0.2687, Sem 0.1091, dir -0.7120, norm 0.3343, swav 0.0000 LR: 5.865e-03 Score 96.610 Data time: 0.2571, Forward time: 2.2725, Backward time: 3.0619, DDP time: 0.0048, Total iter time: 5.1882 [2020-11-06 06:07:18,143][root][INFO] - ===> Epoch[369](9574/26): Loss -0.2918, Sem 0.0926, dir -0.7300, norm 0.3455, swav 0.0000 LR: 5.853e-03 Score 96.560 Data time: 0.2308, Forward time: 2.2725, Backward time: 3.0620, DDP time: 0.0048, Total iter time: 6.3676 [2020-11-06 06:07:24,131][root][INFO] - ===> Epoch[369](9575/26): Loss -0.2990, Sem 0.0952, dir -0.7370, norm 0.3428, swav 0.0000 LR: 5.840e-03 Score 96.881 Data time: 0.1848, Forward time: 2.2725, Backward time: 3.0620, DDP time: 0.0048, Total iter time: 5.8715 [2020-11-06 06:07:30,478][root][INFO] - ===> Epoch[369](9576/26): Loss -0.3741, Sem 0.0999, dir -0.7748, norm 0.3008, swav 0.0000 LR: 5.828e-03 Score 96.672 Data time: 0.1803, Forward time: 2.2725, Backward time: 3.0621, DDP time: 0.0048, Total iter time: 6.2543 [2020-11-06 06:07:37,263][root][INFO] - ===> Epoch[369](9577/26): Loss -0.2993, Sem 0.1156, dir -0.7403, norm 0.3253, swav 0.0000 LR: 5.816e-03 Score 95.812 Data time: 0.1862, Forward time: 2.2724, Backward time: 3.0623, DDP time: 0.0048, Total iter time: 6.6748 [2020-11-06 06:07:43,064][root][INFO] - ===> Epoch[369](9578/26): Loss -0.3041, Sem 0.1205, dir -0.7672, norm 0.3426, swav 0.0000 LR: 5.803e-03 Score 96.047 Data time: 0.2255, Forward time: 2.2725, Backward time: 3.0622, DDP time: 0.0048, Total iter time: 5.7204 [2020-11-06 06:07:48,649][root][INFO] - ===> Epoch[369](9579/26): Loss -0.3009, Sem 0.1214, dir -0.7513, norm 0.3290, swav 0.0000 LR: 5.791e-03 Score 95.915 Data time: 0.1608, Forward time: 2.2724, Backward time: 3.0623, DDP time: 0.0048, Total iter time: 5.4630 [2020-11-06 06:07:54,643][root][INFO] - ===> Epoch[369](9580/26): Loss -0.2661, Sem 0.0997, dir -0.7190, norm 0.3533, swav 0.0000 LR: 5.778e-03 Score 96.418 Data time: 0.3005, Forward time: 2.2725, Backward time: 3.0622, DDP time: 0.0048, Total iter time: 5.8919 [2020-11-06 06:08:00,926][root][INFO] - ===> Epoch[369](9581/26): Loss -0.3398, Sem 0.0950, dir -0.7565, norm 0.3218, swav 0.0000 LR: 5.766e-03 Score 96.713 Data time: 0.3053, Forward time: 2.2726, Backward time: 3.0622, DDP time: 0.0048, Total iter time: 6.1568 [2020-11-06 06:08:06,291][root][INFO] - ===> Epoch[369](9582/26): Loss -0.3173, Sem 0.1075, dir -0.7403, norm 0.3155, swav 0.0000 LR: 5.754e-03 Score 96.621 Data time: 0.2273, Forward time: 2.2726, Backward time: 3.0621, DDP time: 0.0048, Total iter time: 5.2210 [2020-11-06 06:08:12,533][root][INFO] - ===> Epoch[369](9583/26): Loss -0.2856, Sem 0.0913, dir -0.7097, norm 0.3328, swav 0.0000 LR: 5.741e-03 Score 96.526 Data time: 0.3417, Forward time: 2.2727, Backward time: 3.0621, DDP time: 0.0048, Total iter time: 6.1191 [2020-11-06 06:08:16,903][root][INFO] - ===> Epoch[369](9584/26): Loss -0.3733, Sem 0.0854, dir -0.7546, norm 0.2959, swav 0.0000 LR: 5.729e-03 Score 97.144 Data time: 0.2014, Forward time: 2.2727, Backward time: 3.0619, DDP time: 0.0048, Total iter time: 4.2334 [2020-11-06 06:08:22,187][root][INFO] - ===> Epoch[369](9585/26): Loss -0.3941, Sem 0.0907, dir -0.7866, norm 0.3017, swav 0.0000 LR: 5.717e-03 Score 97.177 Data time: 0.1013, Forward time: 2.2726, Backward time: 3.0620, DDP time: 0.0048, Total iter time: 5.1785 [2020-11-06 06:08:28,588][root][INFO] - ===> Epoch[369](9586/26): Loss -0.3660, Sem 0.0939, dir -0.7541, norm 0.2941, swav 0.0000 LR: 5.704e-03 Score 96.909 Data time: 0.1366, Forward time: 2.2725, Backward time: 3.0622, DDP time: 0.0048, Total iter time: 6.3617 [2020-11-06 06:08:35,184][root][INFO] - ===> Epoch[369](9587/26): Loss -0.3445, Sem 0.1153, dir -0.7780, norm 0.3182, swav 0.0000 LR: 5.692e-03 Score 96.203 Data time: 0.1757, Forward time: 2.2724, Backward time: 3.0623, DDP time: 0.0048, Total iter time: 6.4987 [2020-11-06 06:08:41,584][root][INFO] - ===> Epoch[369](9588/26): Loss -0.3551, Sem 0.1039, dir -0.7761, norm 0.3171, swav 0.0000 LR: 5.680e-03 Score 96.139 Data time: 0.1947, Forward time: 2.2724, Backward time: 3.0624, DDP time: 0.0048, Total iter time: 6.2968 [2020-11-06 06:08:47,108][root][INFO] - ===> Epoch[369](9589/26): Loss -0.3307, Sem 0.0946, dir -0.7365, norm 0.3113, swav 0.0000 LR: 5.667e-03 Score 96.589 Data time: 0.1737, Forward time: 2.2724, Backward time: 3.0624, DDP time: 0.0048, Total iter time: 5.4026 [2020-11-06 06:08:52,365][root][INFO] - ===> Epoch[369](9590/26): Loss -0.3009, Sem 0.1001, dir -0.7341, norm 0.3331, swav 0.0000 LR: 5.655e-03 Score 96.907 Data time: 0.2093, Forward time: 2.2724, Backward time: 3.0624, DDP time: 0.0048, Total iter time: 5.1555 [2020-11-06 06:08:59,507][root][INFO] - ===> Epoch[369](9591/26): Loss -0.3651, Sem 0.1077, dir -0.7809, norm 0.3080, swav 0.0000 LR: 5.642e-03 Score 96.642 Data time: 0.1751, Forward time: 2.2723, Backward time: 3.0626, DDP time: 0.0048, Total iter time: 7.0292 [2020-11-06 06:09:05,549][root][INFO] - ===> Epoch[369](9592/26): Loss -0.3748, Sem 0.0819, dir -0.7580, norm 0.3014, swav 0.0000 LR: 5.630e-03 Score 97.462 Data time: 0.2103, Forward time: 2.2723, Backward time: 3.0626, DDP time: 0.0048, Total iter time: 5.9466 [2020-11-06 06:09:10,781][root][INFO] - ===> Epoch[369](9593/26): Loss -0.2971, Sem 0.1109, dir -0.7331, norm 0.3251, swav 0.0000 LR: 5.618e-03 Score 96.285 Data time: 0.1334, Forward time: 2.2722, Backward time: 3.0626, DDP time: 0.0048, Total iter time: 5.1064 [2020-11-06 06:09:17,465][root][INFO] - ===> Epoch[369](9594/26): Loss -0.2853, Sem 0.0993, dir -0.7079, norm 0.3233, swav 0.0000 LR: 5.605e-03 Score 96.621 Data time: 0.2744, Forward time: 2.2723, Backward time: 3.0627, DDP time: 0.0048, Total iter time: 6.5961 [2020-11-06 06:09:23,632][root][INFO] - ===> Epoch[370](9595/26): Loss -0.3302, Sem 0.1015, dir -0.7441, norm 0.3124, swav 0.0000 LR: 5.593e-03 Score 96.695 Data time: 0.2858, Forward time: 2.2724, Backward time: 3.0627, DDP time: 0.0048, Total iter time: 6.0322 [2020-11-06 06:09:28,702][root][INFO] - ===> Epoch[370](9596/26): Loss -0.2894, Sem 0.1125, dir -0.7175, norm 0.3156, swav 0.0000 LR: 5.580e-03 Score 95.980 Data time: 0.2376, Forward time: 2.2724, Backward time: 3.0626, DDP time: 0.0048, Total iter time: 4.9473 [2020-11-06 06:09:34,653][root][INFO] - ===> Epoch[370](9597/26): Loss -0.3345, Sem 0.1069, dir -0.7402, norm 0.2987, swav 0.0000 LR: 5.568e-03 Score 96.347 Data time: 0.2033, Forward time: 2.2723, Backward time: 3.0627, DDP time: 0.0048, Total iter time: 5.8300 [2020-11-06 06:09:40,957][root][INFO] - ===> Epoch[370](9598/26): Loss -0.3160, Sem 0.1030, dir -0.7232, norm 0.3042, swav 0.0000 LR: 5.556e-03 Score 96.373 Data time: 0.2560, Forward time: 2.2724, Backward time: 3.0627, DDP time: 0.0048, Total iter time: 6.2096 [2020-11-06 06:09:46,239][root][INFO] - ===> Epoch[370](9599/26): Loss -0.3558, Sem 0.1102, dir -0.7640, norm 0.2981, swav 0.0000 LR: 5.543e-03 Score 96.394 Data time: 0.1613, Forward time: 2.2723, Backward time: 3.0627, DDP time: 0.0048, Total iter time: 5.1564 [2020-11-06 06:09:51,125][root][INFO] - ===> Epoch[370](9600/26): Loss -0.3454, Sem 0.1045, dir -0.7510, norm 0.3012, swav 0.0000 LR: 5.531e-03 Score 96.457 Data time: 0.1979, Forward time: 2.2723, Backward time: 3.0626, DDP time: 0.0048, Total iter time: 4.8041 [2020-11-06 06:09:55,893][root][INFO] - ===> Epoch[370](9601/26): Loss -0.3558, Sem 0.0945, dir -0.7593, norm 0.3090, swav 0.0000 LR: 5.518e-03 Score 96.655 Data time: 0.2077, Forward time: 2.2723, Backward time: 3.0625, DDP time: 0.0048, Total iter time: 4.6429 [2020-11-06 06:10:01,922][root][INFO] - ===> Epoch[370](9602/26): Loss -0.3228, Sem 0.1034, dir -0.7496, norm 0.3234, swav 0.0000 LR: 5.506e-03 Score 96.436 Data time: 0.1811, Forward time: 2.2723, Backward time: 3.0626, DDP time: 0.0048, Total iter time: 5.9100 [2020-11-06 06:10:07,357][root][INFO] - ===> Epoch[370](9603/26): Loss -0.3267, Sem 0.0976, dir -0.7473, norm 0.3230, swav 0.0000 LR: 5.494e-03 Score 96.799 Data time: 0.2211, Forward time: 2.2723, Backward time: 3.0625, DDP time: 0.0048, Total iter time: 5.3246 [2020-11-06 06:10:13,311][root][INFO] - ===> Epoch[370](9604/26): Loss -0.3154, Sem 0.1235, dir -0.7628, norm 0.3240, swav 0.0000 LR: 5.481e-03 Score 95.575 Data time: 0.2283, Forward time: 2.2723, Backward time: 3.0625, DDP time: 0.0048, Total iter time: 5.8382 [2020-11-06 06:10:19,051][root][INFO] - ===> Epoch[370](9605/26): Loss -0.2346, Sem 0.1480, dir -0.7326, norm 0.3500, swav 0.0000 LR: 5.469e-03 Score 95.395 Data time: 0.1521, Forward time: 2.2722, Backward time: 3.0626, DDP time: 0.0048, Total iter time: 5.6089 [2020-11-06 06:10:23,395][root][INFO] - ===> Epoch[370](9606/26): Loss -0.3539, Sem 0.0992, dir -0.7558, norm 0.3027, swav 0.0000 LR: 5.456e-03 Score 96.378 Data time: 0.1639, Forward time: 2.2722, Backward time: 3.0625, DDP time: 0.0048, Total iter time: 4.2770 [2020-11-06 06:10:29,567][root][INFO] - ===> Epoch[370](9607/26): Loss -0.2840, Sem 0.1076, dir -0.7280, norm 0.3364, swav 0.0000 LR: 5.444e-03 Score 96.402 Data time: 0.1290, Forward time: 2.2721, Backward time: 3.0626, DDP time: 0.0048, Total iter time: 6.0779 [2020-11-06 06:10:34,938][root][INFO] - ===> Epoch[370](9608/26): Loss -0.3037, Sem 0.1082, dir -0.7475, norm 0.3357, swav 0.0000 LR: 5.431e-03 Score 95.884 Data time: 0.2039, Forward time: 2.2721, Backward time: 3.0626, DDP time: 0.0048, Total iter time: 5.2901 [2020-11-06 06:10:40,175][root][INFO] - ===> Epoch[370](9609/26): Loss -0.3063, Sem 0.0992, dir -0.7417, norm 0.3362, swav 0.0000 LR: 5.419e-03 Score 96.403 Data time: 0.1955, Forward time: 2.2721, Backward time: 3.0626, DDP time: 0.0048, Total iter time: 5.1382 [2020-11-06 06:10:45,831][root][INFO] - ===> Epoch[370](9610/26): Loss -0.3216, Sem 0.0967, dir -0.7562, norm 0.3379, swav 0.0000 LR: 5.407e-03 Score 96.938 Data time: 0.2664, Forward time: 2.2721, Backward time: 3.0625, DDP time: 0.0048, Total iter time: 5.5487 [2020-11-06 06:10:52,377][root][INFO] - ===> Epoch[370](9611/26): Loss -0.3358, Sem 0.0979, dir -0.7505, norm 0.3168, swav 0.0000 LR: 5.394e-03 Score 97.041 Data time: 0.1989, Forward time: 2.2721, Backward time: 3.0626, DDP time: 0.0048, Total iter time: 6.4091 [2020-11-06 06:10:58,430][root][INFO] - ===> Epoch[370](9612/26): Loss -0.3108, Sem 0.0769, dir -0.7107, norm 0.3230, swav 0.0000 LR: 5.382e-03 Score 97.426 Data time: 0.2559, Forward time: 2.2722, Backward time: 3.0626, DDP time: 0.0048, Total iter time: 5.9344 [2020-11-06 06:11:04,646][root][INFO] - ===> Epoch[370](9613/26): Loss -0.3034, Sem 0.1142, dir -0.7438, norm 0.3262, swav 0.0000 LR: 5.369e-03 Score 95.703 Data time: 0.2901, Forward time: 2.2722, Backward time: 3.0626, DDP time: 0.0048, Total iter time: 6.0918 [2020-11-06 06:11:09,875][root][INFO] - ===> Epoch[370](9614/26): Loss -0.3531, Sem 0.0991, dir -0.7655, norm 0.3133, swav 0.0000 LR: 5.357e-03 Score 96.556 Data time: 0.2016, Forward time: 2.2722, Backward time: 3.0625, DDP time: 0.0048, Total iter time: 5.0822 [2020-11-06 06:11:15,640][root][INFO] - ===> Epoch[370](9615/26): Loss -0.3085, Sem 0.1102, dir -0.7481, norm 0.3294, swav 0.0000 LR: 5.344e-03 Score 96.118 Data time: 0.2139, Forward time: 2.2722, Backward time: 3.0625, DDP time: 0.0048, Total iter time: 5.6586 [2020-11-06 06:11:22,370][root][INFO] - ===> Epoch[370](9616/26): Loss -0.3212, Sem 0.1120, dir -0.7403, norm 0.3070, swav 0.0000 LR: 5.332e-03 Score 96.258 Data time: 0.2186, Forward time: 2.2722, Backward time: 3.0626, DDP time: 0.0048, Total iter time: 6.6205 [2020-11-06 06:11:26,946][root][INFO] - ===> Epoch[370](9617/26): Loss -0.3910, Sem 0.1033, dir -0.7828, norm 0.2885, swav 0.0000 LR: 5.319e-03 Score 96.576 Data time: 0.2371, Forward time: 2.2722, Backward time: 3.0625, DDP time: 0.0048, Total iter time: 4.4600 [2020-11-06 06:11:32,976][root][INFO] - ===> Epoch[370](9618/26): Loss -0.2915, Sem 0.1210, dir -0.7341, norm 0.3216, swav 0.0000 LR: 5.307e-03 Score 96.273 Data time: 0.2607, Forward time: 2.2723, Backward time: 3.0625, DDP time: 0.0048, Total iter time: 5.9174 [2020-11-06 06:11:39,079][root][INFO] - ===> Epoch[370](9619/26): Loss -0.2685, Sem 0.0952, dir -0.7078, norm 0.3441, swav 0.0000 LR: 5.294e-03 Score 96.928 Data time: 0.2122, Forward time: 2.2723, Backward time: 3.0625, DDP time: 0.0048, Total iter time: 5.9738 [2020-11-06 06:11:44,983][root][INFO] - ===> Epoch[370](9620/26): Loss -0.3465, Sem 0.1059, dir -0.7471, norm 0.2947, swav 0.0000 LR: 5.282e-03 Score 96.867 Data time: 0.2219, Forward time: 2.2723, Backward time: 3.0625, DDP time: 0.0048, Total iter time: 5.7889 [2020-11-06 06:11:50,851][root][INFO] - ===> Epoch[371](9621/26): Loss -0.3261, Sem 0.0835, dir -0.7336, norm 0.3240, swav 0.0000 LR: 5.269e-03 Score 97.235 Data time: 0.2540, Forward time: 2.2724, Backward time: 3.0625, DDP time: 0.0048, Total iter time: 5.7332 [2020-11-06 06:11:55,547][root][INFO] - ===> Epoch[371](9622/26): Loss -0.3487, Sem 0.1108, dir -0.7559, norm 0.2964, swav 0.0000 LR: 5.257e-03 Score 96.680 Data time: 0.2007, Forward time: 2.2724, Backward time: 3.0624, DDP time: 0.0048, Total iter time: 4.5530 [2020-11-06 06:12:01,378][root][INFO] - ===> Epoch[371](9623/26): Loss -0.3780, Sem 0.0953, dir -0.7834, norm 0.3101, swav 0.0000 LR: 5.244e-03 Score 96.972 Data time: 0.1762, Forward time: 2.2723, Backward time: 3.0624, DDP time: 0.0048, Total iter time: 5.7089 [2020-11-06 06:12:06,429][root][INFO] - ===> Epoch[371](9624/26): Loss -0.3386, Sem 0.1071, dir -0.7587, norm 0.3130, swav 0.0000 LR: 5.232e-03 Score 96.732 Data time: 0.1879, Forward time: 2.2723, Backward time: 3.0624, DDP time: 0.0048, Total iter time: 4.9540 [2020-11-06 06:12:12,312][root][INFO] - ===> Epoch[371](9625/26): Loss -0.4035, Sem 0.0847, dir -0.7787, norm 0.2904, swav 0.0000 LR: 5.220e-03 Score 96.861 Data time: 0.1661, Forward time: 2.2722, Backward time: 3.0624, DDP time: 0.0048, Total iter time: 5.7762 [2020-11-06 06:12:18,473][root][INFO] - ===> Epoch[371](9626/26): Loss -0.3244, Sem 0.1052, dir -0.7329, norm 0.3033, swav 0.0000 LR: 5.207e-03 Score 96.401 Data time: 0.1845, Forward time: 2.2722, Backward time: 3.0625, DDP time: 0.0048, Total iter time: 6.0581 [2020-11-06 06:12:23,113][root][INFO] - ===> Epoch[371](9627/26): Loss -0.3682, Sem 0.0671, dir -0.7480, norm 0.3127, swav 0.0000 LR: 5.195e-03 Score 97.587 Data time: 0.2277, Forward time: 2.2722, Backward time: 3.0624, DDP time: 0.0048, Total iter time: 4.5474 [2020-11-06 06:12:29,191][root][INFO] - ===> Epoch[371](9628/26): Loss -0.2835, Sem 0.1101, dir -0.7350, norm 0.3415, swav 0.0000 LR: 5.182e-03 Score 96.454 Data time: 0.3195, Forward time: 2.2723, Backward time: 3.0623, DDP time: 0.0048, Total iter time: 5.9762 [2020-11-06 