[2020-11-05 13:24:16,761][root][INFO] - ===> Configurations [2020-11-05 13:24:16,773][root][INFO] - net: model: Res16UNet34C conv1_kernel_size: 3 weights: /checkpoint/jihou/partition8_60k/1/weights/checkpoint_60000.pth weights_for_inner_model: false dilations: - 1 - 1 - 1 - 1 wrapper_type: null wrapper_region_type: 1 wrapper_kernel_size: 3 wrapper_lr: 0.1 meanfield_iterations: 10 crf_spatial_sigma: 1 crf_chromatic_sigma: 12 optimizer: optimizer: SGD lr: 0.1 sgd_momentum: 0.9 sgd_dampening: 0.1 adam_beta1: 0.9 adam_beta2: 0.999 weight_decay: 0.0001 param_histogram_freq: 100 save_param_histogram: false iter_size: 1 bn_momentum: 0.02 scheduler: PolyLR max_iter: 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_points50 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://learnfair2203:10100 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 13:24:16,773][root][INFO] - ===> Initializing dataloader [2020-11-05 13:24:16,785][root][INFO] - Loading ScannetVoxelization2cmDataset: scannetv2_train.txt [2020-11-05 13:24:16,788][root][INFO] - Loading ScannetVoxelization2cmDataset: scannetv2_val.txt [2020-11-05 13:24:16,788][root][INFO] - ===> Building model [2020-11-05 13:24:17,084][root][INFO] - ===> Number of trainable parameters: Res16UNet34C: 37856439 [2020-11-05 13:24:17,084][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 13:24:17,087][root][INFO] - ===> Loading weights: /checkpoint/jihou/partition8_60k/1/weights/checkpoint_60000.pth [2020-11-05 13:24:18,062][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, block2.1.norm2.bn.num_batches_tracked, block2.2.conv1.kernel, block2.2.norm1.bn.weight, block2.2.norm1.bn.bias, block2.2.norm1.bn.running_mean, block2.2.norm1.bn.running_var, block2.2.norm1.bn.num_batches_tracked, block2.2.conv2.kernel, block2.2.norm2.bn.weight, block2.2.norm2.bn.bias, block2.2.norm2.bn.running_mean, block2.2.norm2.bn.running_var, block2.2.norm2.bn.num_batches_tracked, conv3p4s2.kernel, bn3.bn.weight, bn3.bn.bias, bn3.bn.running_mean, bn3.bn.running_var, bn3.bn.num_batches_tracked, block3.0.conv1.kernel, block3.0.norm1.bn.weight, block3.0.norm1.bn.bias, block3.0.norm1.bn.running_mean, block3.0.norm1.bn.running_var, block3.0.norm1.bn.num_batches_tracked, block3.0.conv2.kernel, block3.0.norm2.bn.weight, block3.0.norm2.bn.bias, block3.0.norm2.bn.running_mean, block3.0.norm2.bn.running_var, block3.0.norm2.bn.num_batches_tracked, block3.0.downsample.0.kernel, block3.0.downsample.1.bn.weight, block3.0.downsample.1.bn.bias, block3.0.downsample.1.bn.running_mean, block3.0.downsample.1.bn.running_var, block3.0.downsample.1.bn.num_batches_tracked, block3.1.conv1.kernel, block3.1.norm1.bn.weight, block3.1.norm1.bn.bias, block3.1.norm1.bn.running_mean, block3.1.norm1.bn.running_var, block3.1.norm1.bn.num_batches_tracked, block3.1.conv2.kernel, block3.1.norm2.bn.weight, block3.1.norm2.bn.bias, block3.1.norm2.bn.running_mean, block3.1.norm2.bn.running_var, block3.1.norm2.bn.num_batches_tracked, block3.2.conv1.kernel, block3.2.norm1.bn.weight, block3.2.norm1.bn.bias, block3.2.norm1.bn.running_mean, block3.2.norm1.bn.running_var, block3.2.norm1.bn.num_batches_tracked, block3.2.conv2.kernel, block3.2.norm2.bn.weight, block3.2.norm2.bn.bias, block3.2.norm2.bn.running_mean, block3.2.norm2.bn.running_var, block3.2.norm2.bn.num_batches_tracked, block3.3.conv1.kernel, block3.3.norm1.bn.weight, block3.3.norm1.bn.bias, block3.3.norm1.bn.running_mean, block3.3.norm1.bn.running_var, block3.3.norm1.bn.num_batches_tracked, block3.3.conv2.kernel, 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, block4.1.norm1.bn.num_batches_tracked, block4.1.conv2.kernel, block4.1.norm2.bn.weight, block4.1.norm2.bn.bias, block4.1.norm2.bn.running_mean, block4.1.norm2.bn.running_var, block4.1.norm2.bn.num_batches_tracked, block4.2.conv1.kernel, block4.2.norm1.bn.weight, block4.2.norm1.bn.bias, block4.2.norm1.bn.running_mean, block4.2.norm1.bn.running_var, block4.2.norm1.bn.num_batches_tracked, block4.2.conv2.kernel, block4.2.norm2.bn.weight, block4.2.norm2.bn.bias, block4.2.norm2.bn.running_mean, block4.2.norm2.bn.running_var, block4.2.norm2.bn.num_batches_tracked, block4.3.conv1.kernel, block4.3.norm1.bn.weight, block4.3.norm1.bn.bias, block4.3.norm1.bn.running_mean, block4.3.norm1.bn.running_var, block4.3.norm1.bn.num_batches_tracked, block4.3.conv2.kernel, block4.3.norm2.bn.weight, block4.3.norm2.bn.bias, block4.3.norm2.bn.running_mean, block4.3.norm2.bn.running_var, block4.3.norm2.bn.num_batches_tracked, block4.4.conv1.kernel, block4.4.norm1.bn.weight, block4.4.norm1.bn.bias, 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 13:24:18,244][root][INFO] - ===> Start training on 8 GPUs, batch-size=48 [2020-11-05 13:24:18,244][root][INFO] - => no weights.pth [2020-11-05 13:24:30,356][root][INFO] - ===> Epoch[1](1/26): Loss 4.5014, Sem 2.9857, dir 0.0102, norm 1.5054, swav 0.0000 LR: 9.999e-02 Score 7.003 Data time: 4.8308, Forward time: 4.0839, Backward time: 3.0890, DDP time: 0.0017, Total iter time: 12.0513 [2020-11-05 13:24:36,230][root][INFO] - ===> Epoch[1](2/26): Loss 4.5896, Sem 2.8788, dir -0.0303, norm 1.7411, swav 0.0000 LR: 9.998e-02 Score 27.171 Data time: 0.1800, Forward time: 3.1052, Backward time: 3.1714, DDP time: 0.0030, Total iter time: 5.6704 [2020-11-05 13:24:42,012][root][INFO] - ===> Epoch[1](3/26): Loss 3.7278, Sem 2.7781, dir 0.0024, norm 0.9473, swav 0.0000 LR: 9.997e-02 Score 30.315 Data time: 0.1961, Forward time: 2.6791, Backward time: 3.2187, DDP time: 0.0034, Total iter time: 5.4309 [2020-11-05 13:24:47,723][root][INFO] - ===> Epoch[1](4/26): Loss 3.4413, Sem 2.6651, dir -0.0406, norm 0.8168, swav 0.0000 LR: 9.996e-02 Score 30.124 Data time: 0.2706, Forward time: 2.7007, Backward time: 2.9983, DDP time: 0.0036, Total iter time: 5.4945 [2020-11-05 13:24:53,458][root][INFO] - ===> Epoch[1](5/26): Loss 2.9868, Sem 2.4850, dir -0.0520, norm 0.5537, swav 0.0000 LR: 9.996e-02 Score 32.664 Data time: 0.2778, Forward time: 2.7594, Backward time: 2.8540, DDP time: 0.0032, Total iter time: 5.5608 [2020-11-05 13:24:58,878][root][INFO] - ===> Epoch[1](6/26): Loss 3.3314, Sem 2.4269, dir 0.0276, norm 0.8769, swav 0.0000 LR: 9.995e-02 Score 26.693 Data time: 0.2421, Forward time: 2.7524, Backward time: 2.7429, DDP time: 0.0035, Total iter time: 5.2082 [2020-11-05 13:25:05,128][root][INFO] - ===> Epoch[1](7/26): Loss 3.1355, Sem 2.2486, dir 0.0224, norm 0.8645, swav 0.0000 LR: 9.994e-02 Score 29.815 Data time: 0.2806, Forward time: 2.8154, Backward time: 2.7150, DDP time: 0.0034, Total iter time: 6.0915 [2020-11-05 13:25:11,253][root][INFO] - ===> Epoch[1](8/26): Loss 2.8258, Sem 2.1849, dir -0.0233, norm 0.6641, swav 0.0000 LR: 9.993e-02 Score 29.841 Data time: 0.2236, Forward time: 2.7604, Backward time: 2.7767, DDP time: 0.0035, Total iter time: 5.9586 [2020-11-05 13:25:17,351][root][INFO] - ===> Epoch[1](9/26): Loss 2.6460, Sem 2.0536, dir -0.0195, norm 0.6119, swav 0.0000 LR: 9.992e-02 Score 44.950 Data time: 0.2100, Forward time: 2.7148, Backward time: 2.8375, DDP time: 0.0035, Total iter time: 5.9541 [2020-11-05 13:25:23,616][root][INFO] - ===> Epoch[1](10/26): Loss 2.6327, Sem 2.0793, dir -0.0089, norm 0.5623, swav 0.0000 LR: 9.991e-02 Score 50.013 Data time: 0.2039, Forward time: 2.6586, Backward time: 2.9184, DDP time: 0.0036, Total iter time: 6.1207 [2020-11-05 13:25:29,903][root][INFO] - ===> Epoch[1](11/26): Loss 2.4902, Sem 2.0021, dir -0.0353, norm 0.5234, swav 0.0000 LR: 9.990e-02 Score 52.364 Data time: 0.2210, Forward time: 2.6373, Backward time: 2.9667, DDP time: 0.0037, Total iter time: 6.1713 [2020-11-05 13:25:36,221][root][INFO] - ===> Epoch[1](12/26): Loss 2.5494, Sem 2.0856, dir -0.0009, norm 0.4647, swav 0.0000 LR: 9.989e-02 Score 50.007 Data time: 0.1781, Forward time: 2.5819, Backward time: 3.0433, DDP time: 0.0037, Total iter time: 6.1662 [2020-11-05 13:25:42,533][root][INFO] - ===> Epoch[1](13/26): Loss 2.8069, Sem 2.1565, dir -0.0143, norm 0.6646, swav 0.0000 LR: 9.988e-02 Score 49.449 Data time: 0.2620, Forward time: 2.6054, Backward time: 3.0418, DDP time: 0.0037, Total iter time: 6.2068 [2020-11-05 13:25:48,208][root][INFO] - ===> Epoch[1](14/26): Loss 2.6200, Sem 2.1282, dir -0.0564, norm 0.5482, swav 0.0000 LR: 9.987e-02 Score 48.918 Data time: 0.2421, Forward time: 2.5911, Backward time: 3.0206, DDP time: 0.0038, Total iter time: 5.5223 [2020-11-05 13:25:53,921][root][INFO] - ===> Epoch[1](15/26): Loss 2.4668, Sem 2.0295, dir -0.0754, norm 0.5127, swav 0.0000 LR: 9.987e-02 Score 48.393 Data time: 0.2054, Forward time: 2.5611, Backward time: 3.0311, DDP time: 0.0038, Total iter time: 5.5959 [2020-11-05 13:25:59,884][root][INFO] - ===> Epoch[1](16/26): Loss 2.2784, Sem 1.8165, dir -0.0412, norm 0.5031, swav 0.0000 LR: 9.986e-02 Score 51.960 Data time: 0.2672, Forward time: 2.5841, Backward time: 3.0072, DDP time: 0.0037, Total iter time: 5.8577 [2020-11-05 13:26:06,707][root][INFO] - ===> Epoch[1](17/26): Loss 2.3081, Sem 1.8044, dir -0.0451, norm 0.5488, swav 0.0000 LR: 9.985e-02 Score 53.375 Data time: 0.2364, Forward time: 2.5865, Backward time: 3.0509, DDP time: 0.0037, Total iter time: 6.6735 [2020-11-05 13:26:13,076][root][INFO] - ===> Epoch[1](18/26): Loss 2.3958, Sem 1.8909, dir -0.0562, norm 0.5611, swav 0.0000 LR: 9.984e-02 Score 50.832 Data time: 0.2087, Forward time: 2.5739, Backward time: 3.0799, DDP time: 0.0037, Total iter time: 6.2301 [2020-11-05 13:26:19,176][root][INFO] - ===> Epoch[1](19/26): Loss 2.2939, Sem 1.8600, dir -0.0769, norm 0.5108, swav 0.0000 LR: 9.983e-02 Score 50.964 Data time: 0.2480, Forward time: 2.5859, Backward time: 3.0695, DDP time: 0.0037, Total iter time: 5.9773 [2020-11-05 13:26:24,259][root][INFO] - ===> Epoch[1](20/26): Loss 2.2139, Sem 1.8374, dir -0.1854, norm 0.5620, swav 0.0000 LR: 9.982e-02 Score 53.053 Data time: 0.2206, Forward time: 2.5817, Backward time: 3.0262, DDP time: 0.0037, Total iter time: 4.9504 [2020-11-05 13:26:29,417][root][INFO] - ===> Epoch[1](21/26): Loss 2.3313, Sem 1.9305, dir -0.1415, norm 0.5423, swav 0.0000 LR: 9.981e-02 Score 49.317 Data time: 0.2067, Forward time: 2.5719, Backward time: 2.9986, DDP time: 0.0037, Total iter time: 5.0752 [2020-11-05 13:26:34,151][root][INFO] - ===> Epoch[1](22/26): Loss 2.1473, Sem 1.8300, dir -0.1554, norm 0.4727, swav 0.0000 LR: 9.980e-02 Score 53.543 Data time: 0.1960, Forward time: 2.5501, Backward time: 2.9655, DDP time: 0.0037, Total iter time: 4.6038 [2020-11-05 13:26:39,805][root][INFO] - ===> Epoch[1](23/26): Loss 2.0789, Sem 1.7449, dir -0.1788, norm 0.5128, swav 0.0000 LR: 9.979e-02 Score 51.892 Data time: 0.2306, Forward time: 2.5482, Backward time: 2.9575, DDP time: 0.0037, Total iter time: 5.5614 [2020-11-05 13:26:45,911][root][INFO] - ===> Epoch[1](24/26): Loss 2.3518, Sem 1.9302, dir -0.1233, norm 0.5449, swav 0.0000 LR: 9.978e-02 Score 50.330 Data time: 0.1697, Forward time: 2.5298, Backward time: 2.9857, DDP time: 0.0037, Total iter time: 5.9865 [2020-11-05 13:26:50,948][root][INFO] - ===> Epoch[1](25/26): Loss 2.1001, Sem 1.7098, dir -0.1236, norm 0.5139, swav 0.0000 LR: 9.977e-02 Score 56.051 Data time: 0.1608, Forward time: 2.5064, Backward time: 2.9765, DDP time: 0.0037, Total iter time: 4.9353 [2020-11-05 13:26:57,157][root][INFO] - ===> Epoch[1](26/26): Loss 2.3006, Sem 1.8621, dir -0.0920, norm 0.5306, swav 0.0000 LR: 9.977e-02 Score 52.672 Data time: 0.1240, Forward time: 2.4634, Backward time: 3.0314, DDP time: 0.0037, Total iter time: 6.0728 [2020-11-05 13:27:02,346][root][INFO] - ===> Epoch[2](27/26): Loss 2.3070, Sem 1.8367, dir -0.1187, norm 0.5889, swav 0.0000 LR: 9.976e-02 Score 49.120 Data time: 0.1482, Forward time: 2.4319, Backward time: 3.0406, DDP time: 0.0037, Total iter time: 5.1339 [2020-11-05 13:27:08,973][root][INFO] - ===> Epoch[2](28/26): Loss 2.2605, Sem 1.8484, dir -0.1216, norm 0.5338, swav 0.0000 LR: 9.975e-02 Score 51.543 Data time: 0.2127, Forward time: 2.4247, Backward time: 3.0752, DDP time: 0.0037, Total iter time: 6.5637 [2020-11-05 13:27:14,877][root][INFO] - ===> Epoch[2](29/26): Loss 2.3590, Sem 1.8278, dir -0.1263, norm 0.6575, swav 0.0000 LR: 9.974e-02 Score 50.749 Data time: 0.2757, Forward time: 2.4466, Backward time: 3.0535, DDP time: 0.0036, Total iter time: 5.7922 [2020-11-05 13:27:20,349][root][INFO] - ===> Epoch[2](30/26): Loss 2.3337, Sem 1.8535, dir -0.1285, norm 0.6088, swav 0.0000 LR: 9.973e-02 Score 51.570 Data time: 0.2469, Forward time: 2.4431, Backward time: 3.0419, DDP time: 0.0037, Total iter time: 5.3387 [2020-11-05 13:27:25,418][root][INFO] - ===> Epoch[2](31/26): Loss 2.3958, Sem 1.8941, dir -0.1137, norm 0.6154, swav 0.0000 LR: 9.972e-02 Score 47.823 Data time: 0.1230, Forward time: 2.4144, Backward time: 3.0469, DDP time: 0.0037, Total iter time: 4.9581 [2020-11-05 13:27:31,711][root][INFO] - ===> Epoch[2](32/26): Loss 2.0966, Sem 1.6717, dir -0.1023, norm 0.5271, swav 0.0000 LR: 9.971e-02 Score 53.402 Data time: 0.1561, Forward time: 2.3916, Backward time: 3.0842, DDP time: 0.0037, Total iter time: 6.2141 [2020-11-05 13:27:37,849][root][INFO] - ===> Epoch[2](33/26): Loss 2.3714, Sem 1.8085, dir -0.0659, norm 0.6288, swav 0.0000 LR: 9.970e-02 Score 50.666 Data time: 0.2362, Forward time: 2.3962, Backward time: 3.0879, DDP time: 0.0036, Total iter time: 6.0554 [2020-11-05 13:27:45,727][root][INFO] - ===> Epoch[2](34/26): Loss 2.5215, Sem 1.9013, dir -0.0808, norm 0.7010, swav 0.0000 LR: 9.969e-02 Score 46.949 Data time: 0.2405, Forward time: 2.3937, Backward time: 3.1455, DDP time: 0.0036, Total iter time: 7.7539 [2020-11-05 13:27:51,415][root][INFO] - ===> Epoch[2](35/26): Loss 2.1520, Sem 1.6565, dir -0.1507, norm 0.6461, swav 0.0000 LR: 9.968e-02 Score 56.816 Data time: 0.2526, Forward time: 2.4019, Backward time: 3.1301, DDP time: 0.0037, Total iter time: 5.5627 [2020-11-05 13:27:57,818][root][INFO] - ===> Epoch[2](36/26): Loss 2.1750, Sem 1.7334, dir -0.1291, norm 0.5707, swav 0.0000 LR: 9.968e-02 Score 50.927 Data time: 0.2682, Forward time: 2.4130, Backward time: 3.1309, DDP time: 0.0037, Total iter time: 6.2828 [2020-11-05 13:28:03,402][root][INFO] - ===> Epoch[2](37/26): Loss 2.2344, Sem 1.7456, dir -0.1107, norm 0.5995, swav 0.0000 LR: 9.967e-02 Score 51.853 Data time: 0.2621, Forward time: 2.4155, Backward time: 3.1155, DDP time: 0.0037, Total iter time: 5.4568 [2020-11-05 13:28:09,389][root][INFO] - ===> Epoch[2](38/26): Loss 2.2392, Sem 1.7948, dir -0.1519, norm 0.5963, swav 0.0000 LR: 9.966e-02 Score 51.146 Data time: 0.1755, Forward time: 2.4078, Backward time: 3.1251, DDP time: 0.0037, Total iter time: 5.8732 [2020-11-05 13:28:14,460][root][INFO] - ===> Epoch[2](39/26): Loss 2.0301, Sem 1.6887, dir -0.1508, norm 0.4922, swav 0.0000 LR: 9.965e-02 Score 56.259 Data time: 0.1512, Forward time: 2.3928, Backward time: 3.1200, DDP time: 0.0037, Total iter time: 4.9628 [2020-11-05 13:28:20,405][root][INFO] - ===> Epoch[2](40/26): Loss 2.4575, Sem 1.9584, dir -0.1089, norm 0.6080, swav 0.0000 LR: 9.964e-02 Score 48.462 Data time: 0.1681, Forward time: 2.3757, Backward time: 3.1362, DDP time: 0.0037, Total iter time: 5.8366 [2020-11-05 13:28:25,728][root][INFO] - ===> Epoch[2](41/26): Loss 2.3745, Sem 1.8142, dir -0.0812, norm 0.6415, swav 0.0000 LR: 9.963e-02 Score 49.441 Data time: 0.2023, Forward time: 2.3720, Backward time: 3.1268, DDP time: 0.0037, Total iter time: 5.2220 [2020-11-05 13:28:31,563][root][INFO] - ===> Epoch[2](42/26): Loss 2.2879, Sem 1.8481, dir -0.1253, norm 0.5652, swav 0.0000 LR: 9.962e-02 Score 53.034 Data time: 0.1139, Forward time: 2.3460, Backward time: 3.1516, DDP time: 0.0037, Total iter time: 5.7114 [2020-11-05 13:28:36,803][root][INFO] - ===> Epoch[2](43/26): Loss 1.8994, Sem 1.5936, dir -0.1465, norm 0.4523, swav 0.0000 LR: 9.961e-02 Score 58.890 Data time: 0.2136, Forward time: 2.3412, Backward time: 3.1426, DDP time: 0.0037, Total iter time: 5.1563 [2020-11-05 13:28:42,161][root][INFO] - ===> Epoch[2](44/26): Loss 2.0647, Sem 1.7019, dir -0.1602, norm 0.5230, swav 0.0000 LR: 9.960e-02 Score 52.258 Data time: 0.2422, Forward time: 2.3492, Backward time: 3.1229, DDP time: 0.0037, Total iter time: 5.2473 [2020-11-05 13:28:47,999][root][INFO] - ===> Epoch[2](45/26): Loss 2.2453, Sem 1.7706, dir -0.1509, norm 0.6256, swav 0.0000 LR: 9.959e-02 Score 49.611 Data time: 0.2493, Forward time: 2.3516, Backward time: 3.1194, DDP time: 0.0037, Total iter time: 5.7032 [2020-11-05 13:28:54,612][root][INFO] - ===> Epoch[2](46/26): Loss 1.9128, Sem 1.5626, dir -0.1858, norm 0.5360, swav 0.0000 LR: 9.959e-02 Score 56.581 Data time: 0.2080, Forward time: 2.3486, Backward time: 3.1369, DDP time: 0.0037, Total iter time: 6.4517 [2020-11-05 13:29:00,442][root][INFO] - ===> Epoch[2](47/26): Loss 2.0744, Sem 1.6295, dir -0.1709, norm 0.6159, swav 0.0000 LR: 9.958e-02 Score 55.072 Data time: 0.1947, Forward time: 2.3388, Backward time: 3.1439, DDP time: 0.0037, Total iter time: 5.7053 [2020-11-05 13:29:05,960][root][INFO] - ===> Epoch[2](48/26): Loss 2.1305, Sem 1.6615, dir -0.1679, norm 0.6369, swav 0.0000 LR: 9.957e-02 Score 53.607 Data time: 0.2581, Forward time: 2.3478, Backward time: 3.1279, DDP time: 0.0037, Total iter time: 5.4164 [2020-11-05 13:29:11,820][root][INFO] - ===> Epoch[2](49/26): Loss 2.2178, Sem 1.8701, dir -0.1983, norm 0.5459, swav 0.0000 LR: 9.956e-02 Score 49.541 Data time: 0.2029, Forward time: 2.3458, Backward time: 3.1295, DDP time: 0.0037, Total iter time: 5.7335 [2020-11-05 13:29:17,870][root][INFO] - ===> Epoch[2](50/26): Loss 2.0201, Sem 1.6746, dir -0.1604, norm 0.5059, swav 0.0000 LR: 9.955e-02 Score 54.372 Data time: 0.2431, Forward time: 2.3511, Backward time: 3.1277, DDP time: 0.0037, Total iter time: 5.9500 [2020-11-05 13:29:23,529][root][INFO] - ===> Epoch[2](51/26): Loss 2.1047, Sem 1.7622, dir -0.1533, norm 0.4958, swav 0.0000 LR: 9.954e-02 Score 51.530 Data time: 0.2201, Forward time: 2.3505, Backward time: 3.1241, DDP time: 0.0037, Total iter time: 5.5454 [2020-11-05 13:29:28,719][root][INFO] - ===> Epoch[2](52/26): Loss 2.2844, Sem 1.7905, dir -0.1186, norm 0.6125, swav 0.0000 LR: 9.953e-02 Score 52.412 Data time: 0.2416, Forward time: 2.3580, Backward time: 3.1041, DDP time: 0.0036, Total iter time: 5.0776 [2020-11-05 13:29:34,448][root][INFO] - ===> Epoch[3](53/26): Loss 2.1686, Sem 1.7325, dir -0.1988, norm 0.6348, swav 0.0000 LR: 9.952e-02 Score 51.993 Data time: 0.1984, Forward time: 2.3527, Backward time: 3.1064, DDP time: 0.0036, Total iter time: 5.5970 [2020-11-05 13:29:41,258][root][INFO] - ===> Epoch[3](54/26): Loss 2.1693, Sem 1.8303, dir -0.1486, norm 0.4877, swav 0.0000 LR: 9.951e-02 Score 47.990 Data time: 0.3754, Forward time: 2.3732, Backward time: 3.1024, DDP time: 0.0036, Total iter time: 6.7339 [2020-11-05 13:29:47,641][root][INFO] - ===> Epoch[3](55/26): Loss 1.9561, Sem 1.6098, dir -0.1515, norm 0.4978, swav 0.0000 LR: 9.950e-02 Score 57.268 Data time: 0.2536, Forward time: 2.3860, Backward time: 3.0986, DDP time: 0.0036, Total iter time: 6.2532 [2020-11-05 13:29:53,769][root][INFO] - ===> Epoch[3](56/26): Loss 2.0889, Sem 1.7727, dir -0.2075, norm 0.5237, swav 0.0000 LR: 9.950e-02 Score 47.709 Data time: 0.2378, Forward time: 2.3905, Backward time: 3.0978, DDP time: 0.0036, Total iter time: 5.9866 [2020-11-05 13:29:59,966][root][INFO] - ===> Epoch[3](57/26): Loss 2.1485, Sem 1.8102, dir -0.1541, norm 0.4924, swav 0.0000 LR: 9.949e-02 Score 49.991 Data time: 0.2733, Forward time: 2.3998, Backward time: 3.0937, DDP time: 0.0036, Total iter time: 6.0752 [2020-11-05 13:30:04,939][root][INFO] - ===> Epoch[3](58/26): Loss 2.2474, Sem 1.7921, dir -0.1582, norm 0.6136, swav 0.0000 LR: 9.948e-02 Score 54.805 Data time: 0.2088, Forward time: 2.3973, Backward time: 3.0807, DDP time: 0.0036, Total iter time: 4.8511 [2020-11-05 13:30:10,320][root][INFO] - ===> Epoch[3](59/26): Loss 2.1575, Sem 1.6640, dir -0.1282, norm 0.6217, swav 0.0000 LR: 9.947e-02 Score 54.228 Data time: 0.2454, Forward time: 2.3963, Backward time: 3.0733, DDP time: 0.0036, Total iter time: 5.2614 [2020-11-05 13:30:16,803][root][INFO] - ===> Epoch[3](60/26): Loss 2.1592, Sem 1.7410, dir -0.1443, norm 0.5625, swav 0.0000 LR: 9.946e-02 Score 52.826 Data time: 0.1649, Forward time: 2.3884, Backward time: 3.0910, DDP time: 0.0036, Total iter time: 6.3631 [2020-11-05 13:30:22,893][root][INFO] - ===> Epoch[3](61/26): Loss 2.0075, Sem 1.6198, dir -0.1437, norm 0.5314, swav 0.0000 LR: 9.945e-02 Score 57.112 Data time: 0.2311, Forward time: 2.3918, Backward time: 3.0917, DDP time: 0.0036, Total iter time: 5.9950 [2020-11-05 13:30:28,486][root][INFO] - ===> Epoch[3](62/26): Loss 2.2075, Sem 1.7367, dir -0.1584, norm 0.6292, swav 0.0000 LR: 9.944e-02 Score 52.384 Data time: 0.1491, Forward time: 2.3817, Backward time: 3.0975, DDP time: 0.0036, Total iter time: 5.4743 [2020-11-05 13:30:34,588][root][INFO] - ===> Epoch[3](63/26): Loss 1.9266, Sem 1.5300, dir -0.1439, norm 0.5405, swav 0.0000 LR: 9.943e-02 Score 58.005 Data time: 0.2439, Forward time: 2.3842, Backward time: 3.0988, DDP time: 0.0036, Total iter time: 6.0136 [2020-11-05 13:30:40,161][root][INFO] - ===> Epoch[3](64/26): Loss 2.2690, Sem 1.7642, dir -0.1210, norm 0.6259, swav 0.0000 LR: 9.942e-02 Score 49.649 Data time: 0.2140, Forward time: 2.3845, Backward time: 3.0936, DDP time: 0.0036, Total iter time: 5.4433 [2020-11-05 13:30:45,329][root][INFO] - ===> Epoch[3](65/26): Loss 2.4801, Sem 1.7923, dir -0.1370, norm 0.8247, swav 0.0000 LR: 9.941e-02 Score 52.889 Data time: 0.2359, Forward time: 2.3815, Backward time: 3.0855, DDP time: 0.0036, Total iter time: 5.0507 [2020-11-05 13:30:49,776][root][INFO] - ===> Epoch[3](66/26): Loss 1.9412, Sem 1.5259, dir -0.1554, norm 0.5707, swav 0.0000 LR: 9.941e-02 Score 58.674 Data time: 0.1867, Forward time: 2.3766, Backward time: 3.0700, DDP time: 0.0037, Total iter time: 4.3435 [2020-11-05 13:30:55,874][root][INFO] - ===> Epoch[3](67/26): Loss 2.1103, Sem 1.6901, dir -0.1746, norm 0.5948, swav 0.0000 LR: 9.940e-02 Score 55.679 Data time: 0.1456, Forward time: 2.3635, Backward time: 3.0867, DDP time: 0.0037, Total iter time: 5.9827 [2020-11-05 13:31:02,307][root][INFO] - ===> Epoch[3](68/26): Loss 1.9300, Sem 1.5576, dir -0.1739, norm 0.5463, swav 0.0000 LR: 9.939e-02 Score 57.172 Data time: 0.2846, Forward time: 2.3691, Backward time: 3.0892, DDP time: 0.0037, Total iter time: 6.3516 [2020-11-05 13:31:07,822][root][INFO] - ===> Epoch[3](69/26): Loss 2.0136, Sem 1.6297, dir -0.1760, norm 0.5599, swav 0.0000 LR: 9.938e-02 Score 57.906 Data time: 0.2459, Forward time: 2.3756, Backward time: 3.0775, DDP time: 0.0036, Total iter time: 5.3600 [2020-11-05 13:31:14,048][root][INFO] - ===> Epoch[3](70/26): Loss 2.0288, Sem 1.5568, dir -0.0851, norm 0.5572, swav 0.0000 LR: 9.937e-02 Score 58.800 Data time: 0.2005, Forward time: 2.3753, Backward time: 3.0830, DDP time: 0.0036, Total iter time: 6.1071 [2020-11-05 13:31:19,420][root][INFO] - ===> Epoch[3](71/26): Loss 2.1389, Sem 1.7594, dir -0.1897, norm 0.5692, swav 0.0000 LR: 9.936e-02 Score 49.708 Data time: 0.1902, Forward time: 2.3720, Backward time: 3.0800, DDP time: 0.0036, Total iter time: 5.2485 [2020-11-05 13:31:24,498][root][INFO] - ===> Epoch[3](72/26): Loss 1.8840, Sem 1.6187, dir -0.1784, norm 0.4437, swav 0.0000 LR: 9.935e-02 Score 56.764 Data time: 0.2311, Forward time: 2.3737, Backward time: 3.0674, DDP time: 0.0036, Total iter time: 4.9687 [2020-11-05 13:31:30,737][root][INFO] - ===> Epoch[3](73/26): Loss 2.3102, Sem 1.8210, dir -0.1277, norm 0.6169, swav 0.0000 LR: 9.934e-02 Score 49.473 Data time: 0.2392, Forward time: 2.3790, Backward time: 3.0679, DDP time: 0.0036, Total iter time: 6.1254 [2020-11-05 13:31:36,752][root][INFO] - ===> Epoch[3](74/26): Loss 2.1316, Sem 1.7076, dir -0.1415, norm 0.5654, swav 0.0000 LR: 9.933e-02 Score 55.836 Data time: 0.1301, Forward time: 2.3659, Backward time: 3.0846, DDP time: 0.0036, Total iter time: 5.8598 [2020-11-05 13:31:42,505][root][INFO] - ===> Epoch[3](75/26): Loss 1.9606, Sem 1.6560, dir -0.1905, norm 0.4951, swav 0.0000 LR: 9.932e-02 Score 53.040 Data time: 0.2099, Forward time: 2.3623, Backward time: 3.0873, DDP time: 0.0036, Total iter time: 5.6665 [2020-11-05 13:31:49,302][root][INFO] - ===> Epoch[3](76/26): Loss 1.9738, Sem 1.5838, dir -0.1831, norm 0.5731, swav 0.0000 LR: 9.932e-02 Score 53.832 Data time: 0.3724, Forward time: 2.3750, Backward time: 3.0856, DDP time: 0.0036, Total iter time: 6.6773 [2020-11-05 13:31:55,173][root][INFO] - ===> Epoch[3](77/26): Loss 2.4310, Sem 1.6673, dir -0.1500, norm 0.9136, swav 0.0000 LR: 9.931e-02 Score 56.222 Data time: 0.2082, Forward time: 2.3755, Backward time: 3.0853, DDP time: 0.0036, Total iter time: 5.7533 [2020-11-05 13:32:01,316][root][INFO] - ===> Epoch[3](78/26): Loss 1.9269, Sem 1.5847, dir -0.1889, norm 0.5311, swav 0.0000 LR: 9.930e-02 Score 58.508 Data time: 0.2408, Forward time: 2.3760, Backward time: 3.0881, DDP time: 0.0036, Total iter time: 6.0271 [2020-11-05 13:32:07,513][root][INFO] - ===> Epoch[4](79/26): Loss 1.9974, Sem 1.6630, dir -0.1626, norm 0.4970, swav 0.0000 LR: 9.929e-02 Score 53.123 Data time: 0.2902, Forward time: 2.3853, Backward time: 3.0821, DDP time: 0.0036, Total iter time: 6.0912 [2020-11-05 13:32:13,724][root][INFO] - ===> Epoch[4](80/26): Loss 1.8864, Sem 1.6359, dir -0.2126, norm 0.4630, swav 0.0000 LR: 9.928e-02 Score 56.835 Data time: 0.3135, Forward time: 2.3950, Backward time: 3.0761, DDP time: 0.0036, Total iter time: 6.0786 [2020-11-05 13:32:19,564][root][INFO] - ===> Epoch[4](81/26): Loss 2.0827, Sem 1.5978, dir -0.1060, norm 0.5909, swav 0.0000 LR: 9.927e-02 Score 55.960 Data time: 0.2807, Forward time: 2.4025, Backward time: 3.0682, DDP time: 0.0036, Total iter time: 5.7351 [2020-11-05 13:32:25,033][root][INFO] - ===> Epoch[4](82/26): Loss 2.0393, Sem 1.6511, dir -0.1273, norm 0.5155, swav 0.0000 LR: 9.926e-02 Score 54.015 Data time: 0.1879, Forward time: 2.3986, Backward time: 3.0674, DDP time: 0.0036, Total iter time: 5.3627 [2020-11-05 13:32:31,182][root][INFO] - ===> Epoch[4](83/26): Loss 2.0920, Sem 1.6772, dir -0.1584, norm 0.5732, swav 0.0000 LR: 9.925e-02 Score 54.094 Data time: 0.2146, Forward time: 2.3980, Backward time: 3.0719, DDP time: 0.0036, Total iter time: 6.0691 [2020-11-05 13:32:37,764][root][INFO] - ===> Epoch[4](84/26): Loss 2.0092, Sem 1.6789, dir -0.2010, norm 0.5312, swav 0.0000 LR: 9.924e-02 Score 53.840 Data time: 0.1882, Forward time: 2.3941, Backward time: 3.0840, DDP time: 0.0036, Total iter time: 6.4643 [2020-11-05 13:32:43,245][root][INFO] - ===> Epoch[4](85/26): Loss 1.9889, Sem 1.6893, dir -0.1582, norm 0.4579, swav 0.0000 LR: 9.923e-02 Score 58.031 Data time: 0.2242, Forward time: 2.3941, Backward time: 3.0798, DDP time: 0.0036, Total iter time: 5.3931 [2020-11-05 13:32:49,787][root][INFO] - ===> Epoch[4](86/26): Loss 1.9834, Sem 1.6340, dir -0.1952, norm 0.5447, swav 0.0000 LR: 9.923e-02 Score 55.970 Data time: 0.2888, Forward time: 2.4010, Backward time: 3.0805, DDP time: 0.0036, Total iter time: 6.4377 [2020-11-05 13:32:55,553][root][INFO] - ===> Epoch[4](87/26): Loss 2.0310, Sem 1.5937, dir -0.0996, norm 0.5370, swav 0.0000 LR: 9.922e-02 Score 57.121 Data time: 0.2458, Forward time: 2.4017, Backward time: 3.0779, DDP time: 0.0036, Total iter time: 5.6296 [2020-11-05 13:33:00,730][root][INFO] - ===> Epoch[4](88/26): Loss 2.0893, Sem 1.7005, dir -0.1546, norm 0.5434, swav 0.0000 LR: 9.921e-02 Score 51.130 Data time: 0.1665, Forward time: 2.3954, Backward time: 3.0766, DDP time: 0.0036, Total iter time: 5.0538 [2020-11-05 13:33:06,025][root][INFO] - ===> Epoch[4](89/26): Loss 1.7584, Sem 1.5349, dir -0.1877, norm 0.4112, swav 0.0000 LR: 9.920e-02 Score 57.890 Data time: 0.2063, Forward time: 2.3897, Backward time: 3.0764, DDP time: 0.0036, Total iter time: 5.2282 [2020-11-05 13:33:11,245][root][INFO] - ===> Epoch[4](90/26): Loss 1.9421, Sem 1.5994, dir -0.1539, norm 0.4966, swav 0.0000 LR: 9.919e-02 Score 55.522 Data time: 0.1835, Forward time: 2.3860, Backward time: 3.0737, DDP time: 0.0036, Total iter time: 5.1259 [2020-11-05 13:33:16,851][root][INFO] - ===> Epoch[4](91/26): Loss 2.1612, Sem 1.7802, dir -0.1810, norm 0.5619, swav 0.0000 LR: 9.918e-02 Score 51.813 Data time: 0.1898, Forward time: 2.3807, Backward time: 3.0761, DDP time: 0.0036, Total iter time: 5.4872 [2020-11-05 13:33:23,082][root][INFO] - ===> Epoch[4](92/26): Loss 2.0361, Sem 1.7109, dir -0.1527, norm 0.4778, swav 0.0000 LR: 9.917e-02 Score 53.109 Data time: 0.2575, Forward time: 2.3827, Backward time: 3.0777, DDP time: 0.0036, Total iter time: 6.0988 [2020-11-05 13:33:28,715][root][INFO] - ===> Epoch[4](93/26): Loss 2.0414, Sem 1.7158, dir -0.1827, norm 0.5083, swav 0.0000 LR: 9.916e-02 Score 51.931 Data time: 0.2706, Forward time: 2.3871, Backward time: 3.0705, DDP time: 0.0036, Total iter time: 5.4987 [2020-11-05 13:33:34,510][root][INFO] - ===> Epoch[4](94/26): Loss 2.0472, Sem 1.6704, dir -0.1570, norm 0.5338, swav 0.0000 LR: 9.915e-02 Score 53.601 Data time: 0.2814, Forward time: 2.3937, Backward time: 3.0630, DDP time: 0.0036, Total iter time: 5.6657 [2020-11-05 13:33:40,167][root][INFO] - ===> Epoch[4](95/26): Loss 1.9152, Sem 1.6597, dir -0.1933, norm 0.4487, swav 0.0000 LR: 9.914e-02 Score 53.611 Data time: 0.2411, Forward time: 2.3936, Backward time: 3.0605, DDP time: 0.0036, Total iter time: 5.5184 [2020-11-05 13:33:46,409][root][INFO] - ===> Epoch[4](96/26): Loss 2.0055, Sem 1.6418, dir -0.1763, norm 0.5400, swav 0.0000 LR: 9.914e-02 Score 55.430 Data time: 0.2074, Forward time: 2.3874, Backward time: 3.0702, DDP time: 0.0036, Total iter time: 6.1348 [2020-11-05 13:33:52,104][root][INFO] - ===> Epoch[4](97/26): Loss 1.8046, Sem 1.5230, dir -0.1820, norm 0.4636, swav 0.0000 LR: 9.913e-02 Score 59.567 Data time: 0.2562, Forward time: 2.3881, Backward time: 3.0684, DDP time: 0.0036, Total iter time: 5.6290 [2020-11-05 13:34:00,030][root][INFO] - ===> Epoch[4](98/26): Loss 1.8978, Sem 1.5782, dir -0.1651, norm 0.4847, swav 0.0000 LR: 9.912e-02 Score 56.772 Data time: 0.2531, Forward time: 2.3907, Backward time: 3.0858, DDP time: 0.0036, Total iter time: 7.8196 [2020-11-05 13:34:05,559][root][INFO] - ===> Epoch[4](99/26): Loss 1.8366, Sem 1.5998, dir -0.2318, norm 0.4686, swav 0.0000 LR: 9.911e-02 Score 54.839 Data time: 0.2693, Forward time: 2.3953, Backward time: 3.0776, DDP time: 0.0036, Total iter time: 5.3956 [2020-11-05 13:34:10,848][root][INFO] - ===> Epoch[4](100/26): Loss 1.9921, Sem 1.5348, dir -0.1282, norm 0.5855, swav 0.0000 LR: 9.910e-02 Score 57.776 Data time: 0.2322, Forward time: 2.3962, Backward time: 3.0712, DDP time: 0.0036, Total iter time: 5.1661 [2020-11-05 13:34:16,353][root][INFO] - ===> Epoch[4](101/26): Loss 2.0505, Sem 1.6456, dir -0.1194, norm 0.5244, swav 0.0000 LR: 9.909e-02 Score 53.174 Data time: 0.2491, Forward time: 2.3980, Backward time: 3.0654, DDP time: 0.0036, Total iter time: 5.3700 [2020-11-05 13:34:22,447][root][INFO] - ===> Epoch[4](102/26): Loss 1.9334, Sem 1.6071, dir -0.1955, norm 0.5218, swav 0.0000 LR: 9.908e-02 Score 55.164 Data time: 0.2098, Forward time: 2.3951, Backward time: 3.0701, DDP time: 0.0036, Total iter time: 5.9575 [2020-11-05 13:34:27,166][root][INFO] - ===> Epoch[4](103/26): Loss 2.0513, Sem 1.5889, dir -0.1574, norm 0.6198, swav 0.0000 LR: 9.907e-02 Score 55.424 Data time: 0.2174, Forward time: 2.3944, Backward time: 3.0601, DDP time: 0.0036, Total iter time: 4.6055 [2020-11-05 13:34:32,616][root][INFO] - ===> Epoch[4](104/26): Loss 2.0724, Sem 1.7241, dir -0.1812, norm 0.5295, swav 0.0000 LR: 9.906e-02 Score 52.518 Data time: 0.1496, Forward time: 2.3869, Backward time: 3.0640, DDP time: 0.0036, Total iter time: 5.3349 [2020-11-05 13:34:38,085][root][INFO] - ===> Epoch[5](105/26): Loss 1.8565, Sem 1.5778, dir -0.1899, norm 0.4686, swav 0.0000 LR: 9.905e-02 Score 56.023 Data time: 0.1400, Forward time: 2.3790, Backward time: 3.0681, DDP time: 0.0036, Total iter time: 5.3790 [2020-11-05 13:34:45,118][root][INFO] - ===> Epoch[5](106/26): Loss 2.0471, Sem 1.6554, dir -0.1441, norm 0.5358, swav 0.0000 LR: 9.905e-02 Score 54.509 Data time: 0.2054, Forward time: 2.3785, Backward time: 3.0800, DDP time: 0.0036, Total iter time: 6.9481 [2020-11-05 13:34:50,736][root][INFO] - ===> Epoch[5](107/26): Loss 1.9572, Sem 1.6031, dir -0.1438, norm 0.4979, swav 0.0000 LR: 9.904e-02 Score 56.092 Data time: 0.1729, Forward time: 2.3732, Backward time: 3.0829, DDP time: 0.0036, Total iter time: 5.4853 [2020-11-05 13:34:56,333][root][INFO] - ===> Epoch[5](108/26): Loss 1.8426, Sem 1.5567, dir -0.1653, norm 0.4512, swav 0.0000 LR: 9.903e-02 Score 57.273 Data time: 0.2215, Forward time: 2.3718, Backward time: 3.0817, DDP time: 0.0036, Total iter time: 5.4729 [2020-11-05 13:35:01,260][root][INFO] - ===> Epoch[5](109/26): Loss 2.1090, Sem 1.6444, dir -0.1239, norm 0.5885, swav 0.0000 LR: 9.902e-02 Score 54.140 Data time: 0.2028, Forward time: 2.3683, Backward time: 3.0770, DDP time: 0.0036, Total iter time: 4.8114 [2020-11-05 13:35:07,860][root][INFO] - ===> Epoch[5](110/26): Loss 2.2028, Sem 1.6972, dir -0.1334, norm 0.6391, swav 0.0000 LR: 9.901e-02 Score 51.717 Data time: 0.3696, Forward time: 2.3769, Backward time: 3.0743, DDP time: 0.0036, Total iter time: 6.4831 [2020-11-05 13:35:14,793][root][INFO] - ===> Epoch[5](111/26): Loss 2.0127, Sem 1.6781, dir -0.1513, norm 0.4859, swav 0.0000 LR: 9.900e-02 Score 53.518 Data time: 0.2418, Forward time: 2.3801, Backward time: 3.0801, DDP time: 0.0036, Total iter time: 6.7851 [2020-11-05 13:35:20,153][root][INFO] - ===> Epoch[5](112/26): Loss 2.0931, Sem 1.6531, dir -0.1708, norm 0.6108, swav 0.0000 LR: 9.899e-02 Score 54.185 Data time: 0.2193, Forward time: 2.3795, Backward time: 3.0764, DDP time: 0.0036, Total iter time: 5.2402 [2020-11-05 13:35:26,662][root][INFO] - ===> Epoch[5](113/26): Loss 2.0805, Sem 1.6633, dir -0.1192, norm 0.5364, swav 0.0000 LR: 9.898e-02 Score 54.679 Data time: 0.1784, Forward time: 2.3756, Backward time: 3.0859, DDP time: 0.0036, Total iter time: 6.3883 [2020-11-05 13:35:31,558][root][INFO] - ===> Epoch[5](114/26): Loss 1.8422, Sem 1.5051, dir -0.1659, norm 0.5031, swav 0.0000 LR: 9.897e-02 Score 60.230 Data time: 0.2479, Forward time: 2.3750, Backward time: 3.0783, DDP time: 0.0036, Total iter time: 4.8034 [2020-11-05 13:35:37,130][root][INFO] - ===> Epoch[5](115/26): Loss 1.9097, Sem 1.5781, dir -0.1762, norm 0.5077, swav 0.0000 LR: 9.896e-02 Score 56.452 Data time: 0.2584, Forward time: 2.3748, Backward time: 3.0756, DDP time: 0.0036, Total iter time: 5.4341 [2020-11-05 13:35:43,340][root][INFO] - ===> Epoch[5](116/26): Loss 1.8769, Sem 1.5155, dir -0.1878, norm 0.5492, swav 0.0000 LR: 9.896e-02 Score 56.852 Data time: 0.3222, Forward time: 2.3815, Backward time: 3.0713, DDP time: 0.0036, Total iter time: 6.1037 [2020-11-05 13:35:48,923][root][INFO] - ===> Epoch[5](117/26): Loss 1.9153, Sem 1.6025, dir -0.2063, norm 0.5191, swav 0.0000 LR: 9.895e-02 Score 52.875 Data time: 0.1883, Forward time: 2.3766, Backward time: 3.0737, DDP time: 0.0036, Total iter time: 5.4576 [2020-11-05 13:35:54,807][root][INFO] - ===> Epoch[5](118/26): Loss 1.7815, Sem 1.4123, dir -0.1534, norm 0.5226, swav 0.0000 LR: 9.894e-02 Score 62.858 Data time: 0.2354, Forward time: 2.3726, Backward time: 3.0776, DDP time: 0.0036, Total iter time: 5.7761 [2020-11-05 13:36:00,883][root][INFO] - ===> Epoch[5](119/26): Loss 2.0449, Sem 1.6278, dir -0.1742, norm 0.5913, swav 0.0000 LR: 9.893e-02 Score 52.092 Data time: 0.3107, Forward time: 2.3786, Backward time: 3.0734, DDP time: 0.0036, Total iter time: 5.9795 [2020-11-05 13:36:06,755][root][INFO] - ===> Epoch[5](120/26): Loss 1.9141, Sem 1.5559, dir -0.1406, norm 0.4989, swav 0.0000 LR: 9.892e-02 Score 56.521 Data time: 0.1317, Forward time: 2.3728, Backward time: 3.0793, DDP time: 0.0036, Total iter time: 5.7544 [2020-11-05 13:36:13,880][root][INFO] - ===> Epoch[5](121/26): Loss 1.8217, Sem 1.5019, dir -0.1440, norm 0.4637, swav 0.0000 LR: 9.891e-02 Score 58.943 Data time: 0.1532, Forward time: 2.3665, Backward time: 3.0961, DDP time: 0.0036, Total iter time: 7.0494 [2020-11-05 13:36:19,472][root][INFO] - ===> Epoch[5](122/26): Loss 1.6492, Sem 1.4126, dir -0.1897, norm 0.4263, swav 0.0000 LR: 9.890e-02 Score 60.198 Data time: 0.2241, Forward time: 2.3658, Backward time: 3.0948, DDP time: 0.0036, Total iter time: 5.5025 [2020-11-05 13:36:26,510][root][INFO] - ===> Epoch[5](123/26): Loss 1.8894, Sem 1.6027, dir -0.1918, norm 0.4785, swav 0.0000 LR: 9.889e-02 Score 53.208 Data time: 0.1595, Forward time: 2.3596, Backward time: 3.1100, DDP time: 0.0036, Total iter time: 6.9203 [2020-11-05 13:36:32,372][root][INFO] - ===> Epoch[5](124/26): Loss 2.0944, Sem 1.5621, dir -0.0917, norm 0.6239, swav 0.0000 LR: 9.888e-02 Score 57.867 Data time: 0.2654, Forward time: 2.3625, Backward time: 3.1068, DDP time: 0.0036, Total iter time: 5.7789 [2020-11-05 13:36:36,821][root][INFO] - ===> Epoch[5](125/26): Loss 2.1659, Sem 1.5489, dir -0.0636, norm 0.6805, swav 0.0000 LR: 9.887e-02 Score 57.595 Data time: 0.2508, Forward time: 2.3616, Backward time: 3.0963, DDP time: 0.0036, Total iter time: 4.3239 [2020-11-05 13:36:42,425][root][INFO] - ===> Epoch[5](126/26): Loss 2.3567, Sem 1.6207, dir -0.0799, norm 0.8159, swav 0.0000 LR: 9.887e-02 Score 53.571 Data time: 0.2756, Forward time: 2.3656, Backward time: 3.0903, DDP time: 0.0036, Total iter time: 5.4980 [2020-11-05 13:36:47,967][root][INFO] - ===> Epoch[5](127/26): Loss 2.1310, Sem 1.5823, dir -0.1253, norm 0.6740, swav 0.0000 LR: 9.886e-02 Score 56.889 Data time: 0.1739, Forward time: 2.3631, Backward time: 3.0897, DDP time: 0.0036, Total iter time: 5.4074 [2020-11-05 13:36:53,624][root][INFO] - ===> Epoch[5](128/26): Loss 1.9832, Sem 1.5795, dir -0.1650, norm 0.5686, swav 0.0000 LR: 9.885e-02 Score 58.089 Data time: 0.1674, Forward time: 2.3579, Backward time: 3.0934, DDP time: 0.0036, Total iter time: 5.5512 [2020-11-05 13:37:01,385][root][INFO] - ===> Epoch[5](129/26): Loss 2.2001, Sem 1.6465, dir -0.1396, norm 0.6932, swav 0.0000 LR: 9.884e-02 Score 53.503 Data time: 0.2419, Forward time: 2.3600, Backward time: 3.1058, DDP time: 0.0036, Total iter time: 7.6860 [2020-11-05 13:37:07,948][root][INFO] - ===> Epoch[5](130/26): Loss 2.1813, Sem 1.6127, dir -0.0952, norm 0.6638, swav 0.0000 LR: 9.883e-02 Score 54.135 Data time: 0.2207, Forward time: 2.3607, Backward time: 3.1102, DDP time: 0.0036, Total iter time: 6.4438 [2020-11-05 13:37:13,709][root][INFO] - ===> Epoch[6](131/26): Loss 1.9874, Sem 1.4131, dir -0.0567, norm 0.6310, swav 0.0000 LR: 9.882e-02 Score 61.917 Data time: 0.1320, Forward time: 2.3535, Backward time: 3.1177, DDP time: 0.0036, Total iter time: 5.6514 [2020-11-05 13:37:18,163][root][INFO] - ===> Epoch[6](132/26): Loss 2.0808, Sem 1.5511, dir -0.0815, norm 0.6113, swav 0.0000 LR: 9.881e-02 Score 56.356 Data time: 0.2030, Forward time: 2.3513, Backward time: 3.1099, DDP time: 0.0036, Total iter time: 4.3817 [2020-11-05 13:37:23,718][root][INFO] - ===> Epoch[6](133/26): Loss 1.9977, Sem 1.6395, dir -0.1673, norm 0.5255, swav 0.0000 LR: 9.880e-02 Score 55.891 Data time: 0.1943, Forward time: 2.3484, Backward time: 3.1105, DDP time: 0.0036, Total iter time: 5.4317 [2020-11-05 13:37:28,406][root][INFO] - ===> Epoch[6](134/26): Loss 1.8099, Sem 1.3946, dir -0.0883, norm 0.5036, swav 0.0000 LR: 9.879e-02 Score 60.850 Data time: 0.1729, Forward time: 2.3434, Backward time: 3.1071, DDP time: 0.0036, Total iter time: 4.5865 [2020-11-05 13:37:34,022][root][INFO] - ===> Epoch[6](135/26): Loss 2.1767, Sem 1.5787, dir -0.0896, norm 0.6876, swav 0.0000 LR: 9.878e-02 Score 57.045 Data time: 0.2890, Forward time: 2.3473, Backward time: 3.1013, DDP time: 0.0036, Total iter time: 5.5084 [2020-11-05 13:37:39,749][root][INFO] - ===> Epoch[6](136/26): Loss 2.0825, Sem 1.5986, dir -0.1116, norm 0.5955, swav 0.0000 LR: 9.878e-02 Score 54.841 Data time: 0.2556, Forward time: 2.3500, Backward time: 3.0977, DDP time: 0.0036, Total iter time: 5.5908 [2020-11-05 13:37:45,652][root][INFO] - ===> Epoch[6](137/26): Loss 1.7796, Sem 1.5235, dir -0.2197, norm 0.4759, swav 0.0000 LR: 9.877e-02 Score 57.920 Data time: 0.1271, Forward time: 2.3437, Backward time: 3.1039, DDP time: 0.0036, Total iter time: 5.7591 [2020-11-05 13:37:51,878][root][INFO] - ===> Epoch[6](138/26): Loss 1.9531, Sem 1.4795, dir -0.1211, norm 0.5946, swav 0.0000 LR: 9.876e-02 Score 59.506 Data time: 0.2238, Forward time: 2.3431, Backward time: 3.1073, DDP time: 0.0036, Total iter time: 6.1493 [2020-11-05 13:37:57,427][root][INFO] - ===> Epoch[6](139/26): Loss 2.1208, Sem 1.5246, dir -0.1049, norm 0.7011, swav 0.0000 LR: 9.875e-02 Score 58.313 Data time: 0.2329, Forward time: 2.3421, Backward time: 3.1059, DDP time: 0.0036, Total iter time: 5.4155 [2020-11-05 13:38:03,709][root][INFO] - ===> Epoch[6](140/26): Loss 2.1478, Sem 1.6689, dir -0.1546, norm 0.6335, swav 0.0000 LR: 9.874e-02 Score 52.090 Data time: 0.1844, Forward time: 2.3397, Backward time: 3.1113, DDP time: 0.0036, Total iter time: 6.1837 [2020-11-05 13:38:09,074][root][INFO] - ===> Epoch[6](141/26): Loss 1.8888, Sem 1.4505, dir -0.1467, norm 0.5851, swav 0.0000 LR: 9.873e-02 Score 59.323 Data time: 0.1791, Forward time: 2.3358, Backward time: 3.1118, DDP time: 0.0036, Total iter time: 5.2455 [2020-11-05 13:38:14,229][root][INFO] - ===> Epoch[6](142/26): Loss 1.9485, Sem 1.4724, dir -0.1238, norm 0.6000, swav 0.0000 LR: 9.872e-02 Score 59.113 Data time: 0.2423, Forward time: 2.3369, Backward time: 3.1060, DDP time: 0.0036, Total iter time: 5.0383 [2020-11-05 13:38:21,199][root][INFO] - ===> Epoch[6](143/26): Loss 1.9782, Sem 1.5000, dir -0.1351, norm 0.6134, swav 0.0000 