06:12:35,914][root][INFO] - ===> Epoch[371](9629/26): Loss -0.2895, Sem 0.1182, dir -0.7416, norm 0.3339, swav 0.0000 LR: 5.170e-03 Score 95.718 Data time: 0.3194, Forward time: 2.2724, Backward time: 3.0623, DDP time: 0.0048, Total iter time: 6.5837 [2020-11-06 06:12:42,079][root][INFO] - ===> Epoch[371](9630/26): Loss -0.3378, Sem 0.0918, dir -0.7469, norm 0.3173, swav 0.0000 LR: 5.157e-03 Score 97.061 Data time: 0.2001, Forward time: 2.2724, Backward time: 3.0624, DDP time: 0.0048, Total iter time: 5.9888 [2020-11-06 06:12:47,445][root][INFO] - ===> Epoch[371](9631/26): Loss -0.3611, Sem 0.0882, dir -0.7642, norm 0.3149, swav 0.0000 LR: 5.144e-03 Score 97.065 Data time: 0.1802, Forward time: 2.2724, Backward time: 3.0624, DDP time: 0.0048, Total iter time: 5.2535 [2020-11-06 06:12:53,640][root][INFO] - ===> Epoch[371](9632/26): Loss -0.2539, Sem 0.1167, dir -0.7424, norm 0.3717, swav 0.0000 LR: 5.132e-03 Score 96.104 Data time: 0.2861, Forward time: 2.2724, Backward time: 3.0623, DDP time: 0.0048, Total iter time: 6.0963 [2020-11-06 06:12:58,634][root][INFO] - ===> Epoch[371](9633/26): Loss -0.3667, Sem 0.0984, dir -0.7676, norm 0.3025, swav 0.0000 LR: 5.119e-03 Score 96.265 Data time: 0.2335, Forward time: 2.2725, Backward time: 3.0622, DDP time: 0.0048, Total iter time: 4.8687 [2020-11-06 06:13:05,395][root][INFO] - ===> Epoch[371](9634/26): Loss -0.2847, Sem 0.1169, dir -0.7168, norm 0.3151, swav 0.0000 LR: 5.107e-03 Score 95.855 Data time: 0.2217, Forward time: 2.2725, Backward time: 3.0623, DDP time: 0.0048, Total iter time: 6.6446 [2020-11-06 06:13:12,006][root][INFO] - ===> Epoch[371](9635/26): Loss -0.2505, Sem 0.1151, dir -0.6999, norm 0.3342, swav 0.0000 LR: 5.094e-03 Score 96.358 Data time: 0.2503, Forward time: 2.2725, Backward time: 3.0624, DDP time: 0.0048, Total iter time: 6.4648 [2020-11-06 06:13:17,586][root][INFO] - ===> Epoch[371](9636/26): Loss -0.3371, Sem 0.1173, dir -0.7691, norm 0.3146, swav 0.0000 LR: 5.082e-03 Score 95.973 Data time: 0.2565, Forward time: 2.2726, Backward time: 3.0623, DDP time: 0.0048, Total iter time: 5.4467 [2020-11-06 06:13:22,970][root][INFO] - ===> Epoch[371](9637/26): Loss -0.3510, Sem 0.1041, dir -0.7467, norm 0.2915, swav 0.0000 LR: 5.069e-03 Score 96.905 Data time: 0.1583, Forward time: 2.2725, Backward time: 3.0623, DDP time: 0.0048, Total iter time: 5.2595 [2020-11-06 06:13:28,352][root][INFO] - ===> Epoch[371](9638/26): Loss -0.3637, Sem 0.0939, dir -0.7582, norm 0.3006, swav 0.0000 LR: 5.057e-03 Score 96.694 Data time: 0.2668, Forward time: 2.2725, Backward time: 3.0622, DDP time: 0.0048, Total iter time: 5.2683 [2020-11-06 06:13:33,661][root][INFO] - ===> Epoch[371](9639/26): Loss -0.3273, Sem 0.0859, dir -0.7296, norm 0.3163, swav 0.0000 LR: 5.044e-03 Score 96.882 Data time: 0.2367, Forward time: 2.2726, Backward time: 3.0622, DDP time: 0.0048, Total iter time: 5.1739 [2020-11-06 06:13:40,520][root][INFO] - ===> Epoch[371](9640/26): Loss -0.3040, Sem 0.1124, dir -0.7429, norm 0.3265, swav 0.0000 LR: 5.032e-03 Score 96.382 Data time: 0.2396, Forward time: 2.2726, Backward time: 3.0622, DDP time: 0.0048, Total iter time: 6.7452 [2020-11-06 06:13:46,220][root][INFO] - ===> Epoch[371](9641/26): Loss -0.3217, Sem 0.1112, dir -0.7547, norm 0.3218, swav 0.0000 LR: 5.019e-03 Score 96.321 Data time: 0.2051, Forward time: 2.2726, Backward time: 3.0622, DDP time: 0.0048, Total iter time: 5.5632 [2020-11-06 06:13:51,859][root][INFO] - ===> Epoch[371](9642/26): Loss -0.3128, Sem 0.1076, dir -0.7538, norm 0.3333, swav 0.0000 LR: 5.007e-03 Score 96.118 Data time: 0.2668, Forward time: 2.2727, Backward time: 3.0622, DDP time: 0.0048, Total iter time: 5.5270 [2020-11-06 06:13:57,854][root][INFO] - ===> Epoch[371](9643/26): Loss -0.3505, Sem 0.0913, dir -0.7717, norm 0.3299, swav 0.0000 LR: 4.994e-03 Score 96.840 Data time: 0.2380, Forward time: 2.2727, Backward time: 3.0622, DDP time: 0.0048, Total iter time: 5.8610 [2020-11-06 06:14:03,700][root][INFO] - ===> Epoch[371](9644/26): Loss -0.3695, Sem 0.0834, dir -0.7482, norm 0.2953, swav 0.0000 LR: 4.982e-03 Score 97.028 Data time: 0.2825, Forward time: 2.2728, Backward time: 3.0621, DDP time: 0.0048, Total iter time: 5.7277 [2020-11-06 06:14:10,136][root][INFO] - ===> Epoch[371](9645/26): Loss -0.3386, Sem 0.1007, dir -0.7457, norm 0.3063, swav 0.0000 LR: 4.969e-03 Score 96.791 Data time: 0.2703, Forward time: 2.2728, Backward time: 3.0621, DDP time: 0.0048, Total iter time: 6.3284 [2020-11-06 06:14:15,990][root][INFO] - ===> Epoch[371](9646/26): Loss -0.3630, Sem 0.1059, dir -0.7732, norm 0.3043, swav 0.0000 LR: 4.956e-03 Score 96.213 Data time: 0.1832, Forward time: 2.2728, Backward time: 3.0621, DDP time: 0.0048, Total iter time: 5.7515 [2020-11-06 06:14:22,491][root][INFO] - ===> Epoch[372](9647/26): Loss -0.3318, Sem 0.1068, dir -0.7381, norm 0.2996, swav 0.0000 LR: 4.944e-03 Score 96.304 Data time: 0.1600, Forward time: 2.2728, Backward time: 3.0623, DDP time: 0.0048, Total iter time: 6.3931 [2020-11-06 06:14:28,263][root][INFO] - ===> Epoch[372](9648/26): Loss -0.3787, Sem 0.0994, dir -0.7686, norm 0.2906, swav 0.0000 LR: 4.931e-03 Score 96.694 Data time: 0.1896, Forward time: 2.2727, Backward time: 3.0623, DDP time: 0.0048, Total iter time: 5.6841 [2020-11-06 06:14:33,382][root][INFO] - ===> Epoch[372](9649/26): Loss -0.3521, Sem 0.1064, dir -0.7606, norm 0.3022, swav 0.0000 LR: 4.919e-03 Score 96.276 Data time: 0.2509, Forward time: 2.2727, Backward time: 3.0622, DDP time: 0.0048, Total iter time: 5.0264 [2020-11-06 06:14:39,129][root][INFO] - ===> Epoch[372](9650/26): Loss -0.3458, Sem 0.0997, dir -0.7562, norm 0.3107, swav 0.0000 LR: 4.906e-03 Score 96.356 Data time: 0.2808, Forward time: 2.2728, Backward time: 3.0621, DDP time: 0.0048, Total iter time: 5.6293 [2020-11-06 06:14:44,786][root][INFO] - ===> Epoch[372](9651/26): Loss -0.3711, Sem 0.0993, dir -0.7548, norm 0.2844, swav 0.0000 LR: 4.894e-03 Score 96.830 Data time: 0.2061, Forward time: 2.2728, Backward time: 3.0621, DDP time: 0.0048, Total iter time: 5.5352 [2020-11-06 06:14:50,507][root][INFO] - ===> Epoch[372](9652/26): Loss -0.3299, Sem 0.0962, dir -0.7341, norm 0.3080, swav 0.0000 LR: 4.881e-03 Score 96.816 Data time: 0.1892, Forward time: 2.2728, Backward time: 3.0622, DDP time: 0.0048, Total iter time: 5.6238 [2020-11-06 06:14:55,687][root][INFO] - ===> Epoch[372](9653/26): Loss -0.3025, Sem 0.0854, dir -0.7145, norm 0.3266, swav 0.0000 LR: 4.868e-03 Score 97.287 Data time: 0.1917, Forward time: 2.2728, Backward time: 3.0621, DDP time: 0.0048, Total iter time: 5.0800 [2020-11-06 06:15:00,309][root][INFO] - ===> Epoch[372](9654/26): Loss -0.3668, Sem 0.0988, dir -0.7503, norm 0.2847, swav 0.0000 LR: 4.856e-03 Score 96.718 Data time: 0.1674, Forward time: 2.2727, Backward time: 3.0621, DDP time: 0.0048, Total iter time: 4.5196 [2020-11-06 06:15:05,552][root][INFO] - ===> Epoch[372](9655/26): Loss -0.3464, Sem 0.1059, dir -0.7494, norm 0.2971, swav 0.0000 LR: 4.843e-03 Score 95.894 Data time: 0.1715, Forward time: 2.2727, Backward time: 3.0621, DDP time: 0.0048, Total iter time: 5.1535 [2020-11-06 06:15:10,946][root][INFO] - ===> Epoch[372](9656/26): Loss -0.3888, Sem 0.0983, dir -0.7648, norm 0.2777, swav 0.0000 LR: 4.831e-03 Score 96.640 Data time: 0.2478, Forward time: 2.2727, Backward time: 3.0620, DDP time: 0.0048, Total iter time: 5.3182 [2020-11-06 06:15:17,742][root][INFO] - ===> Epoch[372](9657/26): Loss -0.3132, Sem 0.0904, dir -0.7402, norm 0.3365, swav 0.0000 LR: 4.818e-03 Score 96.681 Data time: 0.1629, Forward time: 2.2727, Backward time: 3.0622, DDP time: 0.0048, Total iter time: 6.6748 [2020-11-06 06:15:24,161][root][INFO] - ===> Epoch[372](9658/26): Loss -0.2707, Sem 0.1146, dir -0.7039, norm 0.3186, swav 0.0000 LR: 4.805e-03 Score 96.008 Data time: 0.2228, Forward time: 2.2727, Backward time: 3.0622, DDP time: 0.0048, Total iter time: 6.3497 [2020-11-06 06:15:31,269][root][INFO] - ===> Epoch[372](9659/26): Loss -0.3038, Sem 0.1105, dir -0.7357, norm 0.3214, swav 0.0000 LR: 4.793e-03 Score 95.983 Data time: 0.1912, Forward time: 2.2727, Backward time: 3.0623, DDP time: 0.0048, Total iter time: 6.9937 [2020-11-06 06:15:36,949][root][INFO] - ===> Epoch[372](9660/26): Loss -0.3565, Sem 0.0823, dir -0.7486, norm 0.3099, swav 0.0000 LR: 4.780e-03 Score 97.097 Data time: 0.1774, Forward time: 2.2726, Backward time: 3.0624, DDP time: 0.0048, Total iter time: 5.5586 [2020-11-06 06:15:42,065][root][INFO] - ===> Epoch[372](9661/26): Loss -0.2778, Sem 0.1198, dir -0.7361, norm 0.3385, swav 0.0000 LR: 4.768e-03 Score 95.636 Data time: 0.2031, Forward time: 2.2726, Backward time: 3.0623, DDP time: 0.0048, Total iter time: 5.0181 [2020-11-06 06:15:47,877][root][INFO] - ===> Epoch[372](9662/26): Loss -0.3490, Sem 0.1064, dir -0.7605, norm 0.3051, swav 0.0000 LR: 4.755e-03 Score 96.211 Data time: 0.2396, Forward time: 2.2726, Backward time: 3.0623, DDP time: 0.0048, Total iter time: 5.7043 [2020-11-06 06:15:52,311][root][INFO] - ===> Epoch[372](9663/26): Loss -0.2943, Sem 0.0990, dir -0.7320, norm 0.3387, swav 0.0000 LR: 4.742e-03 Score 96.613 Data time: 0.1888, Forward time: 2.2726, Backward time: 3.0622, DDP time: 0.0048, Total iter time: 4.3189 [2020-11-06 06:15:58,108][root][INFO] - ===> Epoch[372](9664/26): Loss -0.2666, Sem 0.1198, dir -0.7165, norm 0.3300, swav 0.0000 LR: 4.730e-03 Score 96.178 Data time: 0.2103, Forward time: 2.2726, Backward time: 3.0622, DDP time: 0.0048, Total iter time: 5.6967 [2020-11-06 06:16:03,046][root][INFO] - ===> Epoch[372](9665/26): Loss -0.3384, Sem 0.1139, dir -0.7534, norm 0.3012, swav 0.0000 LR: 4.717e-03 Score 95.966 Data time: 0.2116, Forward time: 2.2726, Backward time: 3.0621, DDP time: 0.0048, Total iter time: 4.7883 [2020-11-06 06:16:08,480][root][INFO] - ===> Epoch[372](9666/26): Loss -0.2526, Sem 0.1231, dir -0.7340, norm 0.3583, swav 0.0000 LR: 4.704e-03 Score 95.759 Data time: 0.1713, Forward time: 2.2726, Backward time: 3.0621, DDP time: 0.0048, Total iter time: 5.3227 [2020-11-06 06:16:13,808][root][INFO] - ===> Epoch[372](9667/26): Loss -0.3551, Sem 0.1006, dir -0.7648, norm 0.3091, swav 0.0000 LR: 4.692e-03 Score 96.792 Data time: 0.2275, Forward time: 2.2726, Backward time: 3.0621, DDP time: 0.0048, Total iter time: 5.2411 [2020-11-06 06:16:19,288][root][INFO] - ===> Epoch[372](9668/26): Loss -0.3603, Sem 0.1031, dir -0.7670, norm 0.3036, swav 0.0000 LR: 4.679e-03 Score 96.627 Data time: 0.1347, Forward time: 2.2725, Backward time: 3.0621, DDP time: 0.0048, Total iter time: 5.3581 [2020-11-06 06:16:23,508][root][INFO] - ===> Epoch[372](9669/26): Loss -0.3778, Sem 0.0746, dir -0.7679, norm 0.3155, swav 0.0000 LR: 4.666e-03 Score 97.590 Data time: 0.1783, Forward time: 2.2725, Backward time: 3.0620, DDP time: 0.0048, Total iter time: 4.1451 [2020-11-06 06:16:28,107][root][INFO] - ===> Epoch[372](9670/26): Loss -0.3248, Sem 0.0929, dir -0.7346, norm 0.3170, swav 0.0000 LR: 4.654e-03 Score 96.959 Data time: 0.2271, Forward time: 2.2725, Backward time: 3.0619, DDP time: 0.0048, Total iter time: 4.4994 [2020-11-06 06:16:34,970][root][INFO] - ===> Epoch[372](9671/26): Loss -0.3084, Sem 0.1059, dir -0.7320, norm 0.3177, swav 0.0000 LR: 4.641e-03 Score 96.388 Data time: 0.2494, Forward time: 2.2725, Backward time: 3.0620, DDP time: 0.0048, Total iter time: 6.7483 [2020-11-06 06:16:40,734][root][INFO] - ===> Epoch[372](9672/26): Loss -0.3775, Sem 0.1018, dir -0.7757, norm 0.2965, swav 0.0000 LR: 4.628e-03 Score 96.495 Data time: 0.1327, Forward time: 2.2725, Backward time: 3.0621, DDP time: 0.0048, Total iter time: 5.6092 [2020-11-06 06:16:46,448][root][INFO] - ===> Epoch[373](9673/26): Loss -0.3327, Sem 0.0950, dir -0.7424, norm 0.3147, swav 0.0000 LR: 4.616e-03 Score 96.899 Data time: 0.2180, Forward time: 2.2724, Backward time: 3.0621, DDP time: 0.0048, Total iter time: 5.6182 [2020-11-06 06:16:52,303][root][INFO] - ===> Epoch[373](9674/26): Loss -0.2963, Sem 0.1089, dir -0.7431, norm 0.3380, swav 0.0000 LR: 4.603e-03 Score 96.078 Data time: 0.2147, Forward time: 2.2724, Backward time: 3.0621, DDP time: 0.0048, Total iter time: 5.7467 [2020-11-06 06:16:59,280][root][INFO] - ===> Epoch[373](9675/26): Loss -0.2924, Sem 0.1166, dir -0.7334, norm 0.3245, swav 0.0000 LR: 4.590e-03 Score 96.193 Data time: 0.2081, Forward time: 2.2724, Backward time: 3.0622, DDP time: 0.0048, Total iter time: 6.8499 [2020-11-06 06:17:04,486][root][INFO] - ===> Epoch[373](9676/26): Loss -0.2887, Sem 0.1236, dir -0.7333, norm 0.3210, swav 0.0000 LR: 4.578e-03 Score 95.714 Data time: 0.1728, Forward time: 2.2724, Backward time: 3.0622, DDP time: 0.0048, Total iter time: 5.0866 [2020-11-06 06:17:10,992][root][INFO] - ===> Epoch[373](9677/26): Loss -0.3217, Sem 0.1189, dir -0.7607, norm 0.3201, swav 0.0000 LR: 4.565e-03 Score 95.792 Data time: 0.1929, Forward time: 2.2724, Backward time: 3.0623, DDP time: 0.0048, Total iter time: 6.4009 [2020-11-06 06:17:14,877][root][INFO] - ===> Epoch[373](9678/26): Loss -0.3528, Sem 0.0937, dir -0.7674, norm 0.3208, swav 0.0000 LR: 4.552e-03 Score 96.800 Data time: 0.1795, Forward time: 2.2723, Backward time: 3.0622, DDP time: 0.0048, Total iter time: 3.7469 [2020-11-06 06:17:20,239][root][INFO] - ===> Epoch[373](9679/26): Loss -0.2739, Sem 0.1128, dir -0.7083, norm 0.3216, swav 0.0000 LR: 4.540e-03 Score 96.150 Data time: 0.1877, Forward time: 2.2723, Backward time: 3.0622, DDP time: 0.0048, Total iter time: 5.2455 [2020-11-06 06:17:25,302][root][INFO] - ===> Epoch[373](9680/26): Loss -0.3349, Sem 0.1049, dir -0.7392, norm 0.2993, swav 0.0000 LR: 4.527e-03 Score 96.186 Data time: 0.1314, Forward time: 2.2722, Backward time: 3.0622, DDP time: 0.0048, Total iter time: 4.9311 [2020-11-06 06:17:32,439][root][INFO] - ===> Epoch[373](9681/26): Loss -0.2857, Sem 0.1107, dir -0.7163, norm 0.3199, swav 0.0000 LR: 4.514e-03 Score 95.907 Data time: 0.2661, Forward time: 2.2722, Backward time: 3.0623, DDP time: 0.0048, Total iter time: 7.0589 [2020-11-06 06:17:38,151][root][INFO] - ===> Epoch[373](9682/26): Loss -0.3309, Sem 0.0967, dir -0.7423, norm 0.3147, swav 0.0000 LR: 4.502e-03 Score 96.897 Data time: 0.2662, Forward time: 2.2723, Backward time: 3.0623, DDP time: 0.0048, Total iter time: 5.5839 [2020-11-06 06:17:43,628][root][INFO] - ===> Epoch[373](9683/26): Loss -0.2447, Sem 0.1027, dir -0.6754, norm 0.3280, swav 0.0000 LR: 4.489e-03 Score 96.881 Data time: 0.2224, Forward time: 2.2723, Backward time: 3.0622, DDP time: 0.0048, Total iter time: 5.3496 [2020-11-06 06:17:49,813][root][INFO] - ===> Epoch[373](9684/26): Loss -0.3485, Sem 0.0841, dir -0.7640, norm 0.3314, swav 0.0000 LR: 4.476e-03 Score 97.334 Data time: 0.1641, Forward time: 2.2722, Backward time: 3.0623, DDP time: 0.0048, Total iter time: 6.0664 [2020-11-06 06:17:56,009][root][INFO] - ===> Epoch[373](9685/26): Loss -0.2884, Sem 0.0920, dir -0.7095, norm 0.3291, swav 0.0000 LR: 4.464e-03 Score 96.865 Data time: 0.2403, Forward time: 2.2723, Backward time: 3.0623, DDP time: 0.0048, Total iter time: 6.0839 [2020-11-06 06:18:01,155][root][INFO] - ===> Epoch[373](9686/26): Loss -0.3556, Sem 0.1139, dir -0.7580, norm 0.2885, swav 0.0000 LR: 4.451e-03 Score 96.338 Data time: 0.1837, Forward time: 2.2722, Backward time: 3.0623, DDP time: 0.0048, Total iter time: 5.0093 [2020-11-06 06:18:06,868][root][INFO] - ===> Epoch[373](9687/26): Loss -0.2730, Sem 0.1046, dir -0.7157, norm 0.3381, swav 0.0000 LR: 4.438e-03 Score 96.677 Data time: 0.2320, Forward time: 2.2722, Backward time: 3.0623, DDP time: 0.0048, Total iter time: 5.6048 [2020-11-06 06:18:13,100][root][INFO] - ===> Epoch[373](9688/26): Loss -0.3108, Sem 0.0932, dir -0.7462, norm 0.3423, swav 0.0000 LR: 4.425e-03 Score 96.946 Data time: 0.2250, Forward time: 2.2723, Backward time: 3.0623, DDP time: 0.0048, Total iter time: 6.1126 [2020-11-06 06:18:18,372][root][INFO] - ===> Epoch[373](9689/26): Loss -0.3354, Sem 0.0969, dir -0.7542, norm 0.3219, swav 0.0000 LR: 4.413e-03 Score 96.710 Data time: 0.1684, Forward time: 2.2722, Backward time: 3.0623, DDP time: 0.0048, Total iter time: 5.1378 [2020-11-06 06:18:24,793][root][INFO] - ===> Epoch[373](9690/26): Loss -0.3110, Sem 0.1007, dir -0.7288, norm 0.3171, swav 0.0000 LR: 4.400e-03 Score 96.710 Data time: 0.2217, Forward time: 2.2722, Backward time: 3.0624, DDP time: 0.0048, Total iter time: 6.3378 [2020-11-06 06:18:30,405][root][INFO] - ===> Epoch[373](9691/26): Loss -0.3733, Sem 0.1014, dir -0.7782, norm 0.3035, swav 0.0000 LR: 4.387e-03 Score 96.577 Data time: 0.2107, Forward time: 2.2722, Backward time: 3.0624, DDP time: 0.0048, Total iter time: 5.4990 [2020-11-06 06:18:35,608][root][INFO] - ===> Epoch[373](9692/26): Loss -0.3757, Sem 0.1012, dir -0.7733, norm 0.2964, swav 0.0000 LR: 4.374e-03 Score 96.380 Data time: 0.1722, Forward time: 2.2721, Backward time: 3.0624, DDP time: 0.0048, Total iter time: 5.0953 [2020-11-06 06:18:41,845][root][INFO] - ===> Epoch[373](9693/26): Loss -0.3663, Sem 0.0916, dir -0.7625, norm 0.3047, swav 0.0000 LR: 4.362e-03 Score 96.809 Data time: 0.2703, Forward time: 2.2722, Backward time: 3.0624, DDP time: 0.0048, Total iter time: 6.1542 [2020-11-06 06:18:48,999][root][INFO] - ===> Epoch[373](9694/26): Loss -0.3319, Sem 0.0964, dir -0.7317, norm 0.3034, swav 0.0000 LR: 4.349e-03 Score 96.435 Data time: 0.2689, Forward time: 2.2722, Backward time: 3.0625, DDP time: 0.0048, Total iter time: 7.0383 [2020-11-06 06:18:54,619][root][INFO] - ===> Epoch[373](9695/26): Loss -0.3456, Sem 0.1214, dir -0.7779, norm 0.3109, swav 0.0000 LR: 4.336e-03 Score 96.099 Data time: 0.1948, Forward time: 2.2722, Backward time: 3.0625, DDP time: 0.0048, Total iter time: 5.5004 [2020-11-06 06:19:00,276][root][INFO] - ===> Epoch[373](9696/26): Loss -0.3501, Sem 0.0837, dir -0.7434, norm 0.3096, swav 0.0000 LR: 4.323e-03 Score 96.858 Data time: 0.1766, Forward time: 2.2722, Backward time: 3.0625, DDP time: 0.0048, Total iter time: 5.5572 [2020-11-06 06:19:06,344][root][INFO] - ===> Epoch[373](9697/26): Loss -0.3282, Sem 0.1008, dir -0.7457, norm 0.3167, swav 0.0000 LR: 4.311e-03 Score 96.616 Data time: 0.1854, Forward time: 2.2722, Backward time: 3.0626, DDP time: 0.0048, Total iter time: 5.9541 [2020-11-06 06:19:11,347][root][INFO] - ===> Epoch[373](9698/26): Loss -0.3031, Sem 0.1065, dir -0.7361, norm 0.3266, swav 0.0000 LR: 4.298e-03 Score 96.620 Data time: 0.2053, Forward time: 2.2722, Backward time: 3.0625, DDP time: 0.0048, Total iter time: 4.8970 [2020-11-06 06:19:17,173][root][INFO] - ===> Epoch[374](9699/26): Loss -0.2946, Sem 0.1261, dir -0.7419, norm 0.3213, swav 0.0000 LR: 4.285e-03 Score 95.684 Data time: 0.2860, Forward time: 2.2722, Backward time: 3.0625, DDP time: 0.0048, Total iter time: 5.7196 [2020-11-06 06:19:23,185][root][INFO] - ===> Epoch[374](9700/26): Loss -0.3020, Sem 0.1017, dir -0.7481, norm 0.3444, swav 0.0000 LR: 4.272e-03 Score 96.889 Data time: 0.2613, Forward time: 2.2723, Backward time: 3.0624, DDP time: 0.0048, Total iter time: 5.8720 [2020-11-06 06:19:28,935][root][INFO] - ===> Epoch[374](9701/26): Loss -0.3094, Sem 0.1101, dir -0.7472, norm 0.3277, swav 0.0000 LR: 4.260e-03 Score 96.272 Data time: 0.2474, Forward time: 2.2723, Backward time: 3.0624, DDP time: 0.0048, Total iter time: 5.6322 [2020-11-06 06:19:34,935][root][INFO] - ===> Epoch[374](9702/26): Loss -0.3487, Sem 0.0900, dir -0.7642, norm 0.3255, swav 0.0000 LR: 4.247e-03 Score 96.819 Data time: 0.1239, Forward time: 2.2722, Backward time: 3.0625, DDP time: 0.0048, Total iter time: 5.9005 [2020-11-06 06:19:39,847][root][INFO] - ===> Epoch[374](9703/26): Loss -0.2816, Sem 0.1063, dir -0.7196, norm 0.3317, swav 0.0000 LR: 4.234e-03 Score 96.497 Data time: 0.1951, Forward time: 2.2722, Backward time: 3.0625, DDP time: 0.0048, Total iter time: 4.8351 [2020-11-06 06:19:46,054][root][INFO] - ===> Epoch[374](9704/26): Loss -0.3428, Sem 0.0985, dir -0.7551, norm 0.3138, swav 0.0000 LR: 4.221e-03 Score 96.629 Data time: 0.1819, Forward time: 2.2722, Backward time: 3.0626, DDP time: 0.0048, Total iter time: 6.0951 [2020-11-06 06:19:51,794][root][INFO] - ===> Epoch[374](9705/26): Loss -0.3276, Sem 0.1111, dir -0.7508, norm 0.3121, swav 0.0000 LR: 4.208e-03 Score 96.521 Data time: 0.1802, Forward time: 2.2721, Backward time: 3.0626, DDP time: 0.0048, Total iter time: 5.6325 [2020-11-06 06:19:57,256][root][INFO] - ===> Epoch[374](9706/26): Loss -0.3514, Sem 0.1056, dir -0.7705, norm 0.3135, swav 0.0000 LR: 4.196e-03 Score 96.241 Data time: 0.1947, Forward time: 2.2721, Backward time: 3.0626, DDP time: 0.0048, Total iter time: 5.3483 [2020-11-06 06:20:03,121][root][INFO] - ===> Epoch[374](9707/26): Loss -0.3373, Sem 0.1042, dir -0.7317, norm 0.2903, swav 0.0000 LR: 4.183e-03 Score 96.135 Data time: 0.1731, Forward time: 2.2721, Backward time: 3.0627, DDP time: 0.0048, Total iter time: 5.7386 [2020-11-06 06:20:07,978][root][INFO] - ===> Epoch[374](9708/26): Loss -0.2868, Sem 0.1062, dir -0.7081, norm 0.3151, swav 0.0000 LR: 4.170e-03 Score 96.576 Data time: 0.2303, Forward time: 2.2721, Backward time: 3.0626, DDP time: 0.0048, Total iter time: 4.7679 [2020-11-06 06:20:13,358][root][INFO] - ===> Epoch[374](9709/26): Loss -0.3548, Sem 0.1037, dir -0.7598, norm 0.3012, swav 0.0000 LR: 4.157e-03 Score 96.634 Data time: 0.2020, Forward time: 2.2721, Backward time: 3.0625, DDP time: 0.0048, Total iter time: 5.2499 [2020-11-06 06:20:18,727][root][INFO] - ===> Epoch[374](9710/26): Loss -0.2985, Sem 0.0992, dir -0.7232, norm 0.3254, swav 0.0000 LR: 4.144e-03 Score 96.668 Data time: 0.2194, Forward time: 2.2721, Backward time: 3.0625, DDP time: 0.0048, Total iter time: 5.2458 [2020-11-06 06:20:25,632][root][INFO] - ===> Epoch[374](9711/26): Loss -0.3240, Sem 0.1012, dir -0.7525, norm 0.3273, swav 0.0000 LR: 4.132e-03 Score 96.362 Data time: 0.2221, Forward time: 2.2721, Backward time: 3.0626, DDP time: 0.0048, Total iter time: 6.7794 [2020-11-06 06:20:32,379][root][INFO] - ===> Epoch[374](9712/26): Loss -0.3378, Sem 0.0971, dir -0.7610, norm 0.3262, swav 0.0000 LR: 4.119e-03 Score 96.249 Data time: 0.2203, Forward time: 2.2720, Backward time: 3.0627, DDP time: 0.0048, Total iter time: 6.6246 [2020-11-06 06:20:38,311][root][INFO] - ===> Epoch[374](9713/26): Loss -0.3491, Sem 0.1048, dir -0.7632, norm 0.3094, swav 0.0000 LR: 4.106e-03 Score 96.027 Data time: 0.2101, Forward time: 2.2720, Backward time: 3.0627, DDP time: 0.0048, Total iter time: 5.8326 [2020-11-06 06:20:43,551][root][INFO] - ===> Epoch[374](9714/26): Loss -0.3893, Sem 0.0796, dir -0.7671, norm 0.2982, swav 0.0000 LR: 4.093e-03 Score 97.557 Data time: 0.2083, Forward time: 2.2720, Backward time: 3.0627, DDP time: 0.0048, Total iter time: 5.1316 [2020-11-06 06:20:48,936][root][INFO] - ===> Epoch[374](9715/26): Loss -0.3325, Sem 0.1257, dir -0.7557, norm 0.2975, swav 0.0000 LR: 4.080e-03 Score 96.308 Data time: 0.2418, Forward time: 2.2721, Backward time: 3.0626, DDP time: 0.0048, Total iter time: 5.2668 [2020-11-06 06:20:54,182][root][INFO] - ===> Epoch[374](9716/26): Loss -0.3189, Sem 0.0989, dir -0.7253, norm 0.3075, swav 0.0000 LR: 4.067e-03 Score 96.553 Data time: 0.2006, Forward time: 2.2721, Backward time: 3.0626, DDP time: 0.0048, Total iter time: 5.1423 [2020-11-06 06:20:59,938][root][INFO] - ===> Epoch[374](9717/26): Loss -0.2940, Sem 0.1053, dir -0.7208, norm 0.3215, swav 0.0000 LR: 4.055e-03 Score 95.868 Data time: 0.2763, Forward time: 2.2721, Backward time: 3.0625, DDP time: 0.0048, Total iter time: 5.6398 [2020-11-06 06:21:06,005][root][INFO] - ===> Epoch[374](9718/26): Loss -0.3640, Sem 0.0766, dir -0.7524, norm 0.3119, swav 0.0000 LR: 4.042e-03 Score 97.354 Data time: 0.2402, Forward time: 2.2722, Backward time: 3.0625, DDP time: 0.0048, Total iter time: 5.9199 [2020-11-06 06:21:11,387][root][INFO] - ===> Epoch[374](9719/26): Loss -0.3265, Sem 0.1103, dir -0.7531, norm 0.3163, swav 0.0000 LR: 4.029e-03 Score 96.418 Data time: 0.1617, Forward time: 2.2721, Backward time: 3.0625, DDP time: 0.0048, Total iter time: 5.2633 [2020-11-06 06:21:16,801][root][INFO] - ===> Epoch[374](9720/26): Loss -0.2643, Sem 0.1256, dir -0.7158, norm 0.3260, swav 0.0000 LR: 4.016e-03 Score 95.848 Data time: 0.2227, Forward time: 2.2721, Backward time: 3.0625, DDP time: 0.0048, Total iter time: 5.3512 [2020-11-06 06:21:23,758][root][INFO] - ===> Epoch[374](9721/26): Loss -0.3259, Sem 0.1166, dir -0.7635, norm 0.3209, swav 0.0000 LR: 4.003e-03 Score 95.855 Data time: 0.3555, Forward time: 2.2722, Backward time: 3.0625, DDP time: 0.0048, Total iter time: 6.8405 [2020-11-06 06:21:28,692][root][INFO] - ===> Epoch[374](9722/26): Loss -0.3733, Sem 0.1007, dir -0.7720, norm 0.2980, swav 0.0000 LR: 3.990e-03 Score 96.623 Data time: 0.2033, Forward time: 2.2722, Backward time: 3.0624, DDP time: 0.0048, Total iter time: 4.8069 [2020-11-06 06:21:33,950][root][INFO] - ===> Epoch[374](9723/26): Loss -0.3216, Sem 0.1247, dir -0.7653, norm 0.3189, swav 0.0000 LR: 3.977e-03 Score 95.767 Data time: 0.1799, Forward time: 2.2722, Backward time: 3.0624, DDP time: 0.0048, Total iter time: 5.1538 [2020-11-06 06:21:39,962][root][INFO] - ===> Epoch[374](9724/26): Loss -0.3272, Sem 0.1111, dir -0.7735, norm 0.3352, swav 0.0000 LR: 3.965e-03 Score 96.287 Data time: 0.2600, Forward time: 2.2722, Backward time: 3.0624, DDP time: 0.0048, Total iter time: 5.9394 [2020-11-06 06:21:46,850][root][INFO] - ===> Epoch[375](9725/26): Loss -0.3024, Sem 0.1030, dir -0.7329, norm 0.3274, swav 0.0000 LR: 3.952e-03 Score 96.583 Data time: 0.3444, Forward time: 2.2724, Backward time: 3.0624, DDP time: 0.0048, Total iter time: 6.7685 [2020-11-06 06:21:52,960][root][INFO] - ===> Epoch[375](9726/26): Loss -0.3558, Sem 0.0892, dir -0.7515, norm 0.3065, swav 0.0000 LR: 3.939e-03 Score 96.777 Data time: 0.2066, Forward time: 2.2724, Backward time: 3.0624, DDP time: 0.0048, Total iter time: 5.9764 [2020-11-06 06:21:58,106][root][INFO] - ===> Epoch[375](9727/26): Loss -0.3084, Sem 0.0926, dir -0.7158, norm 0.3148, swav 0.0000 LR: 3.926e-03 Score 96.533 Data time: 0.1630, Forward time: 2.2723, Backward time: 3.0624, DDP time: 0.0048, Total iter time: 5.0226 [2020-11-06 06:22:04,118][root][INFO] - ===> Epoch[375](9728/26): Loss -0.3505, Sem 0.1026, dir -0.7622, norm 0.3092, swav 0.0000 LR: 3.913e-03 Score 96.336 Data time: 0.2336, Forward time: 2.2723, Backward time: 3.0624, DDP time: 0.0048, Total iter time: 5.9345 [2020-11-06 06:22:11,002][root][INFO] - ===> Epoch[375](9729/26): Loss -0.3537, Sem 0.0898, dir -0.7518, norm 0.3083, swav 0.0000 LR: 3.900e-03 Score 96.842 Data time: 0.1624, Forward time: 2.2723, Backward time: 3.0626, DDP time: 0.0048, Total iter time: 6.7747 [2020-11-06 06:22:17,665][root][INFO] - ===> Epoch[375](9730/26): Loss -0.3048, Sem 0.1088, dir -0.7315, norm 0.3179, swav 0.0000 LR: 3.887e-03 Score 96.294 Data time: 0.2286, Forward time: 2.2723, Backward time: 3.0627, DDP time: 0.0048, Total iter time: 6.5638 [2020-11-06 06:22:23,052][root][INFO] - ===> Epoch[375](9731/26): Loss -0.3567, Sem 0.0849, dir -0.7430, norm 0.3014, swav 0.0000 LR: 3.874e-03 Score 97.391 Data time: 0.2290, Forward time: 2.2723, Backward time: 3.0626, DDP time: 0.0048, Total iter time: 5.2744 [2020-11-06 06:22:29,332][root][INFO] - ===> Epoch[375](9732/26): Loss -0.3225, Sem 0.1110, dir -0.7631, norm 0.3296, swav 0.0000 LR: 3.861e-03 Score 96.212 Data time: 0.2518, Forward time: 2.2723, Backward time: 3.0627, DDP time: 0.0048, Total iter time: 6.1664 [2020-11-06 06:22:34,795][root][INFO] - ===> Epoch[375](9733/26): Loss -0.3749, Sem 0.1036, dir -0.7732, norm 0.2947, swav 0.0000 LR: 3.848e-03 Score 96.360 Data time: 0.2180, Forward time: 2.2723, Backward time: 3.0626, DDP time: 0.0048, Total iter time: 5.3451 [2020-11-06 06:22:40,480][root][INFO] - ===> Epoch[375](9734/26): Loss -0.3394, Sem 0.1136, dir -0.7726, norm 0.3195, swav 0.0000 LR: 3.835e-03 Score 96.215 Data time: 0.2162, Forward time: 2.2724, Backward time: 3.0626, DDP time: 0.0048, Total iter time: 5.5693 [2020-11-06 06:22:46,302][root][INFO] - ===> Epoch[375](9735/26): Loss -0.2939, Sem 0.1015, dir -0.7384, norm 0.3431, swav 0.0000 LR: 3.823e-03 Score 96.348 Data time: 0.1521, Forward time: 2.2723, Backward time: 3.0627, DDP time: 0.0048, Total iter time: 5.7135 [2020-11-06 06:22:52,019][root][INFO] - ===> Epoch[375](9736/26): Loss -0.2794, Sem 0.1140, dir -0.7338, norm 0.3404, swav 0.0000 LR: 3.810e-03 Score 96.362 Data time: 0.1618, Forward time: 2.2722, Backward time: 3.0627, DDP time: 0.0048, Total iter time: 5.6394 [2020-11-06 06:22:57,968][root][INFO] - ===> Epoch[375](9737/26): Loss -0.3453, Sem 0.1023, dir -0.7591, norm 0.3115, swav 0.0000 LR: 3.797e-03 Score 96.675 Data time: 0.2176, Forward time: 2.2722, Backward time: 3.0628, DDP time: 0.0048, Total iter time: 5.8745 [2020-11-06 06:23:03,689][root][INFO] - ===> Epoch[375](9738/26): Loss -0.3241, Sem 0.1057, dir -0.7582, norm 0.3284, swav 0.0000 LR: 3.784e-03 Score 96.591 Data time: 0.2284, Forward time: 2.2722, Backward time: 3.0628, DDP time: 0.0048, Total iter time: 5.6084 [2020-11-06 06:23:10,035][root][INFO] - ===> Epoch[375](9739/26): Loss -0.3182, Sem 0.1160, dir -0.7385, norm 0.3043, swav 0.0000 LR: 3.771e-03 Score 96.115 Data time: 0.2211, Forward time: 2.2722, Backward time: 3.0629, DDP time: 0.0048, Total iter time: 6.2625 [2020-11-06 06:23:15,601][root][INFO] - ===> Epoch[375](9740/26): Loss -0.3135, Sem 0.0973, dir -0.7340, norm 0.3232, swav 0.0000 LR: 3.758e-03 Score 96.853 Data time: 