LR: 9.871e-02 Score 59.229 Data time: 0.2471, Forward time: 2.3400, Backward time: 3.1105, DDP time: 0.0036, Total iter time: 6.8547 [2020-11-05 13:38:28,472][root][INFO] - ===> Epoch[6](144/26): Loss 2.0686, Sem 1.5766, dir -0.1140, norm 0.6060, swav 0.0000 LR: 9.870e-02 Score 53.248 Data time: 0.2319, Forward time: 2.3388, Backward time: 3.1205, DDP time: 0.0036, Total iter time: 7.1145 [2020-11-05 13:38:34,301][root][INFO] - ===> Epoch[6](145/26): Loss 1.8977, Sem 1.5322, dir -0.1525, norm 0.5180, swav 0.0000 LR: 9.869e-02 Score 56.667 Data time: 0.2001, Forward time: 2.3363, Backward time: 3.1225, DDP time: 0.0036, Total iter time: 5.6765 [2020-11-05 13:38:40,519][root][INFO] - ===> Epoch[6](146/26): Loss 1.8871, Sem 1.4693, dir -0.1419, norm 0.5597, swav 0.0000 LR: 9.869e-02 Score 59.200 Data time: 0.3145, Forward time: 2.3399, Backward time: 3.1210, DDP time: 0.0036, Total iter time: 6.1104 [2020-11-05 13:38:46,896][root][INFO] - ===> Epoch[6](147/26): Loss 2.0938, Sem 1.5969, dir -0.1385, norm 0.6354, swav 0.0000 LR: 9.868e-02 Score 54.986 Data time: 0.2135, Forward time: 2.3395, Backward time: 3.1245, DDP time: 0.0036, Total iter time: 6.2461 [2020-11-05 13:38:53,018][root][INFO] - ===> Epoch[6](148/26): Loss 2.1291, Sem 1.6563, dir -0.1438, norm 0.6165, swav 0.0000 LR: 9.867e-02 Score 53.035 Data time: 0.2935, Forward time: 2.3447, Backward time: 3.1210, DDP time: 0.0036, Total iter time: 6.0273 [2020-11-05 13:39:00,281][root][INFO] - ===> Epoch[6](149/26): Loss 1.7928, Sem 1.5214, dir -0.1647, norm 0.4361, swav 0.0000 LR: 9.866e-02 Score 56.569 Data time: 0.1851, Forward time: 2.3439, Backward time: 3.1309, DDP time: 0.0036, Total iter time: 7.1239 [2020-11-05 13:39:05,736][root][INFO] - ===> Epoch[6](150/26): Loss 1.8789, Sem 1.4843, dir -0.1444, norm 0.5389, swav 0.0000 LR: 9.865e-02 Score 58.908 Data time: 0.1718, Forward time: 2.3399, Backward time: 3.1321, DDP time: 0.0036, Total iter time: 5.3519 [2020-11-05 13:39:12,146][root][INFO] - ===> Epoch[6](151/26): Loss 1.7610, Sem 1.3591, dir -0.0904, norm 0.4923, swav 0.0000 LR: 9.864e-02 Score 61.831 Data time: 0.1824, Forward time: 2.3360, Backward time: 3.1394, DDP time: 0.0036, Total iter time: 6.3177 [2020-11-05 13:39:17,178][root][INFO] - ===> Epoch[6](152/26): Loss 1.8140, Sem 1.4530, dir -0.1244, norm 0.4854, swav 0.0000 LR: 9.863e-02 Score 57.874 Data time: 0.2170, Forward time: 2.3359, Backward time: 3.1346, DDP time: 0.0036, Total iter time: 4.9604 [2020-11-05 13:39:22,051][root][INFO] - ===> Epoch[6](153/26): Loss 1.8399, Sem 1.4315, dir -0.1473, norm 0.5558, swav 0.0000 LR: 9.862e-02 Score 59.952 Data time: 0.1566, Forward time: 2.3310, Backward time: 3.1332, DDP time: 0.0036, Total iter time: 4.7588 [2020-11-05 13:39:27,553][root][INFO] - ===> Epoch[6](154/26): Loss 1.9311, Sem 1.4987, dir -0.1630, norm 0.5954, swav 0.0000 LR: 9.861e-02 Score 57.679 Data time: 0.2824, Forward time: 2.3338, Backward time: 3.1283, DDP time: 0.0036, Total iter time: 5.4356 [2020-11-05 13:39:34,763][root][INFO] - ===> Epoch[6](155/26): Loss 1.7625, Sem 1.4181, dir -0.1543, norm 0.4986, swav 0.0000 LR: 9.860e-02 Score 58.213 Data time: 0.4121, Forward time: 2.3423, Backward time: 3.1276, DDP time: 0.0036, Total iter time: 7.0874 [2020-11-05 13:39:41,228][root][INFO] - ===> Epoch[6](156/26): Loss 1.8083, Sem 1.4259, dir -0.1764, norm 0.5588, swav 0.0000 LR: 9.860e-02 Score 59.003 Data time: 0.3115, Forward time: 2.3485, Backward time: 3.1249, DDP time: 0.0036, Total iter time: 6.3460 [2020-11-05 13:39:48,126][root][INFO] - ===> Epoch[7](157/26): Loss 1.9715, Sem 1.5701, dir -0.1443, norm 0.5456, swav 0.0000 LR: 9.859e-02 Score 53.970 Data time: 0.2218, Forward time: 2.3499, Backward time: 3.1298, DDP time: 0.0036, Total iter time: 6.7812 [2020-11-05 13:39:53,790][root][INFO] - ===> Epoch[7](158/26): Loss 1.8691, Sem 1.4478, dir -0.1411, norm 0.5624, swav 0.0000 LR: 9.858e-02 Score 56.588 Data time: 0.2118, Forward time: 2.3489, Backward time: 3.1295, DDP time: 0.0036, Total iter time: 5.5609 [2020-11-05 13:39:59,584][root][INFO] - ===> Epoch[7](159/26): Loss 1.7530, Sem 1.4378, dir -0.1596, norm 0.4748, swav 0.0000 LR: 9.857e-02 Score 60.871 Data time: 0.1894, Forward time: 2.3460, Backward time: 3.1318, DDP time: 0.0036, Total iter time: 5.6886 [2020-11-05 13:40:06,056][root][INFO] - ===> Epoch[7](160/26): Loss 1.6904, Sem 1.3533, dir -0.1751, norm 0.5122, swav 0.0000 LR: 9.856e-02 Score 63.802 Data time: 0.1797, Forward time: 2.3429, Backward time: 3.1384, DDP time: 0.0036, Total iter time: 6.3640 [2020-11-05 13:40:11,288][root][INFO] - ===> Epoch[7](161/26): Loss 1.7816, Sem 1.5811, dir -0.2483, norm 0.4488, swav 0.0000 LR: 9.855e-02 Score 54.151 Data time: 0.1971, Forward time: 2.3410, Backward time: 3.1365, DDP time: 0.0036, Total iter time: 5.1317 [2020-11-05 13:40:16,020][root][INFO] - ===> Epoch[7](162/26): Loss 1.7811, Sem 1.4514, dir -0.1656, norm 0.4953, swav 0.0000 LR: 9.854e-02 Score 58.180 Data time: 0.2668, Forward time: 2.3410, Backward time: 3.1294, DDP time: 0.0036, Total iter time: 4.6217 [2020-11-05 13:40:21,285][root][INFO] - ===> Epoch[7](163/26): Loss 1.9064, Sem 1.4605, dir -0.1141, norm 0.5600, swav 0.0000 LR: 9.853e-02 Score 57.956 Data time: 0.2482, Forward time: 2.3418, Backward time: 3.1250, DDP time: 0.0036, Total iter time: 5.1439 [2020-11-05 13:40:28,118][root][INFO] - ===> Epoch[7](164/26): Loss 1.7324, Sem 1.3792, dir -0.1831, norm 0.5363, swav 0.0000 LR: 9.852e-02 Score 59.825 Data time: 0.3338, Forward time: 2.3488, Backward time: 3.1235, DDP time: 0.0036, Total iter time: 6.7182 [2020-11-05 13:40:33,342][root][INFO] - ===> Epoch[7](165/26): Loss 1.9435, Sem 1.4613, dir -0.1170, norm 0.5993, swav 0.0000 LR: 9.851e-02 Score 57.236 Data time: 0.2049, Forward time: 2.3486, Backward time: 3.1197, DDP time: 0.0036, Total iter time: 5.1060 [2020-11-05 13:40:39,361][root][INFO] - ===> Epoch[7](166/26): Loss 1.8607, Sem 1.3463, dir -0.1061, norm 0.6204, swav 0.0000 LR: 9.850e-02 Score 62.205 Data time: 0.2417, Forward time: 2.3504, Backward time: 3.1187, DDP time: 0.0036, Total iter time: 5.8726 [2020-11-05 13:40:44,610][root][INFO] - ===> Epoch[7](167/26): Loss 1.9220, Sem 1.4941, dir -0.1346, norm 0.5624, swav 0.0000 LR: 9.850e-02 Score 56.840 Data time: 0.1569, Forward time: 2.3472, Backward time: 3.1181, DDP time: 0.0036, Total iter time: 5.1266 [2020-11-05 13:40:51,620][root][INFO] - ===> Epoch[7](168/26): Loss 1.8268, Sem 1.5167, dir -0.1668, norm 0.4770, swav 0.0000 LR: 9.849e-02 Score 58.060 Data time: 0.1503, Forward time: 2.3419, Backward time: 3.1311, DDP time: 0.0036, Total iter time: 6.9187 [2020-11-05 13:40:57,678][root][INFO] - ===> Epoch[7](169/26): Loss 1.8351, Sem 1.4033, dir -0.1413, norm 0.5731, swav 0.0000 LR: 9.848e-02 Score 58.309 Data time: 0.2511, Forward time: 2.3441, Backward time: 3.1303, DDP time: 0.0036, Total iter time: 6.0001 [2020-11-05 13:41:03,534][root][INFO] - ===> Epoch[7](170/26): Loss 1.9177, Sem 1.5191, dir -0.1564, norm 0.5550, swav 0.0000 LR: 9.847e-02 Score 57.384 Data time: 0.2385, Forward time: 2.3455, Backward time: 3.1284, DDP time: 0.0036, Total iter time: 5.7079 [2020-11-05 13:41:08,494][root][INFO] - ===> Epoch[7](171/26): Loss 1.7733, Sem 1.4920, dir -0.1831, norm 0.4644, swav 0.0000 LR: 9.846e-02 Score 55.409 Data time: 0.1998, Forward time: 2.3428, Backward time: 3.1259, DDP time: 0.0036, Total iter time: 4.8361 [2020-11-05 13:41:14,968][root][INFO] - ===> Epoch[7](172/26): Loss 1.7796, Sem 1.5155, dir -0.2115, norm 0.4756, swav 0.0000 LR: 9.845e-02 Score 56.801 Data time: 0.2509, Forward time: 2.3462, Backward time: 3.1263, DDP time: 0.0036, Total iter time: 6.3980 [2020-11-05 13:41:20,871][root][INFO] - ===> Epoch[7](173/26): Loss 1.8249, Sem 1.5029, dir -0.1872, norm 0.5092, swav 0.0000 LR: 9.844e-02 Score 57.498 Data time: 0.1904, Forward time: 2.3445, Backward time: 3.1280, DDP time: 0.0036, Total iter time: 5.7701 [2020-11-05 13:41:26,262][root][INFO] - ===> Epoch[7](174/26): Loss 1.8236, Sem 1.4860, dir -0.1519, norm 0.4895, swav 0.0000 LR: 9.843e-02 Score 58.226 Data time: 0.2256, Forward time: 2.3443, Backward time: 3.1256, DDP time: 0.0036, Total iter time: 5.2843 [2020-11-05 13:41:31,670][root][INFO] - ===> Epoch[7](175/26): Loss 1.8916, Sem 1.5019, dir -0.1865, norm 0.5762, swav 0.0000 LR: 9.842e-02 Score 57.254 Data time: 0.2333, Forward time: 2.3453, Backward time: 3.1220, DDP time: 0.0036, Total iter time: 5.2888 [2020-11-05 13:41:37,613][root][INFO] - ===> Epoch[7](176/26): Loss 1.6537, Sem 1.3644, dir -0.1861, norm 0.4754, swav 0.0000 LR: 9.841e-02 Score 60.997 Data time: 0.2229, Forward time: 2.3451, Backward time: 3.1225, DDP time: 0.0036, Total iter time: 5.8244 [2020-11-05 13:41:42,847][root][INFO] - ===> Epoch[7](177/26): Loss 1.9176, Sem 1.5724, dir -0.1979, norm 0.5431, swav 0.0000 LR: 9.841e-02 Score 55.000 Data time: 0.2246, Forward time: 2.3445, Backward time: 3.1196, DDP time: 0.0036, Total iter time: 5.1133 [2020-11-05 13:41:48,810][root][INFO] - ===> Epoch[7](178/26): Loss 1.7652, Sem 1.3884, dir -0.1653, norm 0.5421, swav 0.0000 LR: 9.840e-02 Score 62.212 Data time: 0.2628, Forward time: 2.3473, Backward time: 3.1173, DDP time: 0.0036, Total iter time: 5.8489 [2020-11-05 13:41:55,354][root][INFO] - ===> Epoch[7](179/26): Loss 1.7052, Sem 1.4479, dir -0.2271, norm 0.4845, swav 0.0000 LR: 9.839e-02 Score 59.386 Data time: 0.1844, Forward time: 2.3455, Backward time: 3.1226, DDP time: 0.0036, Total iter time: 6.4019 [2020-11-05 13:42:00,495][root][INFO] - ===> Epoch[7](180/26): Loss 1.8660, Sem 1.4314, dir -0.1485, norm 0.5831, swav 0.0000 LR: 9.838e-02 Score 57.682 Data time: 0.2276, Forward time: 2.3455, Backward time: 3.1186, DDP time: 0.0036, Total iter time: 5.0254 [2020-11-05 13:42:06,888][root][INFO] - ===> Epoch[7](181/26): Loss 1.8472, Sem 1.4194, dir -0.1489, norm 0.5767, swav 0.0000 LR: 9.837e-02 Score 58.782 Data time: 0.3281, Forward time: 2.3505, Backward time: 3.1161, DDP time: 0.0036, Total iter time: 6.2551 [2020-11-05 13:42:12,672][root][INFO] - ===> Epoch[7](182/26): Loss 1.5750, Sem 1.2658, dir -0.1521, norm 0.4613, swav 0.0000 LR: 9.836e-02 Score 65.004 Data time: 0.2538, Forward time: 2.3535, Backward time: 3.1126, DDP time: 0.0036, Total iter time: 5.6536 [2020-11-05 13:42:18,386][root][INFO] - ===> Epoch[8](183/26): Loss 1.8371, Sem 1.4823, dir -0.1198, norm 0.4746, swav 0.0000 LR: 9.835e-02 Score 57.276 Data time: 0.1727, Forward time: 2.3500, Backward time: 3.1151, DDP time: 0.0036, Total iter time: 5.5961 [2020-11-05 13:42:24,639][root][INFO] - ===> Epoch[8](184/26): Loss 1.8412, Sem 1.5108, dir -0.2243, norm 0.5547, swav 0.0000 LR: 9.834e-02 Score 54.244 Data time: 0.3114, Forward time: 2.3546, Backward time: 3.1126, DDP time: 0.0036, Total iter time: 6.1615 [2020-11-05 13:42:31,536][root][INFO] - ===> Epoch[8](185/26): Loss 1.7860, Sem 1.4004, dir -0.1288, norm 0.5143, swav 0.0000 LR: 9.833e-02 Score 60.410 Data time: 0.2129, Forward time: 2.3547, Backward time: 3.1176, DDP time: 0.0036, Total iter time: 6.7599 [2020-11-05 13:42:38,412][root][INFO] - ===> Epoch[8](186/26): Loss 1.9875, Sem 1.4313, dir -0.1331, norm 0.6893, swav 0.0000 LR: 9.832e-02 Score 58.905 Data time: 0.1947, Forward time: 2.3523, Backward time: 3.1251, DDP time: 0.0036, Total iter time: 6.7646 [2020-11-05 13:42:44,294][root][INFO] - ===> Epoch[8](187/26): Loss 1.8238, Sem 1.3029, dir -0.1401, norm 0.6610, swav 0.0000 LR: 9.832e-02 Score 62.025 Data time: 0.2823, Forward time: 2.3557, Backward time: 3.1218, DDP time: 0.0036, Total iter time: 5.7803 [2020-11-05 13:42:49,238][root][INFO] - ===> Epoch[8](188/26): Loss 1.8832, Sem 1.4308, dir -0.1795, norm 0.6320, swav 0.0000 LR: 9.831e-02 Score 58.188 Data time: 0.2183, Forward time: 2.3558, Backward time: 3.1167, DDP time: 0.0036, Total iter time: 4.7966 [2020-11-05 13:42:54,786][root][INFO] - ===> Epoch[8](189/26): Loss 1.7930, Sem 1.4409, dir -0.1937, norm 0.5459, swav 0.0000 LR: 9.830e-02 Score 58.856 Data time: 0.2515, Forward time: 2.3572, Backward time: 3.1134, DDP time: 0.0036, Total iter time: 5.4360 [2020-11-05 13:43:01,102][root][INFO] - ===> Epoch[8](190/26): Loss 2.0226, Sem 1.6020, dir -0.1989, norm 0.6196, swav 0.0000 LR: 9.829e-02 Score 52.053 Data time: 0.2079, Forward time: 2.3557, Backward time: 3.1170, DDP time: 0.0036, Total iter time: 6.1873 [2020-11-05 13:43:06,695][root][INFO] - ===> Epoch[8](191/26): Loss 1.8014, Sem 1.3580, dir -0.1639, norm 0.6073, swav 0.0000 LR: 9.828e-02 Score 62.249 Data time: 0.2984, Forward time: 2.3586, Backward time: 3.1125, DDP time: 0.0036, Total iter time: 5.4739 [2020-11-05 13:43:12,427][root][INFO] - ===> Epoch[8](192/26): Loss 1.7786, Sem 1.4055, dir -0.1766, norm 0.5497, swav 0.0000 LR: 9.827e-02 Score 60.211 Data time: 0.2788, Forward time: 2.3616, Backward time: 3.1086, DDP time: 0.0036, Total iter time: 5.5931 [2020-11-05 13:43:18,735][root][INFO] - ===> Epoch[8](193/26): Loss 1.7833, Sem 1.3879, dir -0.1402, norm 0.5356, swav 0.0000 LR: 9.826e-02 Score 59.086 Data time: 0.2507, Forward time: 2.3645, Backward time: 3.1079, DDP time: 0.0036, Total iter time: 6.2017 [2020-11-05 13:43:24,266][root][INFO] - ===> Epoch[8](194/26): Loss 1.7937, Sem 1.4293, dir -0.1466, norm 0.5111, swav 0.0000 LR: 9.825e-02 Score 58.912 Data time: 0.1611, Forward time: 2.3617, Backward time: 3.1086, DDP time: 0.0036, Total iter time: 5.4114 [2020-11-05 13:43:29,890][root][INFO] - ===> Epoch[8](195/26): Loss 1.9014, Sem 1.5127, dir -0.2009, norm 0.5896, swav 0.0000 LR: 9.824e-02 Score 55.283 Data time: 0.2013, Forward time: 2.3600, Backward time: 3.1093, DDP time: 0.0036, Total iter time: 5.5482 [2020-11-05 13:43:34,910][root][INFO] - ===> Epoch[8](196/26): Loss 1.7778, Sem 1.3686, dir -0.1539, norm 0.5632, swav 0.0000 LR: 9.823e-02 Score 60.323 Data time: 0.1481, Forward time: 2.3565, Backward time: 3.1087, DDP time: 0.0036, Total iter time: 4.9138 [2020-11-05 13:43:40,965][root][INFO] - ===> Epoch[8](197/26): Loss 1.8362, Sem 1.4058, dir -0.1081, norm 0.5384, swav 0.0000 LR: 9.823e-02 Score 58.441 Data time: 0.1643, Forward time: 2.3538, Backward time: 3.1127, DDP time: 0.0036, Total iter time: 5.9831 [2020-11-05 13:43:46,328][root][INFO] - ===> Epoch[8](198/26): Loss 1.5981, Sem 1.3353, dir -0.1783, norm 0.4412, swav 0.0000 LR: 9.822e-02 Score 62.440 Data time: 0.2148, Forward time: 2.3516, Backward time: 3.1123, DDP time: 0.0036, Total iter time: 5.2463 [2020-11-05 13:43:52,574][root][INFO] - ===> Epoch[8](199/26): Loss 1.9197, Sem 1.4295, dir -0.1061, norm 0.5963, swav 0.0000 LR: 9.821e-02 Score 57.188 Data time: 0.2913, Forward time: 2.3558, Backward time: 3.1100, DDP time: 0.0036, Total iter time: 6.1400 [2020-11-05 13:43:57,815][root][INFO] - ===> Epoch[8](200/26): Loss 1.8122, Sem 1.3507, dir -0.1043, norm 0.5658, swav 0.0000 LR: 9.820e-02 Score 60.900 Data time: 0.1846, Forward time: 2.3546, Backward time: 3.1081, DDP time: 0.0036, Total iter time: 5.1106 [2020-11-05 13:44:03,141][root][INFO] - ===> Epoch[8](201/26): Loss 1.7248, Sem 1.3477, dir -0.1446, norm 0.5217, swav 0.0000 LR: 9.819e-02 Score 62.078 Data time: 0.1675, Forward time: 2.3512, Backward time: 3.1089, DDP time: 0.0036, Total iter time: 5.2144 [2020-11-05 13:44:09,673][root][INFO] - ===> Epoch[8](202/26): Loss 1.6970, Sem 1.2805, dir -0.1069, norm 0.5234, swav 0.0000 LR: 9.818e-02 Score 61.635 Data time: 0.2421, Forward time: 2.3510, Backward time: 3.1122, DDP time: 0.0036, Total iter time: 6.4280 [2020-11-05 13:44:15,962][root][INFO] - ===> Epoch[8](203/26): Loss 1.8226, Sem 1.4398, dir -0.1384, norm 0.5212, swav 0.0000 LR: 9.817e-02 Score 59.419 Data time: 0.2331, Forward time: 2.3522, Backward time: 3.1129, DDP time: 0.0036, Total iter time: 6.1664 [2020-11-05 13:44:20,800][root][INFO] - ===> Epoch[8](204/26): Loss 1.8168, Sem 1.4481, dir -0.1744, norm 0.5431, swav 0.0000 LR: 9.816e-02 Score 57.276 Data time: 0.2041, Forward time: 2.3494, Backward time: 3.1105, DDP time: 0.0036, Total iter time: 4.7215 [2020-11-05 13:44:26,059][root][INFO] - ===> Epoch[8](205/26): Loss 1.8366, Sem 1.5054, dir -0.1986, norm 0.5298, swav 0.0000 LR: 9.815e-02 Score 54.594 Data time: 0.1968, Forward time: 2.3482, Backward time: 3.1089, DDP time: 0.0036, Total iter time: 5.1438 [2020-11-05 13:44:31,308][root][INFO] - ===> Epoch[8](206/26): Loss 1.6475, Sem 1.2591, dir -0.1741, norm 0.5625, swav 0.0000 LR: 9.814e-02 Score 63.251 Data time: 0.1630, Forward time: 2.3446, Backward time: 3.1097, DDP time: 0.0036, Total iter time: 5.1403 [2020-11-05 13:44:36,550][root][INFO] - ===> Epoch[8](207/26): Loss 1.8444, Sem 1.4959, dir -0.1913, norm 0.5399, swav 0.0000 LR: 9.814e-02 Score 55.566 Data time: 0.2487, Forward time: 2.3459, Backward time: 3.1057, DDP time: 0.0036, Total iter time: 5.1587 [2020-11-05 13:44:40,788][root][INFO] - ===> Epoch[8](208/26): Loss 1.6870, Sem 1.3738, dir -0.2007, norm 0.5140, swav 0.0000 LR: 9.813e-02 Score 60.702 Data time: 0.2501, Forward time: 2.3453, Backward time: 3.0986, DDP time: 0.0036, Total iter time: 4.1160 [2020-11-05 13:44:46,203][root][INFO] - ===> Epoch[9](209/26): Loss 1.6373, Sem 1.2896, dir -0.1744, norm 0.5221, swav 0.0000 LR: 9.812e-02 Score 62.997 Data time: 0.1556, Forward time: 2.3413, Backward time: 3.1001, DDP time: 0.0036, Total iter time: 5.2931 [2020-11-05 13:44:52,705][root][INFO] - ===> Epoch[9](210/26): Loss 1.5521, Sem 1.3337, dir -0.1842, norm 0.4026, swav 0.0000 LR: 9.811e-02 Score 60.117 Data time: 0.2217, Forward time: 2.3418, Backward time: 3.1030, DDP time: 0.0036, Total iter time: 6.4331 [2020-11-05 13:44:58,942][root][INFO] - ===> Epoch[9](211/26): Loss 1.7913, Sem 1.4698, dir -0.1684, norm 0.4900, swav 0.0000 LR: 9.810e-02 Score 56.400 Data time: 0.2148, Forward time: 2.3408, Backward time: 3.1056, DDP time: 0.0036, Total iter time: 6.1077 [2020-11-05 13:45:04,839][root][INFO] - ===> Epoch[9](212/26): Loss 1.6793, Sem 1.3526, dir -0.1786, norm 0.5054, swav 0.0000 LR: 9.809e-02 Score 60.728 Data time: 0.2529, Forward time: 2.3416, Backward time: 3.1050, DDP time: 0.0036, Total iter time: 5.7791 [2020-11-05 13:45:11,101][root][INFO] - ===> Epoch[9](213/26): Loss 1.6804, Sem 1.3180, dir -0.1690, norm 0.5314, swav 0.0000 LR: 9.808e-02 Score 61.040 Data time: 0.3131, Forward time: 2.3458, Backward time: 3.1024, DDP time: 0.0036, Total iter time: 6.1094 [2020-11-05 13:45:16,568][root][INFO] - ===> Epoch[9](214/26): Loss 1.7566, Sem 1.3525, dir -0.1459, norm 0.5499, swav 0.0000 LR: 9.807e-02 Score 60.277 Data time: 0.2095, Forward time: 2.3458, Backward time: 3.1001, DDP time: 0.0036, Total iter time: 5.3271 [2020-11-05 13:45:22,068][root][INFO] - ===> Epoch[9](215/26): Loss 1.6768, Sem 1.3710, dir -0.1666, norm 0.4725, swav 0.0000 LR: 9.806e-02 Score 59.300 Data time: 0.2603, Forward time: 2.3475, Backward time: 3.0969, DDP time: 0.0036, Total iter time: 5.3988 [2020-11-05 13:45:27,866][root][INFO] - ===> Epoch[9](216/26): Loss 1.7025, Sem 1.3398, dir -0.1266, norm 0.4894, swav 0.0000 LR: 9.805e-02 Score 60.588 Data time: 0.1493, Forward time: 2.3442, Backward time: 3.0999, DDP time: 0.0036, Total iter time: 5.6549 [2020-11-05 13:45:33,971][root][INFO] - ===> Epoch[9](217/26): Loss 1.6888, Sem 1.3305, dir -0.1684, norm 0.5268, swav 0.0000 LR: 9.805e-02 Score 63.368 Data time: 0.1713, Forward time: 2.3412, Backward time: 3.1042, DDP time: 0.0037, Total iter time: 6.0475 [2020-11-05 13:45:41,660][root][INFO] - ===> Epoch[9](218/26): Loss 1.7281, Sem 1.3938, dir -0.1777, norm 0.5120, swav 0.0000 LR: 9.804e-02 Score 59.654 Data time: 0.2373, Forward time: 2.3424, Backward time: 3.1112, DDP time: 0.0037, Total iter time: 7.5893 [2020-11-05 13:45:47,383][root][INFO] - ===> Epoch[9](219/26): Loss 1.6679, Sem 1.3536, dir -0.1567, norm 0.4710, swav 0.0000 LR: 9.803e-02 Score 59.479 Data time: 0.2040, Forward time: 2.3406, Backward time: 3.1121, DDP time: 0.0037, Total iter time: 5.5999 [2020-11-05 13:45:52,940][root][INFO] - ===> Epoch[9](220/26): Loss 1.8375, Sem 1.4015, dir -0.1550, norm 0.5910, swav 0.0000 LR: 9.802e-02 Score 59.624 Data time: 0.1349, Forward time: 2.3368, Backward time: 3.1148, DDP time: 0.0037, Total iter time: 5.4612 [2020-11-05 13:45:58,825][root][INFO] - ===> Epoch[9](221/26): Loss 1.8457, Sem 1.5287, dir -0.1837, norm 0.5008, swav 0.0000 LR: 9.801e-02 Score 54.402 Data time: 0.1684, Forward time: 2.3345, Backward time: 3.1174, DDP time: 0.0037, Total iter time: 5.8051 [2020-11-05 13:46:04,470][root][INFO] - ===> Epoch[9](222/26): Loss 1.5083, Sem 1.3052, dir -0.2092, norm 0.4123, swav 0.0000 LR: 9.800e-02 Score 60.873 Data time: 0.1770, Forward time: 2.3320, Backward time: 3.1191, DDP time: 0.0037, Total iter time: 5.5466 [2020-11-05 13:46:11,104][root][INFO] - ===> Epoch[9](223/26): Loss 1.7741, Sem 1.3789, dir -0.1230, norm 0.5183, swav 0.0000 LR: 9.799e-02 Score 59.588 Data time: 0.2399, Forward time: 2.3333, Backward time: 3.1212, DDP time: 0.0037, Total iter time: 6.5253 [2020-11-05 13:46:16,099][root][INFO] - ===> Epoch[9](224/26): Loss 1.6684, Sem 1.4134, dir -0.2123, norm 0.4673, swav 0.0000 LR: 9.798e-02 Score 56.978 Data time: 0.1686, Forward time: 2.3307, Backward time: 3.1201, DDP time: 0.0037, Total iter time: 4.8649 [2020-11-05 13:46:22,235][root][INFO] - ===> Epoch[9](225/26): Loss 1.7939, Sem 1.4315, dir -0.1774, norm 0.5398, swav 0.0000 LR: 9.797e-02 Score 58.935 Data time: 0.2521, Forward time: 2.3317, Backward time: 3.1203, DDP time: 0.0037, Total iter time: 6.0342 [2020-11-05 13:46:27,701][root][INFO] - ===> Epoch[9](226/26): Loss 1.7475, Sem 1.2714, dir -0.1206, norm 0.5966, swav 0.0000 LR: 9.796e-02 Score 63.816 Data time: 0.2667, Forward time: 2.3335, Backward time: 3.1165, DDP time: 0.0037, Total iter time: 5.3149 [2020-11-05 13:46:33,816][root][INFO] - ===> Epoch[9](227/26): Loss 1.6776, Sem 1.2276, dir -0.1464, norm 0.5963, swav 0.0000 LR: 9.795e-02 Score 66.122 Data time: 0.2721, Forward time: 2.3362, Backward time: 3.1149, DDP time: 0.0037, Total iter time: 5.9788 [2020-11-05 13:46:39,923][root][INFO] - ===> Epoch[9](228/26): Loss 1.7176, Sem 1.3328, dir -0.1595, norm 0.5443, swav 0.0000 LR: 9.795e-02 Score 59.616 Data time: 0.3021, Forward time: 2.3396, Backward time: 3.1124, DDP time: 0.0037, Total iter time: 5.9747 [2020-11-05 13:46:45,797][root][INFO] - ===> Epoch[9](229/26): Loss 1.8716, Sem 1.4353, dir -0.1498, norm 0.5861, swav 0.0000 LR: 9.794e-02 Score 56.909 Data time: 0.2265, Forward time: 2.3416, Backward time: 3.1105, DDP time: 0.0037, Total iter time: 5.7432 [2020-11-05 13:46:50,614][root][INFO] - ===> Epoch[9](230/26): Loss 1.7632, Sem 1.2692, dir -0.1365, norm 0.6305, swav 0.0000 LR: 9.793e-02 Score 63.265 Data time: 0.1847, Forward time: 2.3397, Backward time: 3.1080, DDP time: 0.0037, Total iter time: 4.6924 [2020-11-05 13:46:56,087][root][INFO] - ===> Epoch[9](231/26): Loss 1.8913, Sem 1.4109, dir -0.1903, norm 0.6707, swav 0.0000 LR: 9.792e-02 Score 56.941 Data time: 0.2174, Forward time: 2.3396, Backward time: 3.1066, DDP time: 0.0037, Total iter time: 5.3807 [2020-11-05 13:47:02,001][root][INFO] - ===> Epoch[9](232/26): Loss 1.7400, Sem 1.3307, dir -0.1696, norm 0.5789, swav 0.0000 LR: 9.791e-02 Score 59.922 Data time: 0.1985, Forward time: 2.3376, Backward time: 3.1088, DDP time: 0.0037, Total iter time: 5.8060 [2020-11-05 13:47:07,251][root][INFO] - ===> Epoch[9](233/26): Loss 1.9073, Sem 1.4664, dir -0.1262, norm 0.5671, swav 0.0000 LR: 9.790e-02 Score 57.552 Data time: 0.2743, Forward time: 2.3387, Backward time: 3.1051, DDP time: 0.0037, Total iter time: 5.1560 [2020-11-05 13:47:14,107][root][INFO] - ===> Epoch[9](234/26): Loss 1.9506, Sem 1.4336, dir -0.0989, norm 0.6159, swav 0.0000 LR: 9.789e-02 Score 58.248 Data time: 0.3085, Forward time: 2.3415, Backward time: 3.1062, DDP time: 0.0037, Total iter time: 6.7127 [2020-11-05 13:47:19,983][root][INFO] - ===> Epoch[10](235/26): Loss 1.7573, Sem 1.3827, dir -0.1632, norm 0.5377, swav 0.0000 LR: 9.788e-02 Score 58.773 Data time: 0.1974, Forward time: 2.3405, Backward time: 3.1071, DDP time: 0.0037, Total iter time: 5.7169 [2020-11-05 13:47:26,253][root][INFO] - ===> Epoch[10](236/26): Loss 1.7102, Sem 1.2977, dir -0.1145, norm 0.5269, swav 0.0000 LR: 9.787e-02 Score 63.129 Data time: 0.2340, Forward time: 2.3400, Backward time: 3.1091, DDP time: 0.0037, Total iter time: 6.1452 [2020-11-05 13:47:32,251][root][INFO] - ===> Epoch[10](237/26): Loss 1.8780, Sem 1.3373, dir -0.0829, norm 0.6236, swav 0.0000 LR: 9.786e-02 Score 60.516 Data time: 0.2010, Forward time: 2.3393, Backward time: 3.1104, DDP time: 0.0037, Total iter time: 5.8805 [2020-11-05 13:47:39,556][root][INFO] - ===> Epoch[10](238/26): Loss 1.8652, Sem 1.4469, dir -0.1330, norm 0.5514, swav 0.0000 LR: 9.786e-02 Score 57.561 Data time: 0.1725, Forward time: 2.3373, Backward time: 3.1181, DDP time: 0.0037, Total iter time: 7.1714 [2020-11-05 13:47:44,313][root][INFO] - ===> Epoch[10](239/26): Loss 1.6841, Sem 1.3697, dir -0.1842, norm 0.4986, swav 0.0000 LR: 9.785e-02 Score 60.952 Data time: 0.1641, Forward time: 2.3346, Backward time: 3.1166, DDP time: 0.0037, Total iter time: 4.6653 [2020-11-05 13:47:49,513][root][INFO] - ===> Epoch[10](240/26): Loss 1.9130, Sem 1.3871, dir -0.1028, norm 0.6287, swav 0.0000 LR: 9.784e-02 Score 60.476 Data time: 0.2216, Forward time: 2.3345, Backward time: 3.1143, DDP time: 0.0037, Total iter time: 5.1237 [2020-11-05 13:47:55,344][root][INFO] - ===> Epoch[10](241/26): Loss 1.9472, Sem 1.4970, dir -0.1177, norm 0.5679, swav 0.0000 LR: 9.783e-02 Score 54.464 Data time: 0.2194, Forward time: 2.3344, Backward time: 3.1142, DDP time: 0.0037, Total iter time: 5.7041 [2020-11-05 13:48:01,827][root][INFO] - ===> Epoch[10](242/26): Loss 1.8397, Sem 1.3860, dir -0.1856, norm 0.6392, swav 0.0000 LR: 9.782e-02 Score 59.546 Data time: 0.2060, Forward time: 2.3321, Backward time: 3.1187, DDP time: 0.0037, Total iter time: 6.3352 [2020-11-05 13:48:06,826][root][INFO] - ===> Epoch[10](243/26): Loss 1.8378, Sem 1.4186, dir -0.1629, norm 0.5821, swav 0.0000 LR: 9.781e-02 Score 58.631 Data time: 0.1829, Forward time: 2.3305, Backward time: 3.1170, DDP time: 0.0037, Total iter time: 4.8968 [2020-11-05 13:48:11,446][root][INFO] - ===> Epoch[10](244/26): Loss 1.8213, Sem 1.3714, dir -0.1515, norm 0.6014, swav 0.0000 LR: 9.780e-02 Score 60.241 Data time: 0.1615, Forward time: 2.3282, Backward time: 3.1145, DDP time: 0.0037, Total iter time: 4.5195 [2020-11-05 13:48:18,310][root][INFO] - ===> Epoch[10](245/26): Loss 1.7304, Sem 1.2981, dir -0.1232, norm 0.5555, swav 0.0000 LR: 9.779e-02 Score 61.534 Data time: 0.2286, Forward time: 2.3279, Backward time: 3.1188, DDP time: 0.0037, Total iter time: 6.7732 [2020-11-05 13:48:24,722][root][INFO] - ===> Epoch[10](246/26): Loss 1.7052, Sem 1.3674, dir -0.1644, norm 0.5023, swav 0.0000 LR: 9.778e-02 Score 59.611 Data time: 0.3759, Forward time: 2.3316, Backward time: 3.1170, DDP time: 0.0037, Total iter time: 6.2793 [2020-11-05 13:48:31,555][root][INFO] - ===> Epoch[10](247/26): Loss 1.7596, Sem 1.3023, dir -0.1180, norm 0.5753, swav 0.0000 LR: 9.777e-02 Score 62.495 Data time: 0.3743, Forward time: 2.3359, Backward time: 3.1162, DDP time: 0.0037, Total iter time: 6.6998 [2020-11-05 13:48:37,860][root][INFO] - ===> Epoch[10](248/26): Loss 1.7814, Sem 1.3209, dir -0.1299, norm 0.5903, swav 0.0000 LR: 9.777e-02 Score 60.289 Data time: 0.2677, Forward time: 2.3387, Backward time: 3.1151, DDP time: 0.0037, Total iter time: 6.1914 [2020-11-05 13:48:43,668][root][INFO] - ===> Epoch[10](249/26): Loss 1.6099, Sem 1.2852, dir -0.2015, norm 0.5262, swav 0.0000 LR: 9.776e-02 Score 62.785 Data time: 0.1931, Forward time: 2.3378, Backward time: 3.1158, DDP time: 0.0037, Total iter time: 5.6840 [2020-11-05 13:48:49,921][root][INFO] - ===> Epoch[10](250/26): Loss 1.7067, Sem 1.2579, dir -0.1201, norm 0.5688, swav 0.0000 LR: 9.775e-02 Score 62.436 Data time: 0.2051, Forward time: 2.3370, Backward time: 3.1181, DDP time: 0.0037, Total iter time: 6.1582 [2020-11-05 13:48:55,914][root][INFO] - ===> Epoch[10](251/26): Loss 1.8352, Sem 1.3882, dir -0.1466, norm 0.5936, swav 0.0000 LR: 9.774e-02 Score 58.561 Data time: 0.2289, Forward time: 2.3371, Backward time: 3.1185, DDP time: 0.0037, Total iter time: 5.8758 [2020-11-05 13:49:01,044][root][INFO] - ===> Epoch[10](252/26): Loss 1.8269, Sem 1.4899, dir -0.1825, norm 0.5195, swav 0.0000 LR: 9.773e-02 Score 57.083 Data time: 0.1992, Forward time: 2.3354, Backward time: 3.1173, DDP time: 0.0037, Total iter time: 5.0031 [2020-11-05 13:49:07,287][root][INFO] - ===> Epoch[10](253/26): Loss 1.8638, Sem 1.5275, dir -0.2116, norm 0.5478, swav 0.0000 LR: 9.772e-02 Score 55.073 Data time: 0.2332, Forward time: 2.3370, Backward time: 3.1174, DDP time: 0.0037, Total iter time: 6.1802 [2020-11-05 13:49:13,678][root][INFO] - ===> Epoch[10](254/26): Loss 1.8530, Sem 1.4935, dir -0.1568, norm 0.5163, swav 0.0000 LR: 9.771e-02 Score 57.304 Data time: 0.1261, Forward time: 2.3331, Backward time: 3.1233, DDP time: 0.0037, Total iter time: 6.2713 [2020-11-05 13:49:19,516][root][INFO] - ===> Epoch[10](255/26): Loss 1.7355, Sem 1.4254, dir -0.2141, norm 0.5242, swav 0.0000 LR: 9.770e-02 Score 56.735 Data time: 0.2618, Forward time: 2.3357, Backward time: 3.1209, DDP time: 0.0037, Total iter time: 5.7642 [2020-11-05 13:49:25,165][root][INFO] - ===> Epoch[10](256/26): Loss 1.7043, Sem 1.3698, dir -0.1949, norm 0.5293, swav 0.0000 LR: 9.769e-02 Score 59.530 Data time: 0.1963, Forward time: 2.3353, Backward time: 3.1202, DDP time: 0.0037, Total iter time: 5.5216 [2020-11-05 13:49:32,364][root][INFO] - ===> Epoch[10](257/26): Loss 1.6243, Sem 1.2231, dir -0.1262, norm 0.5274, swav 0.0000 LR: 9.768e-02 Score 64.257 Data time: 0.1955, Forward time: 2.3340, Backward time: 3.1266, DDP time: 0.0037, Total iter time: 7.1172 [2020-11-05 13:49:38,798][root][INFO] - ===> Epoch[10](258/26): Loss 1.7511, Sem 1.4563, dir -0.1677, norm 0.4625, swav 0.0000 LR: 9.768e-02 Score 57.388 Data time: 0.2148, Forward time: 2.3339, Backward time: 3.1289, DDP time: 0.0037, Total iter time: 6.3490 [2020-11-05 13:49:44,261][root][INFO] - ===> Epoch[10](259/26): Loss 1.7074, Sem 1.3197, dir -0.1390, norm 0.5267, swav 0.0000 LR: 9.767e-02 Score 62.174 Data time: 0.1703, Forward time: 2.3324, Backward time: 3.1287, DDP time: 0.0037, Total iter time: 5.3513 [2020-11-05 13:49:49,030][root][INFO] - ===> Epoch[10](260/26): Loss 1.7535, Sem 1.3659, dir -0.1338, norm 0.5215, swav 0.0000 LR: 9.766e-02 Score 59.426 Data time: 0.1710, Forward time: 2.3302, Backward time: 3.1270, DDP time: 0.0037, Total iter time: 4.6910 [2020-11-05 13:49:54,207][root][INFO] - ===> Epoch[11](261/26): Loss 1.7679, Sem 1.3841, dir -0.1817, norm 0.5656, swav 0.0000 LR: 9.765e-02 Score 60.169 Data time: 0.2083, Forward time: 2.3295, Backward time: 3.1253, DDP time: 0.0037, Total iter time: 5.0838 [2020-11-05 13:50:01,020][root][INFO] - ===> Epoch[11](262/26): Loss 1.8422, Sem 1.3218, dir -0.1100, norm 0.6303, swav 0.0000 LR: 9.764e-02 Score 61.542 Data time: 0.2140, Forward time: 2.3298, Backward time: 3.1286, DDP time: 0.0038, Total iter time: 6.7125 [2020-11-05 13:50:05,820][root][INFO] - ===> Epoch[11](263/26): Loss 1.8614, Sem 1.3019, dir -0.0797, norm 0.6392, swav 0.0000 LR: 9.763e-02 Score 61.615 Data time: 0.1857, Forward time: 2.3289, Backward time: 3.1256, DDP time: 0.0038, Total iter time: 4.6607 [2020-11-05 13:50:10,924][root][INFO] - ===> Epoch[11](264/26): Loss 1.7827, Sem 1.2571, dir -0.0898, norm 0.6154, swav 0.0000 LR: 9.762e-02 Score 62.587 Data time: 0.1860, Forward time: 2.3275, Backward time: 3.1242, DDP time: 0.0038, Total iter time: 4.9919 [2020-11-05 13:50:15,931][root][INFO] - ===> Epoch[11](265/26): Loss 1.6702, Sem 1.2867, dir -0.1648, norm 0.5483, swav 0.0000 LR: 9.761e-02 Score 60.762 Data time: 0.2264, Forward time: 2.3277, Backward time: 3.1210, DDP time: 0.0038, Total iter time: 4.8996 [2020-11-05 13:50:21,237][root][INFO] - ===> Epoch[11](266/26): Loss 1.7980, Sem 1.4003, dir -0.1417, norm 0.5393, swav 0.0000 LR: 9.760e-02 Score 58.237 Data time: 0.1924, Forward time: 2.3269, Backward time: 3.1199, DDP time: 0.0038, Total iter time: 5.1797 [2020-11-05 13:50:26,833][root][INFO] - ===> Epoch[11](267/26): Loss 1.9226, Sem 1.4191, dir -0.1161, norm 0.6195, swav 0.0000 LR: 9.759e-02 Score 56.558 Data time: 0.2499, Forward time: 2.3282, Backward time: 3.1177, DDP time: 0.0038, Total iter time: 5.4786 [2020-11-05 13:50:31,484][root][INFO] - ===> Epoch[11](268/26): Loss 1.7161, Sem 1.2964, dir -0.1666, norm 0.5863, swav 0.0000 LR: 9.758e-02 Score 60.194 Data time: 0.1831, Forward time: 2.3275, Backward time: 3.1140, DDP time: 0.0038, Total iter time: 4.5106 [2020-11-05 13:50:38,745][root][INFO] - ===> Epoch[11](269/26): Loss 1.7279, Sem 1.3674, dir -0.1638, norm 0.5244, swav 0.0000 LR: 9.758e-02 Score 59.012 Data time: 0.1533, Forward time: 2.3251, Backward time: 3.1215, DDP time: 0.0038, Total iter time: 7.1366 [2020-11-05 13:50:44,864][root][INFO] - ===> Epoch[11](270/26): Loss 1.8496, Sem 1.4320, dir -0.1394, norm 0.5570, swav 0.0000 LR: 9.757e-02 Score 58.426 Data time: 0.2120, Forward time: 2.3241, Backward time: 3.1235, DDP time: 0.0038, Total iter time: 6.0185 [2020-11-05 13:50:50,028][root][INFO] - ===> Epoch[11](271/26): Loss 1.6674, Sem 1.2995, dir -0.1621, norm 0.5300, swav 0.0000 LR: 9.756e-02 Score 60.563 Data time: 0.2498, Forward time: 2.3252, Backward time: 3.1200, DDP time: 0.0038, Total iter time: 5.0608 [2020-11-05 13:50:55,373][root][INFO] - ===> Epoch[11](272/26): Loss 1.9424, Sem 1.4346, dir -0.1555, norm 0.6633, swav 0.0000 LR: 9.755e-02 Score 58.265 Data time: 0.2577, Forward time: 2.3255, Backward time: 3.1178, DDP time: 0.0038, Total iter time: 5.2214 [2020-11-05 13:51:01,321][root][INFO] - ===> Epoch[11](273/26): Loss 1.6450, Sem 1.2732, dir -0.1423, norm 0.5141, swav 0.0000 LR: 9.754e-02 Score 62.939 Data time: 0.2332, Forward time: 2.3258, Backward time: 3.1177, DDP time: 0.0038, Total iter time: 5.8103 [2020-11-05 13:51:07,218][root][INFO] - ===> Epoch[11](274/26): Loss 1.7306, Sem 1.3538, dir -0.1509, norm 0.5276, swav 0.0000 LR: 9.753e-02 Score 59.952 Data time: 0.2298, Forward time: 2.3268, Backward time: 3.1170, DDP time: 0.0038, Total iter time: 5.7685 [2020-11-05 13:51:12,841][root][INFO] - ===> Epoch[11](275/26): Loss 1.7198, Sem 1.3670, dir -0.1862, norm 0.5390, swav 0.0000 LR: 9.752e-02 Score 58.814 Data time: 0.1595, Forward time: 2.3240, Backward time: 3.1189, DDP time: 0.0038, Total iter time: 5.4831 [2020-11-05 13:51:20,531][root][INFO] - ===> Epoch[11](276/26): Loss 1.5668, Sem 1.2933, dir -0.2049, norm 0.4784, swav 0.0000 LR: 9.751e-02 Score 60.259 Data time: 0.3994, Forward time: 2.3292, Backward time: 3.1201, DDP time: 0.0038, Total iter time: 7.6100 [2020-11-05 13:51:25,939][root][INFO] - ===> Epoch[11](277/26): Loss 1.5333, Sem 1.2612, dir -0.1744, norm 0.4465, swav 0.0000 LR: 9.750e-02 Score 61.666 Data time: 0.1963, Forward time: 2.3272, Backward time: 3.1202, DDP time: 0.0038, Total iter time: 5.2543 [2020-11-05 13:51:31,382][root][INFO] - ===> Epoch[11](278/26): Loss 1.5595, Sem 1.2997, dir -0.1828, norm 0.4427, swav 0.0000 LR: 9.749e-02 Score 60.882 Data time: 0.2614, Forward time: 2.3288, Backward time: 3.1173, DDP time: 0.0038, Total iter time: 5.3515 [2020-11-05 13:51:37,878][root][INFO] - ===> Epoch[11](279/26): Loss 1.8995, Sem 1.4157, dir -0.1086, norm 0.5924, swav 0.0000 LR: 9.749e-02 Score 59.071 Data time: 0.2148, Forward time: 2.3287, Backward time: 3.1196, DDP time: 0.0038, Total iter time: 6.3733 [2020-11-05 13:51:43,819][root][INFO] - ===> Epoch[11](280/26): Loss 1.7405, Sem 1.3680, dir -0.1579, norm 0.5303, swav 0.0000 LR: 9.748e-02 Score 59.094 Data time: 0.1421, Forward time: 2.3256, Backward time: 3.1230, DDP time: 0.0038, Total iter time: 5.8311 [2020-11-05 13:51:50,213][root][INFO] - ===> Epoch[11](281/26): Loss 1.5459, Sem 1.3117, dir -0.2250, norm 0.4592, swav 0.0000 LR: 9.747e-02 Score 60.350 Data time: 0.2256, Forward time: 2.3262, Backward time: 3.1246, DDP time: 0.0038, Total iter time: 6.3703 [2020-11-05 13:51:57,116][root][INFO] - ===> Epoch[11](282/26): Loss 1.6184, Sem 1.2850, dir -0.1660, norm 0.4994, swav 0.0000 LR: 9.746e-02 Score 62.115 Data time: 0.2310, Forward time: 2.3269, Backward time: 3.1274, DDP time: 0.0038, Total iter time: 6.7703 [2020-11-05 13:52:02,983][root][INFO] - ===> Epoch[11](283/26): Loss 1.4879, Sem 1.2808, dir -0.2006, norm 0.4077, swav 0.0000 LR: 9.745e-02 Score 61.775 Data time: 0.2064, Forward time: 2.3270, Backward time: 3.1274, DDP time: 0.0038, Total iter time: 5.7636 [2020-11-05 13:52:09,029][root][INFO] - ===> Epoch[11](284/26): Loss 1.6608, Sem 1.3690, dir -0.2039, norm 0.4956, swav 0.0000 LR: 9.744e-02 Score 59.185 Data time: 0.2003, Forward time: 2.3269, Backward time: 3.1282, DDP time: 0.0038, Total iter time: 5.9442 [2020-11-05 13:52:13,951][root][INFO] - ===> Epoch[11](285/26): Loss 1.6165, Sem 1.3439, dir -0.2316, norm 0.5042, swav 0.0000 LR: 9.743e-02 Score 59.604 Data time: 0.1708, Forward time: 2.3246, Backward time: 3.1269, DDP time: 0.0038, Total iter time: 4.8143 [2020-11-05 13:52:20,801][root][INFO] - ===> Epoch[11](286/26): Loss 1.6707, Sem 1.2541, dir -0.1510, norm 0.5676, swav 0.0000 LR: 9.742e-02 Score 61.433 Data time: 0.2867, Forward time: 2.3275, Backward time: 3.1276, DDP time: 0.0038, Total iter time: 6.7743 [2020-11-05 13:52:26,254][root][INFO] - ===> Epoch[12](287/26): Loss 1.6261, Sem 1.3004, dir -0.1740, norm 0.4996, swav 0.0000 LR: 9.741e-02 Score 61.067 Data time: 0.2020, Forward time: 2.3270, Backward time: 3.1266, DDP time: 0.0038, Total iter time: 5.3013 [2020-11-05 13:52:32,687][root][INFO] - ===> Epoch[12](288/26): Loss 1.6793, Sem 1.3362, dir -0.1436, norm 0.4867, swav 0.0000 LR: 9.740e-02 Score 60.338 Data time: 0.1701, Forward time: 2.3259, Backward time: 3.1298, DDP time: 0.0038, Total iter time: 6.3285 [2020-11-05 13:52:38,864][root][INFO] - ===> Epoch[12](289/26): Loss 1.6934, Sem 1.3515, dir -0.1894, norm 0.5314, swav 0.0000 LR: 9.740e-02 Score 60.604 Data time: 0.1805, Forward time: 2.3246, Backward time: 3.1322, DDP time: 0.0038, Total iter time: 6.0764 [2020-11-05 13:52:43,634][root][INFO] - ===> Epoch[12](290/26): Loss 1.7140, Sem 1.3868, dir -0.1747, norm 0.5020, swav 0.0000 LR: 9.739e-02 Score 58.947 Data time: 0.2427, Forward time: 2.3250, Backward time: 3.1282, DDP time: 0.0038, Total iter time: 4.6544 [2020-11-05 13:52:48,435][root][INFO] - ===> Epoch[12](291/26): Loss 1.6325, Sem 1.2882, dir -0.1713, norm 0.5156, swav 0.0000 LR: 9.738e-02 Score 61.775 Data time: 0.2031, Forward time: 2.3240, Backward time: 3.1257, DDP time: 0.0038, Total iter time: 4.7039 [2020-11-05 13:52:54,774][root][INFO] - ===> Epoch[12](292/26): Loss 1.5658, Sem 1.2320, dir -0.1737, norm 0.5075, swav 0.0000 LR: 9.737e-02 Score 63.635 Data time: 0.3532, Forward time: 2.3269, Backward time: 3.1242, DDP time: 0.0038, Total iter time: 6.2328 [2020-11-05 13:53:00,068][root][INFO] - ===> Epoch[12](293/26): Loss 1.5673, Sem 1.3098, dir -0.2202, norm 0.4777, swav 0.0000 LR: 9.736e-02 Score 60.198 Data time: 0.1680, Forward time: 2.3260, Backward time: 3.1234, DDP time: 0.0038, Total iter time: 5.1645 [2020-11-05 13:53:05,725][root][INFO] - ===> Epoch[12](294/26): Loss 1.7849, Sem 1.4038, dir -0.1327, norm 0.5138, swav 0.0000 LR: 9.735e-02 Score 58.326 Data time: 0.1633, Forward time: 2.3236, Backward time: 3.1252, DDP time: 0.0038, Total iter time: 5.5667 [2020-11-05 13:53:11,535][root][INFO] - ===> Epoch[12](295/26): Loss 1.7277, Sem 1.3656, dir -0.1663, norm 0.5284, swav 0.0000 LR: 9.734e-02 Score 59.723 Data time: 0.2343, Forward time: 2.3251, Backward time: 3.1238, DDP time: 0.0038, Total iter time: 5.7253 [2020-11-05 13:53:18,808][root][INFO] - ===> Epoch[12](296/26): Loss 1.8674, Sem 1.4326, dir -0.1004, norm 0.5352, swav 0.0000 LR: 9.733e-02 Score 56.492 Data time: 0.1872, Forward time: 2.3244, Backward time: 3.1290, DDP time: 0.0038, Total iter time: 7.1414 [2020-11-05 13:53:24,173][root][INFO] - ===> Epoch[12](297/26): Loss 1.7758, Sem 1.3493, dir -0.1100, norm 0.5365, swav 0.0000 LR: 9.732e-02 Score 60.864 Data time: 0.1435, Forward time: 2.3219, Backward time: 3.1297, DDP time: 0.0038, Total iter time: 5.2673 [2020-11-05 13:53:30,155][root][INFO] - ===> Epoch[12](298/26): Loss 1.5291, Sem 1.2484, dir -0.1987, norm 0.4794, swav 0.0000 LR: 9.731e-02 Score 62.622 Data time: 0.2115, Forward time: 2.3218, Backward time: 3.1303, DDP time: 0.0038, Total iter time: 5.8966 [2020-11-05 13:53:36,676][root][INFO] - ===> Epoch[12](299/26): Loss 1.8804, Sem 1.4579, dir -0.1398, norm 0.5623, swav 0.0000 LR: 9.731e-02 Score 58.643 Data time: 0.2310, Forward time: 2.3221, Backward time: 3.1319, DDP time: 0.0038, Total iter time: 6.3988 [2020-11-05 13:53:41,749][root][INFO] - ===> Epoch[12](300/26): Loss 1.8345, Sem 1.3325, dir -0.1232, norm 0.6251, swav 0.0000 LR: 9.730e-02 Score 61.655 Data time: 0.1608, Forward time: 2.3204, Backward time: 3.1312, DDP time: 0.0038, Total iter time: 4.9586 [2020-11-05 13:53:47,247][root][INFO] - ===> Epoch[12](301/26): Loss 1.6916, Sem 1.3414, dir -0.1616, norm 0.5118, swav 0.0000 LR: 9.729e-02 Score 60.578 Data time: 0.1192, Forward time: 2.3166, Backward time: 3.1344, DDP time: 0.0038, Total iter time: 5.4187 [2020-11-05 13:53:52,991][root][INFO] - ===> Epoch[12](302/26): Loss 1.6959, Sem 1.3248, dir -0.2056, norm 0.5767, swav 0.0000 LR: 9.728e-02 Score 58.853 Data time: 0.2165, Forward time: 2.3159, Backward time: 3.1349, DDP time: 0.0038, Total iter time: 5.6780 [2020-11-05 13:53:58,804][root][INFO] - ===> Epoch[12](303/26): Loss 1.8004, Sem 1.3794, dir -0.1814, norm 0.6024, swav 0.0000 LR: 9.727e-02 Score 