0.2383, Forward time: 2.2722, Backward time: 3.0628, DDP time: 0.0048, Total iter time: 5.4551 [2020-11-06 06:23:20,989][root][INFO] - ===> Epoch[375](9741/26): Loss -0.3631, Sem 0.1036, dir -0.7694, norm 0.3027, swav 0.0000 LR: 3.745e-03 Score 96.180 Data time: 0.2480, Forward time: 2.2722, Backward time: 3.0627, DDP time: 0.0048, Total iter time: 5.2702 [2020-11-06 06:23:26,872][root][INFO] - ===> Epoch[375](9742/26): Loss -0.2977, Sem 0.1060, dir -0.7169, norm 0.3131, swav 0.0000 LR: 3.732e-03 Score 96.437 Data time: 0.2660, Forward time: 2.2723, Backward time: 3.0627, DDP time: 0.0048, Total iter time: 5.7603 [2020-11-06 06:23:32,156][root][INFO] - ===> Epoch[375](9743/26): Loss -0.3526, Sem 0.0932, dir -0.7439, norm 0.2981, swav 0.0000 LR: 3.719e-03 Score 97.185 Data time: 0.1630, Forward time: 2.2722, Backward time: 3.0627, DDP time: 0.0048, Total iter time: 5.1555 [2020-11-06 06:23:37,443][root][INFO] - ===> Epoch[375](9744/26): Loss -0.3816, Sem 0.0884, dir -0.7749, norm 0.3050, swav 0.0000 LR: 3.706e-03 Score 96.987 Data time: 0.1828, Forward time: 2.2722, Backward time: 3.0627, DDP time: 0.0048, Total iter time: 5.2355 [2020-11-06 06:23:42,705][root][INFO] - ===> Epoch[375](9745/26): Loss -0.2885, Sem 0.1348, dir -0.7538, norm 0.3305, swav 0.0000 LR: 3.693e-03 Score 95.723 Data time: 0.2516, Forward time: 2.2722, Backward time: 3.0626, DDP time: 0.0048, Total iter time: 5.1448 [2020-11-06 06:23:48,099][root][INFO] - ===> Epoch[375](9746/26): Loss -0.2702, Sem 0.1100, dir -0.7013, norm 0.3210, swav 0.0000 LR: 3.680e-03 Score 96.195 Data time: 0.2614, Forward time: 2.2723, Backward time: 3.0625, DDP time: 0.0048, Total iter time: 5.2627 [2020-11-06 06:23:55,258][root][INFO] - ===> Epoch[375](9747/26): Loss -0.3908, Sem 0.0984, dir -0.8093, norm 0.3201, swav 0.0000 LR: 3.667e-03 Score 96.833 Data time: 0.2109, Forward time: 2.2723, Backward time: 3.0627, DDP time: 0.0048, Total iter time: 7.0415 [2020-11-06 06:24:00,520][root][INFO] - ===> Epoch[375](9748/26): Loss -0.2888, Sem 0.1153, dir -0.7375, norm 0.3335, swav 0.0000 LR: 3.654e-03 Score 96.651 Data time: 0.2319, Forward time: 2.2723, Backward time: 3.0626, DDP time: 0.0048, Total iter time: 5.1581 [2020-11-06 06:24:05,201][root][INFO] - ===> Epoch[375](9749/26): Loss -0.3090, Sem 0.0952, dir -0.7323, norm 0.3280, swav 0.0000 LR: 3.641e-03 Score 96.603 Data time: 0.2034, Forward time: 2.2723, Backward time: 3.0625, DDP time: 0.0048, Total iter time: 4.5648 [2020-11-06 06:24:10,832][root][INFO] - ===> Epoch[375](9750/26): Loss -0.3064, Sem 0.0998, dir -0.7218, norm 0.3157, swav 0.0000 LR: 3.628e-03 Score 96.874 Data time: 0.2003, Forward time: 2.2723, Backward time: 3.0625, DDP time: 0.0048, Total iter time: 5.5289 [2020-11-06 06:24:15,911][root][INFO] - ===> Epoch[376](9751/26): Loss -0.3434, Sem 0.1007, dir -0.7377, norm 0.2936, swav 0.0000 LR: 3.615e-03 Score 96.546 Data time: 0.1817, Forward time: 2.2723, Backward time: 3.0625, DDP time: 0.0048, Total iter time: 4.9773 [2020-11-06 06:24:23,451][root][INFO] - ===> Epoch[376](9752/26): Loss -0.2899, Sem 0.0991, dir -0.7309, norm 0.3419, swav 0.0000 LR: 3.602e-03 Score 97.110 Data time: 0.2010, Forward time: 2.2723, Backward time: 3.0627, DDP time: 0.0048, Total iter time: 7.4527 [2020-11-06 06:24:28,358][root][INFO] - ===> Epoch[376](9753/26): Loss -0.3366, Sem 0.1078, dir -0.7468, norm 0.3023, swav 0.0000 LR: 3.589e-03 Score 95.840 Data time: 0.1600, Forward time: 2.2722, Backward time: 3.0626, DDP time: 0.0048, Total iter time: 4.7970 [2020-11-06 06:24:33,197][root][INFO] - ===> Epoch[376](9754/26): Loss -0.3467, Sem 0.0865, dir -0.7638, norm 0.3306, swav 0.0000 LR: 3.576e-03 Score 97.290 Data time: 0.1552, Forward time: 2.2721, Backward time: 3.0626, DDP time: 0.0048, Total iter time: 4.7522 [2020-11-06 06:24:38,883][root][INFO] - ===> Epoch[376](9755/26): Loss -0.3589, Sem 0.0878, dir -0.7504, norm 0.3038, swav 0.0000 LR: 3.563e-03 Score 97.401 Data time: 0.2023, Forward time: 2.2721, Backward time: 3.0626, DDP time: 0.0048, Total iter time: 5.5940 [2020-11-06 06:24:45,352][root][INFO] - ===> Epoch[376](9756/26): Loss -0.3545, Sem 0.0875, dir -0.7415, norm 0.2995, swav 0.0000 LR: 3.550e-03 Score 97.156 Data time: 0.2554, Forward time: 2.2722, Backward time: 3.0626, DDP time: 0.0048, Total iter time: 6.3277 [2020-11-06 06:24:50,221][root][INFO] - ===> Epoch[376](9757/26): Loss -0.3324, Sem 0.1011, dir -0.7439, norm 0.3104, swav 0.0000 LR: 3.537e-03 Score 96.767 Data time: 0.2028, Forward time: 2.2722, Backward time: 3.0626, DDP time: 0.0048, Total iter time: 4.7327 [2020-11-06 06:24:56,371][root][INFO] - ===> Epoch[376](9758/26): Loss -0.2871, Sem 0.1081, dir -0.7299, norm 0.3346, swav 0.0000 LR: 3.524e-03 Score 96.176 Data time: 0.1980, Forward time: 2.2722, Backward time: 3.0626, DDP time: 0.0048, Total iter time: 6.0205 [2020-11-06 06:25:02,250][root][INFO] - ===> Epoch[376](9759/26): Loss -0.3260, Sem 0.0964, dir -0.7405, norm 0.3181, swav 0.0000 LR: 3.511e-03 Score 96.499 Data time: 0.1847, Forward time: 2.2722, Backward time: 3.0626, DDP time: 0.0048, Total iter time: 5.7679 [2020-11-06 06:25:07,491][root][INFO] - ===> Epoch[376](9760/26): Loss -0.3712, Sem 0.0905, dir -0.7689, norm 0.3072, swav 0.0000 LR: 3.498e-03 Score 96.869 Data time: 0.1861, Forward time: 2.2721, Backward time: 3.0626, DDP time: 0.0048, Total iter time: 5.1420 [2020-11-06 06:25:13,688][root][INFO] - ===> Epoch[376](9761/26): Loss -0.3268, Sem 0.1059, dir -0.7386, norm 0.3059, swav 0.0000 LR: 3.485e-03 Score 96.280 Data time: 0.2005, Forward time: 2.2721, Backward time: 3.0627, DDP time: 0.0048, Total iter time: 6.0953 [2020-11-06 06:25:20,692][root][INFO] - ===> Epoch[376](9762/26): Loss -0.3049, Sem 0.0980, dir -0.7670, norm 0.3642, swav 0.0000 LR: 3.472e-03 Score 96.748 Data time: 0.2421, Forward time: 2.2721, Backward time: 3.0628, DDP time: 0.0048, Total iter time: 6.8863 [2020-11-06 06:25:26,755][root][INFO] - ===> Epoch[376](9763/26): Loss -0.3543, Sem 0.1070, dir -0.7762, norm 0.3149, swav 0.0000 LR: 3.458e-03 Score 96.114 Data time: 0.2078, Forward time: 2.2721, Backward time: 3.0628, DDP time: 0.0048, Total iter time: 5.9204 [2020-11-06 06:25:31,836][root][INFO] - ===> Epoch[376](9764/26): Loss -0.3436, Sem 0.0953, dir -0.7509, norm 0.3121, swav 0.0000 LR: 3.445e-03 Score 96.663 Data time: 0.2317, Forward time: 2.2721, Backward time: 3.0627, DDP time: 0.0048, Total iter time: 4.9775 [2020-11-06 06:25:37,672][root][INFO] - ===> Epoch[376](9765/26): Loss -0.3019, Sem 0.1128, dir -0.7431, norm 0.3285, swav 0.0000 LR: 3.432e-03 Score 96.451 Data time: 0.1671, Forward time: 2.2721, Backward time: 3.0628, DDP time: 0.0048, Total iter time: 5.7209 [2020-11-06 06:25:43,183][root][INFO] - ===> Epoch[376](9766/26): Loss -0.3684, Sem 0.0849, dir -0.7614, norm 0.3081, swav 0.0000 LR: 3.419e-03 Score 96.651 Data time: 0.2022, Forward time: 2.2721, Backward time: 3.0628, DDP time: 0.0048, Total iter time: 5.3849 [2020-11-06 06:25:48,200][root][INFO] - ===> Epoch[376](9767/26): Loss -0.3162, Sem 0.1273, dir -0.7536, norm 0.3100, swav 0.0000 LR: 3.406e-03 Score 96.075 Data time: 0.2643, Forward time: 2.2721, Backward time: 3.0627, DDP time: 0.0048, Total iter time: 4.9021 [2020-11-06 06:25:54,649][root][INFO] - ===> Epoch[376](9768/26): Loss -0.3591, Sem 0.0856, dir -0.7421, norm 0.2974, swav 0.0000 LR: 3.393e-03 Score 96.950 Data time: 0.1972, Forward time: 2.2721, Backward time: 3.0628, DDP time: 0.0048, Total iter time: 6.3128 [2020-11-06 06:25:59,725][root][INFO] - ===> Epoch[376](9769/26): Loss -0.3574, Sem 0.0951, dir -0.7596, norm 0.3071, swav 0.0000 LR: 3.380e-03 Score 96.867 Data time: 0.2204, Forward time: 2.2721, Backward time: 3.0627, DDP time: 0.0048, Total iter time: 4.9467 [2020-11-06 06:26:05,315][root][INFO] - ===> Epoch[376](9770/26): Loss -0.3002, Sem 0.0962, dir -0.7092, norm 0.3128, swav 0.0000 LR: 3.367e-03 Score 96.456 Data time: 0.2541, Forward time: 2.2721, Backward time: 3.0626, DDP time: 0.0048, Total iter time: 5.4604 [2020-11-06 06:26:09,889][root][INFO] - ===> Epoch[376](9771/26): Loss -0.3370, Sem 0.0949, dir -0.7397, norm 0.3078, swav 0.0000 LR: 3.354e-03 Score 96.923 Data time: 0.1465, Forward time: 2.2721, Backward time: 3.0626, DDP time: 0.0048, Total iter time: 4.4337 [2020-11-06 06:26:14,637][root][INFO] - ===> Epoch[376](9772/26): Loss -0.3367, Sem 0.1020, dir -0.7425, norm 0.3038, swav 0.0000 LR: 3.341e-03 Score 96.178 Data time: 0.1701, Forward time: 2.2720, Backward time: 3.0625, DDP time: 0.0048, Total iter time: 4.6405 [2020-11-06 06:26:20,304][root][INFO] - ===> Epoch[376](9773/26): Loss -0.2702, Sem 0.1295, dir -0.7283, norm 0.3286, swav 0.0000 LR: 3.327e-03 Score 95.630 Data time: 0.2811, Forward time: 2.2721, Backward time: 3.0625, DDP time: 0.0048, Total iter time: 5.6008 [2020-11-06 06:26:26,417][root][INFO] - ===> Epoch[376](9774/26): Loss -0.3034, Sem 0.0898, dir -0.7311, norm 0.3379, swav 0.0000 LR: 3.314e-03 Score 97.140 Data time: 0.2770, Forward time: 2.2721, Backward time: 3.0624, DDP time: 0.0048, Total iter time: 5.9876 [2020-11-06 06:26:32,385][root][INFO] - ===> Epoch[376](9775/26): Loss -0.2756, Sem 0.1121, dir -0.7344, norm 0.3466, swav 0.0000 LR: 3.301e-03 Score 96.554 Data time: 0.2822, Forward time: 2.2722, Backward time: 3.0624, DDP time: 0.0048, Total iter time: 5.8297 [2020-11-06 06:26:39,096][root][INFO] - ===> Epoch[376](9776/26): Loss -0.3158, Sem 0.0798, dir -0.7247, norm 0.3290, swav 0.0000 LR: 3.288e-03 Score 97.093 Data time: 0.1922, Forward time: 2.2722, Backward time: 3.0625, DDP time: 0.0048, Total iter time: 6.5694 [2020-11-06 06:26:44,597][root][INFO] - ===> Epoch[377](9777/26): Loss -0.3386, Sem 0.1041, dir -0.7393, norm 0.2966, swav 0.0000 LR: 3.275e-03 Score 96.525 Data time: 0.2338, Forward time: 2.2722, Backward time: 3.0625, DDP time: 0.0048, Total iter time: 5.4238 [2020-11-06 06:26:48,959][root][INFO] - ===> Epoch[377](9778/26): Loss -0.3645, Sem 0.0946, dir -0.7566, norm 0.2974, swav 0.0000 LR: 3.262e-03 Score 96.918 Data time: 0.1977, Forward time: 2.2722, Backward time: 3.0623, DDP time: 0.0048, Total iter time: 4.2495 [2020-11-06 06:26:55,138][root][INFO] - ===> Epoch[377](9779/26): Loss -0.3657, Sem 0.0934, dir -0.7741, norm 0.3150, swav 0.0000 LR: 3.248e-03 Score 96.788 Data time: 0.2036, Forward time: 2.2722, Backward time: 3.0624, DDP time: 0.0048, Total iter time: 6.0863 [2020-11-06 06:27:01,765][root][INFO] - ===> Epoch[377](9780/26): Loss -0.3557, Sem 0.1022, dir -0.7761, norm 0.3182, swav 0.0000 LR: 3.235e-03 Score 96.478 Data time: 0.2538, Forward time: 2.2722, Backward time: 3.0624, DDP time: 0.0048, Total iter time: 6.5207 [2020-11-06 06:27:07,117][root][INFO] - ===> Epoch[377](9781/26): Loss -0.3608, Sem 0.0959, dir -0.7509, norm 0.2942, swav 0.0000 LR: 3.222e-03 Score 96.861 Data time: 0.2008, Forward time: 2.2722, Backward time: 3.0624, DDP time: 0.0048, Total iter time: 5.2030 [2020-11-06 06:27:12,749][root][INFO] - ===> Epoch[377](9782/26): Loss -0.3234, Sem 0.1151, dir -0.7631, norm 0.3245, swav 0.0000 LR: 3.209e-03 Score 96.257 Data time: 0.2570, Forward time: 2.2723, Backward time: 3.0624, DDP time: 0.0048, Total iter time: 5.5303 [2020-11-06 06:27:17,465][root][INFO] - ===> Epoch[377](9783/26): Loss -0.3385, Sem 0.0924, dir -0.7357, norm 0.3047, swav 0.0000 LR: 3.196e-03 Score 96.607 Data time: 0.2019, Forward time: 2.2722, Backward time: 3.0623, DDP time: 0.0048, Total iter time: 4.5885 [2020-11-06 06:27:22,917][root][INFO] - ===> Epoch[377](9784/26): Loss -0.2553, Sem 0.1270, dir -0.7123, norm 0.3301, swav 0.0000 LR: 3.183e-03 Score 95.874 Data time: 0.2424, Forward time: 2.2722, Backward time: 3.0622, DDP time: 0.0048, Total iter time: 5.3526 [2020-11-06 06:27:28,757][root][INFO] - ===> Epoch[377](9785/26): Loss -0.3097, Sem 0.1153, dir -0.7497, norm 0.3247, swav 0.0000 LR: 3.169e-03 Score 95.960 Data time: 0.2214, Forward time: 2.2722, Backward time: 3.0622, DDP time: 0.0048, Total iter time: 5.6984 [2020-11-06 06:27:33,329][root][INFO] - ===> Epoch[377](9786/26): Loss -0.3602, Sem 0.1052, dir -0.7626, norm 0.2973, swav 0.0000 LR: 3.156e-03 Score 96.652 Data time: 0.2201, Forward time: 2.2723, Backward time: 3.0621, DDP time: 0.0048, Total iter time: 4.4547 [2020-11-06 06:27:38,483][root][INFO] - ===> Epoch[377](9787/26): Loss -0.2719, Sem 0.1305, dir -0.7413, norm 0.3389, swav 0.0000 LR: 3.143e-03 Score 95.740 Data time: 0.1883, Forward time: 2.2722, Backward time: 3.0621, DDP time: 0.0048, Total iter time: 5.0692 [2020-11-06 06:27:44,556][root][INFO] - ===> Epoch[377](9788/26): Loss -0.2957, Sem 0.0925, dir -0.7428, norm 0.3545, swav 0.0000 LR: 3.130e-03 Score 97.368 Data time: 0.2163, Forward time: 2.2722, Backward time: 3.0621, DDP time: 0.0048, Total iter time: 5.9653 [2020-11-06 06:27:50,096][root][INFO] - ===> Epoch[377](9789/26): Loss -0.3628, Sem 0.1000, dir -0.7630, norm 0.3001, swav 0.0000 LR: 3.116e-03 Score 96.313 Data time: 0.2322, Forward time: 2.2722, Backward time: 3.0621, DDP time: 0.0048, Total iter time: 5.4269 [2020-11-06 06:27:55,353][root][INFO] - ===> Epoch[377](9790/26): Loss -0.3439, Sem 0.0975, dir -0.7476, norm 0.3061, swav 0.0000 LR: 3.103e-03 Score 96.693 Data time: 0.1832, Forward time: 2.2722, Backward time: 3.0620, DDP time: 0.0048, Total iter time: 5.1446 [2020-11-06 06:28:00,416][root][INFO] - ===> Epoch[377](9791/26): Loss -0.3437, Sem 0.1017, dir -0.7572, norm 0.3119, swav 0.0000 LR: 3.090e-03 Score 96.634 Data time: 0.1682, Forward time: 2.2722, Backward time: 3.0620, DDP time: 0.0048, Total iter time: 4.9705 [2020-11-06 06:28:06,719][root][INFO] - ===> Epoch[377](9792/26): Loss -0.2935, Sem 0.1387, dir -0.7556, norm 0.3234, swav 0.0000 LR: 3.077e-03 Score 95.552 Data time: 0.2694, Forward time: 2.2722, Backward time: 3.0621, DDP time: 0.0048, Total iter time: 6.1959 [2020-11-06 06:28:13,668][root][INFO] - ===> Epoch[377](9793/26): Loss -0.3521, Sem 0.0931, dir -0.7644, norm 0.3192, swav 0.0000 LR: 3.064e-03 Score 96.714 Data time: 0.3530, Forward time: 2.2723, Backward time: 3.0621, DDP time: 0.0048, Total iter time: 6.8073 [2020-11-06 06:28:19,395][root][INFO] - ===> Epoch[377](9794/26): Loss -0.3579, Sem 0.0883, dir -0.7533, norm 0.3071, swav 0.0000 LR: 3.050e-03 Score 96.941 Data time: 0.2531, Forward time: 2.2724, Backward time: 3.0620, DDP time: 0.0048, Total iter time: 5.5686 [2020-11-06 06:28:24,696][root][INFO] - ===> Epoch[377](9795/26): Loss -0.3457, Sem 0.0992, dir -0.7388, norm 0.2939, swav 0.0000 LR: 3.037e-03 Score 96.646 Data time: 0.1689, Forward time: 2.2723, Backward time: 3.0620, DDP time: 0.0048, Total iter time: 5.1773 [2020-11-06 06:28:30,206][root][INFO] - ===> Epoch[377](9796/26): Loss -0.2956, Sem 0.1092, dir -0.7122, norm 0.3074, swav 0.0000 LR: 3.024e-03 Score 96.419 Data time: 0.2142, Forward time: 2.2723, Backward time: 3.0620, DDP time: 0.0048, Total iter time: 5.4173 [2020-11-06 06:28:35,191][root][INFO] - ===> Epoch[377](9797/26): Loss -0.3278, Sem 0.0992, dir -0.7328, norm 0.3058, swav 0.0000 LR: 3.010e-03 Score 96.485 Data time: 0.1865, Forward time: 2.2723, Backward time: 3.0619, DDP time: 0.0048, Total iter time: 4.8734 [2020-11-06 06:28:40,982][root][INFO] - ===> Epoch[377](9798/26): Loss -0.3123, Sem 0.0989, dir -0.7505, norm 0.3393, swav 0.0000 LR: 2.997e-03 Score 96.449 Data time: 0.2377, Forward time: 2.2723, Backward time: 3.0619, DDP time: 0.0048, Total iter time: 5.6864 [2020-11-06 06:28:46,728][root][INFO] - ===> Epoch[377](9799/26): Loss -0.3280, Sem 0.1148, dir -0.7464, norm 0.3037, swav 0.0000 LR: 2.984e-03 Score 96.000 Data time: 0.2984, Forward time: 2.2724, Backward time: 3.0618, DDP time: 0.0048, Total iter time: 5.6177 [2020-11-06 06:28:51,645][root][INFO] - ===> Epoch[377](9800/26): Loss -0.3320, Sem 0.1114, dir -0.7458, norm 0.3024, swav 0.0000 LR: 2.971e-03 Score 95.967 Data time: 0.2348, Forward time: 2.2724, Backward time: 3.0617, DDP time: 0.0048, Total iter time: 4.7949 [2020-11-06 06:28:58,468][root][INFO] - ===> Epoch[377](9801/26): Loss -0.3182, Sem 0.0935, dir -0.7186, norm 0.3069, swav 0.0000 LR: 2.957e-03 Score 96.717 Data time: 0.2600, Forward time: 2.2724, Backward time: 3.0618, DDP time: 0.0048, Total iter time: 6.7179 [2020-11-06 06:29:03,752][root][INFO] - ===> Epoch[377](9802/26): Loss -0.3097, Sem 0.1075, dir -0.7388, norm 0.3216, swav 0.0000 LR: 2.944e-03 Score 96.091 Data time: 0.2919, Forward time: 2.2725, Backward time: 3.0617, DDP time: 0.0048, Total iter time: 5.1472 [2020-11-06 06:29:09,159][root][INFO] - ===> Epoch[378](9803/26): Loss -0.3666, Sem 0.0805, dir -0.7542, norm 0.3070, swav 0.0000 LR: 2.931e-03 Score 96.965 Data time: 0.1595, Forward time: 2.2724, Backward time: 3.0617, DDP time: 0.0048, Total iter time: 5.2696 [2020-11-06 06:29:14,900][root][INFO] - ===> Epoch[378](9804/26): Loss -0.3397, Sem 0.1057, dir -0.7674, norm 0.3220, swav 0.0000 LR: 2.917e-03 Score 96.451 Data time: 0.1964, Forward time: 2.2724, Backward time: 3.0618, DDP time: 0.0048, Total iter time: 5.6615 [2020-11-06 06:29:20,277][root][INFO] - ===> Epoch[378](9805/26): Loss -0.3443, Sem 0.1073, dir -0.7546, norm 0.3030, swav 0.0000 LR: 2.904e-03 Score 96.708 Data time: 0.2245, Forward time: 2.2724, Backward time: 3.0617, DDP time: 0.0048, Total iter time: 5.2865 [2020-11-06 06:29:25,495][root][INFO] - ===> Epoch[378](9806/26): Loss -0.3061, Sem 0.1014, dir -0.7287, norm 0.3211, swav 0.0000 LR: 2.891e-03 Score 96.597 Data time: 0.2035, Forward time: 2.2724, Backward time: 3.0617, DDP time: 0.0048, Total iter time: 5.1005 [2020-11-06 06:29:31,545][root][INFO] - ===> Epoch[378](9807/26): Loss -0.2743, Sem 0.1095, dir -0.7276, norm 0.3439, swav 0.0000 LR: 2.877e-03 Score 96.434 Data time: 0.2384, Forward time: 2.2724, Backward time: 3.0617, DDP time: 0.0048, Total iter time: 5.9513 [2020-11-06 06:29:37,266][root][INFO] - ===> Epoch[378](9808/26): Loss -0.3257, Sem 0.0945, dir -0.7412, norm 0.3210, swav 0.0000 LR: 2.864e-03 Score 96.626 Data time: 0.2051, Forward time: 2.2724, Backward time: 3.0617, DDP time: 0.0048, Total iter time: 5.6085 [2020-11-06 06:29:42,516][root][INFO] - ===> Epoch[378](9809/26): Loss -0.2885, Sem 0.1366, dir -0.7436, norm 0.3185, swav 0.0000 LR: 2.851e-03 Score 95.364 Data time: 0.2551, Forward time: 2.2724, Backward time: 3.0616, DDP time: 0.0048, Total iter time: 5.1612 [2020-11-06 06:29:48,809][root][INFO] - ===> Epoch[378](9810/26): Loss -0.3298, Sem 0.0811, dir -0.7228, norm 0.3119, swav 0.0000 LR: 2.837e-03 Score 97.280 Data time: 0.3201, Forward time: 2.2725, Backward time: 3.0616, DDP time: 0.0048, Total iter time: 6.1727 [2020-11-06 06:29:53,850][root][INFO] - ===> Epoch[378](9811/26): Loss -0.3798, Sem 0.0831, dir -0.7740, norm 0.3112, swav 0.0000 LR: 2.824e-03 Score 97.674 Data time: 0.1759, Forward time: 2.2725, Backward time: 3.0616, DDP time: 0.0048, Total iter time: 4.8997 [2020-11-06 06:29:58,795][root][INFO] - ===> Epoch[378](9812/26): Loss -0.3637, Sem 0.0917, dir -0.7687, norm 0.3133, swav 0.0000 LR: 2.810e-03 Score 96.677 Data time: 0.2116, Forward time: 2.2725, Backward time: 3.0615, DDP time: 0.0048, Total iter time: 4.8514 [2020-11-06 06:30:05,727][root][INFO] - ===> Epoch[378](9813/26): Loss -0.2951, Sem 0.0870, dir -0.7054, norm 0.3233, swav 0.0000 LR: 2.797e-03 Score 97.225 Data time: 0.2594, Forward time: 2.2725, Backward time: 3.0615, DDP time: 0.0048, Total iter time: 6.8394 [2020-11-06 06:30:11,674][root][INFO] - ===> Epoch[378](9814/26): Loss -0.3232, Sem 0.1013, dir -0.7352, norm 0.3107, swav 0.0000 LR: 2.784e-03 Score 96.381 Data time: 0.1576, Forward time: 2.2725, Backward time: 3.0616, DDP time: 0.0048, Total iter time: 5.8173 [2020-11-06 06:30:17,442][root][INFO] - ===> Epoch[378](9815/26): Loss -0.4298, Sem 0.0817, dir -0.8088, norm 0.2972, swav 0.0000 LR: 2.770e-03 Score 97.218 Data time: 0.1967, Forward time: 2.2724, Backward time: 3.0617, DDP time: 0.0048, Total iter time: 5.6477 [2020-11-06 06:30:23,366][root][INFO] - ===> Epoch[378](9816/26): Loss -0.3784, Sem 0.0893, dir -0.7666, norm 0.2989, swav 0.0000 LR: 2.757e-03 Score 97.076 Data time: 0.2192, Forward time: 2.2724, Backward time: 3.0617, DDP time: 0.0048, Total iter time: 5.8146 [2020-11-06 06:30:28,869][root][INFO] - ===> Epoch[378](9817/26): Loss -0.3564, Sem 0.1232, dir -0.7877, norm 0.3081, swav 0.0000 LR: 2.743e-03 Score 96.169 Data time: 0.2229, Forward time: 2.2725, Backward time: 3.0616, DDP time: 0.0048, Total iter time: 5.3975 [2020-11-06 06:30:34,190][root][INFO] - ===> Epoch[378](9818/26): Loss -0.3699, Sem 0.0886, dir -0.7549, norm 0.2964, swav 0.0000 LR: 2.730e-03 Score 97.086 Data time: 0.1864, Forward time: 2.2725, Backward time: 3.0616, DDP time: 0.0048, Total iter time: 5.1809 [2020-11-06 06:30:39,626][root][INFO] - ===> Epoch[378](9819/26): Loss -0.3231, Sem 0.0933, dir -0.7384, norm 0.3220, swav 0.0000 LR: 2.717e-03 Score 96.720 Data time: 0.2079, Forward time: 2.2724, Backward time: 3.0616, DDP time: 0.0048, Total iter time: 5.3358 [2020-11-06 06:30:44,484][root][INFO] - ===> Epoch[378](9820/26): Loss -0.3859, Sem 0.0842, dir -0.7953, norm 0.3252, swav 0.0000 LR: 2.703e-03 Score 97.004 Data time: 0.1961, Forward time: 2.2724, Backward time: 3.0615, DDP time: 0.0048, Total iter time: 4.7378 [2020-11-06 06:30:49,861][root][INFO] - ===> Epoch[378](9821/26): Loss -0.3098, Sem 0.1050, dir -0.7223, norm 0.3075, swav 0.0000 LR: 2.690e-03 Score 96.816 Data time: 0.2283, Forward time: 2.2724, Backward time: 3.0615, DDP time: 0.0048, Total iter time: 5.2656 [2020-11-06 06:30:56,831][root][INFO] - ===> Epoch[378](9822/26): Loss -0.2987, Sem 0.1037, dir -0.7317, norm 0.3293, swav 0.0000 LR: 2.676e-03 Score 96.469 Data time: 0.2533, Forward time: 2.2725, Backward time: 3.0615, DDP time: 0.0048, Total iter time: 6.8425 [2020-11-06 06:31:02,751][root][INFO] - ===> Epoch[378](9823/26): Loss -0.3457, Sem 0.1019, dir -0.7741, norm 0.3265, swav 0.0000 LR: 2.663e-03 Score 96.829 Data time: 0.1606, Forward time: 2.2725, Backward time: 3.0616, DDP time: 0.0048, Total iter time: 5.7949 [2020-11-06 06:31:09,590][root][INFO] - ===> Epoch[378](9824/26): Loss -0.3271, Sem 0.0960, dir -0.7453, norm 0.3222, swav 0.0000 LR: 2.649e-03 Score 96.809 Data time: 0.1592, Forward time: 2.2724, Backward time: 3.0618, DDP time: 0.0048, Total iter time: 6.7157 [2020-11-06 06:31:14,294][root][INFO] - ===> Epoch[378](9825/26): Loss -0.3363, Sem 0.1032, dir -0.7341, norm 0.2946, swav 0.0000 LR: 2.636e-03 Score 96.550 Data time: 0.1621, Forward time: 2.2724, Backward time: 3.0617, DDP time: 0.0048, Total iter time: 4.6048 [2020-11-06 06:31:20,558][root][INFO] - ===> Epoch[378](9826/26): Loss -0.3581, Sem 0.1074, dir -0.7651, norm 0.2997, swav 0.0000 LR: 2.622e-03 Score 96.577 Data time: 0.1660, Forward time: 2.2723, Backward time: 3.0618, DDP time: 0.0048, Total iter time: 6.1696 [2020-11-06 06:31:26,244][root][INFO] - ===> Epoch[378](9827/26): Loss -0.3297, Sem 0.0863, dir -0.7180, norm 0.3020, swav 0.0000 LR: 2.609e-03 Score 96.662 Data time: 0.2238, Forward time: 2.2723, Backward time: 3.0618, DDP time: 0.0048, Total iter time: 5.5828 [2020-11-06 06:31:32,816][root][INFO] - ===> Epoch[378](9828/26): Loss -0.2866, Sem 0.1023, dir -0.6978, norm 0.3089, swav 0.0000 LR: 2.595e-03 Score 96.649 Data time: 0.2064, Forward time: 2.2723, Backward time: 3.0619, DDP time: 0.0048, Total iter time: 6.4136 [2020-11-06 06:31:39,484][root][INFO] - ===> Epoch[379](9829/26): Loss -0.2957, Sem 0.1115, dir -0.7378, norm 0.3306, swav 0.0000 LR: 2.582e-03 Score 96.324 Data time: 0.2060, Forward time: 2.2723, Backward time: 3.0620, DDP time: 0.0048, Total iter time: 6.5502 [2020-11-06 06:31:44,620][root][INFO] - ===> Epoch[379](9830/26): Loss -0.3194, Sem 0.1032, dir -0.7725, norm 0.3499, swav 0.0000 LR: 2.568e-03 Score 96.182 Data time: 0.2062, Forward time: 2.2723, Backward time: 3.0619, DDP time: 0.0048, Total iter time: 5.0015 [2020-11-06 06:31:49,332][root][INFO] - ===> Epoch[379](9831/26): Loss -0.3568, Sem 0.0959, dir -0.7472, norm 0.2946, swav 0.0000 LR: 2.555e-03 Score 96.588 Data time: 0.1399, Forward time: 2.2722, Backward time: 3.0619, DDP time: 0.0048, Total iter time: 4.5735 [2020-11-06 06:31:54,986][root][INFO] - ===> Epoch[379](9832/26): Loss -0.3214, Sem 0.0996, dir -0.7417, norm 0.3208, swav 0.0000 LR: 2.541e-03 Score 96.800 Data time: 0.2727, Forward time: 2.2723, Backward time: 3.0619, DDP time: 0.0048, Total iter time: 5.5663 [2020-11-06 06:32:00,946][root][INFO] - ===> Epoch[379](9833/26): Loss -0.3027, Sem 0.1101, dir -0.7429, norm 0.3302, swav 0.0000 LR: 2.528e-03 Score 96.597 Data time: 0.1429, Forward time: 2.2722, Backward time: 3.0619, DDP time: 0.0048, Total iter time: 5.8355 [2020-11-06 06:32:06,783][root][INFO] - ===> Epoch[379](9834/26): Loss -0.3307, Sem 0.0923, dir -0.7401, norm 0.3171, swav 0.0000 LR: 2.514e-03 Score 96.773 Data time: 0.2099, Forward time: 2.2722, Backward time: 3.0620, DDP time: 0.0048, Total iter time: 5.7507 [2020-11-06 06:32:12,556][root][INFO] - ===> Epoch[379](9835/26): Loss -0.3573, Sem 0.1001, dir -0.7626, norm 0.3052, swav 0.0000 LR: 2.501e-03 Score 96.622 Data time: 0.2026, Forward time: 2.2722, Backward time: 3.0620, DDP time: 0.0048, Total iter time: 5.6611 [2020-11-06 06:32:17,520][root][INFO] - ===> Epoch[379](9836/26): Loss -0.3471, Sem 0.0914, dir -0.7432, norm 0.3047, swav 0.0000 LR: 2.487e-03 Score 97.048 Data time: 0.2422, Forward time: 2.2722, Backward time: 3.0619, DDP time: 0.0048, Total iter time: 4.8567 [2020-11-06 06:32:23,438][root][INFO] - ===> Epoch[379](9837/26): Loss -0.3435, Sem 0.1087, dir -0.7714, norm 0.3193, swav 0.0000 LR: 2.474e-03 Score 96.268 Data time: 0.2727, Forward time: 2.2723, Backward time: 3.0618, DDP time: 0.0048, Total iter time: 5.8132 [2020-11-06 06:32:28,189][root][INFO] - ===> Epoch[379](9838/26): Loss -0.3889, Sem 0.0853, dir -0.7730, norm 0.2988, swav 0.0000 LR: 2.460e-03 Score 97.043 Data time: 0.2207, Forward time: 2.2723, Backward time: 3.0617, DDP time: 0.0048, Total iter time: 4.6145 [2020-11-06 06:32:33,582][root][INFO] - ===> Epoch[379](9839/26): Loss -0.2949, Sem 0.1156, dir -0.7393, norm 0.3288, swav 0.0000 LR: 2.446e-03 Score 96.021 Data time: 0.2634, Forward time: 2.2723, Backward time: 3.0616, DDP time: 0.0048, Total iter time: 5.2646 [2020-11-06 06:32:40,137][root][INFO] - ===> Epoch[379](9840/26): Loss -0.2757, Sem 0.1319, dir -0.7514, norm 0.3438, swav 0.0000 LR: 2.433e-03 Score 95.391 Data time: 0.2599, Forward time: 2.2724, Backward time: 3.0617, DDP time: 0.0048, Total iter time: 6.4334 [2020-11-06 06:32:46,847][root][INFO] - ===> Epoch[379](9841/26): Loss -0.3146, Sem 0.0940, dir -0.7364, norm 0.3278, swav 0.0000 LR: 2.419e-03 Score 97.191 Data time: 0.2507, Forward time: 2.2724, Backward time: 3.0618, DDP time: 0.0048, Total iter time: 6.5782 [2020-11-06 06:32:52,583][root][INFO] - ===> Epoch[379](9842/26): Loss -0.3931, Sem 0.0862, dir -0.7760, norm 0.2967, swav 0.0000 LR: 2.406e-03 Score 97.132 Data time: 0.2329, Forward time: 2.2724, Backward time: 3.0618, DDP time: 0.0048, Total iter time: 5.6015 [2020-11-06 06:32:58,244][root][INFO] - ===> Epoch[379](9843/26): Loss -0.3422, Sem 0.1003, dir -0.7576, norm 0.3151, swav 0.0000 LR: 2.392e-03 Score 96.272 Data time: 0.2214, Forward time: 2.2724, Backward time: 3.0617, DDP time: 0.0048, Total iter time: 5.5560 [2020-11-06 06:33:03,845][root][INFO] - ===> Epoch[379](9844/26): Loss -0.3612, Sem 0.0833, dir -0.7624, norm 0.3179, swav 0.0000 LR: 2.378e-03 Score 96.998 Data time: 0.1865, Forward time: 2.2723, Backward time: 3.0618, DDP time: 0.0048, Total iter time: 5.4747 [2020-11-06 06:33:09,154][root][INFO] - ===> Epoch[379](9845/26): Loss -0.3118, Sem 0.1105, dir -0.7368, norm 0.3145, swav 0.0000 LR: 2.365e-03 Score 96.306 Data time: 0.2535, Forward time: 2.2724, Backward time: 3.0617, DDP time: 0.0048, Total iter time: 5.2282 [2020-11-06 06:33:15,431][root][INFO] - ===> Epoch[379](9846/26): Loss -0.3457, Sem 0.1157, dir -0.7649, norm 0.3035, swav 0.0000 LR: 2.351e-03 Score 95.851 Data time: 0.2165, Forward time: 2.2724, Backward time: 3.0617, DDP time: 0.0048, Total iter time: 6.1612 [2020-11-06 06:33:21,841][root][INFO] - ===> Epoch[379](9847/26): Loss -0.2873, Sem 0.1232, dir -0.7445, norm 0.3341, swav 0.0000 LR: 2.337e-03 Score 96.186 Data time: 0.1796, Forward time: 2.2724, Backward time: 3.0618, DDP time: 0.0048, Total iter time: 6.3034 [2020-11-06 06:33:27,041][root][INFO] - ===> Epoch[379](9848/26): Loss -0.3351, Sem 0.1098, dir -0.7484, norm 0.3035, swav 0.0000 LR: 2.324e-03 Score 96.154 Data time: 0.1654, Forward time: 2.2723, Backward time: 3.0618, DDP time: 0.0048, Total iter time: 5.1130 [2020-11-06 06:33:32,518][root][INFO] - ===> Epoch[379](9849/26): Loss -0.3365, Sem 0.0999, dir -0.7534, norm 0.3169, swav 0.0000 LR: 2.310e-03 Score 96.710 Data time: 0.2386, Forward time: 2.2723, Backward time: 3.0618, DDP time: 0.0048, Total iter time: 5.3897 [2020-11-06 06:33:37,803][root][INFO] - ===> Epoch[379](9850/26): Loss -0.3655, Sem 0.0812, dir -0.7635, norm 0.3168, swav 0.0000 LR: 2.296e-03 Score 97.101 Data time: 0.2260, Forward time: 2.2724, Backward time: 3.0617, DDP time: 0.0048, Total iter time: 5.1774 [2020-11-06 06:33:43,932][root][INFO] - ===> Epoch[379](9851/26): Loss -0.3442, Sem 0.1078, dir -0.7558, norm 0.3038, swav 0.0000 LR: 2.283e-03 Score 96.377 Data time: 0.2243, Forward time: 2.2724, Backward time: 3.0617, DDP time: 0.0048, Total iter time: 6.0287 [2020-11-06 06:33:49,975][root][INFO] - ===> Epoch[379](9852/26): Loss -0.2828, Sem 0.0903, dir -0.6777, norm 0.3046, swav 0.0000 LR: 2.269e-03 Score 96.996 Data time: 0.2259, Forward time: 2.2724, Backward time: 3.0618, DDP time: 0.0048, Total iter time: 5.9360 [2020-11-06 06:33:54,633][root][INFO] - ===> Epoch[379](9853/26): Loss -0.3355, Sem 0.0960, dir -0.7436, norm 0.3121, swav 0.0000 LR: 2.255e-03 Score 96.602 Data time: 0.1610, Forward time: 2.2723, Backward time: 3.0617, DDP time: 0.0048, Total iter time: 4.5224 [2020-11-06 06:34:00,071][root][INFO] - ===> Epoch[379](9854/26): Loss -0.3070, Sem 0.1052, dir -0.7391, norm 0.3269, swav 0.0000 LR: 2.242e-03 Score 96.259 Data time: 0.2442, Forward time: 2.2724, Backward time: 3.0616, DDP time: 0.0048, Total iter time: 5.3404 [2020-11-06 06:34:04,263][root][INFO] - ===> Epoch[380](9855/26): Loss -0.3445, Sem 0.0906, dir -0.7320, norm 0.2969, swav 0.0000 LR: 2.228e-03 Score 96.324 Data time: 0.1629, Forward time: 2.2723, Backward time: 3.0615, DDP time: 0.0048, Total iter time: 4.0710 [2020-11-06 06:34:10,055][root][INFO] - ===> Epoch[380](9856/26): Loss -0.3449, Sem 0.0973, dir -0.7538, norm 0.3116, swav 0.0000 LR: 2.214e-03 Score 96.573 Data time: 0.2353, Forward time: 2.2723, Backward time: 3.0615, DDP time: 0.0048, Total iter time: 5.6925 [2020-11-06 06:34:15,297][root][INFO] - ===> Epoch[380](9857/26): Loss -0.2826, Sem 0.0949, dir -0.7189, norm 0.3414, swav 0.0000 LR: 2.200e-03 Score 96.613 Data time: 0.1642, Forward time: 2.2723, Backward time: 3.0615, DDP time: 0.0048, Total iter time: 5.1325 [2020-11-06 06:34:21,565][root][INFO] - ===> Epoch[380](9858/26): Loss -0.3436, Sem 0.0880, dir -0.7419, norm 0.3103, swav 0.0000 LR: 2.187e-03 Score 97.000 Data time: 0.2005, Forward time: 2.2723, Backward time: 3.0616, DDP time: 0.0048, Total iter time: 6.1736 [2020-11-06 06:34:26,943][root][INFO] - ===> Epoch[380](9859/26): Loss -0.2834, Sem 0.1138, dir -0.7344, norm 0.3372, swav 0.0000 LR: 2.173e-03 Score 96.447 Data time: 0.2030, Forward time: 2.2723, Backward time: 3.0616, DDP time: 0.0048, Total iter time: 5.2566 [2020-11-06 06:34:32,924][root][INFO] - ===> Epoch[380](9860/26): Loss -0.3891, Sem 0.0955, dir -0.7718, norm 0.2872, swav 0.0000 LR: 2.159e-03 Score 96.720 Data time: 0.2096, Forward time: 2.2723, Backward time: 3.0616, DDP time: 0.0048, Total iter time: 5.8725 [2020-11-06 06:34:37,970][root][INFO] - ===> Epoch[380](9861/26): Loss -0.3470, Sem 0.0856, dir -0.7444, norm 0.3118, swav 0.0000 LR: 2.145e-03 Score 97.178 Data time: 0.2414, Forward time: 2.2723, Backward time: 3.0615, DDP time: 0.0048, Total iter time: 4.9561 [2020-11-06 06:34:42,937][root][INFO] - ===> Epoch[380](9862/26): Loss -0.3268, Sem 0.1224, dir -0.7567, norm 0.3076, swav 0.0000 LR: 2.131e-03 Score 95.769 Data time: 0.2350, Forward time: 2.2723, Backward time: 3.0614, DDP time: 0.0048, Total iter time: 4.8476 [2020-11-06 06:34:48,406][root][INFO] - ===> Epoch[380](9863/26): Loss -0.3333, Sem 0.0956, dir -0.7663, norm 0.3374, swav 0.0000 LR: 2.118e-03 Score 96.784 Data time: 0.2426, Forward time: 2.2723, Backward time: 3.0614, DDP time: 0.0048, Total iter time: 5.3479 [2020-11-06 06:34:52,892][root][INFO] - ===> Epoch[380](9864/26): Loss -0.3644, Sem 0.0901, dir -0.7539, norm 0.2994, swav 0.0000 LR: 2.104e-03 Score 97.164 Data time: 0.2293, Forward time: 2.2723, Backward time: 3.0612, DDP time: 0.0048, Total iter time: 4.3762 [2020-11-06 06:34:58,572][root][INFO] - ===> Epoch[380](9865/26): Loss -0.2569, Sem 0.1181, dir -0.7030, norm 0.3280, swav 0.0000 LR: 2.090e-03 Score 96.288 Data time: 0.2423, Forward time: 2.2723, Backward time: 3.0612, DDP time: 0.0048, Total iter time: 5.5760 [2020-11-06 06:35:04,644][root][INFO] - ===> Epoch[380](9866/26): Loss -0.3558, Sem 0.0909, dir -0.7581, norm 0.3114, swav 0.0000 LR: 2.076e-03 Score 96.777 Data time: 0.2498, Forward time: 2.2723, Backward time: 3.0612, DDP time: 0.0048, Total iter time: 5.9628 [2020-11-06 06:35:10,298][root][INFO] - ===> Epoch[380](9867/26): Loss -0.3820, Sem 0.0865, dir -0.7663, norm 0.2978, swav 0.0000 LR: 2.062e-03 Score 96.788 Data time: 0.2554, Forward time: 2.2724, Backward time: 3.0612, DDP time: 0.0048, Total iter time: 5.5291 [2020-11-06 06:35:15,769][root][INFO] - ===> Epoch[380](9868/26): Loss -0.3401, Sem 0.1026, dir -0.7460, norm 0.3033, swav 0.0000 LR: 2.048e-03 Score 96.318 Data time: 0.1767, Forward time: 2.2724, Backward time: 3.0612, DDP time: 0.0048, Total iter time: 5.3520 [2020-11-06 06:35:21,172][root][INFO] - ===> Epoch[380](9869/26): Loss -0.3572, Sem 0.0912, dir -0.7615, norm 0.3132, swav 0.0000 LR: 2.035e-03 Score 96.983 Data time: 0.2062, Forward time: 2.2723, Backward time: 3.0612, DDP time: 0.0048, Total iter time: 5.3088 [2020-11-06 06:35:27,177][root][INFO] - ===> Epoch[380](9870/26): Loss -0.3142, Sem 0.1022, dir -0.7268, norm 0.3104, swav 0.0000 LR: 2.021e-03 Score 96.930 Data time: 0.2866, Forward time: 2.2724, Backward time: 3.0611, DDP time: 0.0048, Total iter time: 5.9020 [2020-11-06 06:35:34,060][root][INFO] - ===> Epoch[380](9871/26): Loss -0.3635, Sem 0.0991, dir -0.7646, norm 0.3021, swav 0.0000 LR: 2.007e-03 Score 96.635 Data time: 0.2520, Forward time: 2.2724, Backward time: 3.0612, DDP time: 0.0048, Total iter time: 6.7660 [2020-11-06 06:35:40,618][root][INFO] - ===> Epoch[380](9872/26): Loss -0.3306, Sem 0.0796, dir -0.7390, norm 0.3288, swav 0.0000 LR: 1.993e-03 Score 97.421 Data time: 0.2365, Forward time: 2.2725, Backward time: 3.0613, DDP time: 0.0048, Total iter time: 6.4563 [2020-11-06 06:35:45,720][root][INFO] - ===> Epoch[380](9873/26): Loss -0.3416, Sem 0.1087, dir -0.7454, norm 0.2952, swav 0.0000 LR: 1.979e-03 Score 96.176 Data time: 0.2564, Forward time: 2.2725, Backward time: 3.0612, DDP time: 0.0048, Total iter time: 4.9761 [2020-11-06 06:35:51,705][root][INFO] - ===> Epoch[380](9874/26): Loss -0.3534, Sem 0.0958, dir -0.7667, norm 0.3175, swav 0.0000 LR: 1.965e-03 Score 96.841 Data time: 0.3166, Forward time: 2.2725, Backward time: 3.0611, DDP time: 0.0048, Total iter time: 5.8751 [2020-11-06 06:35:57,695][root][INFO] - ===> Epoch[380](9875/26): Loss -0.3050, Sem 0.1104, dir -0.7501, norm 0.3347, swav 0.0000 LR: 1.951e-03 Score 96.323 Data time: 0.2999, Forward time: 2.2726, Backward time: 3.0611, DDP time: 0.0048, Total iter time: 5.8875 [2020-11-06 06:36:04,638][root][INFO] - ===> Epoch[380](9876/26): Loss -0.2993, Sem 0.1015, dir -0.7071, norm 0.3063, swav 0.0000 LR: 1.937e-03 Score 96.606 Data time: 0.2307, Forward time: 2.2726, Backward time: 3.0612, DDP time: 0.0048, Total iter time: 6.7962 [2020-11-06 06:36:09,996][root][INFO] - ===> Epoch[380](9877/26): Loss -0.3441, Sem 0.1061, dir -0.7670, norm 0.3167, swav 0.0000 LR: 1.923e-03 Score 96.150 Data time: 0.1331, Forward time: 2.2725, Backward time: 3.0613, DDP time: 0.0048, Total iter time: 5.2423 [2020-11-06 06:36:15,276][root][INFO] - ===> Epoch[380](9878/26): Loss -0.3808, Sem 0.0960, dir -0.7828, norm 0.3061, swav 0.0000 LR: 1.909e-03 Score 96.522 Data time: 0.1489, Forward time: 2.2724, Backward time: 3.0613, DDP time: 0.0048, Total iter time: 5.2138 [2020-11-06 06:36:21,483][root][INFO] - ===> Epoch[380](9879/26): Loss -0.2858, Sem 0.1247, dir -0.7352, norm 0.3248, swav 0.0000 LR: 1.895e-03 Score 95.884 Data time: 0.2216, Forward time: 2.2724, Backward time: 3.0614, DDP time: 0.0048, Total iter time: 6.1451 [2020-11-06 06:36:27,807][root][INFO] - ===> Epoch[380](9880/26): Loss -0.3009, Sem 0.1027, dir -0.7369, norm 0.3333, swav 0.0000 LR: 1.881e-03 Score 96.566 Data time: 0.2446, Forward time: 2.2725, Backward time: 3.0614, DDP time: 0.0048, Total iter time: 6.2131 [2020-11-06 06:36:33,321][root][INFO] - ===> Epoch[381](9881/26): Loss -0.3261, Sem 0.1108, dir -0.7542, norm 0.3173, swav 0.0000 LR: 1.867e-03 Score 96.065 Data time: 0.1853, Forward time: 2.2724, Backward time: 3.0614, DDP time: 0.0048, Total iter time: 5.4001 [2020-11-06 06:36:38,889][root][INFO] - ===> Epoch[381](9882/26): Loss -0.3413, Sem 0.0951, dir -0.7468, norm 0.3104, swav 0.0000 LR: 1.853e-03 Score 96.895 Data time: 0.1849, Forward time: 2.2724, Backward time: 3.0614, DDP time: 0.0048, Total iter time: 5.4610 [2020-11-06 06:36:43,847][root][INFO] - ===> Epoch[381](9883/26): Loss -0.3610, Sem 0.0988, dir -0.7653, norm 0.3055, swav 0.0000 LR: 1.839e-03 Score 96.514 Data time: 0.2202, Forward time: 2.2724, Backward time: 3.0613, DDP time: 0.0048, Total iter time: 4.8645 [2020-11-06 06:36:48,633][root][INFO] - ===> Epoch[381](9884/26): Loss -0.3857, Sem 0.0896, dir -0.7670, norm 0.2917, swav 0.0000 LR: 1.825e-03 Score 96.990 Data time: 0.2321, Forward time: 2.2724, Backward time: 3.0612, DDP time: 0.0048, Total iter time: 4.6741 [2020-11-06 06:36:53,737][root][INFO] - ===> Epoch[381](9885/26): Loss -0.3422, Sem 0.1012, dir -0.7517, norm 0.3083, swav 0.0000 LR: 1.811e-03 Score 96.470 Data time: 0.2244, Forward time: 2.2725, Backward time: 3.0611, DDP time: 0.0048, Total iter time: 5.0107 [2020-11-06 06:36:59,420][root][INFO] - ===> Epoch[381](9886/26): Loss -0.2972, Sem 0.1064, dir -0.7381, norm 0.3345, swav 0.0000 LR: 1.797e-03 Score 96.478 Data time: 0.2280, Forward time: 2.2725, Backward time: 3.0611, DDP time: 0.0048, Total iter time: 5.5491 [2020-11-06 06:37:04,712][root][INFO] - ===> Epoch[381](9887/26): Loss -0.2709, Sem 0.0990, dir -0.7255, norm 0.3555, swav 0.0000 LR: 1.783e-03 Score 96.523 Data time: 0.2043, Forward time: 2.2725, Backward time: 3.0610, DDP time: 0.0048, Total iter time: 5.1483 [2020-11-06 06:37:10,294][root][INFO] - ===> Epoch[381](9888/26): Loss -0.3186, Sem 0.1003, dir -0.7299, norm 0.3110, swav 0.0000 LR: 1.769e-03 Score 96.924 Data time: 0.2028, Forward time: 2.2725, Backward time: 3.0610, DDP time: 0.0048, Total iter time: 5.4588 [2020-11-06 06:37:17,256][root][INFO] - ===> Epoch[381](9889/26): Loss -0.2659, Sem 0.1115, dir -0.7037, norm 0.3263, swav 0.0000 LR: 1.755e-03 Score 96.328 Data time: 0.2107, Forward time: 2.2725, Backward time: 3.0612, DDP time: 0.0048, Total iter time: 6.8542 [2020-11-06 06:37:22,596][root][INFO] - ===> Epoch[381](9890/26): Loss -0.3623, Sem 0.0937, dir -0.7645, norm 0.3085, swav 0.0000 LR: 1.741e-03 Score 96.895 Data time: 0.2423, Forward time: 2.2725, Backward time: 3.0611, DDP time: 0.0048, Total iter time: 5.2333 [2020-11-06 06:37:28,207][root][INFO] - ===> Epoch[381](9891/26): Loss -0.3753, Sem 0.0893, dir -0.7592, norm 0.2946, swav 0.0000 LR: 1.727e-03 Score 97.512 Data time: 0.2183, Forward time: 2.2725, Backward time: 3.0611, DDP time: 0.0048, Total iter time: 5.4916 [2020-11-06 06:37:33,803][root][INFO] - ===> Epoch[381](9892/26): Loss -0.2553, Sem 0.1083, dir -0.7046, norm 0.3410, swav 0.0000 LR: 1.713e-03 Score 96.553 Data time: 0.2764, Forward time: 2.2726, Backward time: 3.0610, DDP time: 0.0048, Total iter time: 5.4920 [2020-11-06 06:37:39,552][root][INFO] - ===> Epoch[381](9893/26): Loss -0.3470, Sem 0.1175, dir -0.7628, norm 0.2982, swav 0.0000 LR: 1.698e-03 Score 95.689 Data time: 0.2637, Forward time: 2.2726, Backward time: 3.0609, DDP time: 0.0048, Total iter time: 5.6246 [2020-11-06 06:37:45,496][root][INFO] - ===> Epoch[381](9894/26): Loss -0.2649, Sem 0.0990, dir -0.7219, norm 0.3580, swav 0.0000 LR: 1.684e-03 Score 96.617 Data time: 0.1340, Forward time: 2.2725, Backward time: 3.0610, DDP time: 0.0048, Total iter time: 5.8369 [2020-11-06 06:37:51,341][root][INFO] - ===> Epoch[381](9895/26): Loss -0.3609, Sem 0.0911, dir -0.7646, norm 0.3125, swav 0.0000 LR: 1.670e-03 Score 96.976 Data time: 0.2787, Forward time: 2.2726, Backward time: 3.0610, DDP time: 0.0048, Total iter time: 5.7690 [2020-11-06 06:37:57,234][root][INFO] - ===> Epoch[381](9896/26): Loss -0.3502, Sem 0.0969, dir -0.7679, norm 0.3208, swav 0.0000 LR: 1.656e-03 Score 96.867 Data time: 0.2718, Forward time: 2.2727, Backward time: 3.0609, DDP time: 0.0048, Total iter time: 5.7720 [2020-11-06 06:38:02,616][root][INFO] - ===> Epoch[381](9897/26): Loss -0.3815, Sem 0.0837, dir -0.7693, norm 0.3041, swav 0.0000 LR: 1.642e-03 Score 97.440 Data time: 0.2361, Forward time: 2.2727, Backward time: 3.0609, DDP time: 0.0048, Total iter time: 5.2745 [2020-11-06 06:38:07,758][root][INFO] - ===> Epoch[381](9898/26): Loss -0.3555, Sem 0.0994, dir -0.7738, norm 0.3190, swav 0.0000 LR: 1.627e-03 Score 96.543 Data time: 0.2634, Forward time: 2.2727, Backward time: 3.0608, DDP time: 0.0048, Total iter time: 5.0494 [2020-11-06 06:38:13,573][root][INFO] - ===> Epoch[381](9899/26): Loss -0.3581, Sem 0.0966, dir -0.7613, norm 0.3066, swav 0.0000 LR: 1.613e-03 Score 96.659 Data time: 0.2452, Forward time: 2.2728, Backward time: 3.0608, DDP time: 0.0048, Total iter time: 5.7214 [2020-11-06 06:38:18,723][root][INFO] - ===> Epoch[381](9900/26): Loss -0.3480, Sem 0.0888, dir -0.7637, norm 0.3269, swav 0.0000 LR: 1.599e-03 Score 97.116 Data time: 0.2042, Forward time: 2.2727, Backward time: 3.0607, DDP time: 0.0048, Total iter time: 5.0340 [2020-11-06 06:38:24,434][root][INFO] - ===> Epoch[381](9901/26): Loss -0.3333, Sem 0.1133, dir -0.7468, norm 0.3002, swav 0.0000 LR: 1.585e-03 Score 96.248 Data time: 0.2623, Forward time: 2.2728, Backward time: 3.0607, DDP time: 0.0048, Total iter time: 5.6176 [2020-11-06 06:38:30,129][root][INFO] - ===> Epoch[381](9902/26): Loss -0.3287, Sem 0.1032, dir -0.7412, norm 0.3093, swav 0.0000 LR: 1.570e-03 Score 96.505 Data time: 0.2455, Forward time: 2.2729, Backward time: 3.0606, DDP time: 0.0048, Total iter time: 5.5825 [2020-11-06 06:38:35,288][root][INFO] - ===> Epoch[381](9903/26): Loss -0.3718, Sem 0.0942, dir -0.7693, norm 0.3032, swav 0.0000 LR: 1.556e-03 Score 96.603 Data time: 0.2434, Forward time: 2.2729, Backward time: 3.0605, DDP time: 0.0048, Total iter time: 5.0322 [2020-11-06 06:38:41,861][root][INFO] - ===> Epoch[381](9904/26): Loss -0.3181, Sem 0.1023, dir -0.7491, norm 0.3287, swav 0.0000 LR: 1.542e-03 Score 96.765 Data time: 0.2323, Forward time: 2.2729, Backward time: 3.0606, DDP time: 0.0048, Total iter time: 6.4462 [2020-11-06 06:38:47,582][root][INFO] - ===> Epoch[381](9905/26): Loss -0.3265, Sem 0.0965, dir -0.7320, norm 0.3090, swav 0.0000 LR: 1.528e-03 Score 96.734 Data time: 0.2402, Forward time: 2.2730, Backward time: 3.0605, DDP time: 0.0048, Total iter time: 5.6091 [2020-11-06 06:38:52,610][root][INFO] - ===> Epoch[381](9906/26): Loss -0.3485, Sem 0.0927, dir -0.7575, norm 0.3163, swav 0.0000 LR: 1.513e-03 Score 96.825 Data time: 0.2008, Forward time: 2.2729, Backward time: 3.0605, DDP time: 0.0048, Total iter time: 4.9144 [2020-11-06 06:38:58,338][root][INFO] - ===> Epoch[382](9907/26): Loss -0.3426, Sem 0.1100, dir -0.7492, norm 0.2966, swav 0.0000 LR: 1.499e-03 Score 95.976 Data time: 0.1694, Forward time: 2.2729, Backward time: 3.0605, DDP time: 0.0048, Total iter time: 5.6160 [2020-11-06 