59.147 Data time: 0.2486, Forward time: 2.3170, Backward time: 3.1336, DDP time: 0.0038, Total iter time: 5.6943 [2020-11-05 13:54:04,940][root][INFO] - ===> Epoch[12](304/26): Loss 1.6770, Sem 1.2265, dir -0.1706, norm 0.6210, swav 0.0000 LR: 9.726e-02 Score 64.028 Data time: 0.1612, Forward time: 2.3149, Backward time: 3.1365, DDP time: 0.0038, Total iter time: 5.9990 [2020-11-05 13:54:10,550][root][INFO] - ===> Epoch[12](305/26): Loss 1.5144, Sem 1.2401, dir -0.2150, norm 0.4893, swav 0.0000 LR: 9.725e-02 Score 64.499 Data time: 0.2590, Forward time: 2.3164, Backward time: 3.1344, DDP time: 0.0038, Total iter time: 5.5057 [2020-11-05 13:54:15,953][root][INFO] - ===> Epoch[12](306/26): Loss 1.7087, Sem 1.3178, dir -0.1886, norm 0.5795, swav 0.0000 LR: 9.724e-02 Score 58.275 Data time: 0.2368, Forward time: 2.3161, Backward time: 3.1331, DDP time: 0.0038, Total iter time: 5.2605 [2020-11-05 13:54:20,828][root][INFO] - ===> Epoch[12](307/26): Loss 1.7105, Sem 1.3047, dir -0.1433, norm 0.5491, swav 0.0000 LR: 9.723e-02 Score 61.257 Data time: 0.1876, Forward time: 2.3144, Backward time: 3.1317, DDP time: 0.0038, Total iter time: 4.7706 [2020-11-05 13:54:27,008][root][INFO] - ===> Epoch[12](308/26): Loss 1.6339, Sem 1.3142, dir -0.2149, norm 0.5345, swav 0.0000 LR: 9.722e-02 Score 60.398 Data time: 0.2884, Forward time: 2.3172, Backward time: 3.1300, DDP time: 0.0038, Total iter time: 6.0980 [2020-11-05 13:54:33,067][root][INFO] - ===> Epoch[12](309/26): Loss 1.8063, Sem 1.3657, dir -0.1446, norm 0.5852, swav 0.0000 LR: 9.721e-02 Score 60.419 Data time: 0.2774, Forward time: 2.3196, Backward time: 3.1283, DDP time: 0.0038, Total iter time: 5.9370 [2020-11-05 13:54:38,739][root][INFO] - ===> Epoch[12](310/26): Loss 1.7594, Sem 1.3179, dir -0.1378, norm 0.5794, swav 0.0000 LR: 9.721e-02 Score 59.811 Data time: 0.1840, Forward time: 2.3186, Backward time: 3.1287, DDP time: 0.0038, Total iter time: 5.5645 [2020-11-05 13:54:43,310][root][INFO] - ===> Epoch[12](311/26): Loss 1.6339, Sem 1.3288, dir -0.1459, norm 0.4510, swav 0.0000 LR: 9.720e-02 Score 59.825 Data time: 0.1877, Forward time: 2.3163, Backward time: 3.1267, DDP time: 0.0038, Total iter time: 4.4672 [2020-11-05 13:54:48,761][root][INFO] - ===> Epoch[12](312/26): Loss 1.5864, Sem 1.2553, dir -0.1404, norm 0.4714, swav 0.0000 LR: 9.719e-02 Score 60.549 Data time: 0.2237, Forward time: 2.3164, Backward time: 3.1255, DDP time: 0.0038, Total iter time: 5.3853 [2020-11-05 13:54:55,197][root][INFO] - ===> Epoch[13](313/26): Loss 1.7061, Sem 1.3220, dir -0.1490, norm 0.5332, swav 0.0000 LR: 9.718e-02 Score 61.308 Data time: 0.1784, Forward time: 2.3149, Backward time: 3.1288, DDP time: 0.0038, Total iter time: 6.3168 [2020-11-05 13:54:59,823][root][INFO] - ===> Epoch[13](314/26): Loss 1.6836, Sem 1.3034, dir -0.0837, norm 0.4640, swav 0.0000 LR: 9.717e-02 Score 61.781 Data time: 0.1691, Forward time: 2.3134, Backward time: 3.1267, DDP time: 0.0038, Total iter time: 4.5472 [2020-11-05 13:55:06,225][root][INFO] - ===> Epoch[13](315/26): Loss 1.5574, Sem 1.2342, dir -0.2291, norm 0.5523, swav 0.0000 LR: 9.716e-02 Score 63.247 Data time: 0.2131, Forward time: 2.3130, Backward time: 3.1289, DDP time: 0.0038, Total iter time: 6.3236 [2020-11-05 13:55:13,032][root][INFO] - ===> Epoch[13](316/26): Loss 1.5429, Sem 1.2434, dir -0.1822, norm 0.4817, swav 0.0000 LR: 9.715e-02 Score 64.841 Data time: 0.2465, Forward time: 2.3147, Backward time: 3.1303, DDP time: 0.0038, Total iter time: 6.6810 [2020-11-05 13:55:18,380][root][INFO] - ===> Epoch[13](317/26): Loss 1.5645, Sem 1.3285, dir -0.2329, norm 0.4689, swav 0.0000 LR: 9.714e-02 Score 60.755 Data time: 0.1953, Forward time: 2.3141, Backward time: 3.1293, DDP time: 0.0038, Total iter time: 5.2097 [2020-11-05 13:55:23,984][root][INFO] - ===> Epoch[13](318/26): Loss 1.5624, Sem 1.2718, dir -0.1904, norm 0.4809, swav 0.0000 LR: 9.713e-02 Score 63.390 Data time: 0.2072, Forward time: 2.3144, Backward time: 3.1283, DDP time: 0.0038, Total iter time: 5.4739 [2020-11-05 13:55:28,950][root][INFO] - ===> Epoch[13](319/26): Loss 1.6621, Sem 1.3349, dir -0.1896, norm 0.5168, swav 0.0000 LR: 9.712e-02 Score 59.583 Data time: 0.1514, Forward time: 2.3119, Backward time: 3.1281, DDP time: 0.0038, Total iter time: 4.8407 [2020-11-05 13:55:36,014][root][INFO] - ===> Epoch[13](320/26): Loss 1.4671, Sem 1.2098, dir -0.1986, norm 0.4559, swav 0.0000 LR: 9.712e-02 Score 66.037 Data time: 0.3668, Forward time: 2.3147, Backward time: 3.1289, DDP time: 0.0038, Total iter time: 6.9780 [2020-11-05 13:55:42,853][root][INFO] - ===> Epoch[13](321/26): Loss 1.6250, Sem 1.2910, dir -0.1872, norm 0.5213, swav 0.0000 LR: 9.711e-02 Score 60.832 Data time: 0.2462, Forward time: 2.3160, Backward time: 3.1304, DDP time: 0.0038, Total iter time: 6.6872 [2020-11-05 13:55:48,638][root][INFO] - ===> Epoch[13](322/26): Loss 1.6571, Sem 1.3789, dir -0.1961, norm 0.4743, swav 0.0000 LR: 9.710e-02 Score 59.016 Data time: 0.2943, Forward time: 2.3180, Backward time: 3.1280, DDP time: 0.0038, Total iter time: 5.6521 [2020-11-05 13:55:54,011][root][INFO] - ===> Epoch[13](323/26): Loss 1.6270, Sem 1.3131, dir -0.1759, norm 0.4898, swav 0.0000 LR: 9.709e-02 Score 60.048 Data time: 0.1746, Forward time: 2.3170, Backward time: 3.1273, DDP time: 0.0038, Total iter time: 5.2601 [2020-11-05 13:56:00,875][root][INFO] - ===> Epoch[13](324/26): Loss 1.5348, Sem 1.2648, dir -0.1708, norm 0.4408, swav 0.0000 LR: 9.708e-02 Score 61.864 Data time: 0.3127, Forward time: 2.3192, Backward time: 3.1282, DDP time: 0.0038, Total iter time: 6.7648 [2020-11-05 13:56:06,507][root][INFO] - ===> Epoch[13](325/26): Loss 1.5946, Sem 1.2552, dir -0.1485, norm 0.4878, swav 0.0000 LR: 9.707e-02 Score 62.961 Data time: 0.2711, Forward time: 2.3211, Backward time: 3.1255, DDP time: 0.0038, Total iter time: 5.5041 [2020-11-05 13:56:11,368][root][INFO] - ===> Epoch[13](326/26): Loss 1.5422, Sem 1.2259, dir -0.1822, norm 0.4986, swav 0.0000 LR: 9.706e-02 Score 64.386 Data time: 0.2373, Forward time: 2.3218, Backward time: 3.1219, DDP time: 0.0038, Total iter time: 4.7422 [2020-11-05 13:56:17,323][root][INFO] - ===> Epoch[13](327/26): Loss 1.6403, Sem 1.2620, dir -0.1652, norm 0.5436, swav 0.0000 LR: 9.705e-02 Score 60.364 Data time: 0.1886, Forward time: 2.3210, Backward time: 3.1230, DDP time: 0.0038, Total iter time: 5.8365 [2020-11-05 13:56:23,902][root][INFO] - ===> Epoch[13](328/26): Loss 1.6766, Sem 1.3796, dir -0.1954, norm 0.4924, swav 0.0000 LR: 9.704e-02 Score 58.521 Data time: 0.2303, Forward time: 2.3217, Backward time: 3.1245, DDP time: 0.0038, Total iter time: 6.4683 [2020-11-05 13:56:28,921][root][INFO] - ===> Epoch[13](329/26): Loss 1.7779, Sem 1.4615, dir -0.2380, norm 0.5544, swav 0.0000 LR: 9.703e-02 Score 56.389 Data time: 0.1990, Forward time: 2.3211, Backward time: 3.1227, DDP time: 0.0038, Total iter time: 4.8761 [2020-11-05 13:56:34,021][root][INFO] - ===> Epoch[13](330/26): Loss 1.4234, Sem 1.1799, dir -0.1779, norm 0.4214, swav 0.0000 LR: 9.703e-02 Score 67.207 Data time: 0.2342, Forward time: 2.3205, Backward time: 3.1210, DDP time: 0.0038, Total iter time: 5.0001 [2020-11-05 13:56:38,796][root][INFO] - ===> Epoch[13](331/26): Loss 1.5524, Sem 1.2198, dir -0.1620, norm 0.4947, swav 0.0000 LR: 9.702e-02 Score 64.784 Data time: 0.2018, Forward time: 2.3202, Backward time: 3.1182, DDP time: 0.0038, Total iter time: 4.6539 [2020-11-05 13:56:44,887][root][INFO] - ===> Epoch[13](332/26): Loss 1.7470, Sem 1.4293, dir -0.2214, norm 0.5391, swav 0.0000 LR: 9.701e-02 Score 55.153 Data time: 0.1507, Forward time: 2.3183, Backward time: 3.1209, DDP time: 0.0038, Total iter time: 5.9782 [2020-11-05 13:56:50,528][root][INFO] - ===> Epoch[13](333/26): Loss 1.6341, Sem 1.3108, dir -0.1840, norm 0.5073, swav 0.0000 LR: 9.700e-02 Score 60.832 Data time: 0.1632, Forward time: 2.3166, Backward time: 3.1222, DDP time: 0.0038, Total iter time: 5.5658 [2020-11-05 13:56:56,712][root][INFO] - ===> Epoch[13](334/26): Loss 1.6770, Sem 1.4130, dir -0.1943, norm 0.4582, swav 0.0000 LR: 9.699e-02 Score 56.293 Data time: 0.1899, Forward time: 2.3162, Backward time: 3.1237, DDP time: 0.0038, Total iter time: 6.0905 [2020-11-05 13:57:02,825][root][INFO] - ===> Epoch[13](335/26): Loss 1.7911, Sem 1.3098, dir -0.1157, norm 0.5970, swav 0.0000 LR: 9.698e-02 Score 61.996 Data time: 0.1607, Forward time: 2.3147, Backward time: 3.1261, DDP time: 0.0038, Total iter time: 6.0056 [2020-11-05 13:57:07,909][root][INFO] - ===> Epoch[13](336/26): Loss 1.6939, Sem 1.3002, dir -0.1807, norm 0.5744, swav 0.0000 LR: 9.697e-02 Score 59.025 Data time: 0.1503, Forward time: 2.3123, Backward time: 3.1263, DDP time: 0.0038, Total iter time: 4.9849 [2020-11-05 13:57:14,261][root][INFO] - ===> Epoch[13](337/26): Loss 1.4598, Sem 1.2127, dir -0.1930, norm 0.4401, swav 0.0000 LR: 9.696e-02 Score 62.367 Data time: 0.2232, Forward time: 2.3122, Backward time: 3.1280, DDP time: 0.0038, Total iter time: 6.2641 [2020-11-05 13:57:21,498][root][INFO] - ===> Epoch[13](338/26): Loss 1.5703, Sem 1.2556, dir -0.1721, norm 0.4869, swav 0.0000 LR: 9.695e-02 Score 62.791 Data time: 0.2741, Forward time: 2.3136, Backward time: 3.1304, DDP time: 0.0038, Total iter time: 7.1064 [2020-11-05 13:57:27,013][root][INFO] - ===> Epoch[14](339/26): Loss 1.5397, Sem 1.2250, dir -0.1908, norm 0.5054, swav 0.0000 LR: 9.694e-02 Score 63.152 Data time: 0.2571, Forward time: 2.3150, Backward time: 3.1280, DDP time: 0.0038, Total iter time: 5.3750 [2020-11-05 13:57:33,429][root][INFO] - ===> Epoch[14](340/26): Loss 1.7118, Sem 1.2917, dir -0.1583, norm 0.5783, swav 0.0000 LR: 9.694e-02 Score 61.062 Data time: 0.1582, Forward time: 2.3136, Backward time: 3.1309, DDP time: 0.0038, Total iter time: 6.2776 [2020-11-05 13:57:39,859][root][INFO] - ===> Epoch[14](341/26): Loss 1.6989, Sem 1.3005, dir -0.1526, norm 0.5509, swav 0.0000 LR: 9.693e-02 Score 60.833 Data time: 0.1826, Forward time: 2.3126, Backward time: 3.1337, DDP time: 0.0038, Total iter time: 6.3320 [2020-11-05 13:57:45,686][root][INFO] - ===> Epoch[14](342/26): Loss 1.7351, Sem 1.2896, dir -0.1409, norm 0.5863, swav 0.0000 LR: 9.692e-02 Score 62.608 Data time: 0.2122, Forward time: 2.3122, Backward time: 3.1340, DDP time: 0.0038, Total iter time: 5.6877 [2020-11-05 13:57:51,531][root][INFO] - ===> Epoch[14](343/26): Loss 1.5918, Sem 1.2887, dir -0.1647, norm 0.4679, swav 0.0000 LR: 9.691e-02 Score 62.727 Data time: 0.2218, Forward time: 2.3122, Backward time: 3.1338, DDP time: 0.0038, Total iter time: 5.6970 [2020-11-05 13:57:57,574][root][INFO] - ===> Epoch[14](344/26): Loss 1.7577, Sem 1.3694, dir -0.1650, norm 0.5532, swav 0.0000 LR: 9.690e-02 Score 57.834 Data time: 0.1944, Forward time: 2.3116, Backward time: 3.1350, DDP time: 0.0038, Total iter time: 5.9084 [2020-11-05 13:58:02,487][root][INFO] - ===> Epoch[14](345/26): Loss 1.6099, Sem 1.2839, dir -0.1638, norm 0.4898, swav 0.0000 LR: 9.689e-02 Score 60.844 Data time: 0.1730, Forward time: 2.3104, Backward time: 3.1336, DDP time: 0.0038, Total iter time: 4.7924 [2020-11-05 13:58:07,672][root][INFO] - ===> Epoch[14](346/26): Loss 1.7059, Sem 1.3468, dir -0.1998, norm 0.5589, swav 0.0000 LR: 9.688e-02 Score 59.249 Data time: 0.2405, Forward time: 2.3111, Backward time: 3.1311, DDP time: 0.0038, Total iter time: 5.0704 [2020-11-05 13:58:13,441][root][INFO] - ===> Epoch[14](347/26): Loss 1.4904, Sem 1.1630, dir -0.1641, norm 0.4915, swav 0.0000 LR: 9.687e-02 Score 66.683 Data time: 0.2139, Forward time: 2.3107, Backward time: 3.1311, DDP time: 0.0038, Total iter time: 5.6191 [2020-11-05 13:58:19,565][root][INFO] - ===> Epoch[14](348/26): Loss 1.5016, Sem 1.2395, dir -0.1553, norm 0.4174, swav 0.0000 LR: 9.686e-02 Score 64.069 Data time: 0.2964, Forward time: 2.3129, Backward time: 3.1295, DDP time: 0.0038, Total iter time: 5.9862 [2020-11-05 13:58:24,326][root][INFO] - ===> Epoch[14](349/26): Loss 1.5864, Sem 1.2627, dir -0.1748, norm 0.4984, swav 0.0000 LR: 9.685e-02 Score 62.755 Data time: 0.1690, Forward time: 2.3118, Backward time: 3.1276, DDP time: 0.0038, Total iter time: 4.6458 [2020-11-05 13:58:29,880][root][INFO] - ===> Epoch[14](350/26): Loss 1.7646, Sem 1.3591, dir -0.1474, norm 0.5530, swav 0.0000 LR: 9.684e-02 Score 58.285 Data time: 0.1845, Forward time: 2.3106, Backward time: 3.1280, DDP time: 0.0038, Total iter time: 5.4349 [2020-11-05 13:58:35,397][root][INFO] - ===> Epoch[14](351/26): Loss 1.4520, Sem 1.1649, dir -0.1802, norm 0.4674, swav 0.0000 LR: 9.684e-02 Score 64.932 Data time: 0.2529, Forward time: 2.3117, Backward time: 3.1260, DDP time: 0.0038, Total iter time: 5.3938 [2020-11-05 13:58:40,955][root][INFO] - ===> Epoch[14](352/26): Loss 1.5282, Sem 1.1940, dir -0.1312, norm 0.4654, swav 0.0000 LR: 9.683e-02 Score 61.833 Data time: 0.1770, Forward time: 2.3111, Backward time: 3.1258, DDP time: 0.0038, Total iter time: 5.4292 [2020-11-05 13:58:47,381][root][INFO] - ===> Epoch[14](353/26): Loss 1.6780, Sem 1.2982, dir -0.1744, norm 0.5541, swav 0.0000 LR: 9.682e-02 Score 60.488 Data time: 0.2067, Forward time: 2.3108, Backward time: 3.1277, DDP time: 0.0038, Total iter time: 6.2943 [2020-11-05 13:58:53,055][root][INFO] - ===> Epoch[14](354/26): Loss 1.4182, Sem 1.1801, dir -0.2197, norm 0.4578, swav 0.0000 LR: 9.681e-02 Score 64.350 Data time: 0.2016, Forward time: 2.3095, Backward time: 3.1284, DDP time: 0.0038, Total iter time: 5.5264 [2020-11-05 13:58:58,704][root][INFO] - ===> Epoch[14](355/26): Loss 1.6079, Sem 1.2172, dir -0.1461, norm 0.5367, swav 0.0000 LR: 9.680e-02 Score 64.946 Data time: 0.1242, Forward time: 2.3068, Backward time: 3.1310, DDP time: 0.0038, Total iter time: 5.5373 [2020-11-05 13:59:04,385][root][INFO] - ===> Epoch[14](356/26): Loss 1.6556, Sem 1.2849, dir -0.1552, norm 0.5258, swav 0.0000 LR: 9.679e-02 Score 61.572 Data time: 0.1835, Forward time: 2.3055, Backward time: 3.1319, DDP time: 0.0038, Total iter time: 5.5948 [2020-11-05 13:59:09,845][root][INFO] - ===> Epoch[14](357/26): Loss 1.6339, Sem 1.2899, dir -0.1682, norm 0.5122, swav 0.0000 LR: 9.678e-02 Score 59.384 Data time: 0.2667, Forward time: 2.3062, Backward time: 3.1301, DDP time: 0.0038, Total iter time: 5.3367 [2020-11-05 13:59:15,893][root][INFO] - ===> Epoch[14](358/26): Loss 1.2501, Sem 1.0399, dir -0.1871, norm 0.3972, swav 0.0000 LR: 9.677e-02 Score 69.893 Data time: 0.1642, Forward time: 2.3047, Backward time: 3.1321, DDP time: 0.0038, Total iter time: 5.9325 [2020-11-05 13:59:20,828][root][INFO] - ===> Epoch[14](359/26): Loss 1.5480, Sem 1.2748, dir -0.2239, norm 0.4971, swav 0.0000 LR: 9.676e-02 Score 60.928 Data time: 0.2339, Forward time: 2.3052, Backward time: 3.1292, DDP time: 0.0038, Total iter time: 4.7962 [2020-11-05 13:59:26,724][root][INFO] - ===> Epoch[14](360/26): Loss 1.7219, Sem 1.3364, dir -0.2016, norm 0.5871, swav 0.0000 LR: 9.675e-02 Score 58.956 Data time: 0.2064, Forward time: 2.3052, Backward time: 3.1293, DDP time: 0.0038, Total iter time: 5.7650 [2020-11-05 13:59:33,259][root][INFO] - ===> Epoch[14](361/26): Loss 1.5918, Sem 1.3167, dir -0.2031, norm 0.4783, swav 0.0000 LR: 9.675e-02 Score 58.709 Data time: 0.3007, Forward time: 2.3081, Backward time: 3.1281, DDP time: 0.0038, Total iter time: 6.4003 [2020-11-05 13:59:38,313][root][INFO] - ===> Epoch[14](362/26): Loss 1.5437, Sem 1.2604, dir -0.2200, norm 0.5034, swav 0.0000 LR: 9.674e-02 Score 61.883 Data time: 0.2401, Forward time: 2.3088, Backward time: 3.1250, DDP time: 0.0038, Total iter time: 4.9156 [2020-11-05 13:59:43,531][root][INFO] - ===> Epoch[14](363/26): Loss 1.4652, Sem 1.2274, dir -0.2061, norm 0.4438, swav 0.0000 LR: 9.673e-02 Score 63.797 Data time: 0.2163, Forward time: 2.3089, Backward time: 3.1233, DDP time: 0.0038, Total iter time: 5.1036 [2020-11-05 13:59:48,785][root][INFO] - ===> Epoch[14](364/26): Loss 1.5504, Sem 1.2833, dir -0.1931, norm 0.4602, swav 0.0000 LR: 9.672e-02 Score 61.298 Data time: 0.2291, Forward time: 2.3091, Backward time: 3.1215, DDP time: 0.0038, Total iter time: 5.1395 [2020-11-05 13:59:53,951][root][INFO] - ===> Epoch[15](365/26): Loss 1.5817, Sem 1.2848, dir -0.1923, norm 0.4891, swav 0.0000 LR: 9.671e-02 Score 62.188 Data time: 0.2584, Forward time: 2.3097, Backward time: 3.1191, DDP time: 0.0038, Total iter time: 5.0373 [2020-11-05 14:00:01,667][root][INFO] - ===> Epoch[15](366/26): Loss 1.4913, Sem 1.1857, dir -0.1973, norm 0.5029, swav 0.0000 LR: 9.670e-02 Score 63.074 Data time: 0.4073, Forward time: 2.3138, Backward time: 3.1198, DDP time: 0.0038, Total iter time: 7.5914 [2020-11-05 14:00:06,418][root][INFO] - ===> Epoch[15](367/26): Loss 1.5314, Sem 1.1882, dir -0.1593, norm 0.5026, swav 0.0000 LR: 9.669e-02 Score 62.981 Data time: 0.1969, Forward time: 2.3142, Backward time: 3.1165, DDP time: 0.0038, Total iter time: 4.5948 [2020-11-05 14:00:13,780][root][INFO] - ===> Epoch[15](368/26): Loss 1.8593, Sem 1.4130, dir -0.1763, norm 0.6226, swav 0.0000 LR: 9.668e-02 Score 55.755 Data time: 0.1881, Forward time: 2.3136, Backward time: 3.1211, DDP time: 0.0038, Total iter time: 7.2176 [2020-11-05 14:00:18,872][root][INFO] - ===> Epoch[15](369/26): Loss 1.3595, Sem 1.0777, dir -0.1864, norm 0.4683, swav 0.0000 LR: 9.667e-02 Score 67.068 Data time: 0.2425, Forward time: 2.3134, Backward time: 3.1193, DDP time: 0.0038, Total iter time: 4.9859 [2020-11-05 14:00:24,379][root][INFO] - ===> Epoch[15](370/26): Loss 1.7277, Sem 1.3833, dir -0.1600, norm 0.5044, swav 0.0000 LR: 9.666e-02 Score 57.914 Data time: 0.2698, Forward time: 2.3147, Backward time: 3.1170, DDP time: 0.0038, Total iter time: 5.3768 [2020-11-05 14:00:29,685][root][INFO] - ===> Epoch[15](371/26): Loss 1.7248, Sem 1.3486, dir -0.1661, norm 0.5422, swav 0.0000 LR: 9.666e-02 Score 60.017 Data time: 0.1945, Forward time: 2.3145, Backward time: 3.1159, DDP time: 0.0038, Total iter time: 5.1818 [2020-11-05 14:00:35,129][root][INFO] - ===> Epoch[15](372/26): Loss 1.6235, Sem 1.2891, dir -0.1465, norm 0.4808, swav 0.0000 LR: 9.665e-02 Score 62.892 Data time: 0.2130, Forward time: 2.3140, Backward time: 3.1151, DDP time: 0.0038, Total iter time: 5.3075 [2020-11-05 14:00:42,264][root][INFO] - ===> Epoch[15](373/26): Loss 1.6171, Sem 1.2646, dir -0.1668, norm 0.5192, swav 0.0000 LR: 9.664e-02 Score 60.252 Data time: 0.2488, Forward time: 2.3150, Backward time: 3.1174, DDP time: 0.0038, Total iter time: 7.0156 [2020-11-05 14:00:49,072][root][INFO] - ===> Epoch[15](374/26): Loss 1.5891, Sem 1.2387, dir -0.1811, norm 0.5315, swav 0.0000 LR: 9.663e-02 Score 62.518 Data time: 0.2026, Forward time: 2.3147, Backward time: 3.1202, DDP time: 0.0038, Total iter time: 6.6821 [2020-11-05 14:00:54,638][root][INFO] - ===> Epoch[15](375/26): Loss 1.7107, Sem 1.2359, dir -0.1383, norm 0.6130, swav 0.0000 LR: 9.662e-02 Score 64.876 Data time: 0.1805, Forward time: 2.3139, Backward time: 3.1204, DDP time: 0.0038, Total iter time: 5.4691 [2020-11-05 14:01:00,359][root][INFO] - ===> Epoch[15](376/26): Loss 1.4976, Sem 1.2267, dir -0.2047, norm 0.4756, swav 0.0000 LR: 9.661e-02 Score 63.791 Data time: 0.2093, Forward time: 2.3132, Backward time: 3.1208, DDP time: 0.0038, Total iter time: 5.6266 [2020-11-05 14:01:06,273][root][INFO] - ===> Epoch[15](377/26): Loss 1.7535, Sem 1.3874, dir -0.1762, norm 0.5423, swav 0.0000 LR: 9.660e-02 Score 57.545 Data time: 0.2753, Forward time: 2.3149, Backward time: 3.1193, DDP time: 0.0038, Total iter time: 5.7902 [2020-11-05 14:01:10,921][root][INFO] - ===> Epoch[15](378/26): Loss 1.7688, Sem 1.4249, dir -0.2041, norm 0.5480, swav 0.0000 LR: 9.659e-02 Score 56.476 Data time: 0.2273, Forward time: 2.3150, Backward time: 3.1161, DDP time: 0.0038, Total iter time: 4.5046 [2020-11-05 14:01:16,532][root][INFO] - ===> Epoch[15](379/26): Loss 1.4738, Sem 1.1712, dir -0.1946, norm 0.4972, swav 0.0000 LR: 9.658e-02 Score 64.862 Data time: 0.2191, Forward time: 2.3148, Backward time: 3.1157, DDP time: 0.0038, Total iter time: 5.4972 [2020-11-05 14:01:22,380][root][INFO] - ===> Epoch[15](380/26): Loss 1.5463, Sem 1.1897, dir -0.1821, norm 0.5388, swav 0.0000 LR: 9.657e-02 Score 65.219 Data time: 0.2788, Forward time: 2.3165, Backward time: 3.1141, DDP time: 0.0038, Total iter time: 5.7333 [2020-11-05 14:01:29,527][root][INFO] - ===> Epoch[15](381/26): Loss 1.6720, Sem 1.2868, dir -0.1846, norm 0.5698, swav 0.0000 LR: 9.656e-02 Score 62.316 Data time: 0.1988, Forward time: 2.3162, Backward time: 3.1176, DDP time: 0.0038, Total iter time: 7.0228 [2020-11-05 14:01:34,602][root][INFO] - ===> Epoch[15](382/26): Loss 1.3906, Sem 1.0762, dir -0.1325, norm 0.4469, swav 0.0000 LR: 9.656e-02 Score 67.951 Data time: 0.1665, Forward time: 2.3147, Backward time: 3.1173, DDP time: 0.0038, Total iter time: 4.9650 [2020-11-05 14:01:40,967][root][INFO] - ===> Epoch[15](383/26): Loss 1.7021, Sem 1.3159, dir -0.1727, norm 0.5589, swav 0.0000 LR: 9.655e-02 Score 58.027 Data time: 0.2346, Forward time: 2.3146, Backward time: 3.1187, DDP time: 0.0038, Total iter time: 6.2867 [2020-11-05 14:01:47,074][root][INFO] - ===> Epoch[15](384/26): Loss 1.4946, Sem 1.1353, dir -0.1748, norm 0.5342, swav 0.0000 LR: 9.654e-02 Score 66.161 Data time: 0.2559, Forward time: 2.3155, Backward time: 3.1185, DDP time: 0.0038, Total iter time: 5.9853 [2020-11-05 14:01:53,033][root][INFO] - ===> Epoch[15](385/26): Loss 1.6096, Sem 1.2077, dir -0.1471, norm 0.5490, swav 0.0000 LR: 9.653e-02 Score 63.724 Data time: 0.2435, Forward time: 2.3161, Backward time: 3.1182, DDP time: 0.0038, Total iter time: 5.8352 [2020-11-05 14:01:58,195][root][INFO] - ===> Epoch[15](386/26): Loss 1.5970, Sem 1.2308, dir -0.1639, norm 0.5301, swav 0.0000 LR: 9.652e-02 Score 64.445 Data time: 0.2364, Forward time: 2.3167, Backward time: 3.1158, DDP time: 0.0038, Total iter time: 5.0388 [2020-11-05 14:02:03,366][root][INFO] - ===> Epoch[15](387/26): Loss 1.5321, Sem 1.1412, dir -0.1272, norm 0.5180, swav 0.0000 LR: 9.651e-02 Score 67.529 Data time: 0.1646, Forward time: 2.3152, Backward time: 3.1155, DDP time: 0.0038, Total iter time: 5.0627 [2020-11-05 14:02:08,671][root][INFO] - ===> Epoch[15](388/26): Loss 1.6406, Sem 1.2923, dir -0.1557, norm 0.5039, swav 0.0000 LR: 9.650e-02 Score 60.917 Data time: 0.2454, Forward time: 2.3160, Backward time: 3.1135, DDP time: 0.0038, Total iter time: 5.2358 [2020-11-05 14:02:15,101][root][INFO] - ===> Epoch[15](389/26): Loss 1.5446, Sem 1.2306, dir -0.1983, norm 0.5123, swav 0.0000 LR: 9.649e-02 Score 63.227 Data time: 0.2194, Forward time: 2.3162, Backward time: 3.1147, DDP time: 0.0038, Total iter time: 6.3126 [2020-11-05 14:02:21,735][root][INFO] - ===> Epoch[15](390/26): Loss 1.6319, Sem 1.2026, dir -0.1495, norm 0.5787, swav 0.0000 LR: 9.648e-02 Score 62.214 Data time: 0.2570, Forward time: 2.3165, Backward time: 3.1163, DDP time: 0.0038, Total iter time: 6.5241 [2020-11-05 14:02:27,779][root][INFO] - ===> Epoch[16](391/26): Loss 1.5827, Sem 1.2393, dir -0.1699, norm 0.5132, swav 0.0000 LR: 9.647e-02 Score 63.667 Data time: 0.1995, Forward time: 2.3164, Backward time: 3.1169, DDP time: 0.0038, Total iter time: 5.9303 [2020-11-05 14:02:33,033][root][INFO] - ===> Epoch[16](392/26): Loss 1.5931, Sem 1.2153, dir -0.1816, norm 0.5594, swav 0.0000 LR: 9.647e-02 Score 62.217 Data time: 0.1778, Forward time: 2.3156, Backward time: 3.1164, DDP time: 0.0038, Total iter time: 5.1447 [2020-11-05 14:02:38,329][root][INFO] - ===> Epoch[16](393/26): Loss 1.6855, Sem 1.2933, dir -0.1379, norm 0.5302, swav 0.0000 LR: 9.646e-02 Score 59.400 Data time: 0.1955, Forward time: 2.3147, Backward time: 3.1160, DDP time: 0.0038, Total iter time: 5.1864 [2020-11-05 14:02:43,437][root][INFO] - ===> Epoch[16](394/26): Loss 1.8109, Sem 1.4148, dir -0.1827, norm 0.5788, swav 0.0000 LR: 9.645e-02 Score 58.524 Data time: 0.1326, Forward time: 2.3126, Backward time: 3.1163, DDP time: 0.0038, Total iter time: 4.9846 [2020-11-05 14:02:49,997][root][INFO] - ===> Epoch[16](395/26): Loss 1.4486, Sem 1.1629, dir -0.1984, norm 0.4840, swav 0.0000 LR: 9.644e-02 Score 64.121 Data time: 0.1312, Forward time: 2.3103, Backward time: 3.1210, DDP time: 0.0038, Total iter time: 6.4924 [2020-11-05 14:02:56,512][root][INFO] - ===> Epoch[16](396/26): Loss 1.6765, Sem 1.2194, dir -0.1534, norm 0.6106, swav 0.0000 LR: 9.643e-02 Score 64.486 Data time: 0.1776, Forward time: 2.3097, Backward time: 3.1235, DDP time: 0.0038, Total iter time: 6.4434 [2020-11-05 14:03:02,351][root][INFO] - ===> Epoch[16](397/26): Loss 1.7428, Sem 1.2798, dir -0.1414, norm 0.6044, swav 0.0000 LR: 9.642e-02 Score 60.567 Data time: 0.2058, Forward time: 2.3088, Backward time: 3.1243, DDP time: 0.0038, Total iter time: 5.7049 [2020-11-05 14:03:08,021][root][INFO] - ===> Epoch[16](398/26): Loss 1.7164, Sem 1.3813, dir -0.1990, norm 0.5340, swav 0.0000 LR: 9.641e-02 Score 57.768 Data time: 0.3042, Forward time: 2.3101, Backward time: 3.1225, DDP time: 0.0038, Total iter time: 5.5504 [2020-11-05 14:03:14,638][root][INFO] - ===> Epoch[16](399/26): Loss 1.4735, Sem 1.1435, dir -0.1427, norm 0.4727, swav 0.0000 LR: 9.640e-02 Score 66.773 Data time: 0.3438, Forward time: 2.3127, Backward time: 3.1217, DDP time: 0.0038, Total iter time: 6.4957 [2020-11-05 14:03:20,945][root][INFO] - ===> Epoch[16](400/26): Loss 1.6827, Sem 1.2522, dir -0.1394, norm 0.5698, swav 0.0000 LR: 9.639e-02 Score 61.158 Data time: 0.1383, Forward time: 2.3111, Backward time: 3.1244, DDP time: 0.0038, Total iter time: 6.1730 [2020-11-05 14:03:26,845][root][INFO] - ===> Epoch[16](401/26): Loss 1.6770, Sem 1.3248, dir -0.2081, norm 0.5603, swav 0.0000 LR: 9.638e-02 Score 60.395 Data time: 0.1921, Forward time: 2.3102, Backward time: 3.1254, DDP time: 0.0038, Total iter time: 5.7603 [2020-11-05 14:03:33,099][root][INFO] - ===> Epoch[16](402/26): Loss 1.5851, Sem 1.2058, dir -0.1585, norm 0.5377, swav 0.0000 LR: 9.637e-02 Score 62.683 Data time: 0.2153, Forward time: 2.3104, Backward time: 3.1261, DDP time: 0.0038, Total iter time: 6.1313 [2020-11-05 14:03:38,358][root][INFO] - ===> Epoch[16](403/26): Loss 1.6312, Sem 1.2512, dir -0.1640, norm 0.5440, swav 0.0000 LR: 9.637e-02 Score 61.275 Data time: 0.2076, Forward time: 2.3101, Backward time: 3.1251, DDP time: 0.0038, Total iter time: 5.1422 [2020-11-05 14:03:43,583][root][INFO] - ===> Epoch[16](404/26): Loss 1.4052, Sem 1.1143, dir -0.1911, norm 0.4820, swav 0.0000 LR: 9.636e-02 Score 67.802 Data time: 0.2484, Forward time: 2.3099, Backward time: 3.1237, DDP time: 0.0038, Total iter time: 5.1167 [2020-11-05 14:03:50,322][root][INFO] - ===> Epoch[16](405/26): Loss 1.4502, Sem 1.1181, dir -0.1488, norm 0.4809, swav 0.0000 LR: 9.635e-02 Score 66.087 Data time: 0.2161, Forward time: 2.3097, Backward time: 3.1260, DDP time: 0.0038, Total iter time: 6.6344 [2020-11-05 14:03:57,391][root][INFO] - ===> Epoch[16](406/26): Loss 1.6642, Sem 1.2270, dir -0.1526, norm 0.5898, swav 0.0000 LR: 9.634e-02 Score 62.395 Data time: 0.2512, Forward time: 2.3107, Backward time: 3.1280, DDP time: 0.0038, Total iter time: 6.9502 [2020-11-05 14:04:02,836][root][INFO] - ===> Epoch[16](407/26): Loss 1.4893, Sem 1.2305, dir -0.1623, norm 0.4212, swav 0.0000 LR: 9.633e-02 Score 64.444 Data time: 0.2077, Forward time: 2.3108, Backward time: 3.1269, DDP time: 0.0038, Total iter time: 5.3049 [2020-11-05 14:04:07,522][root][INFO] - ===> Epoch[16](408/26): Loss 1.6198, Sem 1.2201, dir -0.1507, norm 0.5504, swav 0.0000 LR: 9.632e-02 Score 64.523 Data time: 0.1587, Forward time: 2.3096, Backward time: 3.1255, DDP time: 0.0038, Total iter time: 4.5599 [2020-11-05 14:04:12,434][root][INFO] - ===> Epoch[16](409/26): Loss 1.6163, Sem 1.2276, dir -0.1534, norm 0.5421, swav 0.0000 LR: 9.631e-02 Score 64.013 Data time: 0.1357, Forward time: 2.3074, Backward time: 3.1255, DDP time: 0.0038, Total iter time: 4.8155 [2020-11-05 14:04:17,782][root][INFO] - ===> Epoch[16](410/26): Loss 1.5820, Sem 1.2998, dir -0.1707, norm 0.4529, swav 0.0000 LR: 9.630e-02 Score 61.322 Data time: 0.1630, Forward time: 2.3058, Backward time: 3.1261, DDP time: 0.0038, Total iter time: 5.2646 [2020-11-05 14:04:23,001][root][INFO] - ===> Epoch[16](411/26): Loss 1.5405, Sem 1.2672, dir -0.2095, norm 0.4828, swav 0.0000 LR: 9.629e-02 Score 60.995 Data time: 0.2021, Forward time: 2.3057, Backward time: 3.1249, DDP time: 0.0039, Total iter time: 5.1420 [2020-11-05 14:04:28,069][root][INFO] - ===> Epoch[16](412/26): Loss 1.5525, Sem 1.2002, dir -0.1494, norm 0.5017, swav 0.0000 LR: 9.628e-02 Score 60.873 Data time: 0.1627, Forward time: 2.3047, Backward time: 3.1241, DDP time: 0.0039, Total iter time: 4.9357 [2020-11-05 14:04:33,952][root][INFO] - ===> Epoch[16](413/26): Loss 1.2230, Sem 0.9894, dir -0.1731, norm 0.4067, swav 0.0000 LR: 9.628e-02 Score 70.116 Data time: 0.1401, Forward time: 2.3025, Backward time: 3.1263, DDP time: 0.0039, Total iter time: 5.7528 [2020-11-05 14:04:39,461][root][INFO] - ===> Epoch[16](414/26): Loss 1.6401, Sem 1.2646, dir -0.1606, norm 0.5362, swav 0.0000 LR: 9.627e-02 Score 62.867 Data time: 0.2177, Forward time: 2.3022, Backward time: 3.1260, DDP time: 0.0039, Total iter time: 5.4224 [2020-11-05 14:04:45,366][root][INFO] - ===> Epoch[16](415/26): Loss 1.8043, Sem 1.3858, dir -0.1488, norm 0.5673, swav 0.0000 LR: 9.626e-02 Score 59.452 Data time: 0.2766, Forward time: 2.3036, Backward time: 3.1247, DDP time: 0.0039, Total iter time: 5.7854 [2020-11-05 14:04:50,966][root][INFO] - ===> Epoch[16](416/26): Loss 1.4954, Sem 1.2148, dir -0.2254, norm 0.5060, swav 0.0000 LR: 9.625e-02 Score 61.851 Data time: 0.2102, Forward time: 2.3035, Backward time: 3.1242, DDP time: 0.0039, Total iter time: 5.4602 [2020-11-05 14:04:56,491][root][INFO] - ===> Epoch[17](417/26): Loss 1.6667, Sem 1.2528, dir -0.1501, norm 0.5640, swav 0.0000 LR: 9.624e-02 Score 62.863 Data time: 0.2707, Forward time: 2.3047, Backward time: 3.1222, DDP time: 0.0039, Total iter time: 5.3749 [2020-11-05 14:05:01,409][root][INFO] - ===> Epoch[17](418/26): Loss 1.6760, Sem 1.2147, dir -0.1366, norm 0.5980, swav 0.0000 LR: 9.623e-02 Score 62.645 Data time: 0.1719, Forward time: 2.3040, Backward time: 3.1207, DDP time: 0.0039, Total iter time: 4.7765 [2020-11-05 14:05:06,835][root][INFO] - ===> Epoch[17](419/26): Loss 1.5515, Sem 1.2510, dir -0.2034, norm 0.5039, swav 0.0000 LR: 9.622e-02 Score 60.179 Data time: 0.1351, Forward time: 2.3019, Backward time: 3.1219, DDP time: 0.0039, Total iter time: 5.2975 [2020-11-05 14:05:11,629][root][INFO] - ===> Epoch[17](420/26): Loss 1.6080, Sem 1.3235, dir -0.2105, norm 0.4949, swav 0.0000 LR: 9.621e-02 Score 59.346 Data time: 0.1581, Forward time: 2.3003, Backward time: 3.1213, DDP time: 0.0039, Total iter time: 4.7212 [2020-11-05 14:05:16,527][root][INFO] - ===> Epoch[17](421/26): Loss 1.6641, Sem 1.2061, dir -0.1474, norm 0.6054, swav 0.0000 LR: 9.620e-02 Score 62.029 Data time: 0.1977, Forward time: 2.2999, Backward time: 3.1196, DDP time: 0.0039, Total iter time: 4.7922 [2020-11-05 14:05:21,959][root][INFO] - ===> Epoch[17](422/26): Loss 1.4615, Sem 1.1336, dir -0.1951, norm 0.5230, swav 0.0000 LR: 9.619e-02 Score 65.494 Data time: 0.1671, Forward time: 2.2988, Backward time: 3.1199, DDP time: 0.0039, Total iter time: 5.3156 [2020-11-05 14:05:29,175][root][INFO] - ===> Epoch[17](423/26): Loss 1.6598, Sem 1.2761, dir -0.1730, norm 0.5567, swav 0.0000 LR: 9.619e-02 Score 60.298 Data time: 0.1884, Forward time: 2.2981, Backward time: 3.1237, DDP time: 0.0039, Total iter time: 7.1109 [2020-11-05 14:05:34,774][root][INFO] - ===> Epoch[17](424/26): Loss 1.5806, Sem 1.2054, dir -0.1761, norm 0.5513, swav 0.0000 LR: 9.618e-02 Score 63.450 Data time: 0.1372, Forward time: 2.2961, Backward time: 3.1252, DDP time: 0.0039, Total iter time: 5.4834 [2020-11-05 14:05:39,467][root][INFO] - ===> Epoch[17](425/26): Loss 1.5462, Sem 1.1866, dir -0.1742, norm 0.5338, swav 0.0000 LR: 9.617e-02 Score 64.686 Data time: 0.2600, Forward time: 2.2961, Backward time: 3.1227, DDP time: 0.0039, Total iter time: 4.6064 [2020-11-05 14:05:45,238][root][INFO] - ===> Epoch[17](426/26): Loss 1.6536, Sem 1.2312, dir -0.1873, norm 0.6097, swav 0.0000 LR: 9.616e-02 Score 62.027 Data time: 0.2419, Forward time: 2.2968, Backward time: 3.1219, DDP time: 0.0039, Total iter time: 5.6616 [2020-11-05 14:05:51,144][root][INFO] - ===> Epoch[17](427/26): Loss 1.7420, Sem 1.3081, dir -0.1640, norm 0.5980, swav 0.0000 LR: 9.615e-02 Score 60.257 Data time: 0.1775, Forward time: 2.2958, Backward time: 3.1230, DDP time: 0.0039, Total iter time: 5.7684 [2020-11-05 14:05:56,826][root][INFO] - ===> Epoch[17](428/26): Loss 1.6938, Sem 1.3714, dir -0.1917, norm 0.5141, swav 0.0000 LR: 9.614e-02 Score 57.604 Data time: 0.2016, Forward time: 2.2955, Backward time: 3.1230, DDP time: 0.0039, Total iter time: 5.5748 [2020-11-05 14:06:02,133][root][INFO] - ===> Epoch[17](429/26): Loss 1.5796, Sem 1.2705, dir -0.1419, norm 0.4510, swav 0.0000 LR: 9.613e-02 Score 62.322 Data time: 0.1984, Forward time: 2.2954, Backward time: 3.1219, DDP time: 0.0039, Total iter time: 5.1858 [2020-11-05 14:06:07,104][root][INFO] - ===> Epoch[17](430/26): Loss 1.5965, Sem 1.2142, dir -0.1767, norm 0.5589, swav 0.0000 LR: 9.612e-02 Score 64.597 Data time: 0.1782, Forward time: 2.2947, Backward time: 3.1207, DDP time: 0.0039, Total iter time: 4.8696 [2020-11-05 14:06:13,445][root][INFO] - ===> Epoch[17](431/26): Loss 1.5844, Sem 1.2124, dir -0.1247, norm 0.4968, swav 0.0000 LR: 9.611e-02 Score 63.984 Data time: 0.1774, Forward time: 2.2940, Backward time: 3.1226, DDP time: 0.0039, Total iter time: 6.2438 [2020-11-05 14:06:18,054][root][INFO] - ===> Epoch[17](432/26): Loss 1.5169, Sem 1.2129, dir -0.1690, norm 0.4729, swav 0.0000 LR: 9.610e-02 Score 62.441 Data time: 0.1711, Forward time: 2.2929, Backward time: 3.1211, DDP time: 0.0039, Total iter time: 4.4798 [2020-11-05 14:06:24,272][root][INFO] - ===> Epoch[17](433/26): Loss 1.6617, Sem 1.2221, dir -0.1514, norm 0.5909, swav 0.0000 LR: 9.609e-02 Score 63.518 Data time: 0.2710, Forward time: 2.2938, Backward time: 3.1210, DDP time: 0.0039, Total iter time: 6.1311 [2020-11-05 14:06:29,459][root][INFO] - ===> Epoch[17](434/26): Loss 1.4904, Sem 1.2313, dir -0.2007, norm 0.4598, swav 0.0000 LR: 9.609e-02 Score 63.986 Data time: 0.2168, Forward time: 2.2942, Backward time: 3.1192, DDP time: 0.0039, Total iter time: 5.0594 [2020-11-05 14:06:34,209][root][INFO] - ===> Epoch[17](435/26): Loss 1.5315, Sem 1.1469, dir -0.1415, norm 0.5261, swav 0.0000 LR: 9.608e-02 Score 62.946 Data time: 0.1798, Forward time: 2.2936, Backward time: 3.1175, DDP time: 0.0039, Total iter time: 4.6317 [2020-11-05 14:06:39,329][root][INFO] - ===> Epoch[17](436/26): Loss 1.6134, Sem 1.1766, dir -0.1340, norm 0.5708, swav 0.0000 LR: 9.607e-02 Score 64.998 Data time: 0.1787, Forward time: 2.2928, Backward time: 3.1169, DDP time: 0.0039, Total iter time: 4.9910 [2020-11-05 14:06:45,430][root][INFO] - ===> Epoch[17](437/26): Loss 1.7884, Sem 1.3785, dir -0.1923, norm 0.6022, swav 0.0000 LR: 9.606e-02 Score 58.842 Data time: 0.1914, Forward time: 2.2924, Backward time: 3.1180, DDP time: 0.0039, Total iter time: 5.9904 [2020-11-05 14:06:51,561][root][INFO] - ===> Epoch[17](438/26): Loss 1.5940, Sem 1.2382, dir -0.1625, norm 0.5183, swav 0.0000 LR: 9.605e-02 Score 64.160 Data time: 0.1997, Forward time: 2.2916, Backward time: 3.1194, DDP time: 0.0039, Total iter time: 5.9983 [2020-11-05 14:06:56,967][root][INFO] - ===> Epoch[17](439/26): Loss 1.5135, Sem 1.1667, dir -0.1572, norm 0.5041, swav 0.0000 LR: 9.604e-02 Score 65.258 Data time: 0.1215, Forward time: 2.2893, Backward time: 3.1211, DDP time: 0.0039, Total iter time: 5.3030 [2020-11-05 14:07:03,085][root][INFO] - ===> Epoch[17](440/26): Loss 1.5820, Sem 1.2197, dir -0.1778, norm 0.5401, swav 0.0000 LR: 9.603e-02 Score 61.705 Data time: 0.2292, Forward time: 2.2898, Backward time: 3.1215, DDP time: 0.0039, Total iter time: 6.0430 [2020-11-05 14:07:08,445][root][INFO] - ===> Epoch[17](441/26): Loss 1.6456, Sem 1.2863, dir -0.1934, norm 0.5528, swav 0.0000 LR: 9.602e-02 Score 59.902 Data time: 0.2560, Forward time: 2.2901, Backward time: 3.1200, DDP time: 0.0039, Total iter time: 5.2252 [2020-11-05 14:07:13,972][root][INFO] - ===> Epoch[17](442/26): Loss 1.7763, Sem 1.4005, dir -0.1293, norm 0.5050, swav 0.0000 LR: 9.601e-02 Score 60.889 Data time: 0.2730, Forward time: 2.2913, Backward time: 3.1182, DDP time: 0.0039, Total iter time: 5.4084 [2020-11-05 14:07:20,500][root][INFO] - ===> Epoch[18](443/26): Loss 1.5068, Sem 1.2085, dir -0.1745, norm 0.4728, swav 0.0000 LR: 9.600e-02 Score 64.227 Data time: 0.2073, Forward time: 2.2912, Backward time: 3.1198, DDP time: 0.0039, Total iter time: 6.4059 [2020-11-05 14:07:26,453][root][INFO] - ===> Epoch[18](444/26): Loss 1.5252, Sem 1.1715, dir -0.1881, norm 0.5418, swav 0.0000 LR: 9.600e-02 Score 63.284 Data time: 0.1586, Forward time: 2.2900, Backward time: 3.1213, DDP time: 0.0039, Total iter time: 5.8098 [2020-11-05 14:07:32,704][root][INFO] - ===> Epoch[18](445/26): Loss 1.6679, Sem 1.2583, dir -0.1727, norm 0.5823, swav 0.0000 LR: 9.599e-02 Score 59.786 Data time: 0.2060, Forward time: 2.2898, Backward time: 3.1225, DDP time: 0.0039, Total iter time: 6.1459 [2020-11-05 14:07:39,832][root][INFO] - ===> Epoch[18](446/26): Loss 1.5048, Sem 1.1712, dir -0.1878, norm 0.5215, swav 0.0000 LR: 9.598e-02 Score 65.595 Data time: 0.1901, Forward time: 2.2892, Backward time: 3.1259, DDP time: 0.0039, Total iter time: 7.0119 [2020-11-05 14:07:45,883][root][INFO] - ===> Epoch[18](447/26): Loss 1.5915, Sem 1.1878, dir -0.1394, norm 0.5431, swav 0.0000 LR: 9.597e-02 Score 65.773 Data time: 0.2113, Forward time: 2.2895, Backward time: 3.1261, DDP time: 0.0039, Total iter time: 5.9446 [2020-11-05 14:07:51,950][root][INFO] - ===> Epoch[18](448/26): Loss 1.6161, Sem 1.2693, dir -0.1668, norm 0.5136, swav 0.0000 LR: 9.596e-02 Score 59.825 Data time: 0.2086, Forward time: 2.2894, Backward time: 3.1267, DDP time: 0.0039, Total iter time: 5.9318 [2020-11-05 14:07:58,180][root][INFO] - ===> Epoch[18](449/26): Loss 1.5038, Sem 1.1922, dir -0.1701, norm 0.4817, swav 0.0000 LR: 9.595e-02 Score 64.260 Data time: 0.1339, Forward time: 2.2877, Backward time: 3.1293, DDP time: 0.0039, Total iter time: 6.1119 [2020-11-05 14:08:04,529][root][INFO] - ===> Epoch[18](450/26): Loss 1.4862, Sem 1.1351, dir -0.1940, norm 0.5451, swav 0.0000 LR: 9.594e-02 Score 65.809 Data time: 0.1628, Forward time: 2.2863, Backward time: 3.1319, DDP time: 0.0039, Total iter time: 6.2616 [2020-11-05 14:08:09,620][root][INFO] - ===> Epoch[18](451/26): Loss 1.6631, Sem 1.3544, dir -0.2112, norm 0.5199, swav 0.0000 LR: 9.593e-02 Score 58.701 Data time: 0.2292, Forward time: 2.2864, Backward time: 3.1304, DDP time: 0.0039, Total iter time: 4.9923 [2020-11-05 14:08:15,667][root][INFO] - ===> Epoch[18](452/26): Loss 1.5595, Sem 1.2492, dir -0.1695, norm 0.4798, swav 0.0000 LR: 9.592e-02 Score 63.089 Data time: 0.2724, Forward time: 2.2880, Backward time: 3.1292, DDP time: 0.0039, Total iter time: 5.9460 [2020-11-05 14:08:21,697][root][INFO] - ===> Epoch[18](453/26): Loss 1.5087, Sem 1.1997, dir -0.2038, norm 0.5127, swav 0.0000 LR: 9.591e-02 Score 61.506 Data time: 0.2035, Forward time: 2.2879, Backward time: 3.1298, DDP time: 0.0039, Total iter time: 5.8771 [2020-11-05 14:08:28,948][root][INFO] - ===> Epoch[18](454/26): Loss 1.4755, Sem 1.1578, dir -0.1664, norm 0.4841, swav 0.0000 LR: 9.590e-02 Score 65.678 Data time: 0.2007, Forward time: 2.2876, Backward time: 3.1331, DDP time: 0.0039, Total iter time: 7.1232 [2020-11-05 14:08:34,695][root][INFO] - ===> Epoch[18](455/26): Loss 1.5580, Sem 1.2609, dir -0.2078, norm 0.5049, swav 0.0000 LR: 9.590e-02 Score 61.020 Data time: 0.2610, Forward time: 2.2890, Backward time: 3.1315, DDP time: 0.0039, Total iter time: 5.6231 [2020-11-05 14:08:40,295][root][INFO] - ===> Epoch[18](456/26): Loss 1.4809, Sem 1.1759, dir -0.2165, norm 0.5215, swav 0.0000 LR: 9.589e-02 Score 64.138 Data time: 0.1710, Forward time: 2.2883, Backward time: 3.1317, DDP time: 0.0039, Total iter time: 5.4692 [2020-11-05 14:08:45,886][root][INFO] - ===> Epoch[18](457/26): Loss 1.4177, Sem 1.1929, dir -0.2353, norm 0.4601, swav 0.0000 LR: 9.588e-02 Score 63.915 Data time: 0.1921, Forward time: 2.2881, Backward time: 3.1315, DDP time: 0.0039, Total iter time: 5.4802 [2020-11-05 14:08:50,706][root][INFO] - ===> Epoch[18](458/26): Loss 1.5577, Sem 1.0811, dir -0.0660, norm 0.5426, swav 0.0000 LR: 9.587e-02 Score 68.615 Data time: 0.1448, Forward time: 2.2866, Backward time: 3.1310, DDP time: 0.0039, Total iter time: 4.6993 [2020-11-05 14:08:56,463][root][INFO] - ===> Epoch[18](459/26): Loss 1.7265, Sem 1.2909, dir -0.1287, norm 0.5643, swav 0.0000 LR: 9.586e-02 Score 62.452 Data time: 0.1751, Forward time: 2.2855, Backward time: 3.1320, DDP time: 0.0039, Total iter time: 5.6735 [2020-11-05 14:09:01,310][root][INFO] - ===> Epoch[18](460/26): Loss 1.6431, Sem 1.2803, dir -0.1779, norm 0.5406, swav 0.0000 LR: 9.585e-02 Score 62.061 Data time: 0.2283, Forward time: 2.2860, Backward time: 3.1295, DDP time: 0.0039, Total iter time: 4.7316 [2020-11-05 14:09:06,624][root][INFO] - ===> Epoch[18](461/26): Loss 1.6382, Sem 1.1637, dir -0.1172, norm 0.5918, swav 0.0000 LR: 9.584e-02 Score 64.426 Data time: 0.2530, Forward time: 2.2868, Backward time: 3.1276, DDP time: 0.0039, Total iter time: 5.1984 [2020-11-05 14:09:12,652][root][INFO] - ===> Epoch[18](462/26): Loss 1.6029, Sem 1.1576, dir -0.1319, norm 0.5772, swav 0.0000 LR: 9.583e-02 Score 64.072 Data time: 0.2422, Forward time: 2.2883, Backward time: 3.1267, DDP time: 0.0039, Total iter time: 5.8999 [2020-11-05 14:09:18,323][root][INFO] - ===> Epoch[18](463/26): Loss 1.6174, Sem 