06:39:03,964][root][INFO] - ===> Epoch[382](9908/26): Loss -0.2633, Sem 0.1128, dir -0.7108, norm 0.3346, swav 0.0000 LR: 1.485e-03 Score 96.399 Data time: 0.1976, Forward time: 2.2729, Backward time: 3.0605, DDP time: 0.0048, Total iter time: 5.5389 [2020-11-06 06:39:09,371][root][INFO] - ===> Epoch[382](9909/26): Loss -0.3467, Sem 0.0962, dir -0.7490, norm 0.3061, swav 0.0000 LR: 1.470e-03 Score 96.423 Data time: 0.1784, Forward time: 2.2728, Backward time: 3.0606, DDP time: 0.0048, Total iter time: 5.3125 [2020-11-06 06:39:15,791][root][INFO] - ===> Epoch[382](9910/26): Loss -0.2730, Sem 0.1191, dir -0.7172, norm 0.3251, swav 0.0000 LR: 1.456e-03 Score 95.634 Data time: 0.2524, Forward time: 2.2729, Backward time: 3.0606, DDP time: 0.0048, Total iter time: 6.3592 [2020-11-06 06:39:21,115][root][INFO] - ===> Epoch[382](9911/26): Loss -0.3063, Sem 0.1129, dir -0.7507, norm 0.3315, swav 0.0000 LR: 1.441e-03 Score 96.267 Data time: 0.2499, Forward time: 2.2729, Backward time: 3.0605, DDP time: 0.0048, Total iter time: 5.1980 [2020-11-06 06:39:26,513][root][INFO] - ===> Epoch[382](9912/26): Loss -0.3255, Sem 0.1321, dir -0.7470, norm 0.2893, swav 0.0000 LR: 1.427e-03 Score 95.976 Data time: 0.2117, Forward time: 2.2729, Backward time: 3.0605, DDP time: 0.0048, Total iter time: 5.2998 [2020-11-06 06:39:32,386][root][INFO] - ===> Epoch[382](9913/26): Loss -0.3375, Sem 0.0967, dir -0.7398, norm 0.3057, swav 0.0000 LR: 1.413e-03 Score 96.992 Data time: 0.2981, Forward time: 2.2729, Backward time: 3.0604, DDP time: 0.0048, Total iter time: 5.7411 [2020-11-06 06:39:39,366][root][INFO] - ===> Epoch[382](9914/26): Loss -0.2771, Sem 0.1070, dir -0.7173, norm 0.3332, swav 0.0000 LR: 1.398e-03 Score 97.000 Data time: 0.2321, Forward time: 2.2730, Backward time: 3.0605, DDP time: 0.0048, Total iter time: 6.8329 [2020-11-06 06:39:45,886][root][INFO] - ===> Epoch[382](9915/26): Loss -0.3463, Sem 0.0956, dir -0.7222, norm 0.2803, swav 0.0000 LR: 1.384e-03 Score 96.290 Data time: 0.2319, Forward time: 2.2730, Backward time: 3.0606, DDP time: 0.0048, Total iter time: 6.3751 [2020-11-06 06:39:51,562][root][INFO] - ===> Epoch[382](9916/26): Loss -0.3229, Sem 0.1078, dir -0.7449, norm 0.3143, swav 0.0000 LR: 1.369e-03 Score 96.363 Data time: 0.2611, Forward time: 2.2730, Backward time: 3.0605, DDP time: 0.0048, Total iter time: 5.5580 [2020-11-06 06:39:58,120][root][INFO] - ===> Epoch[382](9917/26): Loss -0.3135, Sem 0.1069, dir -0.7518, norm 0.3314, swav 0.0000 LR: 1.355e-03 Score 96.641 Data time: 0.3153, Forward time: 2.2731, Backward time: 3.0605, DDP time: 0.0048, Total iter time: 6.4267 [2020-11-06 06:40:04,688][root][INFO] - ===> Epoch[382](9918/26): Loss -0.3005, Sem 0.1210, dir -0.7416, norm 0.3201, swav 0.0000 LR: 1.340e-03 Score 95.985 Data time: 0.1669, Forward time: 2.2731, Backward time: 3.0606, DDP time: 0.0048, Total iter time: 6.4351 [2020-11-06 06:40:11,114][root][INFO] - ===> Epoch[382](9919/26): Loss -0.3294, Sem 0.0918, dir -0.7055, norm 0.2844, swav 0.0000 LR: 1.326e-03 Score 96.692 Data time: 0.1713, Forward time: 2.2730, Backward time: 3.0607, DDP time: 0.0048, Total iter time: 6.3081 [2020-11-06 06:40:17,605][root][INFO] - ===> Epoch[382](9920/26): Loss -0.3653, Sem 0.0982, dir -0.7422, norm 0.2786, swav 0.0000 LR: 1.311e-03 Score 96.422 Data time: 0.2047, Forward time: 2.2730, Backward time: 3.0608, DDP time: 0.0048, Total iter time: 6.3710 [2020-11-06 06:40:23,165][root][INFO] - ===> Epoch[382](9921/26): Loss -0.3075, Sem 0.1132, dir -0.7751, norm 0.3544, swav 0.0000 LR: 1.296e-03 Score 96.164 Data time: 0.2559, Forward time: 2.2731, Backward time: 3.0608, DDP time: 0.0048, Total iter time: 5.4571 [2020-11-06 06:40:28,881][root][INFO] - ===> Epoch[382](9922/26): Loss -0.3477, Sem 0.0952, dir -0.7448, norm 0.3019, swav 0.0000 LR: 1.282e-03 Score 96.766 Data time: 0.2807, Forward time: 2.2731, Backward time: 3.0607, DDP time: 0.0048, Total iter time: 5.5936 [2020-11-06 06:40:34,645][root][INFO] - ===> Epoch[382](9923/26): Loss -0.3472, Sem 0.0951, dir -0.7441, norm 0.3018, swav 0.0000 LR: 1.267e-03 Score 96.798 Data time: 0.1992, Forward time: 2.2731, Backward time: 3.0607, DDP time: 0.0048, Total iter time: 5.6465 [2020-11-06 06:40:40,755][root][INFO] - ===> Epoch[382](9924/26): Loss -0.3170, Sem 0.1000, dir -0.7618, norm 0.3449, swav 0.0000 LR: 1.253e-03 Score 96.811 Data time: 0.2308, Forward time: 2.2731, Backward time: 3.0607, DDP time: 0.0048, Total iter time: 6.0127 [2020-11-06 06:40:47,021][root][INFO] - ===> Epoch[382](9925/26): Loss -0.2925, Sem 0.1043, dir -0.7007, norm 0.3039, swav 0.0000 LR: 1.238e-03 Score 96.887 Data time: 0.1981, Forward time: 2.2731, Backward time: 3.0608, DDP time: 0.0048, Total iter time: 6.1523 [2020-11-06 06:40:52,504][root][INFO] - ===> Epoch[382](9926/26): Loss -0.2802, Sem 0.1109, dir -0.7079, norm 0.3167, swav 0.0000 LR: 1.223e-03 Score 96.405 Data time: 0.1931, Forward time: 2.2731, Backward time: 3.0608, DDP time: 0.0048, Total iter time: 5.3642 [2020-11-06 06:40:58,260][root][INFO] - ===> Epoch[382](9927/26): Loss -0.3788, Sem 0.0941, dir -0.7761, norm 0.3032, swav 0.0000 LR: 1.209e-03 Score 96.877 Data time: 0.2186, Forward time: 2.2731, Backward time: 3.0608, DDP time: 0.0048, Total iter time: 5.6363 [2020-11-06 06:41:02,836][root][INFO] - ===> Epoch[382](9928/26): Loss -0.3517, Sem 0.0957, dir -0.7514, norm 0.3040, swav 0.0000 LR: 1.194e-03 Score 96.572 Data time: 0.2088, Forward time: 2.2731, Backward time: 3.0607, DDP time: 0.0048, Total iter time: 4.4493 [2020-11-06 06:41:07,877][root][INFO] - ===> Epoch[382](9929/26): Loss -0.3161, Sem 0.0847, dir -0.7264, norm 0.3255, swav 0.0000 LR: 1.179e-03 Score 96.908 Data time: 0.1803, Forward time: 2.2731, Backward time: 3.0607, DDP time: 0.0048, Total iter time: 4.9250 [2020-11-06 06:41:13,375][root][INFO] - ===> Epoch[382](9930/26): Loss -0.3587, Sem 0.0986, dir -0.7623, norm 0.3050, swav 0.0000 LR: 1.164e-03 Score 96.402 Data time: 0.2112, Forward time: 2.2730, Backward time: 3.0607, DDP time: 0.0048, Total iter time: 5.3677 [2020-11-06 06:41:19,108][root][INFO] - ===> Epoch[382](9931/26): Loss -0.3910, Sem 0.1022, dir -0.7991, norm 0.3058, swav 0.0000 LR: 1.150e-03 Score 96.635 Data time: 0.2207, Forward time: 2.2730, Backward time: 3.0606, DDP time: 0.0048, Total iter time: 5.6198 [2020-11-06 06:41:25,438][root][INFO] - ===> Epoch[382](9932/26): Loss -0.3381, Sem 0.0923, dir -0.7493, norm 0.3188, swav 0.0000 LR: 1.135e-03 Score 96.795 Data time: 0.2024, Forward time: 2.2730, Backward time: 3.0607, DDP time: 0.0048, Total iter time: 6.2290 [2020-11-06 06:41:29,849][root][INFO] - ===> Epoch[383](9933/26): Loss -0.2885, Sem 0.1107, dir -0.7259, norm 0.3267, swav 0.0000 LR: 1.120e-03 Score 96.040 Data time: 0.2167, Forward time: 2.2730, Backward time: 3.0606, DDP time: 0.0048, Total iter time: 4.3157 [2020-11-06 06:41:35,580][root][INFO] - ===> Epoch[383](9934/26): Loss -0.3494, Sem 0.0898, dir -0.7527, norm 0.3135, swav 0.0000 LR: 1.105e-03 Score 97.095 Data time: 0.2412, Forward time: 2.2731, Backward time: 3.0606, DDP time: 0.0048, Total iter time: 5.6224 [2020-11-06 06:41:41,165][root][INFO] - ===> Epoch[383](9935/26): Loss -0.3668, Sem 0.0928, dir -0.7693, norm 0.3098, swav 0.0000 LR: 1.090e-03 Score 96.965 Data time: 0.2381, Forward time: 2.2731, Backward time: 3.0605, DDP time: 0.0048, Total iter time: 5.4383 [2020-11-06 06:41:46,427][root][INFO] - ===> Epoch[383](9936/26): Loss -0.3395, Sem 0.0970, dir -0.7371, norm 0.3006, swav 0.0000 LR: 1.075e-03 Score 96.538 Data time: 0.2432, Forward time: 2.2731, Backward time: 3.0605, DDP time: 0.0048, Total iter time: 5.1423 [2020-11-06 06:41:51,632][root][INFO] - ===> Epoch[383](9937/26): Loss -0.3467, Sem 0.0839, dir -0.7531, norm 0.3225, swav 0.0000 LR: 1.061e-03 Score 96.822 Data time: 0.2084, Forward time: 2.2731, Backward time: 3.0604, DDP time: 0.0048, Total iter time: 5.0474 [2020-11-06 06:41:57,554][root][INFO] - ===> Epoch[383](9938/26): Loss -0.3039, Sem 0.0902, dir -0.7182, norm 0.3241, swav 0.0000 LR: 1.046e-03 Score 96.715 Data time: 0.1851, Forward time: 2.2731, Backward time: 3.0604, DDP time: 0.0048, Total iter time: 5.7962 [2020-11-06 06:42:04,478][root][INFO] - ===> Epoch[383](9939/26): Loss -0.3513, Sem 0.0962, dir -0.7527, norm 0.3052, swav 0.0000 LR: 1.031e-03 Score 96.499 Data time: 0.2246, Forward time: 2.2731, Backward time: 3.0605, DDP time: 0.0048, Total iter time: 6.8187 [2020-11-06 06:42:09,759][root][INFO] - ===> Epoch[383](9940/26): Loss -0.2675, Sem 0.1211, dir -0.7068, norm 0.3183, swav 0.0000 LR: 1.016e-03 Score 95.668 Data time: 0.2199, Forward time: 2.2731, Backward time: 3.0605, DDP time: 0.0048, Total iter time: 5.1640 [2020-11-06 06:42:14,747][root][INFO] - ===> Epoch[383](9941/26): Loss -0.3769, Sem 0.0873, dir -0.7757, norm 0.3115, swav 0.0000 LR: 1.001e-03 Score 96.954 Data time: 0.2046, Forward time: 2.2731, Backward time: 3.0604, DDP time: 0.0048, Total iter time: 4.8852 [2020-11-06 06:42:21,311][root][INFO] - ===> Epoch[383](9942/26): Loss -0.3358, Sem 0.0941, dir -0.7388, norm 0.3089, swav 0.0000 LR: 9.857e-04 Score 96.854 Data time: 0.2473, Forward time: 2.2731, Backward time: 3.0605, DDP time: 0.0048, Total iter time: 6.4648 [2020-11-06 06:42:26,230][root][INFO] - ===> Epoch[383](9943/26): Loss -0.3601, Sem 0.0953, dir -0.7722, norm 0.3168, swav 0.0000 LR: 9.706e-04 Score 96.841 Data time: 0.1657, Forward time: 2.2730, Backward time: 3.0605, DDP time: 0.0048, Total iter time: 4.7963 [2020-11-06 06:42:32,321][root][INFO] - ===> Epoch[383](9944/26): Loss -0.3619, Sem 0.0953, dir -0.7610, norm 0.3037, swav 0.0000 LR: 9.555e-04 Score 96.443 Data time: 0.2304, Forward time: 2.2730, Backward time: 3.0605, DDP time: 0.0048, Total iter time: 5.9864 [2020-11-06 06:42:38,755][root][INFO] - ===> Epoch[383](9945/26): Loss -0.3248, Sem 0.1036, dir -0.7512, norm 0.3229, swav 0.0000 LR: 9.404e-04 Score 96.524 Data time: 0.2802, Forward time: 2.2731, Backward time: 3.0605, DDP time: 0.0048, Total iter time: 6.2925 [2020-11-06 06:42:43,517][root][INFO] - ===> Epoch[383](9946/26): Loss -0.3843, Sem 0.0854, dir -0.7660, norm 0.2963, swav 0.0000 LR: 9.253e-04 Score 97.268 Data time: 0.2407, Forward time: 2.2731, Backward time: 3.0604, DDP time: 0.0048, Total iter time: 4.6106 [2020-11-06 06:42:48,700][root][INFO] - ===> Epoch[383](9947/26): Loss -0.3753, Sem 0.1099, dir -0.7900, norm 0.3048, swav 0.0000 LR: 9.102e-04 Score 96.165 Data time: 0.1905, Forward time: 2.2731, Backward time: 3.0603, DDP time: 0.0048, Total iter time: 5.0656 [2020-11-06 06:42:54,080][root][INFO] - ===> Epoch[383](9948/26): Loss -0.3404, Sem 0.0954, dir -0.7333, norm 0.2975, swav 0.0000 LR: 8.950e-04 Score 96.837 Data time: 0.1834, Forward time: 2.2731, Backward time: 3.0603, DDP time: 0.0048, Total iter time: 5.2456 [2020-11-06 06:43:00,574][root][INFO] - ===> Epoch[383](9949/26): Loss -0.3599, Sem 0.1056, dir -0.7637, norm 0.2982, swav 0.0000 LR: 8.798e-04 Score 96.586 Data time: 0.1837, Forward time: 2.2731, Backward time: 3.0604, DDP time: 0.0048, Total iter time: 6.3919 [2020-11-06 06:43:06,351][root][INFO] - ===> Epoch[383](9950/26): Loss -0.2977, Sem 0.1074, dir -0.7378, norm 0.3327, swav 0.0000 LR: 8.645e-04 Score 96.489 Data time: 0.2667, Forward time: 2.2731, Backward time: 3.0604, DDP time: 0.0048, Total iter time: 5.7001 [2020-11-06 06:43:11,988][root][INFO] - ===> Epoch[383](9951/26): Loss -0.3290, Sem 0.0942, dir -0.7295, norm 0.3064, swav 0.0000 LR: 8.492e-04 Score 97.042 Data time: 0.2773, Forward time: 2.2732, Backward time: 3.0603, DDP time: 0.0048, Total iter time: 5.5025 [2020-11-06 06:43:16,859][root][INFO] - ===> Epoch[383](9952/26): Loss -0.3081, Sem 0.1075, dir -0.7283, norm 0.3127, swav 0.0000 LR: 8.339e-04 Score 95.997 Data time: 0.2356, Forward time: 2.2732, Backward time: 3.0602, DDP time: 0.0048, Total iter time: 4.7465 [2020-11-06 06:43:22,859][root][INFO] - ===> Epoch[383](9953/26): Loss -0.3126, Sem 0.1081, dir -0.7406, norm 0.3199, swav 0.0000 LR: 8.186e-04 Score 96.035 Data time: 0.2433, Forward time: 2.2732, Backward time: 3.0602, DDP time: 0.0048, Total iter time: 5.8861 [2020-11-06 06:43:27,559][root][INFO] - ===> Epoch[383](9954/26): Loss -0.3658, Sem 0.0815, dir -0.7564, norm 0.3091, swav 0.0000 LR: 8.032e-04 Score 96.960 Data time: 0.2300, Forward time: 2.2732, Backward time: 3.0601, DDP time: 0.0048, Total iter time: 4.5803 [2020-11-06 06:43:33,128][root][INFO] - ===> Epoch[383](9955/26): Loss -0.3507, Sem 0.0891, dir -0.7238, norm 0.2840, swav 0.0000 LR: 7.878e-04 Score 96.934 Data time: 0.1942, Forward time: 2.2732, Backward time: 3.0601, DDP time: 0.0048, Total iter time: 5.4569 [2020-11-06 06:43:38,718][root][INFO] - ===> Epoch[383](9956/26): Loss -0.3092, Sem 0.1208, dir -0.7465, norm 0.3165, swav 0.0000 LR: 7.724e-04 Score 95.631 Data time: 0.1798, Forward time: 2.2732, Backward time: 3.0601, DDP time: 0.0048, Total iter time: 5.4790 [2020-11-06 06:43:44,633][root][INFO] - ===> Epoch[383](9957/26): Loss -0.3314, Sem 0.1057, dir -0.7465, norm 0.3094, swav 0.0000 LR: 7.570e-04 Score 96.383 Data time: 0.1631, Forward time: 2.2731, Backward time: 3.0602, DDP time: 0.0048, Total iter time: 5.8161 [2020-11-06 06:43:49,771][root][INFO] - ===> Epoch[383](9958/26): Loss -0.3366, Sem 0.0961, dir -0.7348, norm 0.3022, swav 0.0000 LR: 7.415e-04 Score 96.730 Data time: 0.2401, Forward time: 2.2732, Backward time: 3.0601, DDP time: 0.0048, Total iter time: 5.0530 [2020-11-06 06:43:55,011][root][INFO] - ===> Epoch[384](9959/26): Loss -0.3100, Sem 0.0926, dir -0.7228, norm 0.3203, swav 0.0000 LR: 7.259e-04 Score 97.120 Data time: 0.1571, Forward time: 2.2731, Backward time: 3.0601, DDP time: 0.0048, Total iter time: 5.1139 [2020-11-06 06:44:01,669][root][INFO] - ===> Epoch[384](9960/26): Loss -0.2844, Sem 0.0932, dir -0.7164, norm 0.3389, swav 0.0000 LR: 7.103e-04 Score 96.523 Data time: 0.1912, Forward time: 2.2731, Backward time: 3.0602, DDP time: 0.0048, Total iter time: 6.5608 [2020-11-06 06:44:06,820][root][INFO] - ===> Epoch[384](9961/26): Loss -0.3252, Sem 0.0951, dir -0.7235, norm 0.3032, swav 0.0000 LR: 6.947e-04 Score 96.565 Data time: 0.2248, Forward time: 2.2731, Backward time: 3.0601, DDP time: 0.0048, Total iter time: 5.0335 [2020-11-06 06:44:12,221][root][INFO] - ===> Epoch[384](9962/26): Loss -0.3606, Sem 0.0928, dir -0.7557, norm 0.3024, swav 0.0000 LR: 6.791e-04 Score 97.080 Data time: 0.2248, Forward time: 2.2731, Backward time: 3.0601, DDP time: 0.0048, Total iter time: 5.2894 [2020-11-06 06:44:17,304][root][INFO] - ===> Epoch[384](9963/26): Loss -0.3581, Sem 0.0831, dir -0.7627, norm 0.3216, swav 0.0000 LR: 6.634e-04 Score 96.974 Data time: 0.2658, Forward time: 2.2731, Backward time: 