1.2608, dir -0.2142, norm 0.5708, swav 0.0000 LR: 9.582e-02 Score 62.484 Data time: 0.1596, Forward time: 2.2874, Backward time: 3.1272, DDP time: 0.0039, Total iter time: 5.5586 [2020-11-05 14:09:24,533][root][INFO] - ===> Epoch[18](464/26): Loss 1.4896, Sem 1.1168, dir -0.2178, norm 0.5906, swav 0.0000 LR: 9.581e-02 Score 65.258 Data time: 0.1570, Forward time: 2.2863, Backward time: 3.1292, DDP time: 0.0039, Total iter time: 6.0842 [2020-11-05 14:09:30,923][root][INFO] - ===> Epoch[18](465/26): Loss 1.5379, Sem 1.2744, dir -0.1955, norm 0.4590, swav 0.0000 LR: 9.581e-02 Score 63.355 Data time: 0.2070, Forward time: 2.2862, Backward time: 3.1304, DDP time: 0.0039, Total iter time: 6.3053 [2020-11-05 14:09:37,082][root][INFO] - ===> Epoch[18](466/26): Loss 1.6198, Sem 1.2665, dir -0.1887, norm 0.5421, swav 0.0000 LR: 9.580e-02 Score 60.624 Data time: 0.2118, Forward time: 2.2851, Backward time: 3.1321, DDP time: 0.0039, Total iter time: 6.0362 [2020-11-05 14:09:43,333][root][INFO] - ===> Epoch[18](467/26): Loss 1.6524, Sem 1.2569, dir -0.2134, norm 0.6089, swav 0.0000 LR: 9.579e-02 Score 61.734 Data time: 0.2340, Forward time: 2.2857, Backward time: 3.1323, DDP time: 0.0039, Total iter time: 6.1517 [2020-11-05 14:09:49,649][root][INFO] - ===> Epoch[18](468/26): Loss 1.7971, Sem 1.3808, dir -0.1906, norm 0.6069, swav 0.0000 LR: 9.578e-02 Score 57.450 Data time: 0.2568, Forward time: 2.2867, Backward time: 3.1323, DDP time: 0.0039, Total iter time: 6.1643 [2020-11-05 14:09:54,663][root][INFO] - ===> Epoch[19](469/26): Loss 1.6326, Sem 1.3328, dir -0.1972, norm 0.4970, swav 0.0000 LR: 9.577e-02 Score 59.668 Data time: 0.2176, Forward time: 2.2869, Backward time: 3.1304, DDP time: 0.0039, Total iter time: 4.8642 [2020-11-05 14:10:01,398][root][INFO] - ===> Epoch[19](470/26): Loss 1.6413, Sem 1.2916, dir -0.1780, norm 0.5277, swav 0.0000 LR: 9.576e-02 Score 62.966 Data time: 0.2888, Forward time: 2.2878, Backward time: 3.1313, DDP time: 0.0039, Total iter time: 6.6260 [2020-11-05 14:10:08,162][root][INFO] - ===> Epoch[19](471/26): Loss 1.4763, Sem 1.1635, dir -0.1263, norm 0.4391, swav 0.0000 LR: 9.575e-02 Score 64.981 Data time: 0.2066, Forward time: 2.2880, Backward time: 3.1331, DDP time: 0.0039, Total iter time: 6.6472 [2020-11-05 14:10:13,577][root][INFO] - ===> Epoch[19](472/26): Loss 1.4256, Sem 1.1151, dir -0.1440, norm 0.4545, swav 0.0000 LR: 9.574e-02 Score 66.852 Data time: 0.2404, Forward time: 2.2878, Backward time: 3.1323, DDP time: 0.0039, Total iter time: 5.2837 [2020-11-05 14:10:19,869][root][INFO] - ===> Epoch[19](473/26): Loss 1.6457, Sem 1.3068, dir -0.1773, norm 0.5162, swav 0.0000 LR: 9.573e-02 Score 56.972 Data time: 0.2801, Forward time: 2.2892, Backward time: 3.1319, DDP time: 0.0039, Total iter time: 6.1778 [2020-11-05 14:10:25,863][root][INFO] - ===> Epoch[19](474/26): Loss 1.6019, Sem 1.1963, dir -0.1254, norm 0.5311, swav 0.0000 LR: 9.572e-02 Score 65.149 Data time: 0.2009, Forward time: 2.2894, Backward time: 3.1318, DDP time: 0.0039, Total iter time: 5.8260 [2020-11-05 14:10:31,034][root][INFO] - ===> Epoch[19](475/26): Loss 1.5353, Sem 1.2786, dir -0.2118, norm 0.4686, swav 0.0000 LR: 9.572e-02 Score 62.471 Data time: 0.2647, Forward time: 2.2898, Backward time: 3.1300, DDP time: 0.0039, Total iter time: 5.0685 [2020-11-05 14:10:36,977][root][INFO] - ===> Epoch[19](476/26): Loss 1.4956, Sem 1.1968, dir -0.2032, norm 0.5020, swav 0.0000 LR: 9.571e-02 Score 63.264 Data time: 0.3004, Forward time: 2.2908, Backward time: 3.1292, DDP time: 0.0039, Total iter time: 5.8205 [2020-11-05 14:10:42,498][root][INFO] - ===> Epoch[19](477/26): Loss 1.6149, Sem 1.2063, dir -0.2192, norm 0.6278, swav 0.0000 LR: 9.570e-02 Score 63.169 Data time: 0.2434, Forward time: 2.2921, Backward time: 3.1273, DDP time: 0.0039, Total iter time: 5.4097 [2020-11-05 14:10:47,338][root][INFO] - ===> Epoch[19](478/26): Loss 1.6390, Sem 1.3036, dir -0.1936, norm 0.5290, swav 0.0000 LR: 9.569e-02 Score 58.524 Data time: 0.2052, Forward time: 2.2922, Backward time: 3.1252, DDP time: 0.0039, Total iter time: 4.7167 [2020-11-05 14:10:53,740][root][INFO] - ===> Epoch[19](479/26): Loss 1.5406, Sem 1.2205, dir -0.1936, norm 0.5137, swav 0.0000 LR: 9.568e-02 Score 64.774 Data time: 0.1845, Forward time: 2.2915, Backward time: 3.1271, DDP time: 0.0039, Total iter time: 6.2959 [2020-11-05 14:10:58,994][root][INFO] - ===> Epoch[19](480/26): Loss 1.6966, Sem 1.3124, dir -0.2013, norm 0.5855, swav 0.0000 LR: 9.567e-02 Score 60.063 Data time: 0.2271, Forward time: 2.2917, Backward time: 3.1258, DDP time: 0.0039, Total iter time: 5.1405 [2020-11-05 14:11:04,432][root][INFO] - ===> Epoch[19](481/26): Loss 1.5955, Sem 1.2483, dir -0.1825, norm 0.5296, swav 0.0000 LR: 9.566e-02 Score 61.986 Data time: 0.1812, Forward time: 2.2910, Backward time: 3.1257, DDP time: 0.0039, Total iter time: 5.3168 [2020-11-05 14:11:11,315][root][INFO] - ===> Epoch[19](482/26): Loss 1.6235, Sem 1.2219, dir -0.1494, norm 0.5510, swav 0.0000 LR: 9.565e-02 Score 63.874 Data time: 0.1887, Forward time: 2.2902, Backward time: 3.1286, DDP time: 0.0039, Total iter time: 6.7811 [2020-11-05 14:11:17,143][root][INFO] - ===> Epoch[19](483/26): Loss 1.7892, Sem 1.4369, dir -0.1895, norm 0.5418, swav 0.0000 LR: 9.564e-02 Score 55.888 Data time: 0.1884, Forward time: 2.2891, Backward time: 3.1297, DDP time: 0.0039, Total iter time: 5.7216 [2020-11-05 14:11:22,661][root][INFO] - ===> Epoch[19](484/26): Loss 1.5207, Sem 1.2306, dir -0.1785, norm 0.4686, swav 0.0000 LR: 9.563e-02 Score 61.862 Data time: 0.1837, Forward time: 2.2880, Backward time: 3.1302, DDP time: 0.0039, Total iter time: 5.4265 [2020-11-05 14:11:28,488][root][INFO] - ===> Epoch[19](485/26): Loss 1.5846, Sem 1.2345, dir -0.1496, norm 0.4998, swav 0.0000 LR: 9.562e-02 Score 62.942 Data time: 0.2007, Forward time: 2.2879, Backward time: 3.1304, DDP time: 0.0039, Total iter time: 5.7123 [2020-11-05 14:11:34,510][root][INFO] - ===> Epoch[19](486/26): Loss 1.4813, Sem 1.1487, dir -0.1732, norm 0.5058, swav 0.0000 LR: 9.562e-02 Score 63.661 Data time: 0.2012, Forward time: 2.2874, Backward time: 3.1312, DDP time: 0.0039, Total iter time: 5.8917 [2020-11-05 14:11:40,184][root][INFO] - ===> Epoch[19](487/26): Loss 1.6353, Sem 1.2608, dir -0.1376, norm 0.5122, swav 0.0000 LR: 9.561e-02 Score 61.316 Data time: 0.2433, Forward time: 2.2875, Backward time: 3.1308, DDP time: 0.0040, Total iter time: 5.5415 [2020-11-05 14:11:44,914][root][INFO] - ===> Epoch[19](488/26): Loss 1.7028, Sem 1.2952, dir -0.1447, norm 0.5523, swav 0.0000 LR: 9.560e-02 Score 59.666 Data time: 0.2166, Forward time: 2.2874, Backward time: 3.1287, DDP time: 0.0040, Total iter time: 4.6099 [2020-11-05 14:11:51,222][root][INFO] - ===> Epoch[19](489/26): Loss 1.5061, Sem 1.1944, dir -0.1428, norm 0.4545, swav 0.0000 LR: 9.559e-02 Score 64.332 Data time: 0.2664, Forward time: 2.2879, Backward time: 3.1291, DDP time: 0.0040, Total iter time: 6.1795 [2020-11-05 14:11:56,602][root][INFO] - ===> Epoch[19](490/26): Loss 1.4406, Sem 1.0778, dir -0.1111, norm 0.4739, swav 0.0000 LR: 9.558e-02 Score 70.775 Data time: 0.2588, Forward time: 2.2888, Backward time: 3.1273, DDP time: 0.0039, Total iter time: 5.2511 [2020-11-05 14:12:02,001][root][INFO] - ===> Epoch[19](491/26): Loss 1.6701, Sem 1.2461, dir -0.1321, norm 0.5561, swav 0.0000 LR: 9.557e-02 Score 61.609 Data time: 0.2073, Forward time: 2.2890, Backward time: 3.1262, DDP time: 0.0039, Total iter time: 5.2557 [2020-11-05 14:12:08,101][root][INFO] - ===> Epoch[19](492/26): Loss 1.5769, Sem 1.2196, dir -0.1706, norm 0.5279, swav 0.0000 LR: 9.556e-02 Score 63.906 Data time: 0.2246, Forward time: 2.2890, Backward time: 3.1268, DDP time: 0.0039, Total iter time: 5.9848 [2020-11-05 14:12:14,337][root][INFO] - ===> Epoch[19](493/26): Loss 1.7321, Sem 1.2928, dir -0.1662, norm 0.6055, swav 0.0000 LR: 9.555e-02 Score 58.744 Data time: 0.1989, Forward time: 2.2885, Backward time: 3.1281, DDP time: 0.0039, Total iter time: 6.1373 [2020-11-05 14:12:20,056][root][INFO] - ===> Epoch[19](494/26): Loss 1.6069, Sem 1.1456, dir -0.1312, norm 0.5925, swav 0.0000 LR: 9.554e-02 Score 67.421 Data time: 0.1803, Forward time: 2.2879, Backward time: 3.1285, DDP time: 0.0039, Total iter time: 5.6214 [2020-11-05 14:12:25,166][root][INFO] - ===> Epoch[20](495/26): Loss 1.4729, Sem 1.1601, dir -0.1577, norm 0.4705, swav 0.0000 LR: 9.553e-02 Score 65.961 Data time: 0.2263, Forward time: 2.2884, Backward time: 3.1267, DDP time: 0.0040, Total iter time: 5.0021 [2020-11-05 14:12:30,094][root][INFO] - ===> Epoch[20](496/26): Loss 1.5523, Sem 1.1590, dir -0.1629, norm 0.5563, swav 0.0000 LR: 9.553e-02 Score 64.959 Data time: 0.2306, Forward time: 2.2881, Backward time: 3.1252, DDP time: 0.0040, Total iter time: 4.7979 [2020-11-05 14:12:35,428][root][INFO] - ===> Epoch[20](497/26): Loss 1.5509, Sem 1.2196, dir -0.1711, norm 0.5024, swav 0.0000 LR: 9.552e-02 Score 62.517 Data time: 0.2595, Forward time: 2.2889, Backward time: 3.1235, DDP time: 0.0039, Total iter time: 5.2138 [2020-11-05 14:12:41,494][root][INFO] - ===> Epoch[20](498/26): Loss 1.5146, Sem 1.1455, dir -0.1545, norm 0.5237, swav 0.0000 LR: 9.551e-02 Score 63.853 Data time: 0.2592, Forward time: 2.2900, Backward time: 3.1228, DDP time: 0.0040, Total iter time: 5.9275 [2020-11-05 14:12:47,552][root][INFO] - ===> Epoch[20](499/26): Loss 1.5333, Sem 1.2129, dir -0.1776, norm 0.4980, swav 0.0000 LR: 9.550e-02 Score 63.772 Data time: 0.2132, Forward time: 2.2905, Backward time: 3.1228, DDP time: 0.0040, Total iter time: 5.9212 [2020-11-05 14:12:53,504][root][INFO] - ===> Epoch[20](500/26): Loss 1.7078, Sem 1.3355, dir -0.1743, norm 0.5466, swav 0.0000 LR: 9.549e-02 Score 59.354 Data time: 0.1594, Forward time: 2.2892, Backward time: 3.1243, DDP time: 0.0040, Total iter time: 5.8317 [2020-11-05 14:12:54,132][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-11-05 14:12:54,291][root][INFO] - ===> Start testing [2020-11-05 14:14:17,765][root][INFO] - 101/312: Data time: 0.0049, Iter time: 0.3007 Loss 0.368 (AVG: 1.068) Score 92.168 (AVG: 68.586) mIOU 17.692 mAP 35.429 mAcc 24.223 IOU: 63.267 94.814 12.590 2.082 61.561 6.667 43.735 0.840 18.831 2.092 0.000 9.848 6.101 0.000 0.000 0.000 13.457 0.000 5.722 12.226 mAP: 65.921 94.465 28.080 37.670 70.889 38.265 52.931 31.048 30.848 30.852 2.301 25.944 30.633 28.697 7.716 13.661 43.939 18.590 36.859 19.266 mAcc: 94.656 98.462 20.620 2.226 85.022 8.502 67.842 0.856 26.082 2.150 0.000 19.742 6.749 0.000 0.000 0.000 23.762 0.000 7.680 20.103 [2020-11-05 14:15:44,661][root][INFO] - 201/312: Data time: 0.0060, Iter time: 0.5423 Loss 0.748 (AVG: 1.114) Score 80.955 (AVG: 67.397) mIOU 17.619 mAP 35.613 mAcc 24.464 IOU: 62.490 94.237 14.016 2.062 59.257 7.848 40.774 1.271 15.883 1.542 0.000 9.344 5.996 0.000 0.000 0.000 16.717 0.000 8.251 12.690 mAP: 65.134 94.744 28.559 38.376 68.524 37.500 48.648 27.431 30.829 32.256 2.872 29.006 25.935 30.427 7.502 14.663 48.458 21.252 39.430 20.723 mAcc: 94.844 98.207 23.842 2.162 84.343 10.447 65.593 1.305 21.381 1.582 0.000 18.146 6.778 0.000 0.000 0.000 28.489 0.000 11.170 20.999 [2020-11-05 14:17:08,418][root][INFO] - 301/312: Data time: 0.0109, Iter time: 0.3466 Loss 0.958 (AVG: 1.101) Score 69.118 (AVG: 67.788) mIOU 17.382 mAP 35.742 mAcc 24.230 IOU: 63.800 94.308 13.934 1.714 59.846 8.019 37.744 0.888 15.144 1.486 0.000 8.049 5.696 0.001 0.000 0.000 16.384 0.000 7.978 12.657 mAP: 66.249 95.096 26.650 38.434 70.239 37.312 46.464 27.414 28.983 31.039 3.108 28.414 25.759 27.245 6.543 14.713 50.622 26.641 42.203 21.707 mAcc: 95.003 98.235 24.131 1.785 85.881 10.770 64.032 0.915 20.644 1.527 0.000 16.491 6.356 0.001 0.000 0.000 27.246 0.000 10.620 20.966 [2020-11-05 14:17:17,620][root][INFO] - 312/312: Data time: 0.0028, Iter time: 0.1960 Loss 1.494 (AVG: 1.105) Score 50.945 (AVG: 67.694) mIOU 17.352 mAP 35.628 mAcc 24.198 IOU: 63.471 94.369 13.932 1.822 59.728 7.954 37.649 0.864 15.093 1.445 0.000 8.316 5.590 0.001 0.000 0.000 16.390 0.000 7.810 12.602 mAP: 65.814 95.234 27.335 38.143 70.352 36.600 46.630 26.960 28.629 31.507 3.114 28.188 25.675 27.807 6.533 14.431 50.292 25.854 41.463 22.006 mAcc: 94.854 98.245 24.325 1.900 85.973 10.702 63.526 0.890 20.716 1.485 0.000 16.941 6.284 0.001 0.000 0.000 27.477 0.000 10.452 20.188 [2020-11-05 14:17:17,621][root][INFO] - Finished test. Elapsed time: 263.3280 [2020-11-05 14:17:35,229][root][INFO] - [2020-11-05 14:17:35,230][root][INFO] - ################################################################ [2020-11-05 14:17:35,230][root][INFO] - what : AP AP_50% AP_25% [2020-11-05 14:17:35,230][root][INFO] - ################################################################ [2020-11-05 14:17:35,230][root][INFO] - cabinet : 0.000 0.000 0.022 [2020-11-05 14:17:35,230][root][INFO] - bed : 0.000 0.000 0.000 [2020-11-05 14:17:35,230][root][INFO] - chair : 0.065 0.230 0.535 [2020-11-05 14:17:35,230][root][INFO] - sofa : 0.000 0.000 0.000 [2020-11-05 14:17:35,230][root][INFO] - table : 0.002 0.010 0.087 [2020-11-05 14:17:35,230][root][INFO] - door : 0.000 0.000 0.000 [2020-11-05 14:17:35,230][root][INFO] - window : 0.000 0.001 0.023 [2020-11-05 14:17:35,230][root][INFO] - bookshelf : 0.000 0.000 0.000 [2020-11-05 14:17:35,230][root][INFO] - picture : 0.000 0.000 0.000 [2020-11-05 14:17:35,231][root][INFO] - counter : 0.000 0.000 0.000 [2020-11-05 14:17:35,231][root][INFO] - desk : 0.000 0.000 0.000 [2020-11-05 14:17:35,231][root][INFO] - curtain : 0.000 0.000 0.000 [2020-11-05 14:17:35,231][root][INFO] - refrigerator : 0.000 0.000 0.000 [2020-11-05 14:17:35,231][root][INFO] - shower curtain : 0.000 0.000 0.000 [2020-11-05 14:17:35,231][root][INFO] - toilet : 0.000 0.000 0.005 [2020-11-05 14:17:35,231][root][INFO] - sink : 0.000 0.000 0.000 [2020-11-05 14:17:35,231][root][INFO] - bathtub : 0.000 0.000 0.000 [2020-11-05 14:17:35,231][root][INFO] - otherfurniture : 0.004 0.015 0.082 [2020-11-05 14:17:35,231][root][INFO] - ---------------------------------------------------------------- [2020-11-05 14:17:35,231][root][INFO] - average : 0.004 0.014 0.042 [2020-11-05 14:17:35,231][root][INFO] - [2020-11-05 14:17:35,598][root][INFO] - Summary name validation/mAP@0.5 is illegal; using validation/mAP_0.5 instead. [2020-11-05 14:17:36,190][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34Cbest_val.pth [2020-11-05 14:17:36,379][root][INFO] - Current best mIoU: 17.352 at iter 500 [2020-11-05 14:17:40,828][root][INFO] - ===> Epoch[20](501/26): Loss 1.3792, Sem 1.1181, dir -0.2208, norm 0.4819, swav 0.0000 LR: 9.548e-02 Score 66.195 Data time: 0.2045, Forward time: 2.2889, Backward time: 3.1222, DDP time: 0.0040, Total iter time: 4.4438 [2020-11-05 14:17:45,972][root][INFO] - ===> Epoch[20](502/26): Loss 1.6226, Sem 1.2277, dir -0.2021, norm 0.5970, swav 0.0000 LR: 9.547e-02 Score 64.110 Data time: 0.2579, Forward time: 2.2895, Backward time: 3.1203, DDP time: 0.0040, Total iter time: 5.0141 [2020-11-05 14:17:51,574][root][INFO] - ===> Epoch[20](503/26): Loss 1.5455, Sem 1.1061, dir -0.1482, norm 0.5875, swav 0.0000 LR: 9.546e-02 Score 68.210 Data time: 0.1161, Forward time: 2.2875, Backward time: 3.1222, DDP time: 0.0040, Total iter time: 5.4737 [2020-11-05 14:17:55,976][root][INFO] - ===> Epoch[20](504/26): Loss 1.4448, Sem 1.1552, dir -0.1987, norm 0.4884, swav 0.0000 LR: 9.545e-02 Score 66.099 Data time: 0.1913, Forward time: 2.2871, Backward time: 3.1199, DDP time: 0.0040, Total iter time: 4.3058 [2020-11-05 14:18:01,279][root][INFO] - ===> Epoch[20](505/26): Loss 1.5343, Sem 1.1720, dir -0.2154, norm 0.5776, swav 0.0000 LR: 9.544e-02 Score 63.602 Data time: 0.1480, Forward time: 2.2857, Backward time: 3.1204, DDP time: 0.0040, Total iter time: 5.2014 [2020-11-05 14:18:06,563][root][INFO] - ===> Epoch[20](506/26): Loss 1.4504, Sem 1.0471, dir -0.1298, norm 0.5331, swav 0.0000 LR: 9.543e-02 Score 67.072 Data time: 0.1934, Forward time: 2.2850, Backward time: 3.1201, DDP time: 0.0040, Total iter time: 5.1946 [2020-11-05 14:18:11,920][root][INFO] - ===> Epoch[20](507/26): Loss 1.7176, Sem 1.3706, dir -0.1774, norm 0.5245, swav 0.0000 LR: 9.543e-02 Score 57.538 Data time: 0.1828, Forward time: 2.2846, Backward time: 3.1197, DDP time: 0.0040, Total iter time: 5.2336 [2020-11-05 14:18:17,296][root][INFO] - ===> Epoch[20](508/26): Loss 1.4574, Sem 1.1446, dir -0.1497, norm 0.4624, swav 0.0000 LR: 9.542e-02 Score 64.969 Data time: 0.2064, Forward time: 2.2846, Backward time: 3.1190, DDP time: 0.0040, Total iter time: 5.2688 [2020-11-05 14:18:22,992][root][INFO] - ===> Epoch[20](509/26): Loss 1.6975, Sem 1.2732, dir -0.1746, norm 0.5989, swav 0.0000 LR: 9.541e-02 Score 60.564 Data time: 0.1677, Forward time: 2.2838, Backward time: 3.1195, DDP time: 0.0040, Total iter time: 5.5542 [2020-11-05 14:18:30,354][root][INFO] - ===> Epoch[20](510/26): Loss 1.3936, Sem 1.0274, dir -0.1495, norm 0.5157, swav 0.0000 LR: 9.540e-02 Score 69.401 Data time: 0.2519, Forward time: 2.2844, Backward time: 3.1218, DDP time: 0.0040, Total iter time: 7.2569 [2020-11-05 14:18:36,170][root][INFO] - ===> Epoch[20](511/26): Loss 1.7313, Sem 1.3231, dir -0.1793, norm 0.5875, swav 0.0000 LR: 9.539e-02 Score 60.327 Data time: 0.1899, Forward time: 2.2840, Backward time: 3.1222, DDP time: 0.0040, Total iter time: 5.6755 [2020-11-05 14:18:42,060][root][INFO] - ===> Epoch[20](512/26): Loss 1.6310, Sem 1.2408, dir -0.1683, norm 0.5585, swav 0.0000 LR: 9.538e-02 Score 61.160 Data time: 0.1894, Forward time: 2.2830, Backward time: 3.1232, DDP time: 0.0040, Total iter time: 5.7542 [2020-11-05 14:18:49,328][root][INFO] - ===> Epoch[20](513/26): Loss 1.6202, Sem 1.3389, dir -0.1999, norm 0.4811, swav 0.0000 LR: 9.537e-02 Score 57.393 Data time: 0.2196, Forward time: 2.2833, Backward time: 3.1258, DDP time: 0.0040, Total iter time: 7.2013 [2020-11-05 14:18:54,701][root][INFO] - ===> Epoch[20](514/26): Loss 1.6104, Sem 1.2019, dir -0.1395, norm 0.5480, swav 0.0000 LR: 9.536e-02 Score 61.793 Data time: 0.2080, Forward time: 2.2832, Backward time: 3.1250, DDP time: 0.0040, Total iter time: 5.2375 [2020-11-05 14:19:01,359][root][INFO] - ===> Epoch[20](515/26): Loss 1.6055, Sem 1.2257, dir -0.1405, norm 0.5203, swav 0.0000 LR: 9.535e-02 Score 64.045 Data time: 0.2494, Forward time: 2.2842, Backward time: 3.1255, DDP time: 0.0040, Total iter time: 6.5304 [2020-11-05 14:19:07,820][root][INFO] - ===> Epoch[20](516/26): Loss 1.3398, Sem 1.1011, dir -0.1936, norm 0.4323, swav 0.0000 LR: 9.534e-02 Score 65.942 Data time: 0.1900, Forward time: 2.2839, Backward time: 3.1268, DDP time: 0.0040, Total iter time: 6.3165 [2020-11-05 14:19:13,843][root][INFO] - ===> Epoch[20](517/26): Loss 1.5850, Sem 1.1799, dir -0.1305, norm 0.5356, swav 0.0000 LR: 9.534e-02 Score 66.403 Data time: 0.1694, Forward time: 2.2829, Backward time: 3.1282, DDP time: 0.0040, Total iter time: 5.9070 [2020-11-05 14:19:19,504][root][INFO] - ===> Epoch[20](518/26): Loss 1.8495, Sem 1.3500, dir -0.1538, norm 0.6533, swav 0.0000 LR: 9.533e-02 Score 58.795 Data time: 0.2338, Forward time: 2.2832, Backward time: 3.1277, DDP time: 0.0040, Total iter time: 5.5825 [2020-11-05 14:19:25,015][root][INFO] - ===> Epoch[20](519/26): Loss 1.5761, Sem 1.1941, dir -0.1970, norm 0.5790, swav 0.0000 LR: 9.532e-02 Score 63.214 Data time: 0.2233, Forward time: 2.2837, Backward time: 3.1267, DDP time: 0.0040, Total iter time: 5.3777 [2020-11-05 14:19:30,557][root][INFO] - ===> Epoch[20](520/26): Loss 1.3661, Sem 1.0676, dir -0.1730, norm 0.4714, swav 0.0000 LR: 9.531e-02 Score 68.213 Data time: 0.1739, Forward time: 2.2833, Backward time: 3.1266, DDP time: 0.0040, Total iter time: 5.4096 [2020-11-05 14:19:36,670][root][INFO] - ===> Epoch[21](521/26): Loss 1.5957, Sem 1.1411, dir -0.1471, norm 0.6017, swav 0.0000 LR: 9.530e-02 Score 68.106 Data time: 0.1942, Forward time: 2.2826, Backward time: 3.1278, DDP time: 0.0040, Total iter time: 6.0131 [2020-11-05 14:19:43,658][root][INFO] - ===> Epoch[21](522/26): Loss 1.5611, Sem 1.1591, dir -0.1587, norm 0.5606, swav 0.0000 LR: 9.529e-02 Score 64.722 Data time: 0.2755, Forward time: 2.2837, Backward time: 3.1288, DDP time: 0.0040, Total iter time: 6.8631 [2020-11-05 14:19:49,301][root][INFO] - ===> Epoch[21](523/26): Loss 1.5803, Sem 1.2345, dir -0.1852, norm 0.5310, swav 0.0000 LR: 9.528e-02 Score 61.561 Data time: 0.1795, Forward time: 2.2833, Backward time: 3.1290, DDP time: 0.0040, Total iter time: 5.5068 [2020-11-05 14:19:56,551][root][INFO] - ===> Epoch[21](524/26): Loss 1.4352, Sem 1.0515, dir -0.1603, norm 0.5440, swav 0.0000 LR: 9.527e-02 Score 68.395 Data time: 0.1868, Forward time: 2.2824, Backward time: 3.1325, DDP time: 0.0040, Total iter time: 7.1371 [2020-11-05 14:20:02,012][root][INFO] - ===> Epoch[21](525/26): Loss 1.4570, Sem 1.1557, dir -0.1820, norm 0.4832, swav 0.0000 LR: 9.526e-02 Score 64.807 Data time: 0.2135, Forward time: 2.2825, Backward time: 3.1317, DDP time: 0.0040, Total iter time: 5.3636 [2020-11-05 14:20:08,526][root][INFO] - ===> Epoch[21](526/26): Loss 1.5716, Sem 1.1733, dir -0.1473, norm 0.5455, swav 0.0000 LR: 9.525e-02 Score 66.183 Data time: 0.1971, Forward time: 2.2821, Backward time: 3.1333, DDP time: 0.0040, Total iter time: 6.3880 [2020-11-05 14:20:14,058][root][INFO] - ===> Epoch[21](527/26): Loss 1.6055, Sem 1.2540, dir -0.1745, norm 0.5260, swav 0.0000 LR: 9.524e-02 Score 63.243 Data time: 0.2075, Forward time: 2.2819, Backward time: 3.1330, DDP time: 0.0040, Total iter time: 5.4183 [2020-11-05 14:20:18,920][root][INFO] - ===> Epoch[21](528/26): Loss 1.6549, Sem 1.3350, dir -0.2168, norm 0.5367, swav 0.0000 LR: 9.524e-02 Score 59.750 Data time: 0.2251, Forward time: 2.2820, Backward time: 3.1309, DDP time: 0.0040, Total iter time: 4.7292 [2020-11-05 14:20:23,168][root][INFO] - ===> Epoch[21](529/26): Loss 1.3443, Sem 1.0430, dir -0.1679, norm 0.4692, swav 0.0000 LR: 9.523e-02 Score 68.797 Data time: 0.1890, Forward time: 2.2817, Backward time: 3.1284, DDP time: 0.0040, Total iter time: 4.1482 [2020-11-05 14:20:28,550][root][INFO] - ===> Epoch[21](530/26): Loss 1.5786, Sem 1.1958, dir -0.1479, norm 0.5307, swav 0.0000 LR: 9.522e-02 Score 64.399 Data time: 0.1485, Forward time: 2.2804, Backward time: 3.1289, DDP time: 0.0040, Total iter time: 5.2723 [2020-11-05 14:20:33,723][root][INFO] - ===> Epoch[21](531/26): Loss 1.5568, Sem 1.2507, dir -0.1918, norm 0.4979, swav 0.0000 LR: 9.521e-02 Score 60.289 Data time: 0.2305, Forward time: 2.2809, Backward time: 3.1274, DDP time: 0.0040, Total iter time: 5.0907 [2020-11-05 14:20:40,750][root][INFO] - ===> Epoch[21](532/26): Loss 1.4286, Sem 1.0984, dir -0.1649, norm 0.4951, swav 0.0000 LR: 9.520e-02 Score 66.099 Data time: 0.2176, Forward time: 2.2813, Backward time: 3.1291, DDP time: 0.0040, Total iter time: 6.8964 [2020-11-05 14:20:46,717][root][INFO] - ===> Epoch[21](533/26): Loss 1.6367, Sem 1.2156, dir -0.1390, norm 0.5601, swav 0.0000 LR: 9.519e-02 Score 62.902 Data time: 0.2701, Forward time: 2.2822, Backward time: 3.1285, DDP time: 0.0040, Total iter time: 5.8390 [2020-11-05 14:20:52,063][root][INFO] - ===> Epoch[21](534/26): Loss 1.5017, Sem 1.2104, dir -0.2363, norm 0.5275, swav 0.0000 LR: 9.518e-02 Score 62.851 Data time: 0.1907, Forward time: 2.2821, Backward time: 3.1278, DDP time: 0.0040, Total iter time: 5.2235 [2020-11-05 14:20:58,016][root][INFO] - ===> Epoch[21](535/26): Loss 1.2382, Sem 0.9694, dir -0.1667, norm 0.4355, swav 0.0000 LR: 9.517e-02 Score 72.362 Data time: 0.2136, Forward time: 2.2817, Backward time: 3.1285, DDP time: 0.0040, Total iter time: 5.8437 [2020-11-05 14:21:04,628][root][INFO] - ===> Epoch[21](536/26): Loss 1.5462, Sem 1.1306, dir -0.1573, norm 0.5728, swav 0.0000 LR: 9.516e-02 Score 65.693 Data time: 0.2449, Forward time: 2.2822, Backward time: 3.1294, DDP time: 0.0040, Total iter time: 6.5187 [2020-11-05 14:21:11,911][root][INFO] - ===> Epoch[21](537/26): Loss 1.6907, Sem 1.2436, dir -0.1803, norm 0.6275, swav 0.0000 LR: 9.515e-02 Score 61.219 Data time: 0.2302, Forward time: 2.2830, Backward time: 3.1312, DDP time: 0.0040, Total iter time: 7.1487 [2020-11-05 14:21:17,357][root][INFO] - ===> Epoch[21](538/26): Loss 1.4659, Sem 1.1766, dir -0.2234, norm 0.5127, swav 0.0000 LR: 9.515e-02 Score 62.664 Data time: 0.2783, Forward time: 2.2840, Backward time: 3.1294, DDP time: 0.0040, Total iter time: 5.2885 [2020-11-05 14:21:23,726][root][INFO] - ===> Epoch[21](539/26): Loss 1.5231, Sem 1.1626, dir -0.1463, norm 0.5069, swav 0.0000 LR: 9.514e-02 Score 67.054 Data time: 0.2274, Forward time: 2.2844, Backward time: 3.1300, DDP time: 0.0040, Total iter time: 6.2390 [2020-11-05 14:21:29,072][root][INFO] - ===> Epoch[21](540/26): Loss 1.5609, Sem 1.1911, dir -0.1659, norm 0.5357, swav 0.0000 LR: 9.513e-02 Score 63.829 Data time: 0.2195, Forward time: 2.2846, Backward time: 3.1287, DDP time: 0.0040, Total iter time: 5.1843 [2020-11-05 14:21:35,361][root][INFO] - ===> Epoch[21](541/26): Loss 1.5449, Sem 1.2356, dir -0.2211, norm 0.5305, swav 0.0000 LR: 9.512e-02 Score 62.829 Data time: 0.1805, Forward time: 2.2842, Backward time: 3.1300, DDP time: 0.0040, Total iter time: 6.1773 [2020-11-05 14:21:40,663][root][INFO] - ===> Epoch[21](542/26): Loss 1.5416, Sem 1.1293, dir -0.1503, norm 0.5625, swav 0.0000 LR: 9.511e-02 Score 66.781 Data time: 0.1490, Forward time: 2.2830, Backward time: 3.1303, DDP time: 0.0040, Total iter time: 5.1793 [2020-11-05 14:21:47,212][root][INFO] - ===> Epoch[21](543/26): Loss 1.7293, Sem 1.1815, dir -0.1178, norm 0.6656, swav 0.0000 LR: 9.510e-02 Score 62.109 Data time: 0.1818, Forward time: 2.2823, Backward time: 3.1324, DDP time: 0.0040, Total iter time: 6.4946 [2020-11-05 14:21:52,193][root][INFO] - ===> Epoch[21](544/26): Loss 1.7946, Sem 1.3748, dir -0.1717, norm 0.5915, swav 0.0000 LR: 9.509e-02 Score 57.704 Data time: 0.1489, Forward time: 2.2810, Backward time: 3.1322, DDP time: 0.0040, Total iter time: 4.8623 [2020-11-05 14:21:57,536][root][INFO] - ===> Epoch[21](545/26): Loss 1.5073, Sem 1.2100, dir -0.2511, norm 0.5484, swav 0.0000 LR: 9.508e-02 Score 63.618 Data time: 0.2630, Forward time: 2.2816, Backward time: 3.1309, DDP time: 0.0040, Total iter time: 5.2745 [2020-11-05 14:22:02,560][root][INFO] - ===> Epoch[21](546/26): Loss 1.5497, Sem 1.2087, dir -0.1786, norm 0.5196, swav 0.0000 LR: 9.507e-02 Score 62.602 Data time: 0.2242, Forward time: 2.2818, Backward time: 3.1292, DDP time: 0.0040, Total iter time: 4.9002 [2020-11-05 14:22:08,292][root][INFO] - ===> Epoch[22](547/26): Loss 1.4670, Sem 1.1674, dir -0.1997, norm 0.4994, swav 0.0000 LR: 9.506e-02 Score 62.795 Data time: 0.1937, Forward time: 2.2817, Backward time: 3.1293, DDP time: 0.0040, Total iter time: 5.6140 [2020-11-05 14:22:13,619][root][INFO] - ===> Epoch[22](548/26): Loss 1.3663, Sem 1.1070, dir -0.1749, norm 0.4341, swav 0.0000 LR: 9.505e-02 Score 66.687 Data time: 0.2391, Forward time: 2.2825, Backward time: 3.1276, DDP time: 0.0040, Total iter time: 5.2072 [2020-11-05 14:22:18,385][root][INFO] - ===> Epoch[22](549/26): Loss 1.3906, Sem 1.0429, dir -0.1659, norm 0.5136, swav 0.0000 LR: 9.505e-02 Score 67.681 Data time: 0.1867, Forward time: 2.2820, Backward time: 3.1263, DDP time: 0.0040, Total iter time: 4.6321 [2020-11-05 14:22:25,007][root][INFO] - ===> Epoch[22](550/26): Loss 1.5831, Sem 1.1471, dir -0.1258, norm 0.5617, swav 0.0000 LR: 9.504e-02 Score 64.837 Data time: 0.2222, Forward time: 2.2823, Backward time: 3.1273, DDP time: 0.0040, Total iter time: 6.5009 [2020-11-05 14:22:31,317][root][INFO] - ===> Epoch[22](551/26): Loss 1.5238, Sem 1.2479, dir -0.1952, norm 0.4711, swav 0.0000 LR: 9.503e-02 Score 61.863 Data time: 0.2512, Forward time: 2.2831, Backward time: 3.1273, DDP time: 0.0040, Total iter time: 6.1524 [2020-11-05 14:22:36,688][root][INFO] - ===> Epoch[22](552/26): Loss 1.6524, Sem 1.3334, dir -0.1786, norm 0.4976, swav 0.0000 LR: 9.502e-02 Score 58.791 Data time: 0.1578, Forward time: 2.2825, Backward time: 3.1271, DDP time: 0.0040, Total iter time: 5.2369 [2020-11-05 14:22:41,756][root][INFO] - ===> Epoch[22](553/26): Loss 1.4427, Sem 1.1487, dir -0.1851, norm 0.4791, swav 0.0000 LR: 9.501e-02 Score 64.795 Data time: 0.1513, Forward time: 2.2813, Backward time: 3.1271, DDP time: 0.0040, Total iter time: 4.9619 [2020-11-05 14:22:47,388][root][INFO] - ===> Epoch[22](554/26): Loss 1.5376, Sem 1.2383, dir -0.2136, norm 0.5129, swav 0.0000 LR: 9.500e-02 Score 60.715 Data time: 0.2321, Forward time: 2.2811, Backward time: 3.1270, DDP time: 0.0040, Total iter time: 5.5435 [2020-11-05 14:22:52,369][root][INFO] - ===> Epoch[22](555/26): Loss 1.5517, Sem 1.2487, dir -0.1826, norm 0.4857, swav 0.0000 LR: 9.499e-02 Score 61.519 Data time: 0.2271, Forward time: 2.2815, Backward time: 3.1251, DDP time: 0.0040, Total iter time: 4.8714 [2020-11-05 14:22:58,124][root][INFO] - ===> Epoch[22](556/26): Loss 1.3148, Sem 0.9913, dir -0.1573, norm 0.4807, swav 0.0000 LR: 9.498e-02 Score 69.234 Data time: 0.2163, Forward time: 2.2818, Backward time: 3.1248, DDP time: 0.0040, Total iter time: 5.6323 [2020-11-05 14:23:03,869][root][INFO] - ===> Epoch[22](557/26): Loss 1.5829, Sem 1.2375, dir -0.1641, norm 0.5095, swav 0.0000 LR: 9.497e-02 Score 61.128 Data time: 0.1157, Forward time: 2.2799, Backward time: 3.1267, DDP time: 0.0040, Total iter time: 5.6129 [2020-11-05 14:23:08,536][root][INFO] - ===> Epoch[22](558/26): Loss 1.3644, Sem 1.1162, dir -0.2303, norm 0.4785, swav 0.0000 LR: 9.496e-02 Score 67.998 Data time: 0.1883, Forward time: 2.2796, Backward time: 3.1252, DDP time: 0.0040, Total iter time: 4.6073 [2020-11-05 14:23:13,961][root][INFO] - ===> Epoch[22](559/26): Loss 1.5674, Sem 1.2186, dir -0.1980, norm 0.5468, swav 0.0000 LR: 9.496e-02 Score 64.291 Data time: 0.1345, Forward time: 2.2782, Backward time: 3.1260, DDP time: 0.0040, Total iter time: 5.3138 [2020-11-05 14:23:21,309][root][INFO] - ===> Epoch[22](560/26): Loss 1.4683, Sem 1.1921, dir -0.1945, norm 0.4707, swav 0.0000 LR: 9.495e-02 Score 61.135 Data time: 0.1483, Forward time: 2.2766, Backward time: 3.1303, DDP time: 0.0040, Total iter time: 7.2552 [2020-11-05 14:23:27,031][root][INFO] - ===> Epoch[22](561/26): Loss 1.3488, Sem 1.0081, dir -0.1377, norm 0.4785, swav 0.0000 LR: 9.494e-02 Score 68.249 Data time: 0.1753, Forward time: 2.2756, Backward time: 3.1311, DDP time: 0.0040, Total iter time: 5.6041 [2020-11-05 14:23:33,594][root][INFO] - ===> Epoch[22](562/26): Loss 1.4667, Sem 1.1638, dir -0.1780, norm 0.4809, swav 0.0000 LR: 9.493e-02 Score 62.805 Data time: 0.2618, Forward time: 2.2765, Backward time: 3.1315, DDP time: 0.0040, Total iter time: 6.4425 [2020-11-05 14:23:38,810][root][INFO] - ===> Epoch[22](563/26): Loss 1.4705, Sem 1.1376, dir -0.1626, norm 0.4955, swav 0.0000 LR: 9.492e-02 Score 64.453 Data time: 0.2002, Forward time: 2.2763, Backward time: 3.1306, DDP time: 0.0040, Total iter time: 5.0575 [2020-11-05 14:23:43,725][root][INFO] - ===> Epoch[22](564/26): Loss 1.4113, Sem 1.1452, dir -0.1937, norm 0.4598, swav 0.0000 LR: 9.491e-02 Score 64.029 Data time: 0.1669, Forward time: 2.2752, Backward time: 3.1302, DDP time: 0.0040, Total iter time: 4.8014 [2020-11-05 14:23:49,512][root][INFO] - ===> Epoch[22](565/26): Loss 1.4281, Sem 1.1056, dir -0.1943, norm 0.5168, swav 0.0000 LR: 9.490e-02 Score 63.905 Data time: 0.2724, Forward time: 2.2763, Backward time: 3.1290, DDP time: 0.0040, Total iter time: 5.6707 [2020-11-05 14:23:54,397][root][INFO] - ===> Epoch[22](566/26): Loss 1.5025, Sem 1.1522, dir -0.1800, norm 0.5303, swav 0.0000 LR: 9.489e-02 Score 66.346 Data time: 0.1821, Forward time: 2.2760, Backward time: 3.1278, DDP time: 0.0040, Total iter time: 4.7710 [2020-11-05 14:23:59,117][root][INFO] - ===> Epoch[22](567/26): Loss 1.5146, Sem 1.2428, dir -0.2300, norm 0.5017, swav 0.0000 LR: 9.488e-02 Score 60.743 Data time: 0.2341, Forward time: 2.2762, Backward time: 3.1257, DDP time: 0.0040, Total iter time: 4.5999 [2020-11-05 14:24:04,596][root][INFO] - ===> Epoch[22](568/26): Loss 1.4867, Sem 1.1190, dir -0.1448, norm 0.5124, swav 0.0000 LR: 9.487e-02 Score 66.659 Data time: 0.1777, Forward time: 2.2757, Backward time: 3.1257, DDP time: 0.0040, Total iter time: 5.3507 [2020-11-05 14:24:09,055][root][INFO] - ===> Epoch[22](569/26): Loss 1.6099, Sem 1.2720, dir -0.1715, norm 0.5094, swav 0.0000 LR: 9.486e-02 Score 60.707 Data time: 0.2015, Forward time: 2.2755, Backward time: 3.1237, DDP time: 0.0040, Total iter time: 4.3570 [2020-11-05 14:24:14,571][root][INFO] - ===> Epoch[22](570/26): Loss 1.3732, Sem 1.1451, dir -0.2255, norm 0.4536, swav 0.0000 LR: 9.486e-02 Score 64.791 Data time: 0.1905, Forward time: 2.2754, Backward time: 3.1233, DDP time: 0.0040, Total iter time: 5.4052 [2020-11-05 14:24:21,616][root][INFO] - ===> Epoch[22](571/26): Loss 1.7376, Sem 1.2536, dir -0.1394, norm 0.6233, swav 0.0000 LR: 9.485e-02 Score 60.041 Data time: 0.1493, Forward time: 2.2741, Backward time: 3.1266, DDP time: 0.0040, Total iter time: 6.9294 [2020-11-05 14:24:27,720][root][INFO] - ===> Epoch[22](572/26): Loss 1.8481, Sem 1.3689, dir -0.1263, norm 0.6054, swav 0.0000 LR: 9.484e-02 Score 57.506 Data time: 0.1896, Forward time: 2.2736, Backward time: 3.1277, DDP time: 0.0040, Total iter time: 6.0050 [2020-11-05 14:24:32,536][root][INFO] - ===> Epoch[23](573/26): Loss 1.4897, Sem 1.2647, dir -0.2386, norm 0.4636, swav 0.0000 LR: 9.483e-02 Score 60.162 Data time: 0.2309, Forward time: 2.2738, Backward time: 3.1259, DDP time: 0.0040, Total iter time: 4.6952 [2020-11-05 14:24:39,242][root][INFO] - ===> Epoch[23](574/26): Loss 1.3743, Sem 1.0461, dir -0.1787, norm 0.5069, swav 0.0000 LR: 9.482e-02 Score 68.430 Data time: 0.3139, Forward time: 2.2754, Backward time: 3.1257, DDP time: 0.0040, Total iter time: 6.5913 [2020-11-05 14:24:45,033][root][INFO] - ===> Epoch[23](575/26): Loss 1.5313, Sem 1.0639, dir -0.1360, norm 0.6034, swav 0.0000 LR: 9.481e-02 Score 68.927 Data time: 0.2509, Forward time: 2.2764, Backward time: 3.1246, DDP time: 0.0040, Total iter time: 5.6666 [2020-11-05 14:24:50,891][root][INFO] - ===> Epoch[23](576/26): Loss 1.5441, Sem 1.2039, dir -0.1951, norm 0.5353, swav 0.0000 LR: 9.480e-02 Score 62.646 Data time: 0.2653, Forward time: 2.2774, Backward time: 3.1238, DDP time: 0.0040, Total iter time: 5.7423 [2020-11-05 14:24:56,302][root][INFO] - ===> Epoch[23](577/26): Loss 1.5843, Sem 1.2142, dir -0.1809, norm 0.5510, swav 0.0000 LR: 9.479e-02 Score 61.764 Data time: 0.2518, Forward time: 2.2783, Backward time: 3.1222, DDP time: 0.0040, Total iter time: 5.2864 [2020-11-05 14:25:02,429][root][INFO] - ===> Epoch[23](578/26): Loss 1.5854, Sem 1.2102, dir -0.2278, norm 0.6031, swav 0.0000 LR: 9.478e-02 Score 62.032 Data time: 0.2599, Forward time: 2.2793, Backward time: 3.1217, DDP time: 0.0040, Total iter time: 5.9972 [2020-11-05 14:25:09,122][root][INFO] - ===> Epoch[23](579/26): Loss 1.4383, Sem 1.1629, dir -0.2110, norm 0.4864, swav 0.0000 LR: 9.477e-02 Score 65.860 Data time: 0.2104, Forward time: 2.2795, Backward time: 3.1230, DDP time: 0.0040, Total iter time: 6.5667 [2020-11-05 14:25:16,038][root][INFO] - ===> Epoch[23](580/26): Loss 1.4902, Sem 1.1633, dir -0.1867, norm 0.5136, swav 0.0000 LR: 9.477e-02 Score 61.741 Data time: 0.1878, Forward time: 2.2791, Backward time: 3.1252, DDP time: 0.0040, Total iter time: 6.7863 [2020-11-05 14:25:23,340][root][INFO] - ===> Epoch[23](581/26): Loss 1.5818, Sem 1.1686, dir -0.1580, norm 0.5712, swav 0.0000 LR: 9.476e-02 Score 64.345 Data time: 0.2175, Forward time: 2.2794, Backward time: 3.1274, DDP time: 0.0040, Total iter time: 7.2105 [2020-11-05 14:25:29,496][root][INFO] - ===> Epoch[23](582/26): Loss 1.3938, Sem 1.1187, dir -0.2064, norm 0.4814, swav 0.0000 LR: 9.475e-02 Score 65.897 Data time: 0.2435, Forward time: 2.2804, Backward time: 3.1270, DDP time: 0.0040, Total iter time: 6.0252 [2020-11-05 14:25:34,221][root][INFO] - ===> Epoch[23](583/26): Loss 1.5425, Sem 1.1452, dir -0.1608, norm 0.5581, swav 0.0000 LR: 9.474e-02 Score 66.126 Data time: 0.1410, Forward time: 2.2793, Backward time: 3.1263, DDP time: 0.0040, Total iter time: 4.5968 [2020-11-05 14:25:39,296][root][INFO] - ===> Epoch[23](584/26): Loss 1.5650, Sem 1.1504, dir -0.1559, norm 0.5705, swav 0.0000 LR: 9.473e-02 Score 65.198 Data time: 0.2170, Forward time: 2.2791, Backward time: 3.1254, DDP time: 0.0040, Total iter time: 5.0141 [2020-11-05 14:25:45,268][root][INFO] - ===> Epoch[23](585/26): Loss 1.4257, Sem 1.0767, dir -0.1856, norm 0.5346, swav 0.0000 LR: 9.472e-02 Score 67.455 Data time: 0.2868, Forward time: 2.2796, Backward time: 3.1251, DDP time: 0.0040, Total iter time: 5.8669 [2020-11-05 14:25:52,545][root][INFO] - ===> Epoch[23](586/26): Loss 1.5452, Sem 1.2314, dir -0.1873, norm 0.5011, swav 0.0000 LR: 9.471e-02 Score 62.674 Data time: 0.2674, Forward time: 2.2799, Backward time: 3.1272, DDP time: 0.0040, Total iter time: 7.1529 [2020-11-05 14:25:58,072][root][INFO] - ===> Epoch[23](587/26): Loss 1.6125, Sem 1.1810, dir -0.1334, norm 0.5648, swav 0.0000 LR: 9.470e-02 Score 61.944 Data time: 0.2813, Forward time: 2.2807, Backward time: 3.1259, DDP time: 0.0040, Total iter time: 5.4103 [2020-11-05 14:26:05,351][root][INFO] - ===> Epoch[23](588/26): Loss 1.4968, Sem 1.1595, dir -0.2072, norm 0.5446, swav 0.0000 LR: 9.469e-02 Score 63.693 Data time: 0.2361, Forward time: 2.2812, Backward time: 3.1277, DDP time: 0.0040, Total iter time: 7.1556 [2020-11-05 14:26:10,335][root][INFO] - ===> Epoch[23](589/26): Loss 1.6015, Sem 1.3156, dir -0.1858, norm 0.4716, swav 0.0000 LR: 9.468e-02 Score 61.917 Data time: 0.1675, Forward time: 2.2805, Backward time: 3.1271, DDP time: 0.0040, Total iter time: 4.8479 [2020-11-05 14:26:15,474][root][INFO] - ===> Epoch[23](590/26): Loss 1.4733, Sem 1.0457, dir -0.1361, norm 0.5638, swav 0.0000 LR: 9.467e-02 Score 68.832 Data time: 0.2018, Forward time: 2.2804, Backward time: 3.1262, DDP time: 0.0040, Total iter time: 5.0377 [2020-11-05 14:26:21,575][root][INFO] - ===> Epoch[23](591/26): Loss 1.4425, Sem 1.1844, dir -0.2244, norm 0.4825, swav 0.0000 LR: 9.467e-02 Score 62.868 Data time: 0.2338, Forward time: 2.2808, Backward time: 3.1262, DDP time: 0.0040, Total iter time: 5.9859 [2020-11-05 14:26:26,624][root][INFO] - ===> Epoch[23](592/26): Loss 1.3853, Sem 1.0731, dir -0.1894, norm 0.5017, swav 0.0000 LR: 9.466e-02 Score 67.500 Data time: 0.2341, Forward time: 2.2813, Backward time: 3.1245, DDP time: 0.0040, Total iter time: 4.9228 [2020-11-05 14:26:33,001][root][INFO] - ===> Epoch[23](593/26): Loss 1.4314, Sem 1.0406, dir -0.1476, norm 0.5384, swav 0.0000 LR: 9.465e-02 Score 67.001 Data time: 0.1238, Forward time: 2.2797, Backward time: 3.1273, DDP time: 0.0040, Total iter time: 6.2625 [2020-11-05 14:26:38,964][root][INFO] - ===> Epoch[23](594/26): Loss 1.4261, Sem 1.1382, dir -0.1926, norm 0.4806, swav 0.0000 LR: 9.464e-02 Score 63.565 Data time: 0.1763, Forward time: 2.2790, Backward time: 3.1283, DDP time: 0.0040, Total iter time: 5.8745 [2020-11-05 14:26:44,665][root][INFO] - ===> Epoch[23](595/26): Loss 1.3765, Sem 1.0870, dir -0.1974, norm 0.4869, swav 0.0000 LR: 9.463e-02 Score 65.483 Data time: 0.2352, Forward time: 2.2786, Backward time: 3.1285, DDP time: 0.0040, Total iter time: 5.5878 [2020-11-05 14:26:50,447][root][INFO] - ===> Epoch[23](596/26): Loss 1.5079, Sem 1.1167, dir -0.1469, norm 0.5381, swav 0.0000 LR: 9.462e-02 Score 65.042 Data time: 0.2075, Forward time: 2.2782, Backward time: 3.1288, DDP time: 0.0040, Total iter time: 5.6670 [2020-11-05 14:26:55,617][root][INFO] - ===> Epoch[23](597/26): Loss 1.5339, Sem 1.2000, dir -0.2431, norm 0.5770, swav 0.0000 LR: 9.461e-02 Score 62.541 Data time: 0.1943, Forward time: 2.2781, Backward time: 3.1279, DDP time: 0.0040, Total iter time: 5.0550 [2020-11-05 14:27:01,661][root][INFO] - ===> Epoch[23](598/26): Loss 1.4987, Sem 1.1141, dir -0.1715, norm 0.5560, swav 0.0000 LR: 9.460e-02 Score 62.809 Data time: 0.2549, Forward time: 2.2784, Backward time: 3.1279, DDP time: 0.0041, Total iter time: 5.9338 [2020-11-05 14:27:07,990][root][INFO] - ===> Epoch[24](599/26): Loss 1.4866, Sem 1.1311, dir -0.1753, norm 0.5308, swav 0.0000 LR: 9.459e-02 Score 65.366 Data time: 0.2769, Forward time: 2.2799, Backward time: 3.1272, DDP time: 0.0041, Total iter time: 6.1604 [2020-11-05 14:27:13,878][root][INFO] - ===> Epoch[24](600/26): Loss 1.5075, Sem 1.1328, dir -0.1599, norm 0.5345, swav 0.0000 LR: 9.458e-02 Score 65.166 Data time: 0.2000, Forward time: 2.2798, Backward time: 3.1274, DDP time: 0.0041, Total iter time: 5.7556 [2020-11-05 14:27:19,324][root][INFO] - ===> Epoch[24](601/26): Loss 1.5156, Sem 1.1317, dir -0.1349, norm 0.5188, swav 0.0000 LR: 9.457e-02 Score 65.937 Data time: 0.2275, Forward time: 2.2805, Backward time: 3.1262, DDP time: 0.0041, Total iter time: 5.3312 [2020-11-05 14:27:23,788][root][INFO] - ===> Epoch[24](602/26): Loss 1.4322, Sem 1.1374, dir -0.2056, norm 0.5004, swav 0.0000 LR: 9.457e-02 Score 65.602 Data time: 0.1409, Forward time: 2.2793, Backward time: 3.1251, DDP time: 0.0041, Total iter time: 4.3260 [2020-11-05 14:27:28,867][root][INFO] - ===> Epoch[24](603/26): Loss 1.5846, Sem 1.1673, dir -0.1716, norm 0.5889, swav 0.0000 LR: 9.456e-02 Score 64.995 Data time: 0.2003, Forward time: 2.2787, Backward time: 3.1246, DDP time: 0.0041, Total iter time: 4.9851 [2020-11-05 14:27:35,118][root][INFO] - ===> Epoch[24](604/26): Loss 1.6088, Sem 1.2647, dir -0.1672, norm 0.5113, swav 0.0000 LR: 9.455e-02 Score 59.055 Data time: 0.2383, Forward time: 2.2791, Backward time: 3.1249, DDP time: 0.0041, Total iter time: 6.1361 [2020-11-05 14:27:40,983][root][INFO] - ===> Epoch[24](605/26): Loss 1.5680, Sem 1.2094, dir -0.1774, norm 0.5360, swav 0.0000 LR: 9.454e-02 Score 61.404 Data time: 0.2774, Forward time: 2.2800, Backward time: 3.1240, DDP time: 0.0041, Total iter time: 5.7236 [2020-11-05 14:27:46,547][root][INFO] - ===> Epoch[24](606/26): Loss 1.5440, Sem 1.2337, dir -0.1727, norm 0.4830, swav 0.0000 LR: 9.453e-02 Score 61.286 Data time: 0.2213, Forward time: 2.2806, Backward time: 3.1231, DDP time: 0.0041, Total iter time: 5.4090 [2020-11-05 14:27:51,589][root][INFO] - ===> Epoch[24](607/26): Loss 1.3387, Sem 1.0415, dir -0.1563, norm 0.4535, swav 0.0000 LR: 9.452e-02 Score 68.598 Data time: 0.1884, Forward time: 2.2800, Backward time: 3.1224, DDP time: 0.0041, Total iter time: 4.9172 [2020-11-05 14:27:57,779][root][INFO] - ===> Epoch[24](608/26): Loss 1.4599, Sem 1.0402, dir -0.1119, norm 0.5315, swav 0.0000 LR: 9.451e-02 Score 68.151 Data time: 0.2003, Forward time: 2.2796, Backward time: 3.1234, DDP time: 0.0041, Total iter time: 6.0989 [2020-11-05 14:28:04,042][root][INFO] - ===> Epoch[24](609/26): Loss 1.4202, Sem 1.1419, dir -0.2015, norm 0.4798, swav 0.0000 LR: 9.450e-02 Score 63.275 Data time: 0.2306, Forward time: 2.2801, Backward time: 3.1236, DDP time: 0.0041, Total iter time: 6.1293 [2020-11-05 14:28:09,027][root][INFO] - ===> Epoch[24](610/26): Loss 1.7031, Sem 1.2578, dir -0.1565, norm 0.6018, swav 0.0000 LR: 9.449e-02 Score 59.605 Data time: 0.1835, Forward time: 2.2797, Backward time: 3.1228, DDP time: 0.0041, Total iter time: 4.8778 [2020-11-05 14:28:14,416][root][INFO] - ===> Epoch[24](611/26): Loss 1.7139, Sem 1.3020, dir -0.1828, norm 0.5947, swav 0.0000 LR: 9.448e-02 Score 58.950 Data time: 0.2523, Forward time: 2.2803, Backward time: 3.1214, DDP time: 0.0041, Total iter time: 5.2618 [2020-11-05 14:28:20,182][root][INFO] - ===> Epoch[24](612/26): Loss 1.6111, Sem 1.1011, dir -0.1723, norm 0.6823, swav 0.0000 LR: 9.448e-02 Score 67.224 Data time: 0.1965, Forward time: 2.2800, Backward time: 3.1217, DDP time: 0.0041, Total iter time: 5.6458 [2020-11-05 14:28:25,872][root][INFO] - ===> Epoch[24](613/26): Loss 1.5214, Sem 1.1520, dir -0.1827, norm 0.5521, swav 0.0000 LR: 9.447e-02 Score 64.342 Data time: 0.2955, Forward time: 2.2811, Backward time: 3.1204, DDP time: 0.0041, Total iter time: 5.5844 [2020-11-05 14:28:31,102][root][INFO] - ===> Epoch[24](614/26): Loss 1.6112, Sem 1.2127, dir -0.2029, norm 0.6014, swav 0.0000 LR: 9.446e-02 Score 60.925 Data time: 0.2206, Forward time: 2.2817, Backward time: 3.1189, DDP time: 0.0041, Total iter time: 5.1067 [2020-11-05 14:28:36,516][root][INFO] - ===> Epoch[24](615/26): Loss 1.4260, Sem 1.0004, dir -0.1611, norm 0.5867, swav 0.0000 LR: 9.445e-02 Score 69.849 Data time: 0.1910, Forward time: 2.2815, Backward time: 3.1185, DDP time: 0.0041, Total iter time: 5.2864 [2020-11-05 14:28:42,874][root][INFO] - ===> Epoch[24](616/26): Loss 1.5577, Sem 1.1007, dir -0.1378, norm 0.5948, swav 0.0000 LR: 9.444e-02 Score 64.992 Data time: 0.1681, Forward time: 2.2808, Backward time: 3.1202, DDP time: 0.0041, Total iter time: 6.2562 [2020-11-05 14:28:48,571][root][INFO] - ===> Epoch[24](617/26): Loss 1.5407, Sem 1.1945, dir -0.2240, norm 0.5702, swav 0.0000 LR: 9.443e-02 Score 62.242 Data time: 0.1473, Forward time: 2.2796, Backward time: 3.1212, DDP time: 0.0041, Total iter time: 5.5866 [2020-11-05 14:28:53,276][root][INFO] - ===> Epoch[24](618/26): Loss 1.5482, Sem 1.1193, dir -0.1492, norm 0.5781, swav 0.0000 LR: 9.442e-02 Score 64.244 Data time: 0.1921, Forward time: 2.2789, Backward time: 3.1202, DDP time: 0.0041, Total iter time: 4.6379 [2020-11-05 14:28:58,789][root][INFO] - ===> Epoch[24](619/26): Loss 1.6204, Sem 1.1837, dir -0.0990, norm 0.5357, swav 0.0000 LR: 9.441e-02 Score 62.489 Data time: 0.2496, Forward time: 2.2794, Backward time: 3.1193, DDP time: 0.0041, Total iter time: 5.4023 [2020-11-05 14:29:04,840][root][INFO] - ===> Epoch[24](620/26): Loss 1.5521, Sem 1.1266, dir -0.1053, norm 0.5307, swav 0.0000 LR: 9.440e-02 Score 63.897 Data time: 0.2044, Forward time: 2.2793, Backward time: 3.1198, DDP time: 0.0041, Total iter time: 5.9261 [2020-11-05 14:29:10,711][root][INFO] - ===> Epoch[24](621/26): Loss 1.5253, Sem 1.1396, dir -0.2011, norm 0.5868, swav 0.0000 LR: 9.439e-02 Score 65.821 Data time: 0.2175, Forward time: 2.2795, Backward time: 3.1197, DDP time: 0.0041, Total iter time: 5.7472 [2020-11-05 14:29:15,766][root][INFO] - ===> Epoch[24](622/26): Loss 1.5986, Sem 1.0563, dir -0.0966, norm 0.6389, swav 0.0000 LR: 9.438e-02 Score 65.999 Data time: 0.1961, Forward time: 2.2792, Backward time: 3.1188, DDP time: 0.0041, Total iter time: 4.9312 [2020-11-05 14:29:22,712][root][INFO] - ===> Epoch[24](623/26): Loss 1.4851, Sem 1.1305, dir -0.1501, norm 0.5047, swav 0.0000 LR: 9.438e-02 Score 66.351 Data time: 0.2087, Forward time: 2.2792, Backward time: 3.1205, DDP time: 0.0041, Total iter time: 6.8297 [2020-11-05 14:29:27,862][root][INFO] - ===> Epoch[24](624/26): Loss 1.4681, Sem 1.1378, dir -0.1914, norm 0.5218, swav 0.0000 LR: 9.437e-02 Score 65.323 Data time: 0.1603, Forward time: 2.2781, Backward time: 3.1205, DDP time: 0.0041, Total iter time: 5.0199 [2020-11-05 14:29:34,264][root][INFO] - ===> Epoch[25](625/26): Loss 1.5030, Sem 1.0525, dir -0.1656, norm 0.6161, swav 0.0000 LR: 9.436e-02 Score 69.244 Data time: 0.2832, Forward time: 2.2792, Backward time: 3.1204, DDP time: 0.0041, Total iter time: 6.3028 [2020-11-05 14:29:39,477][root][INFO] - ===> Epoch[25](626/26): Loss 1.6467, Sem 1.2545, dir -0.1477, norm 0.5399, swav 0.0000 LR: 9.435e-02 Score 62.678 Data time: 0.1816, Forward time: 2.2789, Backward time: 3.1198, DDP time: 0.0041, Total iter time: 5.0891 [2020-11-05 14:29:45,260][root][INFO] - ===> Epoch[25](627/26): Loss 1.6586, Sem 1.1884, dir -0.1326, norm 0.6027, swav 0.0000 LR: 9.434e-02 Score 63.115 Data time: 0.2141, Forward time: 2.2788, Backward time: 3.1199, DDP time: 0.0041, Total iter time: 5.6680 [2020-11-05 14:29:50,326][root][INFO] - ===> Epoch[25](628/26): Loss 1.5673, Sem 1.1201, dir -0.1452, norm 0.5924, swav 0.0000 LR: 9.433e-02 Score 64.743 Data time: 0.2231, Forward time: 2.2788, Backward time: 3.1186, DDP time: 0.0041, Total iter time: 4.9259 [2020-11-05 14:29:55,249][root][INFO] - ===> Epoch[25](629/26): Loss 1.5593, Sem 1.1324, dir -0.1470, norm 0.5740, swav 0.0000 LR: 9.432e-02 Score 65.826 Data time: 0.2286, Forward time: 2.2789, Backward time: 3.1172, DDP time: 0.0041, Total iter time: 4.8141 [2020-11-05 14:30:01,251][root][INFO] - ===> Epoch[25](630/26): Loss 1.5172, Sem 1.1679, dir -0.2166, norm 0.5659, swav 0.0000 LR: 9.431e-02 Score 62.571 Data time: 0.2040, Forward time: 2.2789, Backward time: 3.1175, DDP time: 0.0041, Total iter time: 5.8896 [2020-11-05 14:30:06,548][root][INFO] - ===> Epoch[25](631/26): Loss 1.3495, Sem 1.0153, dir -0.1810, norm 0.5152, swav 0.0000 LR: 9.430e-02 Score 69.475 Data time: 0.2375, Forward time: 2.2791, Backward time: 3.1166, DDP time: 0.0041, Total iter time: 5.1822 [2020-11-05 14:30:12,886][root][INFO] - ===> Epoch[25](632/26): Loss 1.4246, Sem 1.1547, dir -0.1846, norm 0.4545, swav 0.0000 LR: 9.429e-02 Score 63.550 Data time: 0.2191, Forward time: 2.2795, Backward time: 3.1169, DDP time: 0.0041, Total iter time: 6.2100 [2020-11-05 14:30:19,578][root][INFO] - ===> Epoch[25](633/26): Loss 1.7415, Sem 1.2495, dir -0.1183, norm 0.6103, swav 0.0000 LR: 9.429e-02 Score 59.928 Data time: 0.1981, Forward time: 2.2794, Backward time: 3.1184, DDP time: 0.0041, Total iter time: 6.5607 [2020-11-05 14:30:26,039][root][INFO] - ===> Epoch[25](634/26): Loss 1.6705, Sem 1.1472, dir -0.1126, norm 0.6358, swav 0.0000 LR: 9.428e-02 Score 63.428 Data time: 0.1332, Forward time: 2.2782, Backward time: 3.1206, DDP time: 0.0041, Total iter time: 6.3302 [2020-11-05 14:30:31,732][root][INFO] - ===> Epoch[25](635/26): Loss 1.5144, Sem 1.1322, dir -0.1915, norm 0.5738, swav 0.0000 LR: 9.427e-02 Score 64.771 Data time: 0.1859, Forward time: 2.2775, Backward time: 3.1212, DDP time: 0.0041, Total iter time: 5.6167 [2020-11-05 14:30:36,458][root][INFO] - ===> Epoch[25](636/26): Loss 1.4439, Sem 1.1389, dir -0.1888, norm 0.4938, swav 0.0000 LR: 9.426e-02 Score 63.896 Data time: 0.2268, Forward time: 2.2777, Backward time: 3.1194, DDP time: 0.0041, Total iter time: 4.6112 [2020-11-05 14:30:41,978][root][INFO] - ===> Epoch[25](637/26): Loss 1.6360, Sem 1.2122, dir -0.1820, norm 0.6058, swav 0.0000 LR: 9.425e-02 Score 60.303 Data time: 0.2445, Forward time: 2.2786, Backward time: 3.1181, DDP time: 0.0041, Total iter time: 5.4100 [2020-11-05 14:30:47,683][root][INFO] - ===> Epoch[25](638/26): Loss 1.4453, Sem 1.0652, dir -0.1614, norm 0.5415, swav 0.0000 LR: 9.424e-02 Score 68.525 Data time: 0.1211, Forward time: 2.2772, Backward time: 3.1195, DDP time: 0.0041, Total iter time: 5.5640 [2020-11-05 14:30:54,199][root][INFO] - ===> Epoch[25](639/26): Loss 1.6105, Sem 1.1998, dir -0.1992, norm 0.6099, swav 0.0000 LR: 9.423e-02 Score 63.140 Data time: 0.1793, Forward time: 2.2764, Backward time: 3.1215, DDP time: 0.0041, Total iter time: 6.4625 [2020-11-05 14:31:00,286][root][INFO] - ===> Epoch[25](640/26): Loss 1.4113, Sem 1.1187, dir -0.1869, norm 0.4795, swav 0.0000 LR: 9.422e-02 Score 66.984 Data time: 0.1857, Forward time: 2.2762, Backward time: 3.1222, DDP time: 0.0041, Total iter time: 5.9871 [2020-11-05 14:31:06,729][root][INFO] - ===> Epoch[25](641/26): Loss 1.6765, Sem 1.2481, dir -0.1482, norm 0.5766, swav 0.0000 LR: 9.421e-02 Score 60.993 Data time: 0.2078, Forward time: 2.2762, Backward time: 3.1232, DDP time: 0.0041, Total iter time: 6.3214 [2020-11-05 14:31:12,242][root][INFO] - ===> Epoch[25](642/26): Loss 1.4143, Sem 1.0667, dir -0.1987, norm 0.5464, swav 0.0000 LR: 9.420e-02 Score 67.603 Data time: 0.2278, Forward time: 2.2766, Backward time: 3.1223, DDP time: 0.0041, Total iter time: 5.3815 [2020-11-05 14:31:18,286][root][INFO] - ===> Epoch[25](643/26): Loss 1.5149, Sem 1.1560, dir -0.1897, norm 0.5486, swav 0.0000 LR: 9.419e-02 Score 63.965 Data time: 0.2340, Forward time: 2.2766, Backward time: 3.1226, DDP time: 0.0041, Total iter time: 5.9194 [2020-11-05 14:31:23,219][root][INFO] - ===> Epoch[25](644/26): Loss 1.6043, Sem 1.2666, dir -0.1858, norm 0.5236, swav 0.0000 LR: 9.419e-02 Score 62.341 Data time: 0.1846, Forward time: 2.2762, Backward time: 3.1218, DDP time: 0.0041, Total iter time: 4.8139 [2020-11-05 14:31:27,769][root][INFO] - ===> Epoch[25](645/26): Loss 1.5024, Sem 1.1457, dir -0.1575, norm 0.5142, swav 0.0000 LR: 9.418e-02 Score 65.374 Data time: 0.1919, Forward time: 2.2759, Backward time: 3.1202, DDP time: 0.0041, Total iter time: 4.4400 [2020-11-05 14:31:33,282][root][INFO] - ===> Epoch[25](646/26): Loss 1.3823, Sem 1.0329, dir -0.1771, norm 0.5265, swav 0.0000 LR: 9.417e-02 Score 66.982 Data time: 0.1652, Forward time: 2.2752, Backward time: 3.1204, DDP time: 0.0041, Total iter time: 5.3877 [2020-11-05 14:31:38,836][root][INFO] - ===> Epoch[25](647/26): Loss 1.2826, Sem 0.9556, dir -0.1483, norm 0.4753, swav 0.0000 LR: 9.416e-02 Score 70.620 Data time: 0.1902, Forward time: 2.2750, Backward time: 3.1203, DDP time: 0.0041, Total iter time: 5.4530 [2020-11-05 14:31:43,696][root][INFO] - ===> Epoch[25](648/26): Loss 1.5534, Sem 1.1747, dir -0.1685, norm 0.5472, swav 0.0000 LR: 9.415e-02 Score 65.094 Data time: 0.1848, Forward time: 2.2748, Backward time: 3.1192, DDP time: 0.0041, Total iter time: 4.7432 [2020-11-05 14:31:48,734][root][INFO] - ===> Epoch[25](649/26): Loss 1.5282, Sem 1.1185, dir -0.1543, norm 0.5640, swav 0.0000 LR: 9.414e-02 Score 64.480 Data time: 0.1771, Forward time: 2.2743, Backward time: 3.1186, DDP time: 0.0041, Total iter time: 4.9366 [2020-11-05 14:31:54,567][root][INFO] - ===> Epoch[25](650/26): Loss 1.5393, Sem 1.1394, dir -0.1751, norm 0.5750, swav 0.0000 LR: 9.413e-02 Score 64.982 Data time: 0.1963, Forward time: 2.2740, Backward time: 3.1190, DDP time: 0.0041, Total iter time: 5.7342 [2020-11-05 14:32:00,455][root][INFO] - ===> Epoch[26](651/26): Loss 1.4447, Sem 1.1146, dir -0.1921, norm 0.5222, swav 0.0000 LR: 9.412e-02 Score 66.235 Data time: 0.2264, Forward time: 2.2744, Backward time: 3.1188, DDP time: 0.0041, Total iter time: 5.7728 [2020-11-05 14:32:06,397][root][INFO] - ===> Epoch[26](652/26): Loss 1.6241, Sem 1.1672, dir -0.1459, norm 0.6028, swav 0.0000 LR: 9.411e-02 Score 63.733 Data time: 0.1806, Forward time: 2.2739, Backward time: 3.1194, DDP time: 0.0041, Total iter time: 5.8075 [2020-11-05 14:32:11,688][root][INFO] - ===> Epoch[26](653/26): Loss 1.3172, Sem 0.9625, dir -0.1176, norm 0.4724, swav 0.0000 LR: 9.410e-02 Score 71.335 Data time: 0.2206, Forward time: 2.2743, Backward time: 3.1183, DDP time: 0.0041, Total iter time: 5.1690 [2020-11-05 14:32:16,434][root][INFO] - ===> Epoch[26](654/26): Loss 1.4340, Sem 1.1776, dir -0.1898, norm 0.4463, swav 0.0000 LR: 9.409e-02 Score 63.381 Data time: 0.1880, Forward time: 2.2737, Backward time: 3.1173, DDP time: 0.0041, Total iter time: 4.6369 [2020-11-05 14:32:21,770][root][INFO] - ===> Epoch[26](655/26): Loss 1.4150, Sem 1.0830, dir -0.1679, norm 0.4999, swav 0.0000 LR: 9.409e-02 Score 65.581 Data time: 0.2558, Forward time: 2.2744, Backward time: 3.1160, DDP time: 0.0041, Total iter time: 5.2567 [2020-11-05 14:32:27,490][root][INFO] - ===> Epoch[26](656/26): Loss 1.3530, Sem 1.0900, dir -0.2148, norm 0.4779, swav 0.0000 LR: 9.408e-02 Score 63.990 Data time: 0.2131, Forward time: 2.2747, Backward time: 3.1156, DDP time: 0.0041, Total iter time: 5.5894 [2020-11-05 14:32:33,059][root][INFO] - ===> Epoch[26](657/26): Loss 1.3434, Sem 1.0178, dir -0.1345, norm 0.4601, swav 0.0000 LR: 9.407e-02 Score 67.337 Data time: 0.2308, Forward time: 2.2752, Backward time: 3.1148, DDP time: 0.0041, Total iter time: 5.4547 [2020-11-05 14:32:38,204][root][INFO] - ===> Epoch[26](658/26): Loss 1.5983, Sem 1.2402, dir -0.1798, norm 0.5378, swav 0.0000 LR: 9.406e-02 Score 60.636 Data time: 0.2220, Forward time: 2.2753, Backward time: 3.1138, DDP time: 0.0041, Total iter time: 5.0230 [2020-11-05 14:32:44,259][root][INFO] - ===> Epoch[26](659/26): Loss 1.3848, Sem 1.1515, dir -0.2437, norm 0.4770, swav 0.0000 LR: 9.405e-02 Score 64.617 Data time: 0.1379, Forward time: 2.2742, Backward time: 3.1152, DDP time: 0.0041, Total iter time: 5.9324 [2020-11-05 14:32:48,791][root][INFO] - ===> Epoch[26](660/26): Loss 1.4165, Sem 1.0386, dir -0.1558, norm 0.5337, swav 0.0000 LR: 9.404e-02 Score 66.042 Data time: 0.2027, Forward time: 2.2736, Backward time: 3.1140, DDP time: 0.0041, Total iter time: 4.4468 [2020-11-05 14:32:54,777][root][INFO] - ===> Epoch[26](661/26): Loss 1.2700, Sem 1.0108, dir -0.1628, norm 0.4220, swav 0.0000 LR: 9.403e-02 Score 68.730 Data time: 0.2600, Forward time: 2.2747, Backward time: 3.1133, DDP time: 0.0041, Total iter time: 5.9053 [2020-11-05 14:32:59,523][root][INFO] - ===> Epoch[26](662/26): Loss 1.5417, Sem 1.1834, dir -0.1790, norm 0.5372, swav 0.0000 LR: 9.402e-02 Score 63.289 Data time: 0.2189, Forward time: 2.2746, Backward time: 3.1118, DDP time: 0.0041, Total iter time: 4.6133 [2020-11-05 14:33:05,788][root][INFO] - ===> Epoch[26](663/26): Loss 1.4452, Sem 1.1692, dir -0.1834, norm 0.4594, swav 0.0000 LR: 9.401e-02 Score 64.210 Data time: 0.3189, Forward time: 2.2759, Backward time: 3.1112, DDP time: 0.0041, Total iter time: 6.1684 [2020-11-05 14:33:12,052][root][INFO] - ===> Epoch[26](664/26): Loss 1.5204, Sem 1.1873, dir -0.2106, norm 0.5437, swav 0.0000 LR: 9.400e-02 Score 62.101 Data time: 0.2737, Forward time: 2.2771, Backward time: 3.1107, DDP time: 0.0041, Total iter time: 6.1349 [2020-11-05 14:33:17,919][root][INFO] - ===> Epoch[26](665/26): Loss 1.5845, Sem 1.2013, dir -0.1598, norm 0.5430, swav 0.0000 LR: 9.400e-02 Score 61.933 Data time: 0.2304, Forward time: 2.2768, Backward time: 3.1110, DDP time: 0.0041, Total iter time: 5.7199 [2020-11-05 14:33:24,359][root][INFO] - ===> Epoch[26](666/26): Loss 1.3501, Sem 1.0433, dir -0.1536, norm 0.4604, swav 0.0000 LR: 9.399e-02 Score 69.028 Data time: 0.3198, Forward time: 2.2781, Backward time: 3.1106, DDP time: 0.0041, Total iter time: 6.3438 [2020-11-05 14:33:30,109][root][INFO] - ===> Epoch[26](667/26): Loss 1.5844, Sem 1.2552, dir -0.2088, norm 0.5380, swav 0.0000 LR: 9.398e-02 Score 59.849 Data time: 0.2234, Forward time: 2.2788, Backward time: 3.1099, DDP time: 0.0041, Total iter time: 5.6278 [2020-11-05 14:33:36,662][root][INFO] - ===> Epoch[26](668/26): Loss 1.3873, Sem 1.0953, dir -0.1735, norm 0.4655, swav 0.0000 LR: 9.397e-02 Score 66.971 Data time: 0.1293, Forward time: 2.2774, Backward time: 3.1126, DDP time: 0.0041, Total iter time: 6.4325 [2020-11-05 14:33:42,747][root][INFO] - ===> Epoch[26](669/26): Loss 1.3393, Sem 1.1368, dir -0.1954, norm 0.3979, swav 0.0000 LR: 9.396e-02 Score 64.601 Data time: 0.2107, Forward time: 2.2777, Backward time: 3.1129, DDP time: 0.0041, Total iter time: 6.0381 [2020-11-05 14:33:48,161][root][INFO] - ===> Epoch[26](670/26): Loss 1.4794, Sem 1.1427, dir -0.1655, norm 0.5022, swav 0.0000 LR: 9.395e-02 Score 63.761 Data time: 0.1545, Forward time: 2.2768, Backward time: 3.1133, DDP time: 0.0041, Total iter time: 5.3023 [2020-11-05 14:33:53,902][root][INFO] - ===> Epoch[26](671/26): Loss 1.4234, Sem 1.0809, dir -0.1829, norm 0.5254, swav 0.0000 LR: 9.394e-02 Score 68.193 Data time: 0.1817, Forward time: 2.2765, Backward time: 3.1136, DDP time: 0.0041, Total iter time: 5.6578 [2020-11-05 14:34:00,016][root][INFO] - ===> Epoch[26](672/26): Loss 1.5138, Sem 1.1501, dir -0.2180, norm 0.5817, swav 0.0000 LR: 9.393e-02 Score 61.324 Data time: 0.1837, Forward time: 2.2758, Backward time: 3.1147, DDP time: 0.0041, Total iter time: 5.9993 [2020-11-05 14:34:06,013][root][INFO] - ===> Epoch[26](673/26): Loss 1.3182, Sem 1.0538, dir -0.2017, norm 0.4661, swav 0.0000 LR: 9.392e-02 Score 67.814 Data time: 0.2885, Forward time: 2.2770, Backward time: 3.1139, DDP time: 0.0041, Total iter time: 5.9169 [2020-11-05 14:34:12,013][root][INFO] - ===> Epoch[26](674/26): Loss 1.6154, Sem 1.2750, dir -0.1547, norm 0.4950, swav 0.0000 LR: 9.391e-02 Score 61.550 Data time: 0.2476, Forward time: 2.2780, Backward time: 3.1132, DDP time: 0.0041, Total iter time: 5.8704 [2020-11-05 14:34:17,651][root][INFO] - ===> Epoch[26](675/26): Loss 1.4856, Sem 1.0981, dir -0.1599, norm 0.5475, swav 0.0000 LR: 9.390e-02 Score 65.912 Data time: 0.2065, Forward time: 2.2780, Backward time: 3.1130, DDP time: 0.0041, Total iter time: 5.5339 [2020-11-05 14:34:24,596][root][INFO] - ===> Epoch[26](676/26): Loss 1.4157, Sem 1.1091, dir -0.1505, norm 0.4570, swav 0.0000 LR: 9.390e-02 Score 67.261 Data time: 0.1978, Forward time: 2.2776, Backward time: 3.1150, DDP time: 0.0041, Total iter time: 6.8379 [2020-11-05 14:34:29,764][root][INFO] - ===> Epoch[27](677/26): Loss 1.4507, Sem 1.0925, dir -0.1401, norm 0.4982, swav 0.0000 LR: 9.389e-02 Score 66.760 Data time: 0.2710, Forward time: 2.2781, Backward time: 3.1136, DDP time: 0.0041, Total iter time: 5.0577 [2020-11-05 14:34:35,709][root][INFO] - ===> Epoch[27](678/26): Loss 1.4229, Sem 1.0449, dir -0.1531, norm 0.5311, swav 0.0000 LR: 9.388e-02 Score 67.572 Data time: 0.2661, Forward time: 2.2792, Backward time: 3.1127, DDP time: 0.0041, Total iter time: 5.8263 [2020-11-05 14:34:42,518][root][INFO] - ===> Epoch[27](679/26): Loss 1.5083, Sem 1.1742, dir -0.1637, norm 0.4978, swav 0.0000 LR: 9.387e-02 Score 64.473 Data time: 0.1894, Forward time: 2.2791, Backward time: 3.1143, DDP time: 0.0041, Total iter time: 6.6866 [2020-11-05 14:34:47,815][root][INFO] - ===> Epoch[27](680/26): Loss 1.4296, Sem 1.1209, dir -0.1938, norm 0.5025, swav 0.0000 LR: 9.386e-02 Score 65.817 Data time: 0.1599, Forward time: 2.2784, Backward time: 3.1142, DDP time: 0.0041, Total iter time: 5.1676 [2020-11-05 14:34:53,747][root][INFO] - ===> Epoch[27](681/26): Loss 1.4450, Sem 1.2163, dir -0.2108, norm 0.4395, swav 0.0000 LR: 9.385e-02 Score 61.458 Data time: 0.1319, Forward time: 2.2772, Backward time: 3.1157, DDP time: 0.0041, Total iter time: 5.8245 [2020-11-05 14:34:59,225][root][INFO] - ===> Epoch[27](682/26): Loss 1.5530, Sem 1.0889, dir -0.1519, norm 0.6159, swav 0.0000 LR: 9.384e-02 Score 64.418 Data time: 0.1805, Forward time: 2.2766, Backward time: 3.1159, DDP time: 0.0041, Total iter time: 5.3881 [2020-11-05 14:35:05,094][root][INFO] - ===> Epoch[27](683/26): Loss 1.4117, Sem 1.1030, dir -0.1894, norm 0.4981, swav 0.0000 LR: 9.383e-02 Score 65.381 Data time: 0.1156, Forward time: 2.2752, Backward time: 3.1176, DDP time: 0.0041, Total iter time: 5.7548 [2020-11-05 14:35:10,828][root][INFO] - ===> Epoch[27](684/26): Loss 1.3407, Sem 1.0566, dir -0.2307, norm 0.5148, swav 0.0000 LR: 9.382e-02 Score 66.597 Data time: 0.1720, Forward time: 2.2746, Backward time: 3.1182, DDP time: 0.0041, Total iter time: 5.6494 [2020-11-05 14:35:16,461][root][INFO] - ===> Epoch[27](685/26): Loss 1.5397, Sem 1.1682, dir -0.1973, norm 0.5688, swav 0.0000 LR: 9.381e-02 Score 64.591 Data time: 0.1789, Forward time: 2.2741, Backward time: 3.1185, DDP time: 0.0041, Total iter time: 5.5149 [2020-11-05 14:35:22,413][root][INFO] - ===> Epoch[27](686/26): Loss 1.5655, Sem 1.1905, dir -0.2107, norm 0.5857, swav 0.0000 LR: 9.380e-02 Score 63.367 Data time: 0.2111, Forward time: 2.2741, Backward time: 3.1187, DDP time: 0.0041, Total iter time: 5.8379 [2020-11-05 14:35:27,675][root][INFO] - ===> Epoch[27](687/26): Loss 1.4237, Sem 1.0688, dir -0.1638, norm 0.5187, swav 0.0000 LR: 9.380e-02 Score 68.215 Data time: 0.1927, Forward time: 2.2740, Backward time: 3.1181, DDP time: 0.0041, Total iter time: 5.1302 [2020-11-05 14:35:33,070][root][INFO] - ===> Epoch[27](688/26): Loss 1.5565, Sem 1.2018, dir -0.1552, norm 0.5099, swav 0.0000 LR: 9.379e-02 Score 62.627 Data time: 0.2237, Forward time: 2.2741, Backward time: 3.1174, DDP time: 0.0041, Total iter time: 5.2613 [2020-11-05 14:35:38,909][root][INFO] - ===> Epoch[27](689/26): Loss 1.5129, Sem 1.1874, dir -0.1648, norm 0.4903, swav 0.0000 LR: 9.378e-02 Score 63.316 Data time: 0.1905, Forward time: 2.2741, Backward time: 3.1175, DDP time: 0.0041, Total iter time: 5.7023 [2020-11-05 14:35:44,849][root][INFO] - ===> Epoch[27](690/26): Loss 1.3687, Sem 1.0639, dir -0.2144, norm 0.5192, swav 0.0000 LR: 9.377e-02 Score 67.885 Data time: 0.1244, Forward time: 2.2727, Backward time: 3.1193, DDP time: 0.0041, Total iter time: 5.8271 [2020-11-05 14:35:50,354][root][INFO] - ===> Epoch[27](691/26): Loss 1.4353, Sem 1.1662, dir -0.2238, norm 0.4929, swav 0.0000 LR: 9.376e-02 Score 62.063 Data time: 0.2674, Forward time: 2.2732, Backward time: 3.1184, DDP time: 0.0041, Total iter time: 5.3895 [2020-11-05 14:35:55,774][root][INFO] - ===> Epoch[27](692/26): Loss 1.4293, Sem 1.1223, dir -0.2127, norm 0.5197, swav 0.0000 LR: 9.375e-02 Score 65.116 Data time: 0.2131, Forward time: 2.2734, Backward time: 3.1177, DDP time: 0.0041, Total iter time: 5.3111 [2020-11-05 14:36:02,029][root][INFO] - ===> Epoch[27](693/26): Loss 1.3399, Sem 1.1137, dir -0.1898, norm 0.4160, swav 0.0000 LR: 9.374e-02 Score 64.558 Data time: 0.2575, Forward time: 2.2741, Backward time: 3.1176, DDP time: 0.0041, Total iter time: 6.1218 [2020-11-05 14:36:08,046][root][INFO] - ===> Epoch[27](694/26): Loss 1.3962, Sem 1.1162, dir -0.1686, norm 0.4486, swav 0.0000 LR: 9.373e-02 Score 65.558 Data time: 0.2092, Forward time: 2.2742, Backward time: 3.1178, DDP time: 0.0041, Total iter time: 5.8892 [2020-11-05 14:36:13,844][root][INFO] - ===> Epoch[27](695/26): Loss 1.5461, Sem 1.1882, dir -0.1550, norm 0.5129, swav 0.0000 LR: 9.372e-02 Score 60.517 Data time: 0.2136, Forward time: 2.2741, Backward time: 3.1178, DDP time: 0.0041, Total iter time: 5.6682 [2020-11-05 14:36:20,744][root][INFO] - ===> Epoch[27](696/26): Loss 1.5226, Sem 1.1902, dir -0.1483, norm 0.4808, swav 0.0000 LR: 9.371e-02 Score 60.775 Data time: 0.2293, Forward time: 2.2747, Backward time: 3.1189, DDP time: 0.0041, Total iter time: 6.7993 [2020-11-05 14:36:26,574][root][INFO] - ===> Epoch[27](697/26): Loss 1.2712, Sem 1.0215, dir -0.2172, norm 0.4669, swav 0.0000 LR: 9.371e-02 Score 68.562 Data time: 0.1953, Forward time: 2.2740, Backward time: 3.1195, DDP time: 0.0041, Total iter time: 5.7066 [2020-11-05 14:36:31,935][root][INFO] - ===> Epoch[27](698/26): Loss 1.5575, Sem 1.2247, dir -0.1831, norm 0.5160, swav 0.0000 LR: 9.370e-02 Score 62.832 Data time: 0.1821, Forward time: 2.2738, Backward time: 3.1193, DDP time: 0.0041, Total iter time: 5.2784 [2020-11-05 14:36:38,793][root][INFO] - ===> Epoch[27](699/26): Loss 1.4902, Sem 1.0800, dir -0.1743, norm 0.5844, swav 0.0000 LR: 9.369e-02 Score 65.835 Data time: 0.1751, Forward time: 2.2731, Backward time: 3.1213, DDP time: 0.0041, Total iter time: 6.7504 [2020-11-05 14:36:44,819][root][INFO] - ===> Epoch[27](700/26): Loss 1.4779, Sem 1.1146, dir -0.1560, norm 0.5194, swav 0.0000 LR: 9.368e-02 Score 65.566 Data time: 0.2428, Forward time: 2.2740, Backward time: 3.1209, DDP time: 0.0041, Total iter time: 5.9351 [2020-11-05 14:36:51,124][root][INFO] - ===> Epoch[27](701/26): Loss 1.3511, Sem 1.0652, dir -0.2143, norm 0.5002, swav 0.0000 LR: 9.367e-02 Score 65.484 Data time: 0.2280, Forward time: 2.2743, Backward time: 3.1212, DDP time: 0.0041, Total iter time: 6.1724 [2020-11-05 14:36:56,840][root][INFO] - ===> Epoch[27](702/26): Loss 1.2215, Sem 1.0455, dir -0.2555, norm 0.4315, swav 0.0000 LR: 9.366e-02 Score 67.482 Data time: 0.2585, Forward time: 2.2752, Backward time: 3.1202, DDP time: 0.0041, Total iter time: 5.5863 [2020-11-05 14:37:02,088][root][INFO] - ===> Epoch[28](703/26): Loss 1.7217, Sem 1.1939, dir -0.1048, norm 0.6326, swav 0.0000 LR: 9.365e-02 Score 64.537 Data time: 0.1961, Forward time: 2.2750, Backward time: 3.1197, DDP time: 0.0041, Total iter time: 5.1327 [2020-11-05 14:37:07,152][root][INFO] - ===> Epoch[28](704/26): Loss 1.5776, Sem 1.1765, dir -0.1345, norm 0.5356, swav 0.0000 LR: 9.364e-02 Score 63.805 Data time: 0.1942, Forward time: 2.2747, Backward time: 3.1189, DDP time: 0.0041, Total iter time: 4.9550 [2020-11-05 14:37:13,074][root][INFO] - ===> Epoch[28](705/26): Loss 1.3541, Sem 1.1509, dir -0.2318, norm 0.4350, swav 0.0000 LR: 9.363e-02 Score 64.785 Data time: 0.1807, Forward time: 2.2744, Backward time: 3.1195, DDP time: 0.0041, Total iter time: 5.8133 [2020-11-05 14:37:19,383][root][INFO] - ===> Epoch[28](706/26): Loss 1.5697, Sem 1.1119, dir -0.0626, norm 0.5205, swav 0.0000 LR: 9.362e-02 Score 65.034 Data time: 0.1732, Forward time: 2.2740, Backward time: 3.1207, DDP time: 0.0041, Total iter time: 6.2123 [2020-11-05 14:37:24,745][root][INFO] - ===> Epoch[28](707/26): Loss 1.7036, Sem 1.1947, dir -0.0998, norm 0.6087, swav 0.0000 LR: 9.361e-02 Score 61.499 Data time: 0.1539, Forward time: 2.2729, Backward time: 3.1211, DDP time: 0.0041, Total iter time: 5.2562 [2020-11-05 14:37:30,938][root][INFO] - ===> Epoch[28](708/26): Loss 1.4519, Sem 1.0623, dir -0.1625, norm 0.5522, swav 0.0000 LR: 9.361e-02 Score 68.583 Data time: 0.2254, Forward time: 2.2732, Backward time: 3.1214, DDP time: 0.0041, Total iter time: 6.1032 [2020-11-05 14:37:36,222][root][INFO] - ===> Epoch[28](709/26): Loss 1.3735, Sem 1.0884, dir -0.1787, norm 0.4638, swav 0.0000 LR: 9.360e-02 Score 64.690 Data time: 0.1863, Forward time: 2.2728, Backward time: 3.1211, DDP time: 0.0041, Total iter time: 5.1577 [2020-11-05 14:37:42,526][root][INFO] - ===> Epoch[28](710/26): Loss 1.4463, Sem 1.0276, dir -0.1393, norm 0.5580, swav 0.0000 LR: 9.359e-02 Score 68.566 Data time: 0.3371, Forward time: 2.2740, Backward time: 3.1205, DDP time: 0.0041, Total iter time: 6.1849 [2020-11-05 14:37:48,173][root][INFO] - ===> Epoch[28](711/26): Loss 1.4674, Sem 1.1066, dir -0.1721, norm 0.5329, swav 0.0000 LR: 9.358e-02 Score 64.930 Data time: 0.2277, Forward time: 2.2746, Backward time: 3.1198, DDP time: 0.0041, Total iter time: 5.5172 [2020-11-05 14:37:53,560][root][INFO] - ===> Epoch[28](712/26): Loss 1.5583, Sem 1.1957, dir -0.1709, norm 0.5336, swav 0.0000 LR: 9.357e-02 Score 61.870 Data time: 0.1684, Forward time: 2.2741, Backward time: 3.1197, DDP time: 0.0041, Total iter time: 5.2601 [2020-11-05 14:38:00,919][root][INFO] - ===> Epoch[28](713/26): Loss 1.5667, Sem 1.1492, dir -0.1425, norm 0.5600, swav 0.0000 LR: 9.356e-02 Score 63.780 Data time: 0.1704, Forward time: 2.2734, Backward time: 3.1225, DDP time: 0.0041, Total iter time: 7.2573 [2020-11-05 14:38:06,441][root][INFO] - ===> Epoch[28](714/26): Loss 1.3978, Sem 1.1330, dir -0.1949, norm 0.4596, swav 0.0000 LR: 9.355e-02 Score 62.171 Data time: 0.2254, Forward time: 2.2736, Backward time: 3.1219, DDP time: 0.0041, Total iter time: 5.4052 [2020-11-05 14:38:11,933][root][INFO] - ===> Epoch[28](715/26): Loss 1.5164, Sem 1.1705, dir -0.1887, norm 0.5346, swav 0.0000 LR: 9.354e-02 Score 64.948 Data time: 0.2127, Forward time: 2.2739, Backward time: 3.1213, DDP time: 0.0041, Total iter time: 5.3745 [2020-11-05 14:38:16,818][root][INFO] - ===> Epoch[28](716/26): Loss 1.4964, Sem 1.1460, dir -0.1732, norm 0.5237, swav 0.0000 LR: 9.353e-02 Score 62.557 Data time: 0.1884, Forward time: 2.2735, Backward time: 3.1204, DDP time: 0.0041, Total iter time: 4.7615 [2020-11-05 14:38:21,713][root][INFO] - ===> Epoch[28](717/26): Loss 1.3092, Sem 1.0673, dir -0.2232, norm 0.4651, swav 0.0000 LR: 9.352e-02 Score 65.195 Data time: 0.1554, Forward time: 2.2726, Backward time: 3.1200, DDP time: 0.0041, Total iter time: 4.8005 [2020-11-05 14:38:28,378][root][INFO] - ===> Epoch[28](718/26): Loss 1.4409, Sem 1.0885, dir -0.1872, norm 0.5397, swav 0.0000 LR: 9.351e-02 Score 67.083 Data time: 0.1854, Forward time: 2.2720, Backward time: 3.1218, DDP time: 0.0041, Total iter time: 6.5958 [2020-11-05 14:38:33,716][root][INFO] - ===> Epoch[28](719/26): Loss 1.3684, Sem 1.0939, dir -0.1799, norm 0.4543, swav 0.0000 LR: 9.351e-02 Score 65.054 Data time: 0.2085, Forward time: 2.2721, Backward time: 3.1212, DDP time: 0.0041, Total iter time: 5.2560 [2020-11-05 14:38:40,252][root][INFO] - ===> Epoch[28](720/26): Loss 1.6081, Sem 1.1994, dir -0.1521, norm 0.5609, swav 0.0000 LR: 9.350e-02 Score 62.285 Data time: 0.2104, Forward time: 2.2721, Backward time: 3.1221, DDP time: 0.0041, Total iter time: 6.4151 [2020-11-05 14:38:45,985][root][INFO] - ===> Epoch[28](721/26): Loss 1.3577, Sem 1.0798, dir -0.1986, norm 0.4766, swav 0.0000 LR: 9.349e-02 Score 66.115 Data time: 0.1837, Forward time: 2.2716, Backward time: 3.1226, DDP time: 0.0041, Total iter time: 5.6063 [2020-11-05 14:38:52,970][root][INFO] - ===> Epoch[28](722/26): Loss 1.2467, Sem 0.9784, dir -0.1732, norm 0.4415, swav 0.0000 LR: 9.348e-02 Score 69.739 Data time: 0.2678, Forward time: 2.2724, Backward time: 3.1234, DDP time: 0.0042, Total iter time: 6.8677 [2020-11-05 14:38:58,510][root][INFO] - ===> Epoch[28](723/26): Loss 1.4691, Sem 1.1568, dir -0.2243, norm 0.5366, swav 0.0000 LR: 9.347e-02 Score 64.147 Data time: 0.2301, Forward time: 2.2730, Backward time: 3.1225, DDP time: 0.0041, Total iter time: 5.4015 [2020-11-05 14:39:04,198][root][INFO] - ===> Epoch[28](724/26): Loss 1.4418, Sem 1.1281, dir -0.1922, norm 0.5059, swav 0.0000 LR: 9.346e-02 Score 64.124 Data time: 0.2035, Forward time: 2.2728, Backward time: 3.1224, DDP time: 0.0042, Total iter time: 5.5681 [2020-11-05 14:39:09,435][root][INFO] - ===> Epoch[28](725/26): Loss 1.3801, Sem 1.0514, dir -0.1854, norm 0.5141, swav 0.0000 LR: 9.345e-02 Score 66.932 Data time: 0.1257, Forward time: 2.2719, Backward time: 3.1227, DDP time: 0.0042, Total iter time: 5.1210 [2020-11-05 14:39:15,029][root][INFO] - ===> Epoch[28](726/26): Loss 1.4107, Sem 1.0529, dir -0.1562, norm 0.5140, swav 0.0000 LR: 9.344e-02 Score 66.749 Data time: 0.1596, Forward time: 2.2709, Backward time: 3.1233, DDP time: 0.0042, Total iter time: 5.4925 [2020-11-05 14:39:21,366][root][INFO] - ===> Epoch[28](727/26): Loss 1.5025, Sem 1.1207, dir -0.1539, norm 0.5358, swav 0.0000 LR: 9.343e-02 Score 66.168 Data time: 0.2253, Forward time: 2.2710, Backward time: 3.1240, DDP time: 0.0042, Total iter time: 6.2619 [2020-11-05 14:39:27,860][root][INFO] - ===> Epoch[28](728/26): Loss 1.5793, Sem 1.1854, dir -0.1880, norm 0.5820, swav 0.0000 LR: 9.342e-02 Score 62.278 Data time: 0.2422, Forward time: 2.2713, Backward time: 3.1246, DDP time: 0.0042, Total iter time: 6.3783 [2020-11-05 14:39:34,054][root][INFO] - ===> Epoch[29](729/26): Loss 1.4622, Sem 1.0693, dir -0.1289, norm 0.5217, swav 0.0000 LR: 9.342e-02 Score 64.136 Data time: 0.2388, Forward time: 2.2719, Backward time: 3.1245, DDP time: 0.0042, Total iter time: 6.0612 [2020-11-05 14:39:39,848][root][INFO] - ===> Epoch[29](730/26): Loss 1.5295, Sem 1.1441, dir -0.1894, norm 0.5749, swav 0.0000 LR: 9.341e-02 Score 65.568 Data time: 0.1554, Forward time: 2.2712, Backward time: 3.1251, DDP time: 0.0042, Total iter time: 5.6792 [2020-11-05 14:39:46,012][root][INFO] - ===> Epoch[29](731/26): Loss 1.5183, Sem 1.1620, dir -0.1985, norm 0.5547, swav 0.0000 LR: 9.340e-02 Score 62.984 Data time: 0.1931, Forward time: 2.2709, Backward time: 3.1260, DDP time: 0.0042, Total iter time: 6.0550 [2020-11-05 14:39:51,648][root][INFO] - ===> Epoch[29](732/26): Loss 1.4298, Sem 1.1184, dir -0.2015, norm 0.5129, swav 0.0000 LR: 9.339e-02 Score 63.620 Data time: 0.1779, Forward time: 2.2703, Backward time: 3.1264, DDP time: 0.0042, Total iter time: 5.5275 [2020-11-05 14:39:57,560][root][INFO] - ===> Epoch[29](733/26): Loss 1.5356, Sem 1.0639, dir -0.1221, norm 0.5939, swav 0.0000 LR: 9.338e-02 Score 64.759 Data time: 0.2080, Forward time: 2.2700, Backward time: 3.1269, DDP time: 0.0042, Total iter time: 5.8297 [2020-11-05 14:40:03,873][root][INFO] - ===> Epoch[29](734/26): Loss 1.4147, Sem 1.0404, dir -0.2011, norm 0.5754, swav 0.0000 LR: 9.337e-02 Score 65.702 Data time: 0.2429, Forward time: 2.2704, Backward time: 3.1271, DDP time: 0.0042, Total iter time: 6.2011 [2020-11-05 14:40:09,248][root][INFO] - ===> Epoch[29](735/26): Loss 1.4645, Sem 1.1007, dir -0.1639, norm 0.5277, swav 0.0000 LR: 9.336e-02 Score 67.397 Data time: 0.2963, Forward time: 2.2710, Backward time: 3.1259, DDP time: 0.0042, Total iter time: 5.2379 [2020-11-05 14:40:14,876][root][INFO] - ===> Epoch[29](736/26): Loss 1.4411, Sem 1.0670, dir -0.1670, norm 0.5411, swav 0.0000 LR: 9.335e-02 Score 64.884 Data time: 0.2499, Forward time: 2.2716, Backward time: 3.1250, DDP time: 0.0042, Total iter time: 5.4695 [2020-11-05 14:40:21,638][root][INFO] - ===> Epoch[29](737/26): Loss 1.3731, Sem 1.0575, dir -0.1971, norm 0.5128, swav 0.0000 LR: 9.334e-02 Score 66.846 Data time: 0.2416, Forward time: 2.2720, Backward time: 3.1258, DDP time: 0.0042, Total iter time: 6.6372 [2020-11-05 14:40:26,982][root][INFO] - ===> Epoch[29](738/26): Loss 1.4113, Sem 1.1616, dir -0.2250, norm 0.4746, swav 0.0000 LR: 9.333e-02 Score 65.358 Data time: 0.2295, Forward time: 2.2726, Backward time: 3.1247, DDP time: 0.0042, Total iter time: 5.2384 [2020-11-05 14:40:34,893][root][INFO] - ===> Epoch[29](739/26): Loss 1.3740, Sem 1.0811, dir -0.1933, norm 0.4861, swav 0.0000 LR: 9.332e-02 Score 65.687 Data time: 0.2157, Forward time: 2.2728, Backward time: 3.1273, DDP time: 0.0042, Total iter time: 7.7929 [2020-11-05 14:40:40,065][root][INFO] - ===> Epoch[29](740/26): Loss 1.1605, Sem 0.9389, dir -0.1865, norm 0.4081, swav 0.0000 LR: 9.332e-02 Score 69.870 Data time: 0.1697, Forward time: 2.2722, Backward time: 3.1271, DDP time: 0.0042, Total iter time: 5.0498 [2020-11-05 14:40:45,950][root][INFO] - ===> Epoch[29](741/26): Loss 1.2728, Sem 0.9673, dir -0.1495, norm 0.4550, swav 0.0000 LR: 9.331e-02 Score 69.603 Data time: 0.2001, Forward time: 2.2720, Backward time: 3.1274, DDP time: 0.0042, Total iter time: 5.7984 [2020-11-05 14:40:51,464][root][INFO] - ===> Epoch[29](742/26): Loss 1.3392, Sem 1.0305, dir -0.2121, norm 0.5208, swav 0.0000 LR: 9.330e-02 Score 68.077 Data time: 0.1398, Forward time: 2.2711, Backward time: 3.1279, DDP time: 0.0042, Total iter time: 5.3955 [2020-11-05 14:40:57,352][root][INFO] - ===> Epoch[29](743/26): Loss 1.5453, Sem 1.1534, dir -0.1670, norm 0.5589, swav 0.0000 LR: 9.329e-02 Score 62.807 Data time: 0.1530, Forward time: 2.2702, Backward time: 3.1290, DDP time: 0.0042, Total iter time: 5.7951 [2020-11-05 14:41:02,927][root][INFO] - ===> Epoch[29](744/26): Loss 1.6723, Sem 1.1590, dir -0.1431, norm 0.6564, swav 0.0000 LR: 9.328e-02 Score 62.112 Data time: 0.2513, Forward time: 2.2706, Backward time: 3.1283, DDP time: 0.0042, Total iter time: 5.4858 [2020-11-05 14:41:08,374][root][INFO] - ===> Epoch[29](745/26): Loss 1.4671, Sem 1.1161, dir -0.1761, norm 0.5270, swav 0.0000 LR: 9.327e-02 Score 66.688 Data time: 0.1559, Forward time: 2.2699, Backward time: 3.1286, DDP time: 0.0042, Total iter time: 5.3327 [2020-11-05 14:41:15,474][root][INFO] - ===> Epoch[29](746/26): Loss 1.6389, Sem 1.2663, dir -0.1697, norm 0.5423, swav 0.0000 LR: 9.326e-02 Score 60.990 Data time: 0.2499, Forward time: 2.2702, Backward time: 3.1300, DDP time: 0.0042, Total iter time: 6.9883 [2020-11-05 14:41:20,926][root][INFO] - ===> Epoch[29](747/26): Loss 1.4310, Sem 1.0299, dir -0.1245, norm 0.5255, swav 0.0000 LR: 9.325e-02 Score 67.449 Data time: 0.2625, Forward time: 2.2703, Backward time: 3.1294, DDP time: 0.0042, Total iter time: 5.3289 [2020-11-05 14:41:26,545][root][INFO] - ===> Epoch[29](748/26): Loss 1.3445, Sem 1.0404, dir -0.2048, norm 0.5089, swav 0.0000 LR: 9.324e-02 Score 65.074 Data time: 0.1760, Forward time: 2.2697, Backward time: 3.1297, DDP time: 0.0042, Total iter time: 5.4981 [2020-11-05 14:41:33,372][root][INFO] - ===> Epoch[29](749/26): Loss 1.4147, Sem 1.0126, dir -0.1195, norm 0.5216, swav 0.0000 LR: 9.323e-02 Score 68.713 Data time: 0.2655, Forward time: 2.2705, Backward time: 3.1303, DDP time: 0.0042, Total iter time: 6.7309 [2020-11-05 14:41:38,909][root][INFO] - ===> Epoch[29](750/26): Loss 1.4285, Sem 1.0628, dir -0.1423, norm 0.5080, swav 0.0000 LR: 9.322e-02 Score 68.673 Data time: 0.1995, Forward time: 2.2703, Backward time: 3.1300, DDP time: 0.0042, Total iter time: 5.4043 [2020-11-05 14:41:44,472][root][INFO] - ===> Epoch[29](751/26): Loss 1.2570, Sem 0.9732, dir -0.2204, norm 0.5043, swav 0.0000 LR: 9.322e-02 Score 69.520 Data time: 0.1993, Forward time: 2.2699, Backward time: 3.1301, DDP time: 0.0042, Total iter time: 5.4482 [2020-11-05 14:41:49,856][root][INFO] - ===> Epoch[29](752/26): Loss 1.4494, Sem 1.1297, dir -0.1854, norm 0.5051, swav 0.0000 LR: 9.321e-02 Score 63.533 Data time: 0.2584, Forward time: 2.2700, Backward time: 3.1294, DDP time: 0.0042, Total iter time: 5.2708 [2020-11-05 14:41:55,356][root][INFO] - ===> Epoch[29](753/26): Loss 1.3439, Sem 1.0419, dir -0.1695, norm 0.4714, swav 0.0000 LR: 9.320e-02 Score 68.317 Data time: 0.1912, Forward time: 2.2697, Backward time: 3.1293, DDP time: 0.0042, Total iter time: 5.3795 [2020-11-05 14:42:03,015][root][INFO] - ===> Epoch[29](754/26): Loss 1.2082, Sem 0.9421, dir -0.2081, norm 0.4742, swav 0.0000 LR: 9.319e-02 Score 70.888 Data time: 0.2650, Forward time: 2.2703, Backward time: 3.1311, DDP time: 0.0042, Total iter time: 7.5400 [2020-11-05 14:42:08,271][root][INFO] - ===> Epoch[30](755/26): Loss 1.3756, Sem 1.1045, dir -0.2402, norm 0.5113, swav 0.0000 LR: 9.318e-02 Score 67.106 Data time: 0.1794, Forward time: 2.2701, Backward time: 3.1306, DDP time: 0.0042, Total iter time: 5.1277 [2020-11-05 14:42:14,103][root][INFO] - ===> Epoch[30](756/26): Loss 1.4834, Sem 1.0675, dir -0.1588, norm 0.5747, swav 0.0000 LR: 9.317e-02 Score 65.425 Data time: 0.2417, Forward time: 2.2704, Backward time: 3.1303, DDP time: 0.0042, Total iter time: 5.7410 [2020-11-05 14:42:20,094][root][INFO] - ===> Epoch[30](757/26): Loss 1.2893, Sem 0.9968, dir -0.2143, norm 0.5068, swav 0.0000 LR: 9.316e-02 Score 68.897 Data time: 0.1934, Forward time: 2.2702, Backward time: 3.1307, DDP time: 0.0042, Total iter time: 5.8489 [2020-11-05 14:42:26,543][root][INFO] - ===> Epoch[30](758/26): Loss 1.3966, Sem 1.0533, dir -0.1562, norm 0.4995, swav 0.0000 LR: 9.315e-02 Score 66.753 Data time: 0.1859, Forward time: 2.2697, Backward time: 3.1320, DDP time: 0.0042, Total iter time: 6.3450 [2020-11-05 14:42:33,061][root][INFO] - ===> Epoch[30](759/26): Loss 1.4801, Sem 1.0619, dir -0.1800, norm 0.5981, swav 0.0000 LR: 9.314e-02 Score 67.044 Data time: 0.2109, Forward time: 2.2695, Backward time: 3.1332, DDP time: 0.0042, Total iter time: 6.4440 [2020-11-05 14:42:39,929][root][INFO] - ===> Epoch[30](760/26): Loss 1.3458, Sem 0.9759, dir -0.1160, norm 0.4859, swav 0.0000 LR: 9.313e-02 Score 70.042 Data time: 0.3556, Forward time: 2.2710, Backward time: 3.1329, DDP time: 0.0042, Total iter time: 6.7436 [2020-11-05 14:42:46,042][root][INFO] - ===> Epoch[30](761/26): Loss 1.3623, Sem 1.0643, dir -0.1801, norm 0.4780, swav 0.0000 LR: 9.312e-02 Score 68.609 Data time: 0.2335, Forward time: 2.2716, Backward time: 3.1327, DDP time: 0.0042, Total iter time: 5.9754 [2020-11-05 14:42:53,276][root][INFO] - ===> Epoch[30](762/26): Loss 1.5419, Sem 1.1096, dir -0.1532, norm 0.5855, swav 0.0000 LR: 9.312e-02 Score 66.300 Data time: 0.1996, Forward time: 2.2717, Backward time: 3.1345, DDP time: 0.0042, Total iter time: 7.1021 [2020-11-05 14:42:59,702][root][INFO] - ===> Epoch[30](763/26): Loss 1.4364, Sem 1.1344, dir -0.1723, norm 0.4742, swav 0.0000 LR: 9.311e-02 Score 63.045 Data time: 0.3123, Forward time: 2.2730, Backward time: 3.1339, DDP time: 0.0042, Total iter time: 6.2989 [2020-11-05 14:43:04,805][root][INFO] - ===> Epoch[30](764/26): Loss 1.5282, Sem 1.2208, dir -0.2236, norm 0.5310, swav 0.0000 LR: 9.310e-02 Score 62.509 Data time: 0.1825, Forward time: 2.2727, Backward time: 3.1333, DDP time: 0.0042, Total iter time: 4.9758 [2020-11-05 14:43:10,968][root][INFO] - ===> Epoch[30](765/26): Loss 