3.0600, DDP time: 0.0048, Total iter time: 4.9742 [2020-11-06 06:44:23,785][root][INFO] - ===> Epoch[384](9964/26): Loss -0.3229, Sem 0.1022, dir -0.7399, norm 0.3148, swav 0.0000 LR: 6.477e-04 Score 96.729 Data time: 0.2766, Forward time: 2.2732, Backward time: 3.0600, DDP time: 0.0048, Total iter time: 6.3731 [2020-11-06 06:44:30,621][root][INFO] - ===> Epoch[384](9965/26): Loss -0.2764, Sem 0.1323, dir -0.7491, norm 0.3404, swav 0.0000 LR: 6.319e-04 Score 95.740 Data time: 0.1719, Forward time: 2.2732, Backward time: 3.0601, DDP time: 0.0048, Total iter time: 6.7024 [2020-11-06 06:44:35,794][root][INFO] - ===> Epoch[384](9966/26): Loss -0.3768, Sem 0.1080, dir -0.7824, norm 0.2976, swav 0.0000 LR: 6.161e-04 Score 96.560 Data time: 0.1754, Forward time: 2.2731, Backward time: 3.0601, DDP time: 0.0048, Total iter time: 5.0808 [2020-11-06 06:44:41,172][root][INFO] - ===> Epoch[384](9967/26): Loss -0.3059, Sem 0.0971, dir -0.7154, norm 0.3123, swav 0.0000 LR: 6.002e-04 Score 96.512 Data time: 0.1778, Forward time: 2.2731, Backward time: 3.0601, DDP time: 0.0048, Total iter time: 5.2653 [2020-11-06 06:44:46,436][root][INFO] - ===> Epoch[384](9968/26): Loss -0.3515, Sem 0.0935, dir -0.7524, norm 0.3074, swav 0.0000 LR: 5.843e-04 Score 96.954 Data time: 0.1683, Forward time: 2.2730, Backward time: 3.0601, DDP time: 0.0048, Total iter time: 5.1568 [2020-11-06 06:44:53,532][root][INFO] - ===> Epoch[384](9969/26): Loss -0.4087, Sem 0.0733, dir -0.7655, norm 0.2835, swav 0.0000 LR: 5.683e-04 Score 97.573 Data time: 0.2379, Forward time: 2.2731, Backward time: 3.0602, DDP time: 0.0048, Total iter time: 6.9964 [2020-11-06 06:45:01,047][root][INFO] - ===> Epoch[384](9970/26): Loss -0.3522, Sem 0.0940, dir -0.7504, norm 0.3043, swav 0.0000 LR: 5.523e-04 Score 96.676 Data time: 0.2608, Forward time: 2.2731, Backward time: 3.0603, DDP time: 0.0048, Total iter time: 7.3895 [2020-11-06 06:45:06,084][root][INFO] - ===> Epoch[384](9971/26): Loss -0.2440, Sem 0.1031, dir -0.6932, norm 0.3461, swav 0.0000 LR: 5.363e-04 Score 96.814 Data time: 0.2168, Forward time: 2.2732, Backward time: 3.0602, DDP time: 0.0048, Total iter time: 4.9051 [2020-11-06 06:45:12,919][root][INFO] - ===> Epoch[384](9972/26): Loss -0.2962, Sem 0.1030, dir -0.7421, norm 0.3429, swav 0.0000 LR: 5.201e-04 Score 96.369 Data time: 0.2253, Forward time: 2.2732, Backward time: 3.0603, DDP time: 0.0048, Total iter time: 6.7205 [2020-11-06 06:45:18,270][root][INFO] - ===> Epoch[384](9973/26): Loss -0.3337, Sem 0.1032, dir -0.7672, norm 0.3303, swav 0.0000 LR: 5.040e-04 Score 96.328 Data time: 0.2262, Forward time: 2.2732, Backward time: 3.0603, DDP time: 0.0048, Total iter time: 5.2262 [2020-11-06 06:45:24,164][root][INFO] - ===> Epoch[384](9974/26): Loss -0.3064, Sem 0.1170, dir -0.7487, norm 0.3253, swav 0.0000 LR: 4.877e-04 Score 96.155 Data time: 0.2164, Forward time: 2.2732, Backward time: 3.0603, DDP time: 0.0048, Total iter time: 5.7676 [2020-11-06 06:45:29,985][root][INFO] - ===> Epoch[384](9975/26): Loss -0.3546, Sem 0.1069, dir -0.7772, norm 0.3157, swav 0.0000 LR: 4.715e-04 Score 96.399 Data time: 0.1835, Forward time: 2.2732, Backward time: 3.0603, DDP time: 0.0048, Total iter time: 5.6944 [2020-11-06 06:45:35,770][root][INFO] - ===> Epoch[384](9976/26): Loss -0.3517, Sem 0.0843, dir -0.7405, norm 0.3046, swav 0.0000 LR: 4.551e-04 Score 97.306 Data time: 0.1962, Forward time: 2.2731, Backward time: 3.0603, DDP time: 0.0048, Total iter time: 5.6789 [2020-11-06 06:45:42,277][root][INFO] - ===> Epoch[384](9977/26): Loss -0.3606, Sem 0.0860, dir -0.7640, norm 0.3174, swav 0.0000 LR: 4.387e-04 Score 97.399 Data time: 0.2125, Forward time: 2.2731, Backward time: 3.0604, DDP time: 0.0048, Total iter time: 6.3975 [2020-11-06 06:45:46,501][root][INFO] - ===> Epoch[384](9978/26): Loss -0.3970, Sem 0.0866, dir -0.7810, norm 0.2975, swav 0.0000 LR: 4.222e-04 Score 97.361 Data time: 0.1790, Forward time: 2.2731, Backward time: 3.0603, DDP time: 0.0048, Total iter time: 4.1140 [2020-11-06 06:45:51,545][root][INFO] - ===> Epoch[384](9979/26): Loss -0.3296, Sem 0.0939, dir -0.7367, norm 0.3132, swav 0.0000 LR: 4.056e-04 Score 96.915 Data time: 0.1757, Forward time: 2.2731, Backward time: 3.0603, DDP time: 0.0048, Total iter time: 4.9506 [2020-11-06 06:45:59,643][root][INFO] - ===> Epoch[384](9980/26): Loss -0.3223, Sem 0.0982, dir -0.7395, norm 0.3190, swav 0.0000 LR: 3.890e-04 Score 96.516 Data time: 0.1599, Forward time: 2.2730, Backward time: 3.0606, DDP time: 0.0048, Total iter time: 8.0150 [2020-11-06 06:46:04,961][root][INFO] - ===> Epoch[384](9981/26): Loss -0.3392, Sem 0.0753, dir -0.7310, norm 0.3165, swav 0.0000 LR: 3.723e-04 Score 97.899 Data time: 0.1607, Forward time: 2.2730, Backward time: 3.0606, DDP time: 0.0048, Total iter time: 5.2262 [2020-11-06 06:46:10,377][root][INFO] - ===> Epoch[384](9982/26): Loss -0.3465, Sem 0.0958, dir -0.7341, norm 0.2918, swav 0.0000 LR: 3.555e-04 Score 96.572 Data time: 0.1874, Forward time: 2.2729, Backward time: 3.0606, DDP time: 0.0048, Total iter time: 5.3036 [2020-11-06 06:46:16,910][root][INFO] - ===> Epoch[384](9983/26): Loss -0.3710, Sem 0.0862, dir -0.7523, norm 0.2951, swav 0.0000 LR: 3.386e-04 Score 97.254 Data time: 0.2069, Forward time: 2.2729, Backward time: 3.0607, DDP time: 0.0048, Total iter time: 6.4124 [2020-11-06 06:46:22,263][root][INFO] - ===> Epoch[384](9984/26): Loss -0.3783, Sem 0.1107, dir -0.7852, norm 0.2962, swav 0.0000 LR: 3.216e-04 Score 96.238 Data time: 0.2555, Forward time: 2.2730, Backward time: 3.0606, DDP time: 0.0048, Total iter time: 5.2289 [2020-11-06 06:46:27,107][root][INFO] - ===> Epoch[385](9985/26): Loss -0.3730, Sem 0.0901, dir -0.7671, norm 0.3040, swav 0.0000 LR: 3.046e-04 Score 96.696 Data time: 0.2084, Forward time: 2.2729, Backward time: 3.0605, DDP time: 0.0048, Total iter time: 4.7211 [2020-11-06 06:46:31,689][root][INFO] - ===> Epoch[385](9986/26): Loss -0.3850, Sem 0.0697, dir -0.7603, norm 0.3056, swav 0.0000 LR: 2.874e-04 Score 97.871 Data time: 0.2563, Forward time: 2.2729, Backward time: 3.0604, DDP time: 0.0048, Total iter time: 4.4911 [2020-11-06 06:46:37,580][root][INFO] - ===> Epoch[385](9987/26): Loss -0.3481, Sem 0.1015, dir -0.7427, norm 0.2931, swav 0.0000 LR: 2.701e-04 Score 96.439 Data time: 0.1822, Forward time: 2.2729, Backward time: 3.0605, DDP time: 0.0048, Total iter time: 5.7711 [2020-11-06 06:46:43,481][root][INFO] - ===> Epoch[385](9988/26): Loss -0.3195, Sem 0.0968, dir -0.7536, norm 0.3373, swav 0.0000 LR: 2.526e-04 Score 97.021 Data time: 0.2583, Forward time: 2.2730, Backward time: 3.0604, DDP time: 0.0048, Total iter time: 5.8180 [2020-11-06 06:46:48,694][root][INFO] - ===> Epoch[385](9989/26): Loss -0.3191, Sem 0.1204, dir -0.7475, norm 0.3081, swav 0.0000 LR: 2.351e-04 Score 96.277 Data time: 0.2324, Forward time: 2.2730, Backward time: 3.0603, DDP time: 0.0048, Total iter time: 5.0882 [2020-11-06 06:46:55,495][root][INFO] - ===> Epoch[385](9990/26): Loss -0.3254, Sem 0.0884, dir -0.7354, norm 0.3215, swav 0.0000 LR: 2.174e-04 Score 97.030 Data time: 0.2190, Forward time: 2.2730, Backward time: 3.0604, DDP time: 0.0048, Total iter time: 6.7080 [2020-11-06 06:47:00,872][root][INFO] - ===> Epoch[385](9991/26): Loss -0.3187, Sem 0.1099, dir -0.7557, norm 0.3272, swav 0.0000 LR: 1.995e-04 Score 96.279 Data time: 0.1758, Forward time: 2.2729, Backward time: 3.0604, DDP time: 0.0048, Total iter time: 5.2431 [2020-11-06 06:47:06,674][root][INFO] - ===> Epoch[385](9992/26): Loss -0.3162, Sem 0.0827, dir -0.7032, norm 0.3043, swav 0.0000 LR: 1.815e-04 Score 96.954 Data time: 0.2422, Forward time: 2.2730, Backward time: 3.0604, DDP time: 0.0048, Total iter time: 5.7105 [2020-11-06 06:47:12,454][root][INFO] - ===> Epoch[385](9993/26): Loss -0.2646, Sem 0.1112, dir -0.7044, norm 0.3286, swav 0.0000 LR: 1.632e-04 Score 96.141 Data time: 0.1747, Forward time: 2.2729, Backward time: 3.0604, DDP time: 0.0048, Total iter time: 5.6761 [2020-11-06 06:47:17,278][root][INFO] - ===> Epoch[385](9994/26): Loss -0.3305, Sem 0.0899, dir -0.7420, norm 0.3216, swav 0.0000 LR: 1.447e-04 Score 96.912 Data time: 0.2027, Forward time: 2.2729, Backward time: 3.0604, DDP time: 0.0048, Total iter time: 4.7320 [2020-11-06 06:47:22,357][root][INFO] - ===> Epoch[385](9995/26): Loss -0.3573, Sem 0.0860, dir -0.7556, norm 0.3123, swav 0.0000 LR: 1.260e-04 Score 96.972 Data time: 0.1318, Forward time: 2.2729, Backward time: 3.0604, DDP time: 0.0048, Total iter time: 4.9563 [2020-11-06 06:47:29,104][root][INFO] - ===> Epoch[385](9996/26): Loss -0.3708, Sem 0.0977, dir -0.7666, norm 0.2980, swav 0.0000 LR: 1.069e-04 Score 96.734 Data time: 0.2529, Forward time: 2.2729, Backward time: 3.0605, DDP time: 0.0048, Total iter time: 6.6788 [2020-11-06 06:47:34,601][root][INFO] - ===> Epoch[385](9997/26): Loss -0.3030, Sem 0.0919, dir -0.7389, norm 0.3440, swav 0.0000 LR: 8.746e-05 Score 97.184 Data time: 0.2004, Forward time: 2.2729, Backward time: 3.0605, DDP time: 0.0048, Total iter time: 5.3788 [2020-11-06 06:47:40,018][root][INFO] - ===> Epoch[385](9998/26): Loss -0.3412, Sem 0.0864, dir -0.7318, norm 0.3041, swav 0.0000 LR: 6.751e-05 Score 97.078 Data time: 0.1619, Forward time: 2.2728, Backward time: 3.0605, DDP time: 0.0048, Total iter time: 5.3044 [2020-11-06 06:47:45,713][root][INFO] - ===> Epoch[385](9999/26): Loss -0.4221, Sem 0.0821, dir -0.7893, norm 0.2850, swav 0.0000 LR: 4.687e-05 Score 97.422 Data time: 0.2849, Forward time: 2.2729, Backward time: 3.0604, DDP time: 0.0048, Total iter time: 5.5814 [2020-11-06 06:47:50,212][submitit][INFO] - Job completed successfully [2020-11-06 06:47:50,238][submitit][INFO] - Job completed successfully [2020-11-06 06:47:50,257][submitit][INFO] - Job completed successfully [2020-11-06 06:47:50,270][submitit][INFO] - Job completed successfully [2020-11-06 06:47:50,289][submitit][INFO] - Job completed successfully [2020-11-06 06:47:50,295][submitit][INFO] - Job completed successfully [2020-11-06 06:47:50,573][submitit][INFO] - Job completed successfully [2020-11-06 06:47:50,787][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-11-06 06:47:50,963][root][INFO] - ===> Start testing [2020-11-06 06:49:06,942][root][INFO] - 101/312: Data time: 0.0047, Iter time: 0.2367 Loss 0.754 (AVG: 0.550) Score 80.824 (AVG: 88.679) mIOU 69.231 mAP 74.768 mAcc 78.140 IOU: 83.180 95.964 57.588 86.839 87.735 85.788 69.388 57.695 63.426 75.355 20.636 61.981 63.443 69.022 38.649 69.205 87.950 69.493 89.150 52.132 mAP: 82.789 96.325 67.589 80.959 90.189 83.615 76.031 67.229 69.350 70.388 31.473 64.355 68.007 74.388 57.187 86.964 95.601 84.643 89.198 59.071 mAcc: 94.545 98.492 75.231 89.610 91.937 93.562 81.451 69.044 75.436 89.462 28.175 70.169 77.492 74.228 42.407 88.781 90.394 79.765 93.974 58.648 [2020-11-06 06:50:23,313][root][INFO] - 201/312: Data time: 0.0800, Iter time: 0.1321 Loss 0.534 (AVG: 0.491) Score 87.757 (AVG: 89.418) mIOU 69.587 mAP 73.873 mAcc 77.966 IOU: 84.866 96.310 61.614 84.293 89.826 84.784 72.867 58.801 58.097 78.077 25.132 64.133 64.461 68.298 38.924 63.742 90.846 60.752 89.059 56.866 mAP: 81.481 96.020 66.303 73.975 89.875 82.219 72.997 68.789 65.161 71.895 39.656 62.169 65.586 76.225 52.441 88.324 95.884 82.119 84.719 61.617 mAcc: 94.544 98.603 78.635 87.077 94.258 93.039 83.767 70.765 73.316 90.401 32.780 73.477 78.489 76.260 43.497 72.419 93.832 68.800 91.819 63.536 [2020-11-06 06:51:42,019][root][INFO] - 301/312: Data time: 0.0072, Iter time: 0.5167 Loss 0.163 (AVG: 0.523) Score 94.144 (AVG: 88.632) mIOU 68.844 mAP 73.725 mAcc 77.280 IOU: 83.318 96.355 60.820 82.103 90.377 84.519 72.534 57.414 54.797 78.703 25.431 63.873 59.579 67.694 46.690 58.145 90.866 61.452 87.736 54.472 mAP: 81.611 96.021 64.952 73.660 89.873 82.622 72.548 68.037 62.160 73.519 42.590 60.073 66.741 75.400 54.015 90.144 95.641 81.629 82.687 60.568 mAcc: 94.367 98.593 79.850 85.127 94.944 92.854 82.697 68.826 67.759 90.326 33.154 72.873 77.624 74.798 52.549 63.348 93.735 69.570 91.957 60.657 [2020-11-06 06:51:48,741][root][INFO] - 312/312: Data time: 0.0042, Iter time: 0.3931 Loss 0.726 (AVG: 0.521) Score 80.713 (AVG: 88.633) mIOU 68.877 mAP 73.748 mAcc 77.297 IOU: 83.275 96.292 60.898 82.252 90.543 85.050 72.437 57.466 55.269 78.501 25.547 63.737 59.155 67.915 46.479 58.145 90.968 61.463 87.736 54.409 mAP: 81.522 96.079 64.676 74.464 90.103 82.972 72.349 67.642 62.777 73.519 42.456 58.736 66.832 75.887 54.015 90.144 95.702 81.817 82.687 60.586 mAcc: 94.299 98.595 79.327 85.343 95.044 93.120 82.651 68.940 68.275 90.326 33.316 72.658 77.029 75.120 52.549 63.348 93.807 69.625 91.957 60.610 [2020-11-06 06:51:48,741][root][INFO] - Finished test. Elapsed time: 237.7770 [2020-11-06 06:51:59,478][root][INFO] - [2020-11-06 06:51:59,479][root][INFO] - ################################################################ [2020-11-06 06:51:59,479][root][INFO] - what : AP AP_50% AP_25% [2020-11-06 06:51:59,479][root][INFO] - ################################################################ [2020-11-06 06:51:59,479][root][INFO] - cabinet : 0.193 0.410 0.631 [2020-11-06 06:51:59,479][root][INFO] - bed : 0.382 0.728 0.851 [2020-11-06 06:51:59,479][root][INFO] - chair : 0.479 0.692 0.788 [2020-11-06 06:51:59,479][root][INFO] - sofa : 0.373 0.640 0.831 [2020-11-06 06:51:59,479][root][INFO] - table : 0.315 0.521 0.637 [2020-11-06 06:51:59,479][root][INFO] - door : 0.206 0.381 0.540 [2020-11-06 06:51:59,479][root][INFO] - window : 0.074 0.187 0.380 [2020-11-06 06:51:59,479][root][INFO] - bookshelf : 0.205 0.545 0.732 [2020-11-06 06:51:59,479][root][INFO] - picture : 0.116 0.225 0.313 [2020-11-06 06:51:59,479][root][INFO] - counter : 0.050 0.181 0.497 [2020-11-06 06:51:59,479][root][INFO] - desk : 0.060 0.222 0.532 [2020-11-06 06:51:59,479][root][INFO] - curtain : 0.209 0.368 0.560 [2020-11-06 06:51:59,480][root][INFO] - refrigerator : 0.253 0.404 0.464 [2020-11-06 06:51:59,480][root][INFO] - shower curtain : 0.527 0.696 0.696 [2020-11-06 06:51:59,480][root][INFO] - toilet : 0.822 0.981 0.997 [2020-11-06 06:51:59,480][root][INFO] - sink : 0.207 0.552 0.784 [2020-11-06 06:51:59,480][root][INFO] - bathtub : 0.651 0.828 0.870 [2020-11-06 06:51:59,480][root][INFO] - otherfurniture : 0.307 0.459 0.618 [2020-11-06 06:51:59,480][root][INFO] - ---------------------------------------------------------------- [2020-11-06 06:51:59,480][root][INFO] - average : 0.302 0.501 0.651 [2020-11-06 06:51:59,480][root][INFO] - [2020-11-06 06:51:59,639][root][INFO] - Summary name validation/mAP@0.5 is illegal; using validation/mAP_0.5 instead. [2020-11-06 06:51:59,641][root][INFO] - Current best mIoU: 68.987 at iter 9500 [2020-11-06 06:51:59,855][submitit][INFO] - Job completed successfully