1.5331, Sem 1.1062, dir -0.1702, norm 0.5971, swav 0.0000 LR: 9.309e-02 Score 65.039 Data time: 0.2395, Forward time: 2.2728, Backward time: 3.1335, DDP time: 0.0042, Total iter time: 6.0473 [2020-11-05 14:43:16,232][root][INFO] - ===> Epoch[30](766/26): Loss 1.5120, Sem 1.1950, dir -0.1891, norm 0.5061, swav 0.0000 LR: 9.308e-02 Score 62.835 Data time: 0.1989, Forward time: 2.2728, Backward time: 3.1330, DDP time: 0.0042, Total iter time: 5.1388 [2020-11-05 14:43:21,378][root][INFO] - ===> Epoch[30](767/26): Loss 1.3808, Sem 0.9857, dir -0.1729, norm 0.5680, swav 0.0000 LR: 9.307e-02 Score 70.107 Data time: 0.1948, Forward time: 2.2724, Backward time: 3.1324, DDP time: 0.0042, Total iter time: 5.0382 [2020-11-05 14:43:26,711][root][INFO] - ===> Epoch[30](768/26): Loss 1.4176, Sem 0.9721, dir -0.1665, norm 0.6119, swav 0.0000 LR: 9.306e-02 Score 70.304 Data time: 0.1969, Forward time: 2.2721, Backward time: 3.1321, DDP time: 0.0042, Total iter time: 5.2394 [2020-11-05 14:43:31,414][root][INFO] - ===> Epoch[30](769/26): Loss 1.4616, Sem 1.0549, dir -0.1953, norm 0.6019, swav 0.0000 LR: 9.305e-02 Score 68.872 Data time: 0.2273, Forward time: 2.2722, Backward time: 3.1306, DDP time: 0.0042, Total iter time: 4.5738 [2020-11-05 14:43:37,617][root][INFO] - ===> Epoch[30](770/26): Loss 1.5078, Sem 1.1678, dir -0.1931, norm 0.5332, swav 0.0000 LR: 9.304e-02 Score 62.067 Data time: 0.1397, Forward time: 2.2713, Backward time: 3.1319, DDP time: 0.0042, Total iter time: 6.0925 [2020-11-05 14:43:43,004][root][INFO] - ===> Epoch[30](771/26): Loss 1.5642, Sem 1.0954, dir -0.1582, norm 0.6269, swav 0.0000 LR: 9.303e-02 Score 64.842 Data time: 0.1688, Forward time: 2.2705, Backward time: 3.1323, DDP time: 0.0042, Total iter time: 5.2928 [2020-11-05 14:43:48,020][root][INFO] - ===> Epoch[30](772/26): Loss 1.4258, Sem 1.0698, dir -0.1847, norm 0.5408, swav 0.0000 LR: 9.303e-02 Score 68.273 Data time: 0.2540, Forward time: 2.2708, Backward time: 3.1309, DDP time: 0.0042, Total iter time: 4.8937 [2020-11-05 14:43:53,772][root][INFO] - ===> Epoch[30](773/26): Loss 1.4554, Sem 1.0906, dir -0.1853, norm 0.5501, swav 0.0000 LR: 9.302e-02 Score 66.328 Data time: 0.2229, Forward time: 2.2712, Backward time: 3.1304, DDP time: 0.0042, Total iter time: 5.6158 [2020-11-05 14:44:00,388][root][INFO] - ===> Epoch[30](774/26): Loss 1.3113, Sem 0.9557, dir -0.1600, norm 0.5156, swav 0.0000 LR: 9.301e-02 Score 70.813 Data time: 0.1979, Forward time: 2.2711, Backward time: 3.1315, DDP time: 0.0042, Total iter time: 6.4913 [2020-11-05 14:44:05,386][root][INFO] - ===> Epoch[30](775/26): Loss 1.2481, Sem 0.9686, dir -0.2161, norm 0.4956, swav 0.0000 LR: 9.300e-02 Score 69.402 Data time: 0.1881, Forward time: 2.2704, Backward time: 3.1312, DDP time: 0.0042, Total iter time: 4.8864 [2020-11-05 14:44:11,339][root][INFO] - ===> Epoch[30](776/26): Loss 1.3156, Sem 0.9818, dir -0.1878, norm 0.5216, swav 0.0000 LR: 9.299e-02 Score 68.015 Data time: 0.2129, Forward time: 2.2705, Backward time: 3.1313, DDP time: 0.0042, Total iter time: 5.8894 [2020-11-05 14:44:18,543][root][INFO] - ===> Epoch[30](777/26): Loss 1.3994, Sem 1.0822, dir -0.2105, norm 0.5276, swav 0.0000 LR: 9.298e-02 Score 65.495 Data time: 0.2170, Forward time: 2.2708, Backward time: 3.1328, DDP time: 0.0042, Total iter time: 7.0938 [2020-11-05 14:44:24,001][root][INFO] - ===> Epoch[30](778/26): Loss 1.3358, Sem 1.0527, dir -0.1958, norm 0.4789, swav 0.0000 LR: 9.297e-02 Score 67.890 Data time: 0.2206, Forward time: 2.2708, Backward time: 3.1323, DDP time: 0.0042, Total iter time: 5.3233 [2020-11-05 14:44:30,379][root][INFO] - ===> Epoch[30](779/26): Loss 1.5055, Sem 1.1526, dir -0.2050, norm 0.5579, swav 0.0000 LR: 9.296e-02 Score 62.160 Data time: 0.2236, Forward time: 2.2711, Backward time: 3.1328, DDP time: 0.0042, Total iter time: 6.2683 [2020-11-05 14:44:36,947][root][INFO] - ===> Epoch[30](780/26): Loss 1.3947, Sem 1.1490, dir -0.2365, norm 0.4822, swav 0.0000 LR: 9.295e-02 Score 62.285 Data time: 0.2100, Forward time: 2.2711, Backward time: 3.1336, DDP time: 0.0042, Total iter time: 6.4342 [2020-11-05 14:44:42,419][root][INFO] - ===> Epoch[31](781/26): Loss 1.2937, Sem 1.0137, dir -0.1768, norm 0.4567, swav 0.0000 LR: 9.294e-02 Score 67.353 Data time: 0.2068, Forward time: 2.2710, Backward time: 3.1333, DDP time: 0.0042, Total iter time: 5.3814 [2020-11-05 14:44:49,899][root][INFO] - ===> Epoch[31](782/26): Loss 1.5962, Sem 1.1157, dir -0.1368, norm 0.6173, swav 0.0000 LR: 9.293e-02 Score 64.986 Data time: 0.2189, Forward time: 2.2709, Backward time: 3.1354, DDP time: 0.0042, Total iter time: 7.3479 [2020-11-05 14:44:55,144][root][INFO] - ===> Epoch[31](783/26): Loss 1.4198, Sem 1.1451, dir -0.2077, norm 0.4824, swav 0.0000 LR: 9.293e-02 Score 63.954 Data time: 0.2454, Forward time: 2.2715, Backward time: 3.1341, DDP time: 0.0042, Total iter time: 5.1176 [2020-11-05 14:44:59,988][root][INFO] - ===> Epoch[31](784/26): Loss 1.3668, Sem 1.0253, dir -0.1413, norm 0.4828, swav 0.0000 LR: 9.292e-02 Score 68.214 Data time: 0.1901, Forward time: 2.2709, Backward time: 3.1334, DDP time: 0.0042, Total iter time: 4.7349 [2020-11-05 14:45:06,952][root][INFO] - ===> Epoch[31](785/26): Loss 1.3461, Sem 1.0159, dir -0.1664, norm 0.4966, swav 0.0000 LR: 9.291e-02 Score 68.895 Data time: 0.3248, Forward time: 2.2725, Backward time: 3.1333, DDP time: 0.0042, Total iter time: 6.8764 [2020-11-05 14:45:13,059][root][INFO] - ===> Epoch[31](786/26): Loss 1.2972, Sem 1.0590, dir -0.1863, norm 0.4245, swav 0.0000 LR: 9.290e-02 Score 67.888 Data time: 0.1959, Forward time: 2.2726, Backward time: 3.1336, DDP time: 0.0042, Total iter time: 5.9776 [2020-11-05 14:45:20,013][root][INFO] - ===> Epoch[31](787/26): Loss 1.4214, Sem 1.0926, dir -0.1874, norm 0.5162, swav 0.0000 LR: 9.289e-02 Score 65.907 Data time: 0.1896, Forward time: 2.2723, Backward time: 3.1353, DDP time: 0.0042, Total iter time: 6.8346 [2020-11-05 14:45:26,239][root][INFO] - ===> Epoch[31](788/26): Loss 1.3816, Sem 1.0768, dir -0.2052, norm 0.5101, swav 0.0000 LR: 9.288e-02 Score 65.788 Data time: 0.1856, Forward time: 2.2719, Backward time: 3.1362, DDP time: 0.0042, Total iter time: 6.1151 [2020-11-05 14:45:33,458][root][INFO] - ===> Epoch[31](789/26): Loss 1.4498, Sem 1.1240, dir -0.1887, norm 0.5146, swav 0.0000 LR: 9.287e-02 Score 63.871 Data time: 0.1785, Forward time: 2.2714, Backward time: 3.1384, DDP time: 0.0042, Total iter time: 7.1015 [2020-11-05 14:45:39,891][root][INFO] - ===> Epoch[31](790/26): Loss 1.5327, Sem 1.1466, dir -0.1439, norm 0.5300, swav 0.0000 LR: 9.286e-02 Score 65.753 Data time: 0.1905, Forward time: 2.2710, Backward time: 3.1396, DDP time: 0.0042, Total iter time: 6.3078 [2020-11-05 14:45:44,720][root][INFO] - ===> Epoch[31](791/26): Loss 1.5074, Sem 1.0761, dir -0.1580, norm 0.5893, swav 0.0000 LR: 9.285e-02 Score 66.620 Data time: 0.2250, Forward time: 2.2706, Backward time: 3.1387, DDP time: 0.0042, Total iter time: 4.7037 [2020-11-05 14:45:49,999][root][INFO] - ===> Epoch[31](792/26): Loss 1.3055, Sem 0.9943, dir -0.2113, norm 0.5224, swav 0.0000 LR: 9.284e-02 Score 69.401 Data time: 0.2012, Forward time: 2.2702, Backward time: 3.1384, DDP time: 0.0042, Total iter time: 5.1562 [2020-11-05 14:45:55,719][root][INFO] - ===> Epoch[31](793/26): Loss 1.3010, Sem 0.9515, dir -0.1540, norm 0.5035, swav 0.0000 LR: 9.283e-02 Score 71.787 Data time: 0.2737, Forward time: 2.2710, Backward time: 3.1375, DDP time: 0.0042, Total iter time: 5.6035 [2020-11-05 14:46:02,852][root][INFO] - ===> Epoch[31](794/26): Loss 1.2279, Sem 0.9316, dir -0.2157, norm 0.5120, swav 0.0000 LR: 9.283e-02 Score 71.682 Data time: 0.2154, Forward time: 2.2711, Backward time: 3.1389, DDP time: 0.0042, Total iter time: 6.9993 [2020-11-05 14:46:08,750][root][INFO] - ===> Epoch[31](795/26): Loss 1.3665, Sem 1.0825, dir -0.2410, norm 0.5250, swav 0.0000 LR: 9.282e-02 Score 66.180 Data time: 0.1826, Forward time: 2.2709, Backward time: 3.1392, DDP time: 0.0042, Total iter time: 5.7432 [2020-11-05 14:46:14,736][root][INFO] - ===> Epoch[31](796/26): Loss 1.3865, Sem 1.1346, dir -0.2129, norm 0.4648, swav 0.0000 LR: 9.281e-02 Score 64.078 Data time: 0.1886, Forward time: 2.2705, Backward time: 3.1399, DDP time: 0.0042, Total iter time: 5.8707 [2020-11-05 14:46:20,970][root][INFO] - ===> Epoch[31](797/26): Loss 1.5473, Sem 1.1573, dir -0.1952, norm 0.5852, swav 0.0000 LR: 9.280e-02 Score 63.075 Data time: 0.2550, Forward time: 2.2705, Backward time: 3.1403, DDP time: 0.0042, Total iter time: 6.1333 [2020-11-05 14:46:26,354][root][INFO] - ===> Epoch[31](798/26): Loss 1.4896, Sem 1.1085, dir -0.1789, norm 0.5599, swav 0.0000 LR: 9.279e-02 Score 64.422 Data time: 0.1910, Forward time: 2.2704, Backward time: 3.1400, DDP time: 0.0042, Total iter time: 5.2657 [2020-11-05 14:46:31,722][root][INFO] - ===> Epoch[31](799/26): Loss 1.2782, Sem 0.9963, dir -0.2086, norm 0.4905, swav 0.0000 LR: 9.278e-02 Score 68.741 Data time: 0.2578, Forward time: 2.2706, Backward time: 3.1391, DDP time: 0.0042, Total iter time: 5.2544 [2020-11-05 14:46:37,132][root][INFO] - ===> Epoch[31](800/26): Loss 1.3645, Sem 1.0832, dir -0.2154, norm 0.4967, swav 0.0000 LR: 9.277e-02 Score 64.734 Data time: 0.2215, Forward time: 2.2705, Backward time: 3.1387, DDP time: 0.0042, Total iter time: 5.2878 [2020-11-05 14:46:42,140][root][INFO] - ===> Epoch[31](801/26): Loss 1.2734, Sem 0.9688, dir -0.1701, norm 0.4746, swav 0.0000 LR: 9.276e-02 Score 67.979 Data time: 0.2512, Forward time: 2.2708, Backward time: 3.1374, DDP time: 0.0042, Total iter time: 4.9076 [2020-11-05 14:46:47,238][root][INFO] - ===> Epoch[31](802/26): Loss 1.3178, Sem 0.9782, dir -0.1999, norm 0.5396, swav 0.0000 LR: 9.275e-02 Score 66.988 Data time: 0.2180, Forward time: 2.2709, Backward time: 3.1365, DDP time: 0.0042, Total iter time: 4.9663 [2020-11-05 14:46:52,373][root][INFO] - ===> Epoch[31](803/26): Loss 1.2992, Sem 1.0221, dir -0.1813, norm 0.4584, swav 0.0000 LR: 9.274e-02 Score 66.099 Data time: 0.1809, Forward time: 2.2705, Backward time: 3.1361, DDP time: 0.0042, Total iter time: 5.0117 [2020-11-05 14:46:57,065][root][INFO] - ===> Epoch[31](804/26): Loss 1.3466, Sem 1.0630, dir -0.1614, norm 0.4450, swav 0.0000 LR: 9.273e-02 Score 67.201 Data time: 0.2473, Forward time: 2.2707, Backward time: 3.1345, DDP time: 0.0042, Total iter time: 4.6053 [2020-11-05 14:47:03,204][root][INFO] - ===> Epoch[31](805/26): Loss 1.3275, Sem 1.0716, dir -0.2582, norm 0.5141, swav 0.0000 LR: 9.273e-02 Score 67.003 Data time: 0.2717, Forward time: 2.2716, Backward time: 3.1340, DDP time: 0.0042, Total iter time: 6.0112 [2020-11-05 14:47:09,064][root][INFO] - ===> Epoch[31](806/26): Loss 1.3856, Sem 1.0166, dir -0.1340, norm 0.5030, swav 0.0000 LR: 9.272e-02 Score 69.125 Data time: 0.2279, Forward time: 2.2717, Backward time: 3.1339, DDP time: 0.0042, Total iter time: 5.7223 [2020-11-05 14:47:14,979][root][INFO] - ===> Epoch[32](807/26): Loss 1.4067, Sem 1.0425, dir -0.1275, norm 0.4917, swav 0.0000 LR: 9.271e-02 Score 67.234 Data time: 0.1678, Forward time: 2.2712, Backward time: 3.1345, DDP time: 0.0042, Total iter time: 5.7643 [2020-11-05 14:47:19,941][root][INFO] - ===> Epoch[32](808/26): Loss 1.3898, Sem 1.1344, dir -0.2178, norm 0.4731, swav 0.0000 LR: 9.270e-02 Score 64.527 Data time: 0.1841, Forward time: 2.2708, Backward time: 3.1339, DDP time: 0.0042, Total iter time: 4.8393 [2020-11-05 14:47:24,257][root][INFO] - ===> Epoch[32](809/26): Loss 1.2728, Sem 0.9160, dir -0.1454, norm 0.5021, swav 0.0000 LR: 9.269e-02 Score 70.881 Data time: 0.1811, Forward time: 2.2703, Backward time: 3.1326, DDP time: 0.0042, Total iter time: 4.1848 [2020-11-05 14:47:31,076][root][INFO] - ===> Epoch[32](810/26): Loss 1.2965, Sem 0.9127, dir -0.1374, norm 0.5211, swav 0.0000 LR: 9.268e-02 Score 71.255 Data time: 0.1976, Forward time: 2.2699, Backward time: 3.1342, DDP time: 0.0042, Total iter time: 6.7198 [2020-11-05 14:47:36,549][root][INFO] - ===> Epoch[32](811/26): Loss 1.2320, Sem 0.9549, dir -0.1775, norm 0.4546, swav 0.0000 LR: 9.267e-02 Score 69.205 Data time: 0.2066, Forward time: 2.2696, Backward time: 3.1341, DDP time: 0.0042, Total iter time: 5.3687 [2020-11-05 14:47:43,048][root][INFO] - ===> Epoch[32](812/26): Loss 1.4814, Sem 1.1204, dir -0.1337, norm 0.4947, swav 0.0000 LR: 9.266e-02 Score 64.802 Data time: 0.2495, Forward time: 2.2702, Backward time: 3.1343, DDP time: 0.0042, Total iter time: 6.3748 [2020-11-05 14:47:48,465][root][INFO] - ===> Epoch[32](813/26): Loss 1.5502, Sem 1.1537, dir -0.1703, norm 0.5668, swav 0.0000 LR: 9.265e-02 Score 62.924 Data time: 0.2292, Forward time: 2.2707, Backward time: 3.1334, DDP time: 0.0042, Total iter time: 5.2643 [2020-11-05 14:47:54,119][root][INFO] - ===> Epoch[32](814/26): Loss 1.3003, Sem 1.0085, dir -0.1917, norm 0.4835, swav 0.0000 LR: 9.264e-02 Score 67.888 Data time: 0.1552, Forward time: 2.2699, Backward time: 3.1339, DDP time: 0.0042, Total iter time: 5.5051 [2020-11-05 14:47:59,896][root][INFO] - ===> Epoch[32](815/26): Loss 1.4671, Sem 1.0605, dir -0.1643, norm 0.5709, swav 0.0000 LR: 9.263e-02 Score 66.019 Data time: 0.2642, Forward time: 2.2703, Backward time: 3.1335, DDP time: 0.0042, Total iter time: 5.6861 [2020-11-05 14:48:05,371][root][INFO] - ===> Epoch[32](816/26): Loss 1.5444, Sem 1.0695, dir -0.1234, norm 0.5982, swav 0.0000 LR: 9.263e-02 Score 67.451 Data time: 0.2336, Forward time: 2.2706, Backward time: 3.1328, DDP time: 0.0042, Total iter time: 5.3550 [2020-11-05 14:48:11,367][root][INFO] - ===> Epoch[32](817/26): Loss 1.4160, Sem 1.0914, dir -0.1905, norm 0.5151, swav 0.0000 LR: 9.262e-02 Score 66.091 Data time: 0.2402, Forward time: 2.2711, Backward time: 3.1325, DDP time: 0.0042, Total iter time: 5.8786 [2020-11-05 14:48:16,134][root][INFO] - ===> Epoch[32](818/26): Loss 1.4699, Sem 1.1062, dir -0.1510, norm 0.5147, swav 0.0000 LR: 9.261e-02 Score 66.806 Data time: 0.1706, Forward time: 2.2707, Backward time: 3.1317, DDP time: 0.0042, Total iter time: 4.6249 [2020-11-05 14:48:21,790][root][INFO] - ===> Epoch[32](819/26): Loss 1.4508, Sem 1.0950, dir -0.1781, norm 0.5339, swav 0.0000 LR: 9.260e-02 Score 65.896 Data time: 0.2551, Forward time: 2.2710, Backward time: 3.1312, DDP time: 0.0042, Total iter time: 5.5564 [2020-11-05 14:48:27,472][root][INFO] - ===> Epoch[32](820/26): Loss 1.3680, Sem 1.0331, dir -0.1865, norm 0.5213, swav 0.0000 LR: 9.259e-02 Score 66.593 Data time: 0.2469, Forward time: 2.2717, Backward time: 3.1304, DDP time: 0.0042, Total iter time: 5.5580 [2020-11-05 14:48:33,199][root][INFO] - ===> Epoch[32](821/26): Loss 1.3453, Sem 1.0349, dir -0.1785, norm 0.4888, swav 0.0000 LR: 9.258e-02 Score 66.933 Data time: 0.2707, Forward time: 2.2724, Backward time: 3.1295, DDP time: 0.0042, Total iter time: 5.5974 [2020-11-05 14:48:38,905][root][INFO] - ===> Epoch[32](822/26): Loss 1.4359, Sem 1.0154, dir -0.1517, norm 0.5722, swav 0.0000 LR: 9.257e-02 Score 68.374 Data time: 0.2113, Forward time: 2.2727, Backward time: 3.1292, DDP time: 0.0042, Total iter time: 5.5820 [2020-11-05 14:48:45,219][root][INFO] - ===> Epoch[32](823/26): Loss 1.3042, Sem 1.0063, dir -0.1480, norm 0.4459, swav 0.0000 LR: 9.256e-02 Score 68.531 Data time: 0.1380, Forward time: 2.2719, Backward time: 3.1306, DDP time: 0.0042, Total iter time: 6.2033 [2020-11-05 14:48:51,999][root][INFO] - ===> Epoch[32](824/26): Loss 1.4749, Sem 1.1618, dir -0.1806, norm 0.4937, swav 0.0000 LR: 9.255e-02 Score 62.534 Data time: 0.2378, Forward time: 2.2720, Backward time: 3.1317, DDP time: 0.0042, Total iter time: 6.6924 [2020-11-05 14:48:58,672][root][INFO] - ===> Epoch[32](825/26): Loss 1.3453, Sem 0.9991, dir -0.1486, norm 0.4948, swav 0.0000 LR: 9.254e-02 Score 67.323 Data time: 0.2266, Forward time: 2.2722, Backward time: 3.1324, DDP time: 0.0042, Total iter time: 6.5348 [2020-11-05 14:49:04,550][root][INFO] - ===> Epoch[32](826/26): Loss 1.4555, Sem 1.0380, dir -0.1472, norm 0.5647, swav 0.0000 LR: 9.254e-02 Score 66.397 Data time: 0.2050, Forward time: 2.2723, Backward time: 3.1324, DDP time: 0.0042, Total iter time: 5.7610 [2020-11-05 14:49:09,419][root][INFO] - ===> Epoch[32](827/26): Loss 1.3780, Sem 1.1189, dir -0.2037, norm 0.4628, swav 0.0000 LR: 9.253e-02 Score 64.011 Data time: 0.1854, Forward time: 2.2720, Backward time: 3.1316, DDP time: 0.0042, Total iter time: 4.7609 [2020-11-05 14:49:14,480][root][INFO] - ===> Epoch[32](828/26): Loss 1.4678, Sem 1.0704, dir -0.1355, norm 0.5329, swav 0.0000 LR: 9.252e-02 Score 66.090 Data time: 0.2006, Forward time: 2.2721, Backward time: 3.1307, DDP time: 0.0042, Total iter time: 4.9606 [2020-11-05 14:49:19,159][root][INFO] - ===> Epoch[32](829/26): Loss 1.5710, Sem 1.0612, dir -0.1292, norm 0.6389, swav 0.0000 LR: 9.251e-02 Score 67.744 Data time: 0.1852, Forward time: 2.2715, Backward time: 3.1300, DDP time: 0.0042, Total iter time: 4.5504 [2020-11-05 14:49:24,912][root][INFO] - ===> Epoch[32](830/26): Loss 1.3547, Sem 0.9526, dir -0.1162, norm 0.5183, swav 0.0000 LR: 9.250e-02 Score 70.912 Data time: 0.2167, Forward time: 2.2713, Backward time: 3.1302, DDP time: 0.0042, Total iter time: 5.6647 [2020-11-05 14:49:30,617][root][INFO] - ===> Epoch[32](831/26): Loss 1.3414, Sem 1.0195, dir -0.1425, norm 0.4644, swav 0.0000 LR: 9.249e-02 Score 68.733 Data time: 0.2562, Forward time: 2.2717, Backward time: 3.1296, DDP time: 0.0042, Total iter time: 5.5991 [2020-11-05 14:49:37,006][root][INFO] - ===> Epoch[32](832/26): Loss 1.3446, Sem 0.9554, dir -0.1508, norm 0.5399, swav 0.0000 LR: 9.248e-02 Score 69.702 Data time: 0.2932, Forward time: 2.2722, Backward time: 3.1297, DDP time: 0.0042, Total iter time: 6.2568 [2020-11-05 14:49:42,732][root][INFO] - ===> Epoch[33](833/26): Loss 1.4683, Sem 0.9889, dir -0.1174, norm 0.5969, swav 0.0000 LR: 9.247e-02 Score 68.731 Data time: 0.2509, Forward time: 2.2729, Backward time: 3.1289, DDP time: 0.0042, Total iter time: 5.6005 [2020-11-05 14:49:48,411][root][INFO] - ===> Epoch[33](834/26): Loss 1.5229, Sem 1.0966, dir -0.1467, norm 0.5731, swav 0.0000 LR: 9.246e-02 Score 64.219 Data time: 0.2099, Forward time: 2.2729, Backward time: 3.1288, DDP time: 0.0042, Total iter time: 5.5673 [2020-11-05 14:49:53,951][root][INFO] - ===> Epoch[33](835/26): Loss 1.3235, Sem 0.9791, dir -0.1468, norm 0.4912, swav 0.0000 LR: 9.245e-02 Score 69.424 Data time: 0.2604, Forward time: 2.2735, Backward time: 3.1279, DDP time: 0.0042, Total iter time: 5.4359 [2020-11-05 14:50:00,365][root][INFO] - ===> Epoch[33](836/26): Loss 1.4672, Sem 1.0933, dir -0.1706, norm 0.5445, swav 0.0000 LR: 9.244e-02 Score 65.411 Data time: 0.1967, Forward time: 2.2734, Backward time: 3.1286, DDP time: 0.0042, Total iter time: 6.2902 [2020-11-05 14:50:06,320][root][INFO] - ===> Epoch[33](837/26): Loss 1.5117, Sem 1.0599, dir -0.1075, norm 0.5592, swav 0.0000 LR: 9.244e-02 Score 65.899 Data time: 0.2264, Forward time: 2.2737, Backward time: 3.1286, DDP time: 0.0042, Total iter time: 5.8536 [2020-11-05 14:50:11,835][root][INFO] - ===> Epoch[33](838/26): Loss 1.3583, Sem 0.9358, dir -0.1524, norm 0.5748, swav 0.0000 LR: 9.243e-02 Score 71.083 Data time: 0.1771, Forward time: 2.2732, Backward time: 3.1287, DDP time: 0.0042, Total iter time: 5.3837 [2020-11-05 14:50:17,474][root][INFO] - ===> Epoch[33](839/26): Loss 1.3294, Sem 1.0699, dir -0.2287, norm 0.4882, swav 0.0000 LR: 9.242e-02 Score 67.212 Data time: 0.2645, Forward time: 2.2738, Backward time: 3.1279, DDP time: 0.0042, Total iter time: 5.5377 [2020-11-05 14:50:22,338][root][INFO] - ===> Epoch[33](840/26): Loss 1.5066, Sem 1.0710, dir -0.1511, norm 0.5867, swav 0.0000 LR: 9.241e-02 Score 66.010 Data time: 0.1959, Forward time: 2.2734, Backward time: 3.1272, DDP time: 0.0042, Total iter time: 4.7332 [2020-11-05 14:50:27,779][root][INFO] - ===> Epoch[33](841/26): Loss 1.3863, Sem 0.9591, dir -0.1448, norm 0.5720, swav 0.0000 LR: 9.240e-02 Score 67.147 Data time: 0.2057, Forward time: 2.2734, Backward time: 3.1268, DDP time: 0.0042, Total iter time: 5.3389 [2020-11-05 14:50:33,930][root][INFO] - ===> Epoch[33](842/26): Loss 1.4759, Sem 1.0261, dir -0.1584, norm 0.6081, swav 0.0000 LR: 9.239e-02 Score 67.684 Data time: 0.1382, Forward time: 2.2726, Backward time: 3.1281, DDP time: 0.0042, Total iter time: 6.0277 [2020-11-05 14:50:39,745][root][INFO] - ===> Epoch[33](843/26): Loss 1.3562, Sem 1.0388, dir -0.1806, norm 0.4980, swav 0.0000 LR: 9.238e-02 Score 67.997 Data time: 0.2001, Forward time: 2.2723, Backward time: 3.1284, DDP time: 0.0042, Total iter time: 5.7352 [2020-11-05 14:50:46,198][root][INFO] - ===> Epoch[33](844/26): Loss 1.5152, Sem 1.1466, dir -0.1791, norm 0.5478, swav 0.0000 LR: 9.237e-02 Score 62.827 Data time: 0.1939, Forward time: 2.2722, Backward time: 3.1292, DDP time: 0.0042, Total iter time: 6.3548 [2020-11-05 14:50:52,010][root][INFO] - ===> Epoch[33](845/26): Loss 1.5024, Sem 1.0139, dir -0.1327, norm 0.6212, swav 0.0000 LR: 9.236e-02 Score 67.999 Data time: 0.1405, Forward time: 2.2713, Backward time: 3.1302, DDP time: 0.0042, Total iter time: 5.7017 [2020-11-05 14:50:57,491][root][INFO] - ===> Epoch[33](846/26): Loss 1.4183, Sem 0.9494, dir -0.0981, norm 0.5671, swav 0.0000 LR: 9.235e-02 Score 72.559 Data time: 0.2707, Forward time: 2.2713, Backward time: 3.1298, DDP time: 0.0042, Total iter time: 5.3811 [2020-11-05 14:51:03,145][root][INFO] - ===> Epoch[33](847/26): Loss 1.3057, Sem 0.9876, dir -0.1840, norm 0.5020, swav 0.0000 LR: 9.234e-02 Score 69.590 Data time: 0.1870, Forward time: 2.2709, Backward time: 3.1300, DDP time: 0.0042, Total iter time: 5.5233 [2020-11-05 14:51:07,899][root][INFO] - ===> Epoch[33](848/26): Loss 1.4930, Sem 1.1085, dir -0.1667, norm 0.5512, swav 0.0000 LR: 9.234e-02 Score 64.261 Data time: 0.2261, Forward time: 2.2709, Backward time: 3.1288, DDP time: 0.0042, Total iter time: 4.6359 [2020-11-05 14:51:13,666][root][INFO] - ===> Epoch[33](849/26): Loss 1.6047, Sem 1.0817, dir -0.1176, norm 0.6406, swav 0.0000 LR: 9.233e-02 Score 66.502 Data time: 0.2514, Forward time: 2.2713, Backward time: 3.1282, DDP time: 0.0042, Total iter time: 5.6556 [2020-11-05 14:51:18,913][root][INFO] - ===> Epoch[33](850/26): Loss 1.4394, Sem 1.0645, dir -0.1613, norm 0.5363, swav 0.0000 LR: 9.232e-02 Score 67.129 Data time: 0.1935, Forward time: 2.2712, Backward time: 3.1278, DDP time: 0.0042, Total iter time: 5.1192 [2020-11-05 14:51:23,632][root][INFO] - ===> Epoch[33](851/26): Loss 1.3331, Sem 0.9753, dir -0.1960, norm 0.5538, swav 0.0000 LR: 9.231e-02 Score 70.891 Data time: 0.1710, Forward time: 2.2705, Backward time: 3.1272, DDP time: 0.0042, Total iter time: 4.6057 [2020-11-05 14:51:30,004][root][INFO] - ===> Epoch[33](852/26): Loss 1.4433, Sem 0.9541, dir -0.1432, norm 0.6325, swav 0.0000 LR: 9.230e-02 Score 68.225 Data time: 0.3358, Forward time: 2.2717, Backward time: 3.1267, DDP time: 0.0042, Total iter time: 6.2886 [2020-11-05 14:51:35,660][root][INFO] - ===> Epoch[33](853/26): Loss 1.4826, Sem 1.0429, dir -0.1214, norm 0.5611, swav 0.0000 LR: 9.229e-02 Score 68.122 Data time: 0.1969, Forward time: 2.2717, Backward time: 3.1264, DDP time: 0.0042, Total iter time: 5.5022 [2020-11-05 14:51:42,082][root][INFO] - ===> Epoch[33](854/26): Loss 1.3659, Sem 0.9857, dir -0.1717, norm 0.5519, swav 0.0000 LR: 9.228e-02 Score 67.774 Data time: 0.2475, Forward time: 2.2721, Backward time: 3.1266, DDP time: 0.0042, Total iter time: 6.3122 [2020-11-05 14:51:46,904][root][INFO] - ===> Epoch[33](855/26): Loss 1.5981, Sem 1.2150, dir -0.1924, norm 0.5755, swav 0.0000 LR: 9.227e-02 Score 62.723 Data time: 0.2054, Forward time: 2.2720, Backward time: 3.1256, DDP time: 0.0042, Total iter time: 4.6948 [2020-11-05 14:51:53,154][root][INFO] - ===> Epoch[33](856/26): Loss 1.2768, Sem 0.9108, dir -0.1430, norm 0.5090, swav 0.0000 LR: 9.226e-02 Score 72.833 Data time: 0.3107, Forward time: 2.2730, Backward time: 3.1251, DDP time: 0.0042, Total iter time: 6.1274 [2020-11-05 14:51:59,383][root][INFO] - ===> Epoch[33](857/26): Loss 1.4323, Sem 0.9968, dir -0.1280, norm 0.5634, swav 0.0000 LR: 9.225e-02 Score 68.569 Data time: 0.2434, Forward time: 2.2736, Backward time: 3.1250, DDP time: 0.0042, Total iter time: 6.0917 [2020-11-05 14:52:05,498][root][INFO] - ===> Epoch[33](858/26): Loss 1.4032, Sem 1.0248, dir -0.1454, norm 0.5238, swav 0.0000 LR: 9.224e-02 Score 68.065 Data time: 0.1749, Forward time: 2.2731, Backward time: 3.1258, DDP time: 0.0043, Total iter time: 5.9841 [2020-11-05 14:52:10,735][root][INFO] - ===> Epoch[34](859/26): Loss 1.2635, Sem 1.0446, dir -0.2139, norm 0.4328, swav 0.0000 LR: 9.224e-02 Score 67.069 Data time: 0.1737, Forward time: 2.2726, Backward time: 3.1256, DDP time: 0.0043, Total iter time: 5.1331 [2020-11-05 14:52:15,822][root][INFO] - ===> Epoch[34](860/26): Loss 1.5725, Sem 1.1236, dir -0.1466, norm 0.5955, swav 0.0000 LR: 9.223e-02 Score 64.808 Data time: 0.2030, Forward time: 2.2725, Backward time: 3.1250, DDP time: 0.0043, Total iter time: 4.9674 [2020-11-05 14:52:21,186][root][INFO] - ===> Epoch[34](861/26): Loss 1.3220, Sem 0.8406, dir -0.0996, norm 0.5809, swav 0.0000 LR: 9.222e-02 Score 74.171 Data time: 0.2239, Forward time: 2.2728, Backward time: 3.1242, DDP time: 0.0043, Total iter time: 5.2548 [2020-11-05 14:52:27,558][root][INFO] - ===> Epoch[34](862/26): Loss 1.4402, Sem 1.0207, dir -0.1365, norm 0.5560, swav 0.0000 LR: 9.221e-02 Score 67.899 Data time: 0.2283, Forward time: 2.2729, Backward time: 3.1247, DDP time: 0.0043, Total iter time: 6.2333 [2020-11-05 14:52:34,895][root][INFO] - ===> Epoch[34](863/26): Loss 1.2881, Sem 0.8817, dir -0.1469, norm 0.5533, swav 0.0000 LR: 9.220e-02 Score 72.209 Data time: 0.3437, Forward time: 2.2745, Backward time: 3.1248, DDP time: 0.0043, Total iter time: 7.1979 [2020-11-05 14:52:40,033][root][INFO] - ===> Epoch[34](864/26): Loss 1.2225, Sem 0.9065, dir -0.1722, norm 0.4882, swav 0.0000 LR: 9.219e-02 Score 71.064 Data time: 0.1745, Forward time: 2.2742, Backward time: 3.1243, DDP time: 0.0043, Total iter time: 5.0085 [2020-11-05 14:52:45,000][root][INFO] - ===> Epoch[34](865/26): Loss 1.3694, Sem 0.9775, dir -0.1379, norm 0.5299, swav 0.0000 LR: 9.218e-02 Score 68.496 Data time: 0.2330, Forward time: 2.2745, Backward time: 3.1231, DDP time: 0.0043, Total iter time: 4.8401 [2020-11-05 14:52:51,188][root][INFO] - ===> Epoch[34](866/26): Loss 1.4620, Sem 1.0142, dir -0.1238, norm 0.5716, swav 0.0000 LR: 9.217e-02 Score 67.115 Data time: 0.2053, Forward time: 2.2743, Backward time: 3.1237, DDP time: 0.0043, Total iter time: 6.0687 [2020-11-05 14:52:56,677][root][INFO] - ===> Epoch[34](867/26): Loss 1.3525, Sem 1.1268, dir -0.2550, norm 0.4807, swav 0.0000 LR: 9.216e-02 Score 63.422 Data time: 0.2210, Forward time: 2.2743, Backward time: 3.1233, DDP time: 0.0043, Total iter time: 5.3770 [2020-11-05 14:53:02,532][root][INFO] - ===> Epoch[34](868/26): Loss 1.4067, Sem 0.9934, dir -0.1526, norm 0.5659, swav 0.0000 LR: 9.215e-02 Score 69.020 Data time: 0.2814, Forward time: 2.2751, Backward time: 3.1226, DDP time: 0.0043, Total iter time: 5.7250 [2020-11-05 14:53:07,217][root][INFO] - ===> Epoch[34](869/26): Loss 1.5669, Sem 1.0945, dir -0.1223, norm 0.5946, swav 0.0000 LR: 9.214e-02 Score 64.758 Data time: 0.1892, Forward time: 2.2750, Backward time: 3.1215, DDP time: 0.0043, Total iter time: 4.5378 [2020-11-05 14:53:13,465][root][INFO] - ===> Epoch[34](870/26): Loss 1.5520, Sem 1.1317, dir -0.1618, norm 0.5820, swav 0.0000 LR: 9.214e-02 Score 63.406 Data time: 0.2411, Forward time: 2.2753, Backward time: 3.1217, DDP time: 0.0043, Total iter time: 6.1212 [2020-11-05 14:53:18,425][root][INFO] - ===> Epoch[34](871/26): Loss 1.4223, Sem 1.0792, dir -0.2020, norm 0.5451, swav 0.0000 LR: 9.213e-02 Score 63.767 Data time: 0.2151, Forward time: 2.2753, Backward time: 3.1207, DDP time: 0.0043, Total iter time: 4.8290 [2020-11-05 14:53:24,941][root][INFO] - ===> Epoch[34](872/26): Loss 1.3705, Sem 0.9467, dir -0.1899, norm 0.6137, swav 0.0000 LR: 9.212e-02 Score 68.020 Data time: 0.2459, Forward time: 2.2756, Backward time: 3.1211, DDP time: 0.0043, Total iter time: 6.4024 [2020-11-05 14:53:30,873][root][INFO] - ===> Epoch[34](873/26): Loss 1.4337, Sem 1.0234, dir -0.1405, norm 0.5508, swav 0.0000 LR: 9.211e-02 Score 69.097 Data time: 0.1655, Forward time: 2.2751, Backward time: 3.1218, DDP time: 0.0043, Total iter time: 5.8038 [2020-11-05 14:53:35,947][root][INFO] - ===> Epoch[34](874/26): Loss 1.4753, Sem 1.0441, dir -0.1448, norm 0.5760, swav 0.0000 LR: 9.210e-02 Score 68.368 Data time: 0.2270, Forward time: 2.2753, Backward time: 3.1209, DDP time: 0.0043, Total iter time: 5.0164 [2020-11-05 14:53:42,165][root][INFO] - ===> Epoch[34](875/26): Loss 1.3329, Sem 0.9829, dir -0.1627, norm 0.5127, swav 0.0000 LR: 9.209e-02 Score 69.409 Data time: 0.2899, Forward time: 2.2763, Backward time: 3.1204, DDP time: 0.0043, Total iter time: 6.1040 [2020-11-05 14:53:48,006][root][INFO] - ===> Epoch[34](876/26): Loss 1.3546, Sem 1.0259, dir -0.2276, norm 0.5563, swav 0.0000 LR: 9.208e-02 Score 68.938 Data time: 0.1604, Forward time: 2.2758, Backward time: 3.1209, DDP time: 0.0043, Total iter time: 5.7132 [2020-11-05 14:53:54,278][root][INFO] - ===> Epoch[34](877/26): Loss 1.4064, Sem 0.9916, dir -0.1933, norm 0.6082, swav 0.0000 LR: 9.207e-02 Score 69.091 Data time: 0.2303, Forward time: 2.2760, Backward time: 3.1212, DDP time: 0.0043, Total iter time: 6.1638 [2020-11-05 14:53:59,180][root][INFO] - ===> Epoch[34](878/26): Loss 1.3958, Sem 1.0103, dir -0.1898, norm 0.5753, swav 0.0000 LR: 9.206e-02 Score 68.155 Data time: 0.2062, Forward time: 2.2759, Backward time: 3.1203, DDP time: 0.0043, Total iter time: 4.7706 [2020-11-05 14:54:05,369][root][INFO] - ===> Epoch[34](879/26): Loss 1.4637, Sem 1.1220, dir -0.2113, norm 0.5530, swav 0.0000 LR: 9.205e-02 Score 64.600 Data time: 0.1665, Forward time: 2.2755, Backward time: 3.1212, DDP time: 0.0043, Total iter time: 6.0903 [2020-11-05 14:54:11,163][root][INFO] - ===> Epoch[34](880/26): Loss 1.4554, Sem 1.0576, dir -0.1646, norm 0.5625, swav 0.0000 LR: 9.204e-02 Score 67.558 Data time: 0.1847, Forward time: 2.2750, Backward time: 3.1217, DDP time: 0.0043, Total iter time: 5.6971 [2020-11-05 14:54:16,197][root][INFO] - ===> Epoch[34](881/26): Loss 1.2669, Sem 0.9673, dir -0.1744, norm 0.4740, swav 0.0000 LR: 9.204e-02 Score 70.104 Data time: 0.2397, Forward time: 2.2752, Backward time: 3.1206, DDP time: 0.0043, Total iter time: 4.9326 [2020-11-05 14:54:22,258][root][INFO] - ===> Epoch[34](882/26): Loss 1.3483, Sem 0.9723, dir -0.1815, norm 0.5574, swav 0.0000 LR: 9.203e-02 Score 70.747 Data time: 0.1758, Forward time: 2.2748, Backward time: 3.1214, DDP time: 0.0043, Total iter time: 5.9416 [2020-11-05 14:54:28,046][root][INFO] - ===> Epoch[34](883/26): Loss 1.4276, Sem 1.0030, dir -0.1369, norm 0.5614, swav 0.0000 LR: 9.202e-02 Score 67.730 Data time: 0.1708, Forward time: 2.2741, Backward time: 3.1220, DDP time: 0.0043, Total iter time: 5.6916 [2020-11-05 14:54:33,418][root][INFO] - ===> Epoch[34](884/26): Loss 1.2739, Sem 0.9499, dir -0.2163, norm 0.5403, swav 0.0000 LR: 9.201e-02 Score 70.046 Data time: 0.2711, Forward time: 2.2747, Backward time: 3.1210, DDP time: 0.0043, Total iter time: 5.2782 [2020-11-05 14:54:40,441][root][INFO] - ===> Epoch[35](885/26): Loss 1.4180, Sem 1.0728, dir -0.1942, norm 0.5393, swav 0.0000 LR: 9.200e-02 Score 65.356 Data time: 0.2109, Forward time: 2.2747, Backward time: 3.1223, DDP time: 0.0043, Total iter time: 6.8961 [2020-11-05 14:54:46,365][root][INFO] - ===> Epoch[35](886/26): Loss 1.3272, Sem 0.9156, dir -0.1225, norm 0.5342, swav 0.0000 LR: 9.199e-02 Score 72.681 Data time: 0.2515, Forward time: 2.2750, Backward time: 3.1222, DDP time: 0.0043, Total iter time: 5.8104 [2020-11-05 14:54:51,675][root][INFO] - ===> Epoch[35](887/26): Loss 1.1190, Sem 0.8501, dir -0.1755, norm 0.4444, swav 0.0000 LR: 9.198e-02 Score 73.365 Data time: 0.2338, Forward time: 2.2753, Backward time: 3.1212, DDP time: 0.0043, Total iter time: 5.1822 [2020-11-05 14:54:57,330][root][INFO] - ===> Epoch[35](888/26): Loss 1.4738, Sem 1.0987, dir -0.1523, norm 0.5274, swav 0.0000 LR: 9.197e-02 Score 64.763 Data time: 0.2744, Forward time: 2.2759, Backward time: 3.1205, DDP time: 0.0043, Total iter time: 5.5553 [2020-11-05 14:55:04,344][root][INFO] - ===> Epoch[35](889/26): Loss 1.4548, Sem 0.9478, dir -0.0856, norm 0.5926, swav 0.0000 LR: 9.196e-02 Score 70.145 Data time: 0.2052, Forward time: 2.2759, Backward time: 3.1218, DDP time: 0.0043, Total iter time: 6.8872 [2020-11-05 14:55:09,884][root][INFO] - ===> Epoch[35](890/26): Loss 1.4308, Sem 1.0318, dir -0.1517, norm 0.5507, swav 0.0000 LR: 9.195e-02 Score 65.907 Data time: 0.2539, Forward time: 2.2759, Backward time: 3.1213, DDP time: 0.0043, Total iter time: 5.4307 [2020-11-05 14:55:15,452][root][INFO] - ===> Epoch[35](891/26): Loss 1.4019, Sem 1.0641, dir -0.1980, norm 0.5359, swav 0.0000 LR: 9.194e-02 Score 66.294 Data time: 0.1838, Forward time: 2.2757, Backward time: 3.1213, DDP time: 0.0043, Total iter time: 5.4540 [2020-11-05 14:55:20,676][root][INFO] - ===> Epoch[35](892/26): Loss 1.5432, Sem 1.1119, dir -0.1530, norm 0.5843, swav 0.0000 LR: 9.194e-02 Score 64.864 Data time: 0.1838, Forward time: 2.2754, Backward time: 3.1209, DDP time: 0.0043, Total iter time: 5.1093 [2020-11-05 14:55:26,285][root][INFO] - ===> Epoch[35](893/26): Loss 1.4778, Sem 1.0230, dir -0.1293, norm 0.5840, swav 0.0000 LR: 9.193e-02 Score 66.948 Data time: 0.2161, Forward time: 2.2756, Backward time: 3.1205, DDP time: 0.0043, Total iter time: 5.5017 [2020-11-05 14:55:31,177][root][INFO] - ===> Epoch[35](894/26): Loss 1.3884, Sem 1.0207, dir -0.1819, norm 0.5496, swav 0.0000 LR: 9.192e-02 Score 67.567 Data time: 0.1946, Forward time: 2.2754, Backward time: 3.1197, DDP time: 0.0043, Total iter time: 4.7671 [2020-11-05 14:55:36,739][root][INFO] - ===> Epoch[35](895/26): Loss 1.4133, Sem 1.0683, dir -0.1723, norm 0.5174, swav 0.0000 LR: 9.191e-02 Score 68.534 Data time: 0.2295, Forward time: 2.2756, Backward time: 3.1193, DDP time: 0.0043, Total iter time: 5.4679 [2020-11-05 14:55:43,550][root][INFO] - ===> Epoch[35](896/26): Loss 1.3629, Sem 0.9847, dir -0.1512, norm 0.5294, swav 0.0000 LR: 9.190e-02 Score 70.607 Data time: 0.1863, Forward time: 2.2754, Backward time: 3.1206, DDP time: 0.0043, Total iter time: 6.6837 [2020-11-05 14:55:48,944][root][INFO] - ===> Epoch[35](897/26): Loss 1.5732, Sem 1.1361, dir -0.1781, norm 0.6153, swav 0.0000 LR: 9.189e-02 Score 65.467 Data time: 0.1904, Forward time: 2.2752, Backward time: 3.1204, DDP time: 0.0043, Total iter time: 5.2668 [2020-11-05 14:55:54,407][root][INFO] - ===> Epoch[35](898/26): Loss 1.3120, Sem 0.9811, dir -0.2040, norm 0.5349, swav 0.0000 LR: 9.188e-02 Score 69.085 Data time: 0.2531, Forward time: 2.2752, Backward time: 3.1199, DDP time: 0.0043, Total iter time: 5.3864 [2020-11-05 14:55:59,938][root][INFO] - ===> Epoch[35](899/26): Loss 1.4695, Sem 1.1041, dir -0.1788, norm 0.5442, swav 0.0000 LR: 9.187e-02 Score 66.043 Data time: 0.1872, Forward time: 2.2750, Backward time: 3.1199, DDP time: 0.0043, Total iter time: 5.4030 [2020-11-05 14:56:06,194][root][INFO] - ===> Epoch[35](900/26): Loss 1.4642, Sem 1.1174, dir -0.1695, norm 0.5164, swav 0.0000 LR: 9.186e-02 Score 64.314 Data time: 0.1611, Forward time: 2.2744, Backward time: 3.1210, DDP time: 0.0043, Total iter time: 6.1460 [2020-11-05 14:56:12,408][root][INFO] - ===> Epoch[35](901/26): Loss 1.2242, Sem 0.9458, dir -0.1878, norm 0.4662, swav 0.0000 LR: 9.185e-02 Score 70.054 Data time: 0.2306, Forward time: 2.2746, Backward time: 3.1212, DDP time: 0.0043, Total iter time: 6.0983 [2020-11-05 14:56:18,324][root][INFO] - ===> Epoch[35](902/26): Loss 1.2487, Sem 0.9642, dir -0.1999, norm 0.4845, swav 0.0000 LR: 9.184e-02 Score 69.552 Data time: 0.2126, Forward time: 2.2747, Backward time: 3.1212, DDP time: 0.0043, Total iter time: 5.7606 [2020-11-05 14:56:23,861][root][INFO] - ===> Epoch[35](903/26): Loss 1.2363, Sem 0.9487, dir -0.2265, norm 0.5141, swav 0.0000 LR: 9.184e-02 Score 69.931 Data time: 0.2107, Forward time: 2.2747, Backward time: 3.1209, DDP time: 0.0043, Total iter time: 5.4093 [2020-11-05 14:56:29,405][root][INFO] - ===> Epoch[35](904/26): Loss 1.4740, Sem 1.0761, dir -0.1842, norm 0.5821, swav 0.0000 LR: 9.183e-02 Score 65.726 Data time: 0.2011, Forward time: 2.2746, Backward time: 3.1208, DDP time: 0.0043, Total iter time: 5.4094 [2020-11-05 14:56:34,784][root][INFO] - ===> Epoch[35](905/26): Loss 1.5357, Sem 1.1384, dir -0.1398, norm 0.5371, swav 0.0000 LR: 9.182e-02 Score 61.816 Data time: 0.2371, Forward time: 2.2747, Backward time: 3.1202, DDP time: 0.0043, Total iter time: 5.2725 [2020-11-05 14:56:41,408][root][INFO] - ===> Epoch[35](906/26): Loss 1.3125, Sem 0.9904, dir -0.2005, norm 0.5226, swav 0.0000 LR: 9.181e-02 Score 66.432 Data time: 0.3494, Forward time: 2.2758, Backward time: 3.1200, DDP time: 0.0043, Total iter time: 6.5139 [2020-11-05 14:56:47,408][root][INFO] - ===> Epoch[35](907/26): Loss 1.3645, Sem 0.9640, dir -0.1756, norm 0.5761, swav 0.0000 LR: 9.180e-02 Score 66.714 Data time: 0.2827, Forward time: 2.2766, Backward time: 3.1193, DDP time: 0.0043, Total iter time: 5.8605 [2020-11-05 14:56:52,610][root][INFO] - ===> Epoch[35](908/26): Loss 1.3964, Sem 1.0070, dir -0.1689, norm 0.5584, swav 0.0000 LR: 9.179e-02 Score 68.731 Data time: 0.2300, Forward time: 2.2764, Backward time: 3.1188, DDP time: 0.0043, Total iter time: 5.0585 [2020-11-05 14:56:57,336][root][INFO] - ===> Epoch[35](909/26): Loss 1.3898, Sem 1.0692, dir -0.1893, norm 0.5099, swav 0.0000 LR: 9.178e-02 Score 68.566 Data time: 0.1630, Forward time: 2.2760, Backward time: 3.1180, DDP time: 0.0043, Total iter time: 4.6051 [2020-11-05 14:57:03,201][root][INFO] - ===> Epoch[35](910/26): Loss 1.3635, Sem 1.0706, dir -0.1902, norm 0.4831, swav 0.0000 LR: 9.177e-02 Score 66.206 Data time: 0.1490, Forward time: 2.2750, Backward time: 3.1191, DDP time: 0.0043, Total iter time: 5.7758 [2020-11-05 14:57:09,569][root][INFO] - ===> Epoch[36](911/26): Loss 1.2968, Sem 0.8492, dir -0.1202, norm 0.5678, swav 0.0000 LR: 9.176e-02 Score 74.313 Data time: 0.3463, Forward time: 2.2760, Backward time: 3.1187, DDP time: 0.0043, Total iter time: 6.2938 [2020-11-05 14:57:14,616][root][INFO] - ===> Epoch[36](912/26): Loss 1.3781, Sem 1.0588, dir -0.1907, norm 0.5100, swav 0.0000 LR: 9.175e-02 Score 66.983 Data time: 0.2119, Forward time: 2.2761, Backward time: 3.1178, DDP time: 0.0043, Total iter time: 4.9277 [2020-11-05 14:57:20,567][root][INFO] - ===> Epoch[36](913/26): Loss 1.2724, Sem 0.9830, dir -0.2037, norm 0.4931, swav 0.0000 LR: 9.174e-02 Score 68.125 Data time: 0.2009, Forward time: 2.2760, Backward time: 3.1180, DDP time: 0.0043, Total iter time: 5.8452 [2020-11-05 14:57:26,702][root][INFO] - ===> Epoch[36](914/26): Loss 1.3515, Sem 0.9805, dir -0.1653, norm 0.5363, swav 0.0000 LR: 9.174e-02 Score 68.909 Data time: 0.1799, Forward time: 2.2755, Backward time: 3.1189, DDP time: 0.0043, Total iter time: 6.0171 [2020-11-05 14:57:33,545][root][INFO] - ===> Epoch[36](915/26): Loss 1.4721, Sem 1.1204, dir -0.1670, norm 0.5186, swav 0.0000 LR: 9.173e-02 Score 65.527 Data time: 0.3256, Forward time: 2.2767, Backward time: 3.1188, DDP time: 0.0043, Total iter time: 6.7514 [2020-11-05 14:57:41,275][root][INFO] - ===> Epoch[36](916/26): Loss 1.1689, Sem 0.8977, dir -0.1768, norm 0.4481, swav 0.0000 LR: 9.172e-02 Score 71.489 Data time: 0.2459, Forward time: 2.2775, Backward time: 3.1201, DDP time: 0.0043, Total iter time: 7.6107 [2020-11-05 14:57:47,196][root][INFO] - ===> Epoch[36](917/26): Loss 1.3763, Sem 1.0029, dir -0.1895, norm 0.5629, swav 0.0000 LR: 9.171e-02 Score 70.411 Data time: 0.1681, Forward time: 2.2769, Backward time: 3.1207, DDP time: 0.0043, Total iter time: 5.7935 [2020-11-05 14:57:52,603][root][INFO] - ===> Epoch[36](918/26): Loss 1.3547, Sem 1.0670, dir -0.2139, norm 0.5016, swav 0.0000 LR: 9.170e-02 Score 64.529 Data time: 0.2322, Forward time: 2.2771, Backward time: 3.1201, DDP time: 0.0043, Total iter time: 5.3242 [2020-11-05 14:57:59,036][root][INFO] - ===> Epoch[36](919/26): Loss 1.2804, Sem 0.9594, dir -0.1580, norm 0.4790, swav 0.0000 LR: 9.169e-02 Score 69.179 Data time: 0.2473, Forward time: 2.2777, Backward time: 3.1202, DDP time: 0.0043, Total iter time: 6.2718 [2020-11-05 14:58:04,353][root][INFO] - ===> Epoch[36](920/26): Loss 1.3253, Sem 0.9964, dir -0.1612, norm 0.4900, swav 0.0000 LR: 9.168e-02 Score 68.377 Data time: 0.2020, Forward time: 2.2771, Backward time: 3.1202, DDP time: 0.0043, Total iter time: 5.1965 [2020-11-05 14:58:10,152][root][INFO] - ===> Epoch[36](921/26): Loss 1.2714, Sem 0.9582, dir -0.1889, norm 0.5021, swav 0.0000 LR: 9.167e-02 Score 68.389 Data time: 0.1910, Forward time: 2.2769, Backward time: 3.1204, DDP time: 0.0043, Total iter time: 5.7258 [2020-11-05 14:58:15,576][root][INFO] - ===> Epoch[36](922/26): Loss 1.2579, Sem 0.9452, dir -0.1503, norm 0.4630, swav 0.0000 LR: 9.166e-02 Score 69.678 Data time: 0.2354, Forward time: 2.2770, Backward time: 3.1199, DDP time: 0.0043, Total iter time: 5.3262 [2020-11-05 14:58:21,582][root][INFO] - ===> Epoch[36](923/26): Loss 1.3096, Sem 0.9862, dir -0.2003, norm 0.5238, swav 0.0000 LR: 9.165e-02 Score 66.815 Data time: 0.2744, Forward time: 2.2779, Backward time: 3.1193, DDP time: 0.0043, Total iter time: 5.8809 [2020-11-05 14:58:26,819][root][INFO] - ===> Epoch[36](924/26): Loss 1.2821, Sem 0.9876, dir -0.1708, norm 0.4653, swav 0.0000 LR: 9.165e-02 Score 68.998 Data time: 0.2066, Forward time: 2.2778, Backward time: 3.1187, DDP time: 0.0043, Total iter time: 5.1061 [2020-11-05 14:58:31,779][root][INFO] - ===> Epoch[36](925/26): Loss 1.3441, Sem 0.9632, dir -0.1727, norm 0.5536, swav 0.0000 LR: 9.164e-02 Score 70.791 Data time: 0.2035, Forward time: 2.2777, Backward time: 3.1180, DDP time: 0.0043, Total iter time: 4.8520 [2020-11-05 14:58:37,578][root][INFO] - ===> Epoch[36](926/26): Loss 1.3389, Sem 1.0492, dir -0.2001, norm 0.4898, swav 0.0000 LR: 9.163e-02 Score 67.304 Data time: 0.2067, Forward time: 2.2776, Backward time: 3.1181, DDP time: 0.0043, Total iter time: 5.6876 [2020-11-05 14:58:43,424][root][INFO] - ===> Epoch[36](927/26): Loss 1.2713, Sem 0.9512, dir -0.1631, norm 0.4833, swav 0.0000 LR: 9.162e-02 Score 69.638 Data time: 0.2467, Forward time: 2.2778, Backward time: 3.1179, DDP time: 0.0043, Total iter time: 5.7274 [2020-11-05 14:58:51,561][root][INFO] - ===> Epoch[36](928/26): Loss 1.2630, Sem 0.9514, dir -0.1459, norm 0.4574, swav 0.0000 LR: 9.161e-02 Score 70.380 Data time: 0.3201, Forward time: 2.2788, Backward time: 3.1193, DDP time: 0.0043, Total iter time: 7.9986 [2020-11-05 14:58:57,428][root][INFO] - ===> Epoch[36](929/26): Loss 1.4990, Sem 1.1650, dir -0.2116, norm 0.5456, swav 0.0000 LR: 9.160e-02 Score 62.066 Data time: 0.2162, Forward time: 2.2791, Backward time: 3.1190, DDP time: 0.0043, Total iter time: 5.7147 [2020-11-05 14:59:02,908][root][INFO] - ===> Epoch[36](930/26): Loss 1.2018, Sem 0.9228, dir -0.2018, norm 0.4808, swav 0.0000 LR: 9.159e-02 Score 70.970 Data time: 0.2277, Forward time: 2.2795, Backward time: 3.1183, DDP time: 0.0043, Total iter time: 5.3742 [2020-11-05 14:59:07,441][root][INFO] - ===> Epoch[36](931/26): Loss 1.4541, Sem 1.0905, dir -0.1841, norm 0.5478, swav 0.0000 LR: 9.158e-02 Score 66.647 Data time: 0.1733, Forward time: 2.2791, Backward time: 3.1174, DDP time: 0.0043, Total iter time: 4.4087 [2020-11-05 14:59:13,938][root][INFO] - ===> Epoch[36](932/26): Loss 1.2526, Sem 0.9677, dir -0.1686, norm 0.4535, swav 0.0000 LR: 9.157e-02 Score 67.325 Data time: 0.1870, Forward time: 2.2789, Backward time: 3.1184, DDP time: 0.0043, Total iter time: 6.4001 [2020-11-05 14:59:19,289][root][INFO] - ===> Epoch[36](933/26): Loss 1.3863, Sem 1.0235, dir -0.1875, norm 0.5503, swav 0.0000 LR: 9.156e-02 Score 67.426 Data time: 0.2915, Forward time: 2.2794, Backward time: 3.1175, DDP time: 0.0043, Total iter time: 5.2601 [2020-11-05 14:59:25,562][root][INFO] - ===> Epoch[36](934/26): Loss 1.4559, Sem 1.0817, dir -0.1561, norm 0.5303, swav 0.0000 LR: 9.155e-02 Score 66.306 Data time: 0.1793, Forward time: 2.2789, Backward time: 3.1183, DDP time: 0.0043, Total iter time: 6.1485 [2020-11-05 14:59:30,598][root][INFO] - ===> Epoch[36](935/26): Loss 1.3636, Sem 1.0149, dir -0.1897, norm 0.5383, swav 0.0000 LR: 9.155e-02 Score 67.674 Data time: 0.2469, Forward time: 2.2793, Backward time: 3.1172, DDP time: 0.0043, Total iter time: 4.9522 [2020-11-05 14:59:38,611][root][INFO] - ===> Epoch[36](936/26): Loss 1.3061, Sem 0.9609, dir -0.1764, norm 0.5215, swav 0.0000 LR: 9.154e-02 Score 68.778 Data time: 0.2291, Forward time: 2.2794, Backward time: 3.1193, DDP time: 0.0043, Total iter time: 7.8852 [2020-11-05 14:59:43,716][root][INFO] - ===> Epoch[37](937/26): Loss 1.1630, Sem 0.9426, dir -0.1876, norm 0.4081, swav 0.0000 LR: 9.153e-02 Score 70.046 Data time: 0.1448, Forward time: 2.2787, Backward time: 3.1193, DDP time: 0.0043, Total iter time: 4.9964 [2020-11-05 14:59:50,183][root][INFO] - ===> Epoch[37](938/26): Loss 1.2958, Sem 0.9829, dir -0.1886, norm 0.5015, swav 0.0000 LR: 9.152e-02 Score 67.682 Data time: 0.2366, Forward time: 2.2787, Backward time: 3.1200, DDP time: 0.0043, Total iter time: 6.3856 [2020-11-05 14:59:58,021][root][INFO] - ===> Epoch[37](939/26): Loss 1.2579, Sem 0.9308, dir -0.1848, norm 0.5119, swav 0.0000 LR: 9.151e-02 Score 71.823 Data time: 0.2581, Forward time: 2.2792, Backward time: 3.1215, DDP time: 0.0043, Total iter time: 7.7387 [2020-11-05 15:00:04,781][root][INFO] - ===> Epoch[37](940/26): Loss 1.1789, Sem 0.9328, dir -0.2126, norm 0.4587, swav 0.0000 LR: 9.150e-02 Score 69.509 Data time: 0.2256, Forward time: 2.2790, Backward time: 3.1227, DDP time: 0.0043, Total iter time: 6.6101 [2020-11-05 15:00:11,092][root][INFO] - ===> Epoch[37](941/26): Loss 1.2668, Sem 0.9710, dir -0.2221, norm 0.5179, swav 0.0000 LR: 9.149e-02 Score 70.493 Data time: 0.2715, Forward time: 2.2799, Backward time: 3.1224, DDP time: 0.0043, Total iter time: 6.2066 [2020-11-05 15:00:17,128][root][INFO] - ===> Epoch[37](942/26): Loss 1.0748, Sem 0.8170, dir -0.1558, norm 0.4136, swav 0.0000 LR: 9.148e-02 Score 75.385 Data time: 0.2344, Forward time: 2.2801, Backward time: 3.1223, DDP time: 0.0043, Total iter time: 5.9114 [2020-11-05 15:00:22,625][root][INFO] - ===> Epoch[37](943/26): Loss 1.2280, Sem 0.9463, dir -0.2450, norm 0.5267, swav 0.0000 LR: 9.147e-02 Score 67.983 Data time: 0.1731, Forward time: 2.2798, Backward time: 3.1224, DDP time: 0.0043, Total iter time: 5.3714 [2020-11-05 15:00:27,540][root][INFO] - ===> Epoch[37](944/26): Loss 1.1882, Sem 0.9114, dir -0.1725, norm 0.4493, swav 0.0000 LR: 9.146e-02 Score 72.246 Data time: 0.2077, Forward time: 2.2797, Backward time: 3.1216, DDP time: 0.0043, Total iter time: 4.8247 [2020-11-05 15:00:33,827][root][INFO] - ===> Epoch[37](945/26): Loss 1.0455, Sem 0.8844, dir -0.2309, norm 0.3920, swav 0.0000 LR: 9.145e-02 Score 71.491 Data time: 0.2061, Forward time: 2.2795, Backward time: 3.1222, DDP time: 0.0043, Total iter time: 6.1586 [2020-11-05 15:00:38,574][root][INFO] - ===> Epoch[37](946/26): Loss 1.3245, Sem 1.0173, dir -0.1532, norm 0.4604, swav 0.0000 LR: 9.145e-02 Score 67.923 Data time: 0.2061, Forward time: 2.2793, Backward time: 3.1212, DDP time: 0.0043, Total iter time: 4.6481 [2020-11-05 15:00:44,805][root][INFO] - ===> Epoch[37](947/26): Loss 1.3010, Sem 1.0181, dir -0.1755, norm 0.4583, swav 0.0000 LR: 9.144e-02 Score 68.297 Data time: 0.2039, Forward time: 2.2793, Backward time: 3.1217, DDP time: 0.0043, Total iter time: 6.1227 [2020-11-05 15:00:49,309][root][INFO] - ===> Epoch[37](948/26): Loss 1.2442, Sem 0.8835, dir -0.1693, norm 0.5300, swav 0.0000 LR: 9.143e-02 Score 71.848 Data time: 0.2066, Forward time: 2.2792, Backward time: 3.1205, DDP time: 0.0043, Total iter time: 4.3681 [2020-11-05 15:00:55,144][root][INFO] - ===> Epoch[37](949/26): Loss 1.4588, Sem 1.1186, dir -0.1678, norm 0.5080, swav 0.0000 LR: 9.142e-02 Score 66.579 Data time: 0.2029, Forward time: 2.2790, Backward time: 3.1207, DDP time: 0.0043, Total iter time: 5.7339 [2020-11-05 15:01:00,459][root][INFO] - ===> Epoch[37](950/26): Loss 1.2741, Sem 0.9950, dir -0.2027, norm 0.4818, swav 0.0000 LR: 9.141e-02 Score 67.938 Data time: 0.2381, Forward time: 2.2793, Backward time: 3.1199, DDP time: 0.0043, Total iter time: 5.2086 [2020-11-05 15:01:06,153][root][INFO] - ===> Epoch[37](951/26): Loss 1.2324, Sem 0.8651, dir -0.1464, norm 0.5137, swav 0.0000 LR: 9.140e-02 Score 72.939 Data time: 0.2394, Forward time: 2.2796, Backward time: 3.1195, DDP time: 0.0043, Total iter time: 5.5682 [2020-11-05 15:01:12,361][root][INFO] - ===> Epoch[37](952/26): Loss 1.4096, Sem 0.9841, dir -0.1450, norm 0.5705, swav 0.0000 LR: 9.139e-02 Score 68.511 Data time: 0.2152, Forward time: 2.2797, Backward time: 3.1198, DDP time: 0.0043, Total iter time: 6.0907 [2020-11-05 15:01:17,924][root][INFO] - ===> Epoch[37](953/26): Loss 1.3154, Sem 0.9769, dir -0.1776, norm 0.5161, swav 0.0000 LR: 9.138e-02 Score 69.137 Data time: 0.1714, Forward time: 2.2792, Backward time: 3.1201, DDP time: 0.0043, Total iter time: 5.4477 [2020-11-05 15:01:23,820][root][INFO] - ===> Epoch[37](954/26): Loss 1.1860, Sem 0.9655, dir -0.2078, norm 0.4283, swav 0.0000 LR: 9.137e-02 Score 70.448 Data time: 0.1954, Forward time: 2.2790, Backward time: 3.1204, DDP time: 0.0043, Total iter time: 5.8052 [2020-11-05 15:01:29,272][root][INFO] - ===> Epoch[37](955/26): Loss 1.3178, Sem 0.9835, dir -0.1783, norm 0.5126, swav 0.0000 LR: 9.136e-02 Score 67.404 Data time: 0.1971, Forward time: 2.2788, Backward time: 3.1202, DDP time: 0.0043, Total iter time: 5.3416 [2020-11-05 15:01:34,244][root][INFO] - ===> Epoch[37](956/26): Loss 1.2844, Sem 0.9823, dir -0.1872, norm 0.4893, swav 0.0000 LR: 9.135e-02 Score 68.708 Data time: 0.2104, Forward time: 2.2785, Backward time: 3.1196, DDP time: 0.0043, Total iter time: 4.8489 [2020-11-05 15:01:39,144][root][INFO] - ===> Epoch[37](957/26): Loss 1.2253, Sem 0.8934, dir -0.2019, norm 0.5338, swav 0.0000 LR: 9.135e-02 Score 71.850 Data time: 0.2270, Forward time: 2.2786, Backward time: 3.1187, DDP time: 0.0043, Total iter time: 4.7958 [2020-11-05 15:01:45,838][root][INFO] - ===> Epoch[37](958/26): Loss 1.1957, Sem 0.8839, dir -0.1714, norm 0.4831, swav 0.0000 LR: 9.134e-02 Score 71.827 Data time: 0.2654, Forward time: 2.2791, Backward time: 3.1191, DDP time: 0.0043, Total iter time: 6.5721 [2020-11-05 15:01:51,982][root][INFO] - ===> Epoch[37](959/26): Loss 1.3535, Sem 1.0533, dir -0.2137, norm 0.5140, swav 0.0000 LR: 9.133e-02 Score 65.673 Data time: 0.2126, Forward time: 2.2791, Backward time: 3.1193, DDP time: 0.0043, Total iter time: 6.0081 [2020-11-05 15:01:57,481][root][INFO] - ===> Epoch[37](960/26): Loss 1.4094, Sem 1.0167, dir -0.1465, norm 0.5392, swav 0.0000 LR: 9.132e-02 Score 68.141 Data time: 0.1273, Forward time: 2.2782, Backward time: 3.1200, DDP time: 0.0043, Total iter time: 5.3856 [2020-11-05 15:02:02,110][root][INFO] - ===> Epoch[37](961/26): Loss 1.4700, Sem 1.0083, dir -0.1271, norm 0.5888, swav 0.0000 LR: 9.131e-02 Score 69.201 Data time: 0.2110, Forward time: 2.2782, Backward time: 3.1189, DDP time: 0.0043, Total iter time: 4.5561 [2020-11-05 15:02:08,185][root][INFO] - ===> Epoch[37](962/26): Loss 1.3836, Sem 0.9664, dir -0.1241, norm 0.5414, swav 0.0000 LR: 9.130e-02 Score 70.186 Data time: 0.2172, Forward time: 2.2782, Backward time: 3.1192, DDP time: 0.0043, Total iter time: 5.9618 [2020-11-05 15:02:15,315][root][INFO] - ===> Epoch[38](963/26): Loss 1.5284, Sem 1.0666, dir -0.1661, norm 0.6280, swav 0.0000 LR: 9.129e-02 Score 69.588 Data time: 0.2464, Forward time: 2.2785, Backward time: 3.1202, DDP time: 0.0043, Total iter time: 7.0203 [2020-11-05 15:02:21,099][root][INFO] - ===> Epoch[38](964/26): Loss 1.3500, Sem 1.0530, dir -0.1884, norm 0.4855, swav 0.0000 LR: 9.128e-02 Score 67.034 Data time: 0.2806, Forward time: 2.2793, Backward time: 3.1194, DDP time: 0.0043, Total iter time: 5.6632 [2020-11-05 15:02:28,305][root][INFO] - ===> Epoch[38](965/26): Loss 1.4019, Sem 1.0787, dir -0.1741, norm 0.4973, swav 0.0000 LR: 9.127e-02 Score 66.245 Data time: 0.1803, Forward time: 2.2790, Backward time: 3.1211, DDP time: 0.0043, Total iter time: 7.0774 [2020-11-05 15:02:33,888][root][INFO] - ===> Epoch[38](966/26): Loss 1.3866, Sem 1.0438, dir -0.1943, norm 0.5371, swav 0.0000 LR: 9.126e-02 Score 67.882 Data time: 0.2332, Forward time: 2.2794, Backward time: 3.1205, DDP time: 0.0043, Total iter time: 5.5064 [2020-11-05 15:02:39,467][root][INFO] - ===> Epoch[38](967/26): Loss 1.2883, Sem 0.9396, dir -0.1819, norm 0.5306, swav 0.0000 LR: 9.125e-02 Score 72.940 Data time: 0.1956, Forward time: 2.2792, Backward time: 3.1205, DDP time: 0.0043, Total iter time: 5.4461 [2020-11-05 15:02:45,177][root][INFO] - ===> Epoch[38](968/26): Loss 1.3305, Sem 0.9403, dir -0.1088, norm 0.4989, swav 0.0000 LR: 9.125e-02 Score 70.044 Data time: 0.1781, Forward time: 2.2789, Backward time: 3.1207, DDP time: 0.0043, Total iter time: 5.5813 [2020-11-05 15:02:50,859][root][INFO] - ===> Epoch[38](969/26): Loss 1.2753, Sem 1.0053, dir -0.2152, norm 0.4852, swav 0.0000 LR: 9.124e-02 Score 69.400 Data time: 0.1751, Forward time: 2.2785, Backward time: 3.1210, DDP time: 0.0043, Total iter time: 5.6183 [2020-11-05 15:02:57,488][root][INFO] - ===> Epoch[38](970/26): Loss 1.4437, Sem 1.0866, dir -0.1931, norm 0.5502, swav 0.0000 LR: 9.123e-02 Score 65.524 Data time: 0.1863, Forward time: 2.2783, Backward time: 3.1221, DDP time: 0.0043, Total iter time: 6.5510 [2020-11-05 15:03:04,567][root][INFO] - ===> Epoch[38](971/26): Loss 1.3498, Sem 0.9532, dir -0.1252, norm 0.5218, swav 0.0000 LR: 9.122e-02 Score 69.729 Data time: 0.2251, Forward time: 2.2783, Backward time: 3.1233, DDP time: 0.0043, Total iter time: 6.9605 [2020-11-05 15:03:09,559][root][INFO] - ===> Epoch[38](972/26): Loss 1.2085, Sem 0.9707, dir -0.2633, norm 0.5011, swav 0.0000 LR: 9.121e-02 Score 69.349 Data time: 0.2481, Forward time: 2.2782, Backward time: 3.1225, DDP time: 0.0043, Total iter time: 4.8585 [2020-11-05 15:03:16,289][root][INFO] - ===> Epoch[38](973/26): Loss 1.3510, Sem 0.9932, dir -0.1798, norm 0.5376, swav 0.0000 LR: 9.120e-02 Score 69.505 Data time: 0.1965, Forward time: 2.2782, Backward time: 3.1235, DDP time: 0.0043, Total iter time: 6.6273 [2020-11-05 15:03:21,377][root][INFO] - ===> Epoch[38](974/26): Loss 1.4101, Sem 1.0766, dir -0.1941, norm 0.5276, swav 0.0000 LR: 9.119e-02 Score 64.023 Data time: 0.1564, Forward time: 2.2776, Backward time: 3.1234, DDP time: 0.0043, Total iter time: 4.9861 [2020-11-05 15:03:27,192][root][INFO] - ===> Epoch[38](975/26): Loss 1.2258, Sem 0.9759, dir -0.2092, norm 0.4590, swav 0.0000 LR: 9.118e-02 Score 69.619 Data time: 0.1846, Forward time: 2.2773, Backward time: 3.1238, DDP time: 0.0043, Total iter time: 5.7433 [2020-11-05 15:03:32,642][root][INFO] - ===> Epoch[38](976/26): Loss 1.2751, Sem 0.9183, dir -0.1867, norm 0.5435, swav 0.0000 LR: 9.117e-02 Score 71.683 Data time: 0.1969, Forward time: 2.2771, Backward time: 3.1236, DDP time: 0.0043, Total iter time: 5.3358 [2020-11-05 15:03:38,361][root][INFO] - ===> Epoch[38](977/26): Loss 1.2117, Sem 0.9088, dir -0.1992, norm 0.5021, swav 0.0000 LR: 9.116e-02 Score 69.063 Data time: 0.2891, Forward time: 2.2778, Backward time: 3.1228, DDP time: 0.0043, Total iter time: 5.6046 [2020-11-05 15:03:44,428][root][INFO] - ===> Epoch[38](978/26): Loss 1.4419, Sem 1.0709, dir -0.1996, norm 0.5706, swav 0.0000 LR: 9.115e-02 Score 66.375 Data time: 0.2405, Forward time: 2.2783, Backward time: 3.1226, DDP time: 0.0043, Total iter time: 5.9533 [2020-11-05 15:03:50,598][root][INFO] - ===> Epoch[38](979/26): Loss 1.4146, Sem 1.0225, dir -0.1952, norm 0.5874, swav 0.0000 LR: 9.115e-02 Score 70.303 Data time: 0.2873, Forward time: 2.2791, Backward time: 3.1221, DDP time: 0.0043, Total iter time: 6.0456 [2020-11-05 15:03:56,278][root][INFO] - ===> Epoch[38](980/26): Loss 1.3795, Sem 1.0115, dir -0.1574, norm 0.5254, swav 0.0000 LR: 9.114e-02 Score 67.781 Data time: 0.1676, Forward time: 2.2787, Backward time: 3.1225, DDP time: 0.0043, Total iter time: 5.5631 [2020-11-05 15:04:02,988][root][INFO] - ===> Epoch[38](981/26): Loss 1.2347, Sem 0.9516, dir -0.2030, norm 0.4862, swav 0.0000 LR: 9.113e-02 Score 70.858 Data time: 0.2840, Forward time: 2.2794, Backward time: 3.1226, DDP time: 0.0043, Total iter time: 6.6058 [2020-11-05 15:04:08,945][root][INFO] - ===> Epoch[38](982/26): Loss 1.2401, Sem 0.9208, dir -0.1571, norm 0.4765, swav 0.0000 LR: 9.112e-02 Score 71.476 Data time: 0.2554, Forward time: 2.2797, Backward time: 3.1224, DDP time: 0.0043, Total iter time: 5.8120 [2020-11-05 15:04:14,219][root][INFO] - ===> Epoch[38](983/26): Loss 1.2737, Sem 0.9277, dir -0.1612, norm 0.5072, swav 0.0000 LR: 9.111e-02 Score 70.364 Data time: 0.1809, Forward time: 2.2793, Backward time: 3.1222, DDP time: 0.0043, Total iter time: 5.1473 [2020-11-05 15:04:19,441][root][INFO] - ===> Epoch[38](984/26): Loss 1.5198, Sem 1.1823, dir -0.1906, norm 0.5281, swav 0.0000 LR: 9.110e-02 Score 63.353 Data time: 0.1670, Forward time: 2.2789, Backward time: 3.1222, DDP time: 0.0043, Total iter time: 5.1316 [2020-11-05 15:04:25,370][root][INFO] - ===> Epoch[38](985/26): Loss 1.2422, Sem 0.9349, dir -0.2239, norm 0.5312, swav 0.0000 LR: 9.109e-02 Score 69.416 Data time: 0.2125, Forward time: 2.2790, Backward time: 3.1222, DDP time: 0.0043, Total iter time: 5.8333 [2020-11-05 15:04:31,379][root][INFO] - ===> Epoch[38](986/26): Loss 1.3430, Sem 0.9542, dir -0.1634, norm 0.5522, swav 0.0000 LR: 9.108e-02 Score 69.310 Data time: 0.1709, Forward time: 2.2787, Backward time: 3.1228, DDP time: 0.0043, Total iter time: 5.8808 [2020-11-05 15:04:37,546][root][INFO] - ===> Epoch[38](987/26): Loss 1.4655, Sem 1.0928, dir -0.1900, norm 0.5628, swav 0.0000 LR: 9.107e-02 Score 65.380 Data time: 0.2645, Forward time: 2.2791, Backward time: 3.1227, DDP time: 0.0043, Total iter time: 6.0521 [2020-11-05 15:04:42,226][root][INFO] - ===> Epoch[38](988/26): Loss 1.1430, Sem 0.9027, dir -0.2064, norm 0.4466, swav 0.0000 LR: 9.106e-02 Score 70.211 Data time: 0.1535, Forward time: 2.2785, Backward time: 3.1222, DDP time: 0.0043, Total iter time: 4.5492 [2020-11-05 15:04:47,283][root][INFO] - ===> Epoch[39](989/26): Loss 1.2917, Sem 1.0286, dir -0.2097, norm 0.4728, swav 0.0000 LR: 9.105e-02 Score 68.755 Data time: 0.2000, Forward time: 2.2783, Backward time: 3.1217, DDP time: 0.0043, Total iter time: 4.9904 [2020-11-05 15:04:52,143][root][INFO] - ===> Epoch[39](990/26): Loss 1.3159, Sem 1.0382, dir -0.1840, norm 0.4618, swav 0.0000 LR: 9.105e-02 Score 70.151 Data time: 0.1806, Forward time: 2.2779, Backward time: 3.1211, DDP time: 0.0043, Total iter time: 4.7494 [2020-11-05 15:04:57,610][root][INFO] - ===> Epoch[39](991/26): Loss 1.2538, Sem 0.9943, dir -0.2047, norm 0.4642, swav 0.0000 LR: 9.104e-02 Score 70.195 Data time: 0.2396, Forward time: 2.2780, Backward time: 3.1207, DDP time: 0.0043, Total iter time: 5.3783 [2020-11-05 15:05:03,622][root][INFO] - ===> Epoch[39](992/26): Loss 1.4280, Sem 1.0787, dir -0.1719, norm 0.5212, swav 0.0000 LR: 9.103e-02 Score 66.780 Data time: 0.2287, Forward time: 2.2783, Backward time: 3.1207, DDP time: 0.0043, Total iter time: 5.9007 [2020-11-05 15:05:09,279][root][INFO] - ===> Epoch[39](993/26): Loss 1.3975, Sem 1.0888, dir -0.1762, norm 0.4849, swav 0.0000 LR: 9.102e-02 Score 67.093 Data time: 0.2628, Forward time: 2.2789, Backward time: 3.1200, DDP time: 0.0043, Total iter time: 5.5415 [2020-11-05 15:05:17,073][root][INFO] - ===> Epoch[39](994/26): Loss 1.3218, Sem 1.0434, dir -0.1849, norm 0.4632, swav 0.0000 LR: 9.101e-02 Score 66.126 Data time: 0.2117, Forward time: 2.2791, Backward time: 3.1217, DDP time: 0.0043, Total iter time: 7.6666 [2020-11-05 15:05:22,001][root][INFO] - ===> Epoch[39](995/26): Loss 1.3570, Sem 1.0380, dir -0.1901, norm 0.5091, swav 0.0000 LR: 9.100e-02 Score 67.983 Data time: 0.2013, Forward time: 2.2789, Backward time: 3.1211, DDP time: 0.0043, Total iter time: 4.8081 [2020-11-05 15:05:27,789][root][INFO] - ===> Epoch[39](996/26): Loss 1.4107, Sem 1.0376, dir -0.1608, norm 0.5339, swav 0.0000 LR: 9.099e-02 Score 67.279 Data time: 0.2550, Forward time: 2.2795, Backward time: 3.1204, DDP time: 0.0043, Total iter time: 5.6969 [2020-11-05 15:05:33,131][root][INFO] - ===> Epoch[39](997/26): Loss 1.2767, Sem 0.9940, dir -0.1843, norm 0.4670, swav 0.0000 LR: 9.098e-02 Score 68.843 Data time: 0.1872, Forward time: 2.2793, Backward time: 3.1202, DDP time: 0.0043, Total iter time: 5.2056 [2020-11-05 15:05:39,825][root][INFO] - ===> Epoch[39](998/26): Loss 1.3258, Sem 1.0201, dir -0.2013, norm 0.5070, swav 0.0000 LR: 9.097e-02 Score 66.395 Data time: 0.1738, Forward time: 2.2788, Backward time: 3.1215, DDP time: 0.0043, Total iter time: 6.5872 [2020-11-05 15:05:45,048][root][INFO] - ===> Epoch[39](999/26): Loss 1.2931, Sem 1.0033, dir -0.2164, norm 0.5062, swav 0.0000 LR: 9.096e-02 Score 70.652 Data time: 0.2099, Forward time: 2.2787, Backward time: 3.1210, DDP time: 0.0043, Total iter time: 5.1398 [2020-11-05 15:05:50,250][root][INFO] - ===> Epoch[39](1000/26): Loss 1.2318, Sem 0.9203, dir -0.1639, norm 0.4754, swav 0.0000 LR: 9.095e-02 Score 69.608 Data time: 0.1795, Forward time: 2.2784, Backward time: 3.1208, DDP time: 0.0043, Total iter time: 5.0796 [2020-11-05 15:05:50,899][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-11-05 15:05:51,080][root][INFO] - ===> Start testing [2020-11-05 15:07:14,159][root][INFO] - 101/312: Data time: 0.0069, Iter time: 0.2819 Loss 1.450 (AVG: 0.959) Score 65.298 (AVG: 71.435) mIOU 28.033 mAP 48.045 mAcc 41.080 IOU: 66.909 95.418 24.254 7.017 67.107 44.485 43.509 1.546 26.801 19.440 0.000 34.859 7.560 28.463 0.000 9.946 28.728 2.928 36.098 15.582 mAP: 69.772 95.555 37.734 42.494 75.215 70.641 61.881 27.528 36.601 44.414 8.603 48.539 27.491 65.287 9.034 58.257 64.872 26.266 64.747 25.962 mAcc: 91.685 98.693 33.620 9.027 75.868 79.688 73.737 1.577 35.953 24.628 0.000 70.191 11.001 47.535 0.000 36.918 52.808 3.792 54.469 20.402 [2020-11-05 15:08:39,116][root][INFO] - 201/312: Data time: 0.0083, Iter time: 0.5409 Loss 0.755 (AVG: 0.961) Score 76.679 (AVG: 71.129) mIOU 28.051 mAP 47.705 mAcc 41.331 IOU: 67.041 95.201 21.232 7.986 67.707 45.610 41.051 1.446 25.855 26.430 0.000 29.120 8.113 27.488 0.000 12.491 30.779 3.798 36.021 13.645 mAP: 70.662 95.834 36.568 44.834 77.364 70.350 59.303 26.993 37.923 44.071 7.278 43.218 27.192 58.955 8.472 54.977 67.085 32.468 64.663 25.890 mAcc: 91.289 98.634 31.038 9.348 77.501 81.874 70.192 1.477 36.646 33.501 0.000 69.330 12.142 49.943 0.000 36.013 49.863 4.795 55.470 17.559 [2020-11-05 15:10:07,965][root][INFO] - 301/312: Data time: 0.0070, Iter time: 0.3456 Loss 1.124 (AVG: 0.954) Score 64.580 (AVG: 71.158) mIOU 27.661 mAP 47.140 mAcc 40.922 IOU: 67.615 95.201 21.775 7.838 67.458 42.383 40.980 1.826 25.511 26.742 0.000 28.474 7.850 24.874 0.000 11.899 30.065 3.425 36.360 12.941 mAP: 70.878 95.859 35.848 42.160 77.140 66.536 56.199 29.155 37.334 46.357 7.601 46.805 28.594 55.444 7.334 50.180 65.355 32.643 65.862 25.507 mAcc: 91.332 98.618 32.339 9.097 77.275 80.954 71.375 1.876 36.960 33.099 0.000 66.529 11.472 45.663 0.000 33.572 49.993 4.521 56.872 16.895 [2020-11-05 15:10:17,480][root][INFO] - 312/312: Data time: 0.0036, Iter time: 0.3646 Loss 0.713 (AVG: 0.953) Score 82.211 (AVG: 71.156) mIOU 27.585 mAP 46.869 mAcc 40.809 IOU: 67.564 95.171 21.502 7.785 67.189 41.629 41.439 1.805 25.286 26.290 0.000 28.229 7.771 26.412 0.000 11.863 29.374 3.422 36.031 12.948 mAP: 70.681 95.856 35.140 42.017 76.844 65.357 55.972 28.712 37.129 46.289 7.621 45.721 28.338 55.397 7.196 50.335 65.259 32.499 65.531 25.481 mAcc: 91.321 98.642 31.967 9.035 77.083 80.997 71.103 1.857 36.480 32.650 0.000 65.290 11.412 47.092 0.000 33.830 49.867 4.515 56.187 16.844 [2020-11-05 15:10:17,481][root][INFO] - Finished test. Elapsed time: 266.3993 [2020-11-05 15:10:33,308][root][INFO] - [2020-11-05 15:10:33,309][root][INFO] - ################################################################ [2020-11-05 15:10:33,309][root][INFO] - what : AP AP_50% AP_25% [2020-11-05 15:10:33,309][root][INFO] - ################################################################ [2020-11-05 15:10:33,309][root][INFO] - cabinet : 0.002 0.009 0.166 [2020-11-05 15:10:33,309][root][INFO] - bed : 0.000 0.000 0.000 [2020-11-05 15:10:33,309][root][INFO] - chair : 0.149 0.341 0.523 [2020-11-05 15:10:33,309][root][INFO] - sofa : 0.019 0.076 0.195 [2020-11-05 15:10:33,309][root][INFO] - table : 0.008 0.039 0.189 [2020-11-05 15:10:33,309][root][INFO] - door : 0.000 0.000 0.000 [2020-11-05 15:10:33,309][root][INFO] - window : 0.002 0.009 0.082 [2020-11-05 15:10:33,309][root][INFO] - bookshelf : 0.000 0.001 0.059 [2020-11-05 15:10:33,309][root][INFO] - picture : 0.000 0.000 0.000 [2020-11-05 15:10:33,309][root][INFO] - counter : 0.000 0.001 0.095 [2020-11-05 15:10:33,309][root][INFO] - desk : 0.000 0.000 0.000 [2020-11-05 15:10:33,309][root][INFO] - curtain : 0.009 0.038 0.094 [2020-11-05 15:10:33,309][root][INFO] - refrigerator : 0.000 0.000 0.000 [2020-11-05 15:10:33,309][root][INFO] - shower curtain : 0.002 0.009 0.106 [2020-11-05 15:10:33,310][root][INFO] - toilet : 0.007 0.042 0.361 [2020-11-05 15:10:33,310][root][INFO] - sink : 0.000 0.000 0.000 [2020-11-05 15:10:33,310][root][INFO] - bathtub : 0.002 0.016 0.245 [2020-11-05 15:10:33,310][root][INFO] - otherfurniture : 0.009 0.031 0.125 [2020-11-05 15:10:33,310][root][INFO] - ---------------------------------------------------------------- [2020-11-05 15:10:33,310][root][INFO] - average : 0.012 0.034 0.124 [2020-11-05 15:10:33,310][root][INFO] - [2020-11-05 15:10:33,752][root][INFO] - Summary name validation/mAP@0.5 is illegal; using validation/mAP_0.5 instead. [2020-11-05 15:10:34,394][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34Cbest_val.pth [2020-11-05 15:10:34,609][root][INFO] - Current best mIoU: 27.585 at iter 1000 [2020-11-05 15:10:37,848][root][INFO] - ===> Epoch[39](1001/26): Loss 1.2425, Sem 0.9885, dir -0.2068, norm 0.4608, swav 0.0000 LR: 9.095e-02 Score 68.231 Data time: 0.1795, Forward time: 2.2776, Backward time: 3.1192, DDP time: 0.0043, Total iter time: 3.2266 [2020-11-05 15:10:43,166][root][INFO] - ===> Epoch[39](1002/26): Loss 1.4232, Sem 1.0379, dir -0.1665, norm 0.5518, swav 0.0000 LR: 9.094e-02 Score 67.651 Data time: 0.2563, Forward time: 2.2777, Backward time: 3.1186, DDP time: 0.0043, Total iter time: 5.2313 [2020-11-05 15:10:49,543][root][INFO] - ===> Epoch[39](1003/26): Loss 1.4931, Sem 1.0197, dir -0.1763, norm 0.6497, swav 0.0000 LR: 9.093e-02 Score 68.860 Data time: 0.2684, Forward time: 2.2782, Backward time: 3.1187, DDP time: 0.0043, Total iter time: 6.2526 [2020-11-05 15:10:55,302][root][INFO] - ===> Epoch[39](1004/26): Loss 1.2473, Sem 0.9235, dir -0.2204, norm 0.5442, swav 0.0000 LR: 9.092e-02 Score 72.449 Data time: 0.2944, Forward time: 2.2788, Backward time: 3.1180, DDP time: 0.0043, Total iter time: 5.6486 [2020-11-05 15:11:01,119][root][INFO] - ===> Epoch[39](1005/26): Loss 1.3967, Sem 0.9993, dir -0.1409, norm 0.5382, swav 0.0000 LR: 9.091e-02 Score 65.677 Data time: 0.2422, Forward time: 2.2791, Backward time: 3.1177, DDP time: 0.0043, Total iter time: 5.6961 [2020-11-05 15:11:07,054][root][INFO] - ===> Epoch[39](1006/26): Loss 1.2559, Sem 0.8962, dir -0.1403, norm 0.5000, swav 0.0000 LR: 9.090e-02 Score 72.012 Data time: 0.2178, Forward time: 2.2791, Backward time: 3.1178, DDP time: 0.0043, Total iter time: 5.8162 [2020-11-05 15:11:13,020][root][INFO] - ===> Epoch[39](1007/26): Loss 1.2690, Sem 0.9038, dir -0.1447, norm 0.5099, swav 0.0000 LR: 9.089e-02 Score 70.760 Data time: 0.2907, Forward time: 2.2798, Backward time: 3.1173, DDP time: 0.0043, Total iter time: 5.8566 [2020-11-05 15:11:19,570][root][INFO] - ===> Epoch[39](1008/26): Loss 1.2629, Sem 0.9863, dir -0.2080, norm 0.4845, swav 0.0000 LR: 9.088e-02 Score 68.865 Data time: 0.1482, Forward time: 2.2793, Backward time: 3.1184, DDP time: 0.0043, Total iter time: 6.4247 [2020-11-05 15:11:25,395][root][INFO] - ===> Epoch[39](1009/26): Loss 1.3709, Sem 1.0507, dir -0.2017, norm 0.5219, swav 0.0000 LR: 9.087e-02 Score 67.967 Data time: 0.1293, Forward time: 2.2784, Backward time: 3.1196, DDP time: 0.0043, Total iter time: 5.7381 [2020-11-05 15:11:31,193][root][INFO] - ===> Epoch[39](1010/26): Loss 1.2785, Sem 0.9739, dir -0.1827, norm 0.4874, swav 0.0000 LR: 9.086e-02 Score 67.416 Data time: 0.2469, Forward time: 2.2787, Backward time: 3.1193, DDP time: 0.0043, Total iter time: 5.7471 [2020-11-05 15:11:35,934][root][INFO] - ===> Epoch[39](1011/26): Loss 1.1881, Sem 0.8531, dir -0.1872, norm 0.5222, swav 0.0000 LR: 9.085e-02 Score 73.773 Data time: 0.2099, Forward time: 2.2789, Backward time: 3.1181, DDP time: 0.0043, Total iter time: 4.6167 [2020-11-05 15:11:42,528][root][INFO] - ===> Epoch[39](1012/26): Loss 1.2850, Sem 0.9413, dir -0.1571, norm 0.5007, swav 0.0000 LR: 9.085e-02 Score 70.820 Data time: 0.2391, Forward time: 2.2790, Backward time: 3.1188, DDP time: 0.0043, Total iter time: 6.4917 [2020-11-05 15:11:47,094][root][INFO] - ===> Epoch[39](1013/26): Loss 1.2074, Sem 0.9111, dir -0.2337, norm 0.5300, swav 0.0000 LR: 9.084e-02 Score 74.129 Data time: 0.1993, Forward time: 2.2787, Backward time: 3.1178, DDP time: 0.0043, Total iter time: 4.4282 [2020-11-05 15:11:52,191][root][INFO] - ===> Epoch[39](1014/26): Loss 1.3004, Sem 0.9817, dir -0.1884, norm 0.5071, swav 0.0000 LR: 9.083e-02 Score 68.360 Data time: 0.2603, Forward time: 2.2789, Backward time: 3.1170, DDP time: 0.0043, Total iter time: 4.9886 [2020-11-05 15:11:59,021][root][INFO] - ===> Epoch[40](1015/26): Loss 1.0651, Sem 0.8664, dir -0.1882, norm 0.3869, swav 0.0000 LR: 9.082e-02 Score 72.041 Data time: 0.3197, Forward time: 2.2800, Backward time: 3.1169, DDP time: 0.0043, Total iter time: 6.7053 [2020-11-05 15:12:05,918][root][INFO] - ===> Epoch[40](1016/26): Loss 1.3421, Sem 0.9779, dir -0.1563, norm 0.5205, swav 0.0000 LR: 9.081e-02 Score 69.447 Data time: 0.2091, Forward time: 2.2800, Backward time: 3.1179, DDP time: 0.0043, Total iter time: 6.7793 [2020-11-05 15:12:11,806][root][INFO] - ===> Epoch[40](1017/26): Loss 1.2001, Sem 0.8255, dir -0.1552, norm 0.5298, swav 0.0000 LR: 9.080e-02 Score 74.691 Data time: 0.2146, Forward time: 2.2799, Backward time: 3.1181, DDP time: 0.0043, Total iter time: 5.7476 [2020-11-05 15:12:17,176][root][INFO] - ===> Epoch[40](1018/26): Loss 1.2004, Sem 0.9329, dir -0.1948, norm 0.4623, swav 0.0000 LR: 9.079e-02 Score 71.979 Data time: 0.2503, Forward time: 2.2801, Backward time: 3.1174, DDP time: 0.0043, Total iter time: 5.2500 [2020-11-05 15:12:23,248][root][INFO] - ===> Epoch[40](1019/26): Loss 1.4443, Sem 1.1007, dir -0.2171, norm 0.5607, swav 0.0000 LR: 9.078e-02 Score 64.204 Data time: 0.1839, Forward time: 2.2799, Backward time: 3.1179, DDP time: 0.0043, Total iter time: 5.9369 [2020-11-05 15:12:29,480][root][INFO] - ===> Epoch[40](1020/26): Loss 1.3628, Sem 1.0344, dir -0.2073, norm 0.5357, swav 0.0000 LR: 9.077e-02 Score 66.962 Data time: 0.2569, Forward time: 2.2804, Backward time: 3.1178, DDP time: 0.0043, Total iter time: 6.1325 [2020-11-05 15:12:34,991][root][INFO] - ===> Epoch[40](1021/26): Loss 1.3203, Sem 1.0318, dir -0.1947, norm 0.4833, swav 0.0000 LR: 9.076e-02 Score 68.166 Data time: 0.2765, Forward time: 2.2809, Backward time: 3.1170, DDP time: 0.0043, Total iter time: 5.3563 [2020-11-05 15:12:42,392][root][INFO] - ===> Epoch[40](1022/26): Loss 1.1254, Sem 0.8343, dir -0.1983, norm 0.4895, swav 0.0000 LR: 9.075e-02 Score 72.003 Data time: 0.2024, Forward time: 2.2808, Backward time: 3.1185, DDP time: 0.0043, Total iter time: 7.2897 [2020-11-05 15:12:47,259][root][INFO] - ===> Epoch[40](1023/26): Loss 1.1317, Sem 0.8541, dir -0.2047, norm 0.4822, swav 0.0000 LR: 9.074e-02 Score 73.495 Data time: 0.1351, Forward time: 2.2800, Backward time: 3.1185, DDP time: 0.0043, Total iter time: 4.7350 [2020-11-05 15:12:53,054][root][INFO] - ===> Epoch[40](1024/26): Loss 1.2177, Sem 0.8925, dir -0.1854, norm 0.5106, swav 0.0000 LR: 9.074e-02 Score 71.722 Data time: 0.2304, Forward time: 2.2802, Backward time: 3.1184, DDP time: 0.0043, Total iter time: 5.7328 [2020-11-05 15:12:58,965][root][INFO] - ===> Epoch[40](1025/26): Loss 1.2219, Sem 0.8913, dir -0.1932, norm 0.5238, swav 0.0000 LR: 9.073e-02 Score 72.328 Data time: 0.2094, Forward time: 2.2801, Backward time: 3.1187, DDP time: 0.0043, Total iter time: 5.7970 [2020-11-05 15:13:03,837][root][INFO] - ===> Epoch[40](1026/26): Loss 1.2487, Sem 0.8694, dir -0.1729, norm 0.5522, swav 0.0000 LR: 9.072e-02 Score 72.983 Data time: 0.2243, Forward time: 2.2803, Backward time: 3.1176, DDP time: 0.0043, Total iter time: 4.7619 [2020-11-05 15:13:11,027][root][INFO] - ===> Epoch[40](1027/26): Loss 1.2538, Sem 0.9420, dir -0.1548, norm 0.4666, swav 0.0000 LR: 9.071e-02 Score 70.631 Data time: 0.1945, Forward time: 2.2801, Backward time: 3.1191, DDP time: 0.0043, Total iter time: 7.0698 [2020-11-05 15:13:17,393][root][INFO] - ===> Epoch[40](1028/26): Loss 1.2815, Sem 1.0145, dir -0.1740, norm 0.4410, swav 0.0000 LR: 9.070e-02 Score 69.017 Data time: 0.1966, Forward time: 2.2796, Backward time: 3.1200, DDP time: 0.0043, Total iter time: 6.2515 [2020-11-05 15:13:24,132][root][INFO] - ===> Epoch[40](1029/26): Loss 1.2935, Sem 0.9853, dir -0.2277, norm 0.5358, swav 0.0000 LR: 9.069e-02 Score 67.650 Data time: 0.3149, Forward time: 2.2807, Backward time: 3.1199, DDP time: 0.0043, Total iter time: 6.6538 [2020-11-05 15:13:29,512][root][INFO] - ===> Epoch[40](1030/26): Loss 1.2388, Sem 0.9168, dir -0.1605, norm 0.4825, swav 0.0000 LR: 9.068e-02 Score 72.135 Data time: 0.1895, Forward time: 2.2806, Backward time: 3.1196, DDP time: 0.0043, Total iter time: 5.2488 [2020-11-05 15:13:36,871][root][INFO] - ===> Epoch[40](1031/26): Loss 1.3603, Sem 1.0416, dir -0.1994, norm 0.5181, swav 0.0000 LR: 9.067e-02 Score 66.620 Data time: 0.2169, Forward time: 2.2806, Backward time: 3.1210, DDP time: 0.0043, Total iter time: 7.2108 [2020-11-05 15:13:43,271][root][INFO] - ===> Epoch[40](1032/26): Loss 1.2868, Sem 0.9665, dir -0.1958, norm 0.5161, swav 0.0000 LR: 9.066e-02 Score 70.543 Data time: 0.1289, Forward time: 2.2797, Backward time: 3.1225, DDP time: 0.0043, Total iter time: 6.2684 [2020-11-05 15:13:50,050][root][INFO] - ===> Epoch[40](1033/26): Loss 1.2380, Sem 0.9121, dir -0.1618, norm 0.4876, swav 0.0000 LR: 9.065e-02 Score 71.804 Data time: 0.2294, Forward time: 2.2800, Backward time: 3.1232, DDP time: 0.0043, Total iter time: 6.6809 [2020-11-05 15:13:55,134][root][INFO] - ===> Epoch[40](1034/26): Loss 1.2872, Sem 0.9508, dir -0.1871, norm 0.5235, swav 0.0000 LR: 9.064e-02 Score 70.569 Data time: 0.1639, Forward time: 2.2795, Backward time: 3.1230, DDP time: 0.0043, Total iter time: 4.9442 [2020-11-05 15:14:02,839][root][INFO] - ===> Epoch[40](1035/26): Loss 1.3250, Sem 0.9862, dir -0.1798, norm 0.5186, swav 0.0000 LR: 9.064e-02 Score 71.213 Data time: 0.1790, Forward time: 2.2791, Backward time: 3.1252, DDP time: 0.0043, Total iter time: 7.5954 [2020-11-05 15:14:07,926][root][INFO] - ===> Epoch[40](1036/26): Loss 1.0939, Sem 0.8031, dir -0.1661, norm 0.4570, swav 0.0000 LR: 9.063e-02 Score 74.730 Data time: 0.1869, Forward time: 2.2790, Backward time: 3.1247, DDP time: 0.0043, Total iter time: 4.9802 [2020-11-05 15:14:13,512][root][INFO] - ===> Epoch[40](1037/26): Loss 1.2488, Sem 0.9525, dir -0.1821, norm 0.4785, swav 0.0000 LR: 9.062e-02 Score 69.120 Data time: 0.1760, Forward time: 2.2785, Backward time: 3.1250, DDP time: 0.0043, Total iter time: 5.4576 [2020-11-05 15:14:19,094][root][INFO] - ===> Epoch[40](1038/26): Loss 1.2423, Sem 1.0420, dir -0.2549, norm 0.4552, swav 0.0000 LR: 9.061e-02 Score 68.244 Data time: 0.1811, Forward time: 2.2780, Backward time: 3.1252, DDP time: 0.0043, Total iter time: 5.4769 [2020-11-05 15:14:24,432][root][INFO] - ===> Epoch[40](1039/26): Loss 1.2155, Sem 0.9389, dir -0.2255, norm 0.5020, swav 0.0000 LR: 9.060e-02 Score 70.703 Data time: 0.2244, Forward time: 2.2780, Backward time: 3.1248, DDP time: 0.0043, Total iter time: 5.2199 [2020-11-05 15:14:29,962][root][INFO] - ===> Epoch[40](1040/26): Loss 1.1992, Sem 0.8749, dir -0.1948, norm 0.5192, swav 0.0000 LR: 9.059e-02 Score 74.949 Data time: 0.2637, Forward time: 2.2783, Backward time: 3.1242, DDP time: 0.0043, Total iter time: 5.4090 [2020-11-05 15:14:35,505][root][INFO] - ===> Epoch[41](1041/26): Loss 1.1918, Sem 0.9167, dir -0.1934, norm 0.4685, swav 0.0000 LR: 9.058e-02 Score 74.307 Data time: 0.2018, Forward time: 2.2784, Backward time: 3.1238, DDP time: 0.0043, Total iter time: 5.3803 [2020-11-05 15:14:42,757][root][INFO] - ===> Epoch[41](1042/26): Loss 1.2767, Sem 1.0411, dir -0.2133, norm 0.4488, swav 0.0000 LR: 9.057e-02 Score 69.660 Data time: 0.1893, Forward time: 2.2781, Backward time: 3.1254, DDP time: 0.0043, Total iter time: 7.1250 [2020-11-05 15:14:48,659][root][INFO] - ===> Epoch[41](1043/26): Loss 1.3189, Sem 1.0311, dir -0.2193, norm 0.5071, swav 0.0000 LR: 9.056e-02 Score 67.355 Data time: 0.2467, Forward time: 2.2787, Backward time: 3.1249, DDP time: 0.0043, Total iter time: 5.7931 [2020-11-05 15:14:54,802][root][INFO] - ===> Epoch[41](1044/26): Loss 1.1969, Sem 0.9005, dir -0.1717, norm 0.4681, swav 0.0000 LR: 9.055e-02 Score 70.311 Data time: 0.1557, Forward time: 2.2781, Backward time: 3.1258, DDP time: 0.0043, Total iter time: 6.0142 [2020-11-05 15:15:01,023][root][INFO] - ===> Epoch[41](1045/26): Loss 1.3066, Sem 1.0151, dir -0.1628, norm 0.4543, swav 0.0000 LR: 9.054e-02 Score 68.375 Data time: 0.2443, Forward time: 2.2783, Backward time: 3.1260, DDP time: 0.0043, Total iter time: 6.0985 [2020-11-05 15:15:08,095][root][INFO] - ===> Epoch[41](1046/26): Loss 1.3068, Sem 0.9713, dir -0.1577, norm 0.4932, swav 0.0000 LR: 9.054e-02 Score 69.117 Data time: 0.2474, Forward time: 2.2785, Backward time: 3.1269, DDP time: 0.0043, Total iter time: 6.9533 [2020-11-05 15:15:13,749][root][INFO] - ===> Epoch[41](1047/26): Loss 1.3056, Sem 0.9364, dir -0.1983, norm 0.5675, swav 0.0000 LR: 9.053e-02 Score 72.637 Data time: 0.2586, Forward time: 2.2791, Backward time: 3.1262, DDP time: 0.0043, Total iter time: 5.5307 [2020-11-05 15:15:18,941][root][INFO] - ===> Epoch[41](1048/26): Loss 1.2776, Sem 0.8814, dir -0.1876, norm 0.5837, swav 0.0000 LR: 9.052e-02 Score 72.715 Data time: 0.2377, Forward time: 2.2795, Backward time: 3.1253, DDP time: 0.0043, Total iter time: 5.0781 [2020-11-05 15:15:24,307][root][INFO] - ===> Epoch[41](1049/26): Loss 1.1729, Sem 0.9769, dir -0.2256, norm 0.4217, swav 0.0000 LR: 9.051e-02 Score 68.788 Data time: 0.1968, Forward time: 2.2793, Backward time: 3.1249, DDP time: 0.0043, Total iter time: 5.2274 [2020-11-05 15:15:28,942][root][INFO] - ===> Epoch[41](1050/26): Loss 1.1445, Sem 0.8664, dir -0.1844, norm 0.4625, swav 0.0000 LR: 9.050e-02 Score 72.917 Data time: 0.2220, Forward time: 2.2793, Backward time: 3.1239, DDP time: 0.0043, Total iter time: 4.5373 [2020-11-05 15:15:33,243][root][INFO] - ===> Epoch[41](1051/26): Loss 1.2610, Sem 0.9156, dir -0.1734, norm 0.5188, swav 0.0000 LR: 9.049e-02 Score 72.895 Data time: 0.2386, Forward time: 2.2792, Backward time: 3.1227, DDP time: 0.0043, Total iter time: 4.2055 [2020-11-05 15:15:38,702][root][INFO] - ===> Epoch[41](1052/26): Loss 1.2201, Sem 0.8979, dir -0.1823, norm 0.5044, swav 0.0000 LR: 9.048e-02 Score 70.761 Data time: 0.1837, Forward time: 2.2788, Backward time: 3.1227, DDP time: 0.0043, Total iter time: 5.3660 [2020-11-05 15:15:43,683][root][INFO] - ===> Epoch[41](1053/26): Loss 1.3779, Sem 1.0724, dir -0.1699, norm 0.4754, swav 0.0000 LR: 9.047e-02 Score 67.544 Data time: 0.2309, Forward time: 2.2788, Backward time: 3.1220, DDP time: 0.0043, Total iter time: 4.8861 [2020-11-05 15:15:49,743][root][INFO] - ===> Epoch[41](1054/26): Loss 1.2666, Sem 0.9641, dir -0.1912, norm 0.4937, swav 0.0000 LR: 9.046e-02 Score 71.846 Data time: 0.2757, Forward time: 2.2792, Backward time: 3.1218, DDP time: 0.0043, Total iter time: 5.9443 [2020-11-05 15:15:55,914][root][INFO] - ===> Epoch[41](1055/26): Loss 1.3217, Sem 0.9315, dir -0.1647, norm 0.5549, swav 0.0000 LR: 9.045e-02 Score 70.369 Data time: 0.3075, Forward time: 2.2800, Backward time: 3.1213, DDP time: 0.0043, Total iter time: 6.0571 [2020-11-05 15:16:02,473][root][INFO] - ===> Epoch[41](1056/26): Loss 1.2723, Sem 1.0002, dir -0.2276, norm 0.4996, swav 0.0000 LR: 9.044e-02 Score 68.128 Data time: 0.2611, Forward time: 2.2807, Backward time: 3.1213, DDP time: 0.0043, Total iter time: 6.4167 [2020-11-05 15:16:07,815][root][INFO] - ===> Epoch[41](1057/26): Loss 1.3444, Sem 1.0455, dir -0.2158, norm 0.5147, swav 0.0000 LR: 9.044e-02 Score 67.121 Data time: 0.1794, Forward time: 2.2804, Backward time: 3.1212, DDP time: 0.0043, Total iter time: 5.2155 [2020-11-05 15:16:12,418][root][INFO] - ===> Epoch[41](1058/26): Loss 1.2665, Sem 0.9419, dir -0.1810, norm 0.5056, swav 0.0000 LR: 9.043e-02 Score 73.576 Data time: 0.1870, Forward time: 2.2800, Backward time: 3.1205, DDP time: 0.0043, Total iter time: 4.5159 [2020-11-05 15:16:19,237][root][INFO] - ===> Epoch[41](1059/26): Loss 1.3030, Sem 1.0167, dir -0.1920, norm 0.4784, swav 0.0000 LR: 9.042e-02 Score 69.612 Data time: 0.2997, Forward time: 2.2804, Backward time: 3.1209, DDP time: 0.0043, Total iter time: 6.7217 [2020-11-05 15:16:25,651][root][INFO] - ===> Epoch[41](1060/26): Loss 1.1693, Sem 0.8509, dir -0.1824, norm 0.5009, swav 0.0000 LR: 9.041e-02 Score 73.815 Data time: 0.2002, Forward time: 2.2804, Backward time: 3.1215, DDP time: 0.0043, Total iter time: 6.2841 [2020-11-05 15:16:30,971][root][INFO] - ===> Epoch[41](1061/26): Loss 1.1576, Sem 0.8998, dir -0.2084, norm 0.4661, swav 0.0000 LR: 9.040e-02 Score 70.746 Data time: 0.1820, Forward time: 2.2801, Backward time: 3.1214, DDP time: 0.0043, Total iter time: 5.2093 [2020-11-05 15:16:37,486][root][INFO] - ===> Epoch[41](1062/26): Loss 1.0471, Sem 0.8552, dir -0.2187, norm 0.4106, swav 0.0000 LR: 9.039e-02 Score 73.110 Data time: 0.1833, Forward time: 2.2796, Backward time: 3.1225, DDP time: 0.0043, Total iter time: 6.4219 [2020-11-05 15:16:43,962][root][INFO] - ===> Epoch[41](1063/26): Loss 1.2751, Sem 0.8785, dir -0.1485, norm 0.5451, swav 0.0000 LR: 9.038e-02 Score 70.875 Data time: 0.2198, Forward time: 2.2795, Backward time: 3.1233, DDP time: 0.0043, Total iter time: 6.3891 [2020-11-05 15:16:49,388][root][INFO] - ===> Epoch[41](1064/26): Loss 1.3967, Sem 0.9866, dir -0.1415, norm 0.5515, swav 0.0000 LR: 9.037e-02 Score 71.937 Data time: 0.2418, Forward time: 2.2797, Backward time: 3.1227, DDP time: 0.0043, Total iter time: 5.3135 [2020-11-05 15:16:55,165][root][INFO] - ===> Epoch[41](1065/26): Loss 1.1794, Sem 0.9082, dir -0.1969, norm 0.4681, swav 0.0000 LR: 9.036e-02 Score 70.484 Data time: 0.2219, Forward time: 2.2797, Backward time: 3.1226, DDP time: 0.0043, Total iter time: 5.6359 [2020-11-05 15:17:01,783][root][INFO] - ===> Epoch[41](1066/26): Loss 1.3189, Sem 0.9315, dir -0.1599, norm 0.5473, swav 0.0000 LR: 9.035e-02 Score 71.214 Data time: 0.2666, Forward time: 2.2801, Backward time: 3.1229, DDP time: 0.0043, Total iter time: 6.4820 [2020-11-05 15:17:06,713][root][INFO] - ===> Epoch[42](1067/26): Loss 1.2684, Sem 0.8960, dir -0.1501, norm 0.5225, swav 0.0000 LR: 9.034e-02 Score 71.244 Data time: 0.2234, Forward time: 2.2803, Backward time: 3.1219, DDP time: 0.0043, Total iter time: 4.8212 [2020-11-05 15:17:12,092][root][INFO] - ===> Epoch[42](1068/26): Loss 1.2145, Sem 0.9626, dir -0.2395, norm 0.4915, swav 0.0000 LR: 9.034e-02 Score 70.146 Data time: 0.1772, Forward time: 2.2799, Backward time: 3.1219, DDP time: 0.0043, Total iter time: 5.2576 [2020-11-05 15:17:16,524][root][INFO] - ===> Epoch[42](1069/26): Loss 1.2920, Sem 0.9969, dir -0.1970, norm 0.4922, swav 0.0000 LR: 9.033e-02 Score 69.245 Data time: 0.2018, Forward time: 2.2797, Backward time: 3.1209, DDP time: 0.0043, Total iter time: 4.3381 [2020-11-05 15:17:21,353][root][INFO] - ===> Epoch[42](1070/26): Loss 1.2246, Sem 0.8528, dir -0.1614, norm 0.5333, swav 0.0000 LR: 9.032e-02 Score 72.269 Data time: 0.2241, Forward time: 2.2797, Backward time: 3.1200, DDP time: 0.0043, Total iter time: 4.7268 [2020-11-05 15:17:27,097][root][INFO] - ===> Epoch[42](1071/26): Loss 1.3727, Sem 0.9551, dir -0.1614, norm 0.5790, swav 0.0000 LR: 9.031e-02 Score 72.448 Data time: 0.2566, Forward time: 2.2803, Backward time: 3.1194, DDP time: 0.0043, Total iter time: 5.6300 [2020-11-05 15:17:31,907][root][INFO] - ===> Epoch[42](1072/26): Loss 1.2971, Sem 1.0345, dir -0.2208, norm 0.4833, swav 0.0000 LR: 9.030e-02 Score 68.569 Data time: 0.2108, Forward time: 2.2802, Backward time: 3.1186, DDP time: 0.0043, Total iter time: 4.6736 [2020-11-05 15:17:39,134][root][INFO] - ===> Epoch[42](1073/26): Loss 1.3566, Sem 0.9478, dir -0.1663, norm 0.5751, swav 0.0000 LR: 9.029e-02 Score 70.209 Data time: 0.3238, Forward time: 2.2808, Backward time: 3.1192, DDP time: 0.0043, Total iter time: 7.1138 [2020-11-05 15:17:44,926][root][INFO] - ===> Epoch[42](1074/26): Loss 1.2061, Sem 0.8894, dir -0.2029, norm 0.5196, swav 0.0000 LR: 9.028e-02 Score 72.940 Data time: 0.2233, Forward time: 2.2808, Backward time: 3.1191, DDP time: 0.0043, Total iter time: 5.6579 [2020-11-05 15:17:50,135][root][INFO] - ===> Epoch[42](1075/26): Loss 1.2611, Sem 0.9326, dir -0.1857, norm 0.5141, swav 0.0000 LR: 9.027e-02 Score 71.759 Data time: 0.1715, Forward time: 2.2806, Backward time: 3.1187, DDP time: 0.0043, Total iter time: 5.0873 [2020-11-05 15:17:55,850][root][INFO] - ===> Epoch[42](1076/26): Loss 1.3977, Sem 1.1119, dir -0.2281, norm 0.5139, swav 0.0000 LR: 9.026e-02 Score 65.070 Data time: 0.1699, Forward time: 2.2802, Backward time: 3.1191, DDP time: 0.0043, Total iter time: 5.5847 [2020-11-05 15:18:01,583][root][INFO] - ===> Epoch[42](1077/26): Loss 1.2471, Sem 0.9553, dir -0.2169, norm 0.5087, swav 0.0000 LR: 9.025e-02 Score 70.607 Data time: 0.1975, Forward time: 2.2800, Backward time: 3.1192, DDP time: 0.0043, Total iter time: 5.6226 [2020-11-05 15:18:06,503][root][INFO] - ===> Epoch[42](1078/26): Loss 1.3082, Sem 1.0054, dir -0.1803, norm 0.4831, swav 0.0000 LR: 9.024e-02 Score 71.476 Data time: 0.2144, Forward time: 2.2799, Backward time: 3.1185, DDP time: 0.0043, Total iter time: 4.7885 [2020-11-05 15:18:12,689][root][INFO] - ===> Epoch[42](1079/26): Loss 1.2118, Sem 0.8914, dir -0.1890, norm 0.5094, swav 0.0000 LR: 9.024e-02 Score 72.254 Data time: 0.2977, Forward time: 2.2806, Backward time: 3.1180, DDP time: 0.0043, Total iter time: 6.0516 [2020-11-05 15:18:18,339][root][INFO] - ===> Epoch[42](1080/26): Loss 1.0672, Sem 0.7655, dir -0.1894, norm 0.4911, swav 0.0000 LR: 9.023e-02 Score 75.446 Data time: 0.2370, Forward time: 2.2805, Backward time: 3.1180, DDP time: 0.0043, Total iter time: 5.5231 [2020-11-05 15:18:24,544][root][INFO] - ===> Epoch[42](1081/26): Loss 1.2528, Sem 0.9114, dir -0.1852, norm 0.5266, swav 0.0000 LR: 9.022e-02 Score 72.461 Data time: 0.3080, Forward time: 2.2813, Backward time: 3.1176, DDP time: 0.0043, Total iter time: 6.1185 [2020-11-05 15:18:30,726][root][INFO] - ===> Epoch[42](1082/26): Loss 1.3055, Sem 1.0395, dir -0.2277, norm 0.4937, swav 0.0000 LR: 9.021e-02 Score 68.941 Data time: 0.1819, Forward time: 2.2810, Backward time: 3.1182, DDP time: 0.0043, Total iter time: 6.0609 [2020-11-05 15:18:36,047][root][INFO] - ===> Epoch[42](1083/26): Loss 1.2764, Sem 0.9642, dir -0.2151, norm 0.5272, swav 0.0000 LR: 9.020e-02 Score 72.101 Data time: 0.2218, Forward time: 2.2812, Backward time: 3.1177, DDP time: 0.0043, Total iter time: 5.2465 [2020-11-05 15:18:42,407][root][INFO] - ===> Epoch[42](1084/26): Loss 1.3423, Sem 1.0473, dir -0.1686, norm 0.4635, swav 0.0000 LR: 9.019e-02 Score 66.717 Data time: 0.1864, Forward time: 2.2808, Backward time: 3.1185, DDP time: 0.0043, Total iter time: 6.2383 [2020-11-05 15:18:49,585][root][INFO] - ===> Epoch[42](1085/26): Loss 1.1594, Sem 0.8343, dir -0.1604, norm 0.4854, swav 0.0000 LR: 9.018e-02 Score 75.744 Data time: 0.2657, Forward time: 2.2811, Backward time: 3.1194, DDP time: 0.0043, Total iter time: 7.0914 [2020-11-05 15:18:56,154][root][INFO] - ===> Epoch[42](1086/26): Loss 1.1688, Sem 0.8679, dir -0.1470, norm 0.4479, swav 0.0000 LR: 9.017e-02 Score 73.578 Data time: 0.2399, Forward time: 2.2813, Backward time: 3.1199, DDP time: 0.0043, Total iter time: 6.4471 [2020-11-05 15:19:02,606][root][INFO] - ===> Epoch[42](1087/26): Loss 1.3591, Sem 0.9916, dir -0.1441, norm 0.5117, swav 0.0000 LR: 9.016e-02 Score 67.969 Data time: 0.2329, Forward time: 2.2814, Backward time: 3.1203, DDP time: 0.0043, Total iter time: 6.3234 [2020-11-05 15:19:08,573][root][INFO] - ===> Epoch[42](1088/26): Loss 1.0383, Sem 0.7793, dir -0.1718, norm 0.4308, swav 0.0000 LR: 9.015e-02 Score 73.522 Data time: 0.2867, Forward time: 2.2821, Backward time: 3.1198, DDP time: 0.0043, Total iter time: 5.8494 [2020-11-05 15:19:14,783][root][INFO] - ===> Epoch[42](1089/26): Loss 1.3046, Sem 1.0258, dir -0.2545, norm 0.5333, swav 0.0000 LR: 9.014e-02 Score 69.286 Data time: 0.1616, Forward time: 2.2818, Backward time: 3.1204, DDP time: 0.0043, Total iter time: 6.0754 [2020-11-05 15:19:19,982][root][INFO] - ===> Epoch[42](1090/26): Loss 1.3005, Sem 0.8952, dir -0.1869, norm 0.5922, swav 0.0000 LR: 9.014e-02 Score 72.967 Data time: 0.2145, Forward time: 2.2813, Backward time: 3.1204, DDP time: 0.0043, Total iter time: 5.1027 [2020-11-05 15:19:25,453][root][INFO] - ===> Epoch[42](1091/26): Loss 1.3071, Sem 0.9921, dir -0.2131, norm 0.5281, swav 0.0000 LR: 9.013e-02 Score 69.266 Data time: 0.2189, Forward time: 2.2814, Backward time: 3.1201, DDP time: 0.0043, Total iter time: 5.4031 [2020-11-05 15:19:31,566][root][INFO] - ===> Epoch[42](1092/26): Loss 1.1840, Sem 0.8998, dir -0.1903, norm 0.4745, swav 0.0000 LR: 9.012e-02 Score 72.718 Data time: 0.2117, Forward time: 2.2813, Backward time: 3.1204, DDP time: 0.0043, Total iter time: 6.0026 [2020-11-05 15:19:36,751][root][INFO] - ===> Epoch[43](1093/26): Loss 1.2168, Sem 0.9148, dir -0.2121, norm 0.5141, swav 0.0000 LR: 9.011e-02 Score 70.917 Data time: 0.2767, Forward time: 2.2816, Backward time: 3.1196, DDP time: 0.0043, Total iter time: 5.0799 [2020-11-05 15:19:42,648][root][INFO] - ===> Epoch[43](1094/26): Loss 1.2205, Sem 0.8554, dir -0.1887, norm 0.5537, swav 0.0000 LR: 9.010e-02 Score 72.687 Data time: 0.1586, Forward time: 2.2810, Backward time: 3.1202, DDP time: 0.0043, Total iter time: 5.7790 [2020-11-05 15:19:48,145][root][INFO] - ===> Epoch[43](1095/26): Loss 1.2084, Sem 0.8764, dir -0.2213, norm 0.5533, swav 0.0000 LR: 9.009e-02 Score 74.837 Data time: 0.2081, Forward time: 2.2809, Backward time: 3.1200, DDP time: 0.0043, Total iter time: 5.3983 [2020-11-05 15:19:54,028][root][INFO] - ===> Epoch[43](1096/26): Loss 1.0935, Sem 0.8462, dir -0.2085, norm 0.4558, swav 0.0000 LR: 9.008e-02 Score 73.039 Data time: 0.2121, Forward time: 2.2809, Backward time: 3.1202, DDP time: 0.0043, Total iter time: 5.7723 [2020-11-05 15:19:58,477][root][INFO] - ===> Epoch[43](1097/26): Loss 1.1727, Sem 0.8681, dir -0.1751, norm 0.4796, swav 0.0000 LR: 9.007e-02 Score 72.727 Data time: 0.1916, Forward time: 2.2806, Backward time: 3.1192, DDP time: 0.0043, Total iter time: 4.3209 [2020-11-05 15:20:04,534][root][INFO] - ===> Epoch[43](1098/26): Loss 1.2414, Sem 1.0025, dir -0.2362, norm 0.4751, swav 0.0000 LR: 9.006e-02 Score 70.172 Data time: 0.1598, Forward time: 2.2800, Backward time: 3.1201, DDP time: 0.0043, Total iter time: 5.9566 [2020-11-05 15:20:09,141][root][INFO] - ===> Epoch[43](1099/26): Loss 1.1491, Sem 0.9254, dir -0.2151, norm 0.4388, swav 0.0000 LR: 9.005e-02 Score 70.232 Data time: 0.1887, Forward time: 2.2797, Backward time: 3.1193, DDP time: 0.0043, Total iter time: 4.5104 [2020-11-05 15:20:13,715][root][INFO] - ===> Epoch[43](1100/26): Loss 1.2368, Sem 0.8851, dir -0.1337, norm 0.4854, swav 0.0000 LR: 9.004e-02 Score 72.737 Data time: 0.1920, Forward time: 2.2794, Backward time: 3.1186, DDP time: 0.0043, Total iter time: 4.4632 [2020-11-05 15:20:18,435][root][INFO] - ===> Epoch[43](1101/26): Loss 1.0763, Sem 0.8593, dir -0.2083, norm 0.4253, swav 0.0000 LR: 9.004e-02 Score 73.990 Data time: 0.2252, Forward time: 2.2795, Backward time: 3.1175, DDP time: 0.0043, Total iter time: 4.6232 [2020-11-05 15:20:25,327][root][INFO] - ===> Epoch[43](1102/26): Loss 1.2455, Sem 0.9338, dir -0.1661, norm 0.4779, swav 0.0000 LR: 9.003e-02 Score 69.978 Data time: 0.2085, Forward time: 2.2793, Backward time: 3.1186, DDP time: 0.0043, Total iter time: 6.7746 [2020-11-05 15:20:32,006][root][INFO] - ===> Epoch[43](1103/26): Loss 1.3216, Sem 0.9904, dir -0.1832, norm 0.5143, swav 0.0000 LR: 9.002e-02 Score 67.309 Data time: 0.1670, Forward time: 2.2789, Backward time: 3.1198, DDP time: 0.0043, Total iter time: 6.5752 [2020-11-05 15:20:38,146][root][INFO] - ===> Epoch[43](1104/26): Loss 1.1941, Sem 0.8886, dir -0.1627, norm 0.4682, swav 0.0000 LR: 9.001e-02 Score 73.650 Data time: 0.1825, Forward time: 2.2787, Backward time: 3.1203, DDP time: 0.0043, Total iter time: 6.0792 [2020-11-05 15:20:43,249][root][INFO] - ===> Epoch[43](1105/26): Loss 1.1908, Sem 0.8380, dir -0.1788, norm 0.5316, swav 0.0000 LR: 9.000e-02 Score 73.975 Data time: 0.1812, Forward time: 2.2783, Backward time: 3.1202, DDP time: 0.0043, Total iter time: 4.9827 [2020-11-05 15:20:48,679][root][INFO] - ===> Epoch[43](1106/26): Loss 1.3681, Sem 1.0145, dir -0.1604, norm 0.5140, swav 0.0000 LR: 8.999e-02 Score 66.567 Data time: 0.2164, Forward time: 2.2782, Backward time: 3.1200, DDP time: 0.0043, Total iter time: 5.3335 [2020-11-05 15:20:54,066][root][INFO] - ===> Epoch[43](1107/26): Loss 1.2417, Sem 1.0238, dir -0.2160, norm 0.4338, swav 0.0000 LR: 8.998e-02 Score 66.897 Data time: 0.2576, Forward time: 2.2781, Backward time: 3.1197, DDP time: 0.0043, Total iter time: 5.2710 [2020-11-05 15:20:59,456][root][INFO] - ===> Epoch[43](1108/26): Loss 1.2112, Sem 0.9290, dir -0.1849, norm 0.4670, swav 0.0000 LR: 8.997e-02 Score 70.101 Data time: 0.2248, Forward time: 2.2780, Backward time: 3.1193, DDP time: 0.0043, Total iter time: 5.2870 [2020-11-05 15:21:04,165][root][INFO] - ===> Epoch[43](1109/26): Loss 0.9969, Sem 0.7680, dir -0.2167, norm 0.4455, swav 0.0000 LR: 8.996e-02 Score 76.782 Data time: 0.2314, Forward time: 2.2779, Backward time: 3.1185, DDP time: 0.0043, Total iter time: 4.5815 [2020-11-05 15:21:10,059][root][INFO] - ===> Epoch[43](1110/26): Loss 1.1610, Sem 0.8973, dir -0.1888, norm 0.4524, swav 0.0000 LR: 8.995e-02 Score 73.165 Data time: 0.2574, Forward time: 2.2784, Backward time: 3.1181, DDP time: 0.0043, Total iter time: 5.7983 [2020-11-05 15:21:16,250][root][INFO] - ===> Epoch[43](1111/26): Loss 1.1815, Sem 0.8929, dir -0.1817, norm 0.4703, swav 0.0000 LR: 8.994e-02 Score 71.271 Data time: 0.2427, Forward time: 2.2786, Backward time: 3.1182, DDP time: 0.0043, Total iter time: 6.0541 [2020-11-05 15:21:21,414][root][INFO] - ===> Epoch[43](1112/26): Loss 1.0840, Sem 0.9071, dir -0.2294, norm 0.4063, swav 0.0000 LR: 8.993e-02 Score 72.133 Data time: 0.1893, Forward time: 2.2784, Backward time: 3.1178, DDP time: 0.0043, Total iter time: 5.0394 [2020-11-05 15:21:26,610][root][INFO] - ===> Epoch[43](1113/26): Loss 1.4183, Sem 0.8555, dir -0.0781, norm 0.6409, swav 0.0000 LR: 8.993e-02 Score 73.934 Data time: 0.1785, Forward time: 2.2780, Backward time: 3.1177, DDP time: 0.0043, Total iter time: 5.1118 [2020-11-05 15:21:32,365][root][INFO] - ===> Epoch[43](1114/26): Loss 1.3257, Sem 0.9199, dir -0.1134, norm 0.5192, swav 0.0000 LR: 8.992e-02 Score 70.846 Data time: 0.2720, Forward time: 2.2786, Backward time: 3.1171, DDP time: 0.0043, Total iter time: 5.6504 [2020-11-05 15:21:38,135][root][INFO] - ===> Epoch[43](1115/26): Loss 1.2614, Sem 0.9968, dir -0.1429, norm 0.4074, swav 0.0000 LR: 8.991e-02 Score 70.073 Data time: 0.2578, Forward time: 2.2787, Backward time: 3.1169, DDP time: 0.0043, Total iter time: 5.6245 [2020-11-05 15:21:43,698][root][INFO] - ===> Epoch[43](1116/26): Loss 1.2358, Sem 0.8398, dir -0.1047, norm 0.5007, swav 0.0000 LR: 8.990e-02 Score 73.879 Data time: 0.2767, Forward time: 2.2792, Backward time: 3.1162, DDP time: 0.0043, Total iter time: 5.4569 [2020-11-05 15:21:48,782][root][INFO] - ===> Epoch[43](1117/26): Loss 1.4914, Sem 0.9968, dir -0.1301, norm 0.6248, swav 0.0000 LR: 8.989e-02 Score 68.614 Data time: 0.2278, Forward time: 2.2794, Backward time: 3.1154, DDP time: 0.0043, Total iter time: 4.9689 [2020-11-05 15:21:54,415][root][INFO] - ===> Epoch[43](1118/26): Loss 1.2818, Sem 0.8798, dir -0.1621, norm 0.5641, swav 0.0000 LR: 8.988e-02 Score 72.202 Data time: 0.1843, Forward time: 2.2791, Backward time: 3.1156, DDP time: 0.0043, Total iter time: 5.5246 [2020-11-05 15:21:59,546][root][INFO] - ===> Epoch[44](1119/26): Loss 1.3677, Sem 0.9281, dir -0.1722, norm 0.6118, swav 0.0000 LR: 8.987e-02 Score 70.498 Data time: 0.2419, Forward time: 2.2794, Backward time: 3.1147, DDP time: 0.0043, Total iter time: 5.0327 [2020-11-05 15:22:07,311][root][INFO] - ===> Epoch[44](1120/26): Loss 1.3475, Sem 0.9753, dir -0.1824, norm 0.5546, swav 0.0000 LR: 8.986e-02 Score 70.333 Data time: 0.2379, Forward time: 2.2796, Backward time: 3.1162, DDP time: 0.0043, Total iter time: 7.6472 [2020-11-05 15:22:13,266][root][INFO] - ===> Epoch[44](1121/26): Loss 1.2923, Sem 0.8664, dir -0.1668, norm 0.5927, swav 0.0000 LR: 8.985e-02 Score 73.013 Data time: 0.2123, Forward time: 2.2796, Backward time: 3.1163, DDP time: 0.0043, Total iter time: 5.8206 [2020-11-05 15:22:17,817][root][INFO] - ===> Epoch[44](1122/26): Loss 1.2457, Sem 0.8413, dir -0.1399, norm 0.5444, swav 0.0000 LR: 8.984e-02 Score 73.585 Data time: 0.1646, Forward time: 2.2791, Backward time: 3.1158, DDP time: 0.0043, Total iter time: 4.4216 [2020-11-05 15:22:23,092][root][INFO] - ===> Epoch[44](1123/26): Loss 1.4104, Sem 1.1029, dir -0.2243, norm 0.5318, swav 0.0000 LR: 8.983e-02 Score 65.565 Data time: 0.2024, Forward time: 2.2789, Backward time: 3.1155, DDP time: 0.0043, Total iter time: 5.1973 [2020-11-05 15:22:29,091][root][INFO] - ===> Epoch[44](1124/26): Loss 1.5916, Sem 1.0324, dir -0.0992, norm 0.6584, swav 0.0000 LR: 8.983e-02 Score 69.034 Data time: 0.2313, Forward time: 2.2790, Backward time: 3.1156, DDP time: 0.0043, Total iter time: 5.8875 [2020-11-05 15:22:34,614][root][INFO] - ===> Epoch[44](1125/26): Loss 1.3209, Sem 0.9159, dir -0.1476, norm 0.5526, swav 0.0000 LR: 8.982e-02 Score 71.787 Data time: 0.1586, Forward time: 2.2786, Backward time: 3.1158, DDP time: 0.0043, Total iter time: 5.3906 [2020-11-05 15:22:40,346][root][INFO] - ===> Epoch[44](1126/26): Loss 1.1662, Sem 0.8477, dir -0.1349, norm 0.4535, swav 0.0000 LR: 8.981e-02 Score 75.962 Data time: 0.2078, Forward time: 2.2785, Backward time: 3.1158, DDP time: 0.0043, Total iter time: 5.6484 [2020-11-05 15:22:46,187][root][INFO] - ===> Epoch[44](1127/26): Loss 1.1998, Sem 0.8550, dir -0.1724, norm 0.5172, swav 0.0000 LR: 8.980e-02 Score 73.285 Data time: 0.2184, Forward time: 2.2783, Backward time: 3.1160, DDP time: 0.0043, Total iter time: 5.7116 [2020-11-05 15:22:51,478][root][INFO] - ===> Epoch[44](1128/26): Loss 1.4271, Sem 0.9764, dir -0.1342, norm 0.5848, swav 0.0000 LR: 8.979e-02 Score 71.749 Data time: 0.2059, Forward time: 2.2784, Backward time: 3.1155, DDP time: 0.0043, Total iter time: 5.1924 [2020-11-05 15:22:58,183][root][INFO] - ===> Epoch[44](1129/26): Loss 1.2639, Sem 0.9153, dir -0.1824, norm 0.5310, swav 0.0000 LR: 8.978e-02 Score 72.640 Data time: 0.2274, Forward time: 2.2784, Backward time: 3.1163, DDP time: 0.0043, Total iter time: 6.5794 [2020-11-05 15:23:04,459][root][INFO] - ===> Epoch[44](1130/26): Loss 1.3204, Sem 0.9300, dir -0.1583, norm 0.5488, swav 0.0000 LR: 8.977e-02 Score 72.030 Data time: 0.2363, Forward time: 2.2787, Backward time: 3.1164, DDP time: 0.0043, Total iter time: 6.1555 [2020-11-05 15:23:11,706][root][INFO] - ===> Epoch[44](1131/26): Loss 1.3918, Sem 1.0065, dir -0.1536, norm 0.5390, swav 0.0000 LR: 8.976e-02 Score 71.009 Data time: 0.2300, Forward time: 2.2789, Backward time: 3.1174, DDP time: 0.0043, Total iter time: 7.1087 [2020-11-05 15:23:16,529][root][INFO] - ===> Epoch[44](1132/26): Loss 1.2081, Sem 0.9136, dir -0.1970, norm 0.4916, swav 0.0000 LR: 8.975e-02 Score 70.834 Data time: 0.2477, Forward time: 2.2788, Backward time: 3.1165, DDP time: 0.0043, Total iter time: 4.6761 [2020-11-05 15:23:23,539][root][INFO] - ===> Epoch[44](1133/26): Loss 1.2074, Sem 0.9234, dir -0.2018, norm 0.4858, swav 0.0000 LR: 8.974e-02 Score 70.761 Data time: 0.3363, Forward time: 2.2799, Backward time: 3.1164, DDP time: 0.0043, Total iter time: 6.9056 [2020-11-05 15:23:28,959][root][INFO] - ===> Epoch[44](1134/26): Loss 1.2219, Sem 0.8954, dir -0.1968, norm 0.5233, swav 0.0000 LR: 8.973e-02 Score 72.509 Data time: 0.2240, Forward time: 2.2802, Backward time: 3.1159, DDP time: 0.0043, Total iter time: 5.3093 [2020-11-05 15:23:37,108][root][INFO] - ===> Epoch[44](1135/26): Loss 1.2828, Sem 1.0095, dir -0.2428, norm 0.5161, swav 0.0000 LR: 8.973e-02 Score 68.651 Data time: 0.1890, Forward time: 2.2799, Backward time: 3.1181, DDP time: 0.0043, Total iter time: 8.0261 [2020-11-05 15:23:42,535][root][INFO] - ===> Epoch[44](1136/26): Loss 1.2956, Sem 0.9763, dir -0.1688, norm 0.4881, swav 0.0000 LR: 8.972e-02 Score 70.726 Data time: 0.1867, Forward time: 2.2797, Backward time: 3.1180, DDP time: 0.0044, Total iter time: 5.3249 [2020-11-05 15:23:48,652][root][INFO] - ===> Epoch[44](1137/26): Loss 1.1687, Sem 0.8612, dir -0.1668, norm 0.4742, swav 0.0000 LR: 8.971e-02 Score 73.769 Data time: 0.1929, Forward time: 2.2795, Backward time: 3.1185, DDP time: 0.0044, Total iter time: 5.9930 [2020-11-05 15:23:54,710][root][INFO] - ===> Epoch[44](1138/26): Loss 1.1590, Sem 0.8390, dir -0.2270, norm 0.5470, swav 0.0000 LR: 8.970e-02 Score 73.847 Data time: 0.2060, Forward time: 2.2792, Backward time: 3.1190, DDP time: 0.0044, Total iter time: 5.9406 [2020-11-05 15:24:00,941][root][INFO] - ===> Epoch[44](1139/26): Loss 1.2965, Sem 0.9343, dir -0.1581, norm 0.5203, swav 0.0000 LR: 8.969e-02 Score 69.362 Data time: 0.3167, Forward time: 2.2799, Backward time: 3.1186, DDP time: 0.0044, Total iter time: 6.1289 [2020-11-05 15:24:07,618][root][INFO] - ===> Epoch[44](1140/26): Loss 1.2799, Sem 0.9050, dir -0.1984, norm 0.5733, swav 0.0000 LR: 8.968e-02 Score 71.706 Data time: 0.2952, Forward time: 2.2805, Backward time: 3.1187, DDP time: 0.0044, Total iter time: 6.5515 [2020-11-05 15:24:13,243][root][INFO] - ===> Epoch[44](1141/26): Loss 1.3534, Sem 1.0209, dir -0.1614, norm 0.4938, swav 0.0000 LR: 8.967e-02 Score 66.967 Data time: 0.2121, Forward time: 2.2803, Backward time: 3.1187, DDP time: 0.0044, Total iter time: 5.4952 [2020-11-05 15:24:18,763][root][INFO] - ===> Epoch[44](1142/26): Loss 1.3358, Sem 0.9281, dir -0.1525, norm 0.5602, swav 0.0000 LR: 8.966e-02 Score 71.870 Data time: 0.1858, Forward time: 2.2801, Backward time: 3.1188, DDP time: 0.0044, Total iter time: 5.4302 [2020-11-05 15:24:23,781][root][INFO] - ===> Epoch[44](1143/26): Loss 1.2738, Sem 1.0036, dir -0.1966, norm 0.4668, swav 0.0000 LR: 8.965e-02 Score 69.788 Data time: 0.2097, Forward time: 2.2799, Backward time: 3.1183, DDP time: 0.0044, Total iter time: 4.9324 [2020-11-05 15:24:29,855][root][INFO] - ===> Epoch[44](1144/26): Loss 1.1342, Sem 0.8473, dir -0.1566, norm 0.4434, swav 0.0000 LR: 8.964e-02 Score 73.455 Data time: 0.2243, Forward time: 2.2799, Backward time: 3.1185, DDP time: 0.0044, Total iter time: 5.9684 [2020-11-05 15:24:34,826][root][INFO] - ===> Epoch[45](1145/26): Loss 1.1186, Sem 0.8387, dir -0.1841, norm 0.4640, swav 0.0000 LR: 8.963e-02 Score 72.372 Data time: 0.2008, Forward time: 2.2797, Backward time: 3.1180, DDP time: 0.0044, Total iter time: 4.8460 [2020-11-05 15:24:42,465][root][INFO] - ===> Epoch[45](1146/26): Loss 1.2313, Sem 0.9450, dir -0.1992, norm 0.4855, swav 0.0000 LR: 8.963e-02 Score 70.621 Data time: 0.1654, Forward time: 2.2792, Backward time: 3.1200, DDP time: 0.0044, Total iter time: 7.5225 [2020-11-05 15:24:48,350][root][INFO] - ===> Epoch[45](1147/26): Loss 1.2620, Sem 0.9126, dir -0.1671, norm 0.5164, swav 0.0000 LR: 8.962e-02 Score 72.627 Data time: 0.2290, Forward time: 2.2793, Backward time: 3.1200, DDP time: 0.0044, Total iter time: 5.7773 [2020-11-05 15:24:54,188][root][INFO] - ===> Epoch[45](1148/26): Loss 1.0550, Sem 0.7607, dir -0.1501, norm 0.4443, swav 0.0000 LR: 8.961e-02 Score 76.434 Data time: 0.2405, Forward time: 2.2793, Backward time: 3.1199, DDP time: 0.0044, Total iter time: 5.7134 [2020-11-05 15:25:00,059][root][INFO] - ===> Epoch[45](1149/26): Loss 1.4505, Sem 1.1061, dir -0.2037, norm 0.5480, swav 0.0000 LR: 8.960e-02 Score 67.123 Data time: 0.2798, Forward time: 2.2798, Backward time: 3.1195, DDP time: 0.0044, Total iter time: 5.7581 [2020-11-05 15:25:06,568][root][INFO] - ===> Epoch[45](1150/26): Loss 1.1658, Sem 0.8871, dir -0.1868, norm 0.4655, swav 0.0000 LR: 8.959e-02 Score 72.992 Data time: 0.1698, Forward time: 2.2795, Backward time: 3.1203, DDP time: 0.0044, Total iter time: 6.3672 [2020-11-05 15:25:12,446][root][INFO] - ===> Epoch[45](1151/26): Loss 1.1677, Sem 0.9068, dir -0.1790, norm 0.4399, swav 0.0000 LR: 8.958e-02 Score 72.836 Data time: 0.1584, Forward time: 2.2790, Backward time: 3.1209, DDP time: 0.0044, Total iter time: 5.7538 [2020-11-05 15:25:17,792][root][INFO] - ===> Epoch[45](1152/26): Loss 1.2058, Sem 0.8549, dir -0.1535, norm 0.5044, swav 0.0000 LR: 8.957e-02 Score 72.543 Data time: 0.1886, Forward time: 2.2788, Backward time: 3.1208, DDP time: 0.0044, Total iter time: 5.2539 [2020-11-05 15:25:22,823][root][INFO] - ===> Epoch[45](1153/26): Loss 1.2900, Sem 0.9675, dir -0.1816, norm 0.5040, swav 0.0000 LR: 8.956e-02 Score 70.455 Data time: 0.1784, Forward time: 2.2783, Backward time: 3.1206, DDP time: 0.0044, Total iter time: 4.9099 [2020-11-05 15:25:28,913][root][INFO] - ===> Epoch[45](1154/26): Loss 1.3083, Sem 1.0426, dir -0.2099, norm 0.4755, swav 0.0000 LR: 8.955e-02 Score 67.332 Data time: 0.2427, Forward time: 2.2785, Backward time: 3.1207, DDP time: 0.0044, Total iter time: 5.9937 [2020-11-05 15:25:34,519][root][INFO] - ===> Epoch[45](1155/26): Loss 1.2507, Sem 0.9390, dir -0.1898, norm 0.5016, swav 0.0000 LR: 8.954e-02 Score 71.346 Data time: 0.2560, Forward time: 2.2787, Backward time: 3.1202, DDP time: 0.0044, Total iter time: 5.4680 [2020-11-05 15:25:38,919][root][INFO] - ===> Epoch[45](1156/26): Loss 1.1397, Sem 0.8796, dir -0.2157, norm 0.4758, swav 0.0000 LR: 8.953e-02 Score 72.888 Data time: 0.2093, Forward time: 2.2787, Backward time: 3.1191, DDP time: 0.0044, Total iter time: 4.2627 [2020-11-05 15:25:43,328][root][INFO] - ===> Epoch[45](1157/26): Loss 1.0745, Sem 0.8168, dir -0.2047, norm 0.4624, swav 0.0000 LR: 8.953e-02 Score 74.980 Data time: 0.2041, Forward time: 2.2784, Backward time: 3.1182, DDP time: 0.0044, Total iter time: 4.3015 [2020-11-05 15:25:47,962][root][INFO] - ===> Epoch[45](1158/26): Loss 1.0293, Sem 0.7834, dir -0.2089, norm 0.4547, swav 0.0000 LR: 8.952e-02 Score 75.452 Data time: 0.2060, Forward time: 2.2785, Backward time: 3.1172, DDP time: 0.0044, Total iter time: 4.5498 [2020-11-05 15:25:53,059][root][INFO] - ===> Epoch[45](1159/26): Loss 1.1085, Sem 0.8427, dir -0.2222, norm 0.4880, swav 0.0000 LR: 8.951e-02 Score 73.480 Data time: 0.1822, Forward time: 2.2782, Backward time: 3.1169, DDP time: 0.0044, Total iter time: 4.9726 [2020-11-05 15:25:57,805][root][INFO] - ===> Epoch[45](1160/26): Loss 1.2236, Sem 0.9266, dir -0.1642, norm 0.4613, swav 0.0000 LR: 8.950e-02 Score 72.007 Data time: 0.1653, Forward time: 2.2778, Backward time: 3.1164, DDP time: 0.0044, Total iter time: 4.6461 [2020-11-05 15:26:03,416][root][INFO] - ===> Epoch[45](1161/26): Loss 1.1078, Sem 0.8869, dir -0.2291, norm 0.4499, swav 0.0000 LR: 8.949e-02 Score 72.022 Data time: 0.2605, Forward time: 2.2782, Backward time: 3.1158, DDP time: 0.0044, Total iter time: 5.5169 [2020-11-05 15:26:09,159][root][INFO] - ===> Epoch[45](1162/26): Loss 1.2035, Sem 0.9282, dir -0.1982, norm 0.4734, swav 0.0000 LR: 8.948e-02 Score 69.072 Data time: 0.1754, Forward time: 2.2779, Backward time: 3.1160, DDP time: 0.0044, Total iter time: 5.6015 [2020-11-05 15:26:14,876][root][INFO] - ===> Epoch[45](1163/26): Loss 1.1293, Sem 0.8234, dir -0.1880, norm 0.4939, swav 0.0000 LR: 8.947e-02 Score 76.612 Data time: 0.2786, Forward time: 2.2785, Backward time: 3.1154, DDP time: 0.0044, Total iter time: 5.6330 [2020-11-05 15:26:20,705][root][INFO] - ===> Epoch[45](1164/26): Loss 1.1467, Sem 0.8103, dir -0.1453, norm 0.4816, swav 0.0000 LR: 8.946e-02 Score 75.107 Data time: 0.2325, Forward time: 2.2786, Backward time: 3.1153, DDP time: 0.0044, Total iter time: 5.7017 [2020-11-05 15:26:27,137][root][INFO] - ===> Epoch[45](1165/26): Loss 1.3314, Sem 0.8877, dir -0.1193, norm 0.5630, swav 0.0000 LR: 8.945e-02 Score 73.865 Data time: 0.2021, Forward time: 2.2785, Backward time: 3.1159, DDP time: 0.0044, Total iter time: 6.3225 [2020-11-05 15:26:32,957][root][INFO] - ===> Epoch[45](1166/26): Loss 1.1695, Sem 0.9138, dir -0.1988, norm 0.4546, swav 0.0000 LR: 8.944e-02 Score 68.933 Data time: 0.2542, Forward time: 2.2787, Backward time: 3.1157, DDP time: 0.0044, Total iter time: 5.7172 [2020-11-05 15:26:39,335][root][INFO] - ===> Epoch[45](1167/26): Loss 1.2256, Sem 0.8539, dir -0.1532, norm 0.5249, swav 0.0000 LR: 8.943e-02 Score 73.379 Data time: 0.3146, Forward time: 2.2794, Backward time: 3.1155, DDP time: 0.0044, Total iter time: 6.2552 [2020-11-05 15:26:47,425][root][INFO] - ===> Epoch[45](1168/26): Loss 1.2812, Sem 0.9269, dir -0.1531, norm 0.5074, swav 0.0000 LR: 8.942e-02 Score 72.859 Data time: 0.2935, Forward time: 2.2802, Backward time: 3.1166, DDP time: 0.0044, Total iter time: 7.9828 [2020-11-05 15:26:52,822][root][INFO] - ===> Epoch[45](1169/26): Loss 1.0769, Sem 0.8239, dir -0.1897, norm 0.4427, swav 0.0000 LR: 8.942e-02 Score 75.637 Data time: 0.1627, Forward time: 2.2799, Backward time: 3.1166, DDP time: 0.0044, Total iter time: 5.2584 [2020-11-05 15:26:59,048][root][INFO] - ===> Epoch[45](1170/26): Loss 1.3965, Sem 0.9687, dir -0.1371, norm 0.5650, swav 0.0000 LR: 8.941e-02 Score 70.477 Data time: 0.2314, Forward time: 2.2799, Backward time: 3.1169, DDP time: 0.0044, Total iter time: 6.1378 [2020-11-05 15:27:05,126][root][INFO] - ===> Epoch[46](1171/26): Loss 1.2603, Sem 0.9706, dir -0.1811, norm 0.4707, swav 0.0000 LR: 8.940e-02 Score 69.085 Data time: 0.1756, Forward time: 2.2795, Backward time: 3.1176, DDP time: 0.0044, Total iter time: 5.9641 [2020-11-05 15:27:10,417][root][INFO] - ===> Epoch[46](1172/26): Loss 1.1732, Sem 0.8761, dir -0.2142, norm 0.5113, swav 0.0000 LR: 8.939e-02 Score 76.052 Data time: 0.1855, Forward time: 2.2791, Backward time: 3.1175, DDP time: 0.0044, Total iter time: 5.1867 [2020-11-05 15:27:16,424][root][INFO] - ===> Epoch[46](1173/26): Loss 1.2369, Sem 0.8626, dir -0.1314, norm 0.5057, swav 0.0000 LR: 8.938e-02 Score 72.417 Data time: 0.2667, Forward time: 2.2794, Backward time: 3.1174, DDP time: 0.0044, Total iter time: 5.9118 [2020-11-05 15:27:22,170][root][INFO] - ===> Epoch[46](1174/26): Loss 1.2010, Sem 0.8477, dir -0.1884, norm 0.5418, swav 0.0000 LR: 8.937e-02 Score 74.817 Data time: 0.2459, Forward time: 2.2798, Backward time: 3.1170, DDP time: 0.0044, Total iter time: 5.6223 [2020-11-05 15:27:27,675][root][INFO] - ===> Epoch[46](1175/26): Loss 1.2624, Sem 0.9027, dir -0.1682, norm 0.5279, swav 0.0000 LR: 8.936e-02 Score 71.577 Data time: 0.2302, Forward time: 2.2799, Backward time: 3.1166, DDP time: 0.0044, Total iter time: 5.3774 [2020-11-05 15:27:33,372][root][INFO] - ===> Epoch[46](1176/26): Loss 1.4464, Sem 0.8858, dir -0.1014, norm 0.6621, swav 0.0000 LR: 8.935e-02 Score 70.899 Data time: 0.2403, Forward time: 2.2801, Backward time: 3.1163, DDP time: 0.0044, Total iter time: 5.5933 [2020-11-05 15:27:39,316][root][INFO] - ===> Epoch[46](1177/26): Loss 1.1179, Sem 0.8744, dir -0.2339, norm 0.4774, swav 0.0000 LR: 8.934e-02 Score 71.827 Data time: 0.1453, Forward time: 2.2795, Backward time: 3.1170, DDP time: 0.0044, Total iter time: 5.8078 [2020-11-05 15:27:45,216][root][INFO] - ===> Epoch[46](1178/26): Loss 1.3274, Sem 0.9432, dir -0.1976, norm 0.5818, swav 0.0000 LR: 8.933e-02 Score 71.266 Data time: 0.2979, Forward time: 2.2801, Backward time: 3.1165, DDP time: 0.0044, Total iter time: 5.7961 [2020-11-05 15:27:51,008][root][INFO] - ===> Epoch[46](1179/26): Loss 1.1933, Sem 0.7157, dir -0.1508, norm 0.6284, swav 0.0000 LR: 8.932e-02 Score 77.665 Data time: 0.1568, Forward time: 2.2797, Backward time: 3.1169, DDP time: 0.0044, Total iter time: 5.6566 [2020-11-05 15:27:56,141][root][INFO] - ===> Epoch[46](1180/26): Loss 1.3294, Sem 0.9839, dir -0.2166, norm 0.5622, swav 0.0000 LR: 8.932e-02 Score 69.863 Data time: 0.1784, Forward time: 2.2792, Backward time: 3.1169, DDP time: 0.0044, Total iter time: 5.0350 [2020-11-05 15:28:01,122][root][INFO] - ===> Epoch[46](1181/26): Loss 1.3348, Sem 0.9345, dir -0.1870, norm 0.5874, swav 0.0000 LR: 8.931e-02 Score 72.351 Data time: 0.2367, Forward time: 2.2793, Backward time: 3.1161, DDP time: 0.0044, Total iter time: 4.8694 [2020-11-05 15:28:06,922][root][INFO] - ===> Epoch[46](1182/26): Loss 1.3710, Sem 0.9067, dir -0.1568, norm 0.6211, swav 0.0000 LR: 8.930e-02 Score 70.748 Data time: 0.1938, Forward time: 2.2793, Backward time: 3.1161, DDP time: 0.0044, Total iter time: 5.6657 [2020-11-05 15:28:12,394][root][INFO] - ===> Epoch[46](1183/26): Loss 1.1901, Sem 0.7858, dir -0.1893, norm 0.5936, swav 0.0000 LR: 8.929e-02 Score 75.546 Data time: 0.1846, Forward time: 2.2791, Backward time: 3.1159, DDP time: 0.0044, Total iter time: 5.3328 [2020-11-05 15:28:19,139][root][INFO] - ===> Epoch[46](1184/26): Loss 1.2591, Sem 0.9556, dir -0.1929, norm 0.4963, swav 0.0000 LR: 8.928e-02 Score 71.760 Data time: 0.1701, Forward time: 2.2787, Backward time: 3.1171, DDP time: 0.0044, Total iter time: 6.6406 [2020-11-05 15:28:25,947][root][INFO] - ===> Epoch[46](1185/26): Loss 1.3098, Sem 0.9672, dir -0.1431, norm 0.4857, swav 0.0000 LR: 8.927e-02 Score 71.262 Data time: 0.1617, Forward time: 2.2782, Backward time: 3.1184, DDP time: 0.0044, Total iter time: 6.7051 [2020-11-05 15:28:30,570][root][INFO] - ===> Epoch[46](1186/26): Loss 1.2991, Sem 0.9685, dir -0.1793, norm 0.5098, swav 0.0000 LR: 8.926e-02 Score 70.136 Data time: 0.2077, Forward time: 2.2782, Backward time: 3.1175, DDP time: 0.0044, Total iter time: 4.5481 [2020-11-05 15:28:36,182][root][INFO] - ===> Epoch[46](1187/26): Loss 1.3117, Sem 0.9322, dir -0.1901, norm 0.5696, swav 0.0000 LR: 8.925e-02 Score 73.074 Data time: 0.2033, Forward time: 2.2780, Backward time: 3.1175, DDP time: 0.0044, Total iter time: 5.4987 [2020-11-05 15:28:43,327][root][INFO] - ===> Epoch[46](1188/26): Loss 1.1827, Sem 0.8372, dir -0.1805, norm 0.5260, swav 0.0000 LR: 8.924e-02 Score 75.397 Data time: 0.2504, Forward time: 2.2782, Backward time: 3.1185, DDP time: 0.0044, Total iter time: 7.0425 [2020-11-05 15:28:49,902][root][INFO] - ===> Epoch[46](1189/26): Loss 1.2209, Sem 0.8896, dir -0.1528, norm 0.4840, swav 0.0000 LR: 8.923e-02 Score 73.365 Data time: 0.2379, Forward time: 2.2784, Backward time: 3.1189, DDP time: 0.0044, Total iter time: 6.4453 [2020-11-05 15:28:55,370][root][INFO] - ===> Epoch[46](1190/26): Loss 1.3706, Sem 0.9986, dir -0.1961, norm 0.5680, swav 0.0000 LR: 8.922e-02 Score 70.049 Data time: 0.1711, Forward time: 2.2780, Backward time: 3.1190, DDP time: 0.0044, Total iter time: 5.3470 [2020-11-05 15:29:01,618][root][INFO] - ===> Epoch[46](1191/26): Loss 1.2535, Sem 0.8628, dir -0.1472, norm 0.5379, swav 0.0000 LR: 8.922e-02 Score 71.986 Data time: 0.2979, Forward time: 2.2787, Backward time: 3.1186, DDP time: 0.0044, Total iter time: 6.1417 [2020-11-05 15:29:07,127][root][INFO] - ===> Epoch[46](1192/26): Loss 1.1733, Sem 0.8360, dir -0.1907, norm 0.5280, swav 0.0000 LR: 8.921e-02 Score 74.097 Data time: 0.2576, Forward time: 2.2792, Backward time: 3.1179, DDP time: 0.0044, Total iter time: 5.3857 [2020-11-05 15:29:13,777][root][INFO] - ===> Epoch[46](1193/26): Loss 1.2560, Sem 0.9017, dir -0.1849, norm 0.5392, swav 0.0000 LR: 8.920e-02 Score 72.791 Data time: 0.1743, Forward time: 2.2789, Backward time: 3.1189, DDP time: 0.0044, Total iter time: 6.5269 [2020-11-05 15:29:19,396][root][INFO] - ===> Epoch[46](1194/26): Loss 1.2616, Sem 0.8782, dir -0.2059, norm 0.5893, swav 0.0000 LR: 8.919e-02 Score 71.839 Data time: 0.1458, Forward time: 2.2783, Backward time: 3.1194, DDP time: 0.0044, Total iter time: 5.5128 [2020-11-05 15:29:24,770][root][INFO] - ===> Epoch[46](1195/26): Loss 1.3730, Sem 0.9938, dir -0.1817, norm 0.5609, swav 0.0000 LR: 8.918e-02 Score 67.838 Data time: 0.1963, Forward time: 2.2781, Backward time: 3.1192, DDP time: 0.0044, Total iter time: 5.2672 [2020-11-05 15:29:29,398][root][INFO] - ===> Epoch[46](1196/26): Loss 1.0861, Sem 0.7801, dir -0.1893, norm 0.4953, swav 0.0000 LR: 8.917e-02 Score 75.170 Data time: 0.2310, Forward time: 2.2781, Backward time: 3.1183, DDP time: 0.0044, Total iter time: 4.5385 [2020-11-05 15:29:35,210][root][INFO] - ===> Epoch[47](1197/26): Loss 1.2216, Sem 0.8494, dir -0.1851, norm 0.5573, swav 0.0000 LR: 8.916e-02 Score 73.172 Data time: 0.2140, Forward time: 2.2780, Backward time: 3.1184, DDP time: 0.0044, Total iter time: 5.6945 [2020-11-05 15:29:41,384][root][INFO] - ===> Epoch[47](1198/26): Loss 1.2041, Sem 0.9006, dir -0.1921, norm 0.4955, swav 0.0000 LR: 8.915e-02 Score 74.120 Data time: 0.1904, Forward time: 2.2777, Backward time: 3.1189, DDP time: 0.0044, Total iter time: 6.0817 [2020-11-05 15:29:47,319][root][INFO] - ===> Epoch[47](1199/26): Loss 1.4472, Sem 1.0726, dir -0.1933, norm 0.5679, swav 0.0000 LR: 8.914e-02 Score 68.906 Data time: 0.2369, Forward time: 2.2779, Backward time: 3.1189, DDP time: 0.0044, Total iter time: 5.8195 [2020-11-05 15:29:52,824][root][INFO] - ===> Epoch[47](1200/26): Loss 1.0536, Sem 0.8024, dir -0.1756, norm 0.4268, swav 0.0000 LR: 8.913e-02 Score 77.195 Data time: 0.1532, Forward time: 2.2773, Backward time: 3.1191, DDP time: 0.0044, Total iter time: 5.3609 [2020-11-05 15:29:58,340][root][INFO] - ===> Epoch[47](1201/26): Loss 1.2157, Sem 0.9517, dir -0.2544, norm 0.5184, swav 0.0000 LR: 8.912e-02 Score 71.616 Data time: 0.1976, Forward time: 2.2772, Backward time: 3.1190, DDP time: 0.0044, Total iter time: 5.4386 [2020-11-05 15:30:05,207][root][INFO] - ===> Epoch[47](1202/26): Loss 1.1996, Sem 0.8564, dir -0.1395, norm 0.4827, swav 0.0000 LR: 8.912e-02 Score 73.529 Data time: 0.1935, Forward time: 2.2768, Backward time: 3.1203, DDP time: 0.0044, Total iter time: 6.7475 [2020-11-05 15:30:13,334][root][INFO] - ===> Epoch[47](1203/26): Loss 1.2323, Sem 0.8233, dir -0.1469, norm 0.5558, swav 0.0000 LR: 8.911e-02 Score 74.227 Data time: 0.2820, Forward time: 2.2773, Backward time: 3.1216, DDP time: 0.0044, Total iter time: 8.0485 [2020-11-05 15:30:19,472][root][INFO] - ===> Epoch[47](1204/26): Loss 1.2001, Sem 0.9095, dir -0.1760, norm 0.4665, swav 0.0000 LR: 8.910e-02 Score 71.333 Data time: 0.2226, Forward time: 2.2774, Backward time: 3.1218, DDP time: 0.0044, Total iter time: 6.0091 [2020-11-05 15:30:24,764][root][INFO] - ===> Epoch[47](1205/26): Loss 1.3506, Sem 0.9614, dir -0.1652, norm 0.5543, swav 0.0000 LR: 8.909e-02 Score 69.814 Data time: 0.2570, Forward time: 2.2773, Backward time: 3.1214, DDP time: 0.0044, Total iter time: 5.1756 [2020-11-05 15:30:31,358][root][INFO] - ===> Epoch[47](1206/26): Loss 1.1648, Sem 0.8517, dir -0.1719, norm 0.4851, swav 0.0000 LR: 8.908e-02 Score 73.455 Data time: 0.3108, Forward time: 2.2780, Backward time: 3.1213, DDP time: 0.0044, Total iter time: 6.4712 [2020-11-05 15:30:36,579][root][INFO] - ===> Epoch[47](1207/26): Loss 1.1453, Sem 0.8897, dir -0.1884, norm 0.4440, swav 0.0000 LR: 8.907e-02 Score 71.442 Data time: 0.2065, Forward time: 2.2781, Backward time: 3.1207, DDP time: 0.0044, Total iter time: 5.0775 [2020-11-05 15:30:42,850][root][INFO] - ===> Epoch[47](1208/26): Loss 1.1481, Sem 0.7544, dir -0.1705, norm 0.5642, swav 0.0000 LR: 8.906e-02 Score 76.910 Data time: 0.1445, Forward time: 2.2774, Backward time: 3.1218, DDP time: 0.0044, Total iter time: 6.1522 [2020-11-05 15:30:48,902][root][INFO] - ===> Epoch[47](1209/26): Loss 1.2481, Sem 0.8751, dir -0.1329, norm 0.5058, swav 0.0000 LR: 8.905e-02 Score 72.220 Data time: 0.2309, Forward time: 2.2775, Backward time: 3.1220, DDP time: 0.0044, Total iter time: 5.9772 [2020-11-05 15:30:54,440][root][INFO] - ===> Epoch[47](1210/26): Loss 1.2509, Sem 0.8818, dir -0.1564, norm 0.5256, swav 0.0000 LR: 8.904e-02 Score 71.739 Data time: 0.2633, Forward time: 2.2779, Backward time: 3.1213, DDP time: 0.0044, Total iter time: 5.4103 [2020-11-05 15:31:02,060][root][INFO] - ===> Epoch[47](1211/26): Loss 1.2693, Sem 0.9242, dir -0.2054, norm 0.5505, swav 0.0000 LR: 8.903e-02 Score 71.354 Data time: 0.2027, Forward time: 2.2779, Backward time: 3.1228, DDP time: 0.0044, Total iter time: 7.5131 [2020-11-05 15:31:07,302][root][INFO] - ===> Epoch[47](1212/26): Loss 1.2804, Sem 0.9941, dir -0.2285, norm 0.5148, swav 0.0000 LR: 8.902e-02 Score 68.845 Data time: 0.2061, Forward time: 2.2778, Backward time: 3.1224, DDP time: 0.0044, Total iter time: 5.1153 [2020-11-05 15:31:13,788][root][INFO] - ===> Epoch[47](1213/26): Loss 1.1022, Sem 0.8273, dir -0.2044, norm 0.4793, swav 0.0000 LR: 8.901e-02 Score 74.460 Data time: 0.2237, Forward time: 2.2779, Backward time: 3.1228, DDP time: 0.0044, Total iter time: 6.3645 [2020-11-05 15:31:20,962][root][INFO] - ===> Epoch[47](1214/26): Loss 1.0843, Sem 0.8047, dir -0.1711, norm 0.4507, swav 0.0000 LR: 8.901e-02 Score 74.839 Data time: 0.2205, Forward time: 2.2779, Backward time: 3.1239, DDP time: 0.0044, Total iter time: 7.0351 [2020-11-05 15:31:27,536][root][INFO] - ===> Epoch[47](1215/26): Loss 1.1727, Sem 0.9214, dir -0.2115, norm 0.4627, swav 0.0000 LR: 8.900e-02 Score 74.036 Data time: 0.2386, Forward time: 2.2782, Backward time: 3.1242, DDP time: 0.0044, Total iter time: 6.4761 [2020-11-05 15:31:33,031][root][INFO] - ===> Epoch[47](1216/26): Loss 1.2121, Sem 0.9086, dir -0.2002, norm 0.5037, swav 0.0000 LR: 8.899e-02 Score 72.784 Data time: 0.1837, Forward time: 2.2779, Backward time: 3.1243, DDP time: 0.0044, Total iter time: 5.3609 [2020-11-05 15:31:37,708][root][INFO] - ===> Epoch[47](1217/26): Loss 1.2545, Sem 1.0287, dir -0.2332, norm 0.4590, swav 0.0000 LR: 8.898e-02 Score 69.323 Data time: 0.1684, Forward time: 2.2774, Backward time: 3.1238, DDP time: 0.0044, Total iter time: 4.5981 [2020-11-05 15:31:43,113][root][INFO] - ===> Epoch[47](1218/26): Loss 1.0401, Sem 0.7838, dir -0.2171, norm 0.4734, swav 0.0000 LR: 8.897e-02 Score 76.293 Data time: 0.2517, Forward time: 2.2779, Backward time: 3.1232, DDP time: 0.0044, Total iter time: 5.3502 [2020-11-05 15:31:49,056][root][INFO] - ===> Epoch[47](1219/26): Loss 1.1753, Sem 0.8728, dir -0.2138, norm 0.5163, swav 0.0000 LR: 8.896e-02 Score 71.970 Data time: 0.2160, Forward time: 2.2779, Backward time: 3.1232, DDP time: 0.0044, Total iter time: 5.8209 [2020-11-05 15:31:54,723][root][INFO] - ===> Epoch[47](1220/26): Loss 1.2173, Sem 0.8743, dir -0.1857, norm 0.5287, swav 0.0000 LR: 8.895e-02 Score 72.333 Data time: 0.2016, Forward time: 2.2778, Backward time: 3.1232, DDP time: 0.0044, Total iter time: 5.5600 [2020-11-05 15:32:00,331][root][INFO] - ===> Epoch[47](1221/26): Loss 1.1680, Sem 0.8567, dir -0.1599, norm 0.4712, swav 0.0000 LR: 8.894e-02 Score 75.118 Data time: 0.1433, Forward time: 2.2771, Backward time: 3.1237, DDP time: 0.0044, Total iter time: 5.5284 [2020-11-05 15:32:05,933][root][INFO] - ===> Epoch[47](1222/26): Loss 1.2472, Sem 0.9080, dir -0.1841, norm 0.5233, swav 0.0000 LR: 8.893e-02 Score 70.950 Data time: 0.3023, Forward time: 2.2775, Backward time: 3.1232, DDP time: 0.0044, Total iter time: 5.5442 [2020-11-05 15:32:11,779][root][INFO] - ===> Epoch[48](1223/26): Loss 1.2196, Sem 0.9641, dir -0.2114, norm 0.4669, swav 0.0000 LR: 8.892e-02 Score 69.626 Data time: 0.2011, Forward time: 2.2774, Backward time: 3.1233, DDP time: 0.0044, Total iter time: 5.7337 [2020-11-05 15:32:16,339][root][INFO] - ===> Epoch[48](1224/26): Loss 1.2099, Sem 0.9309, dir -0.1905, norm 0.4695, swav 0.0000 LR: 8.891e-02 Score 71.217 Data time: 0.1395, Forward time: 2.2768, Backward time: 3.1229, DDP time: 0.0044, Total iter time: 4.4563 [2020-11-05 15:32:21,307][root][INFO] - ===> Epoch[48](1225/26): Loss 1.1869, Sem 0.8672, dir -0.1564, norm 0.4761, swav 0.0000 LR: 8.891e-02 Score 72.370 Data time: 0.2063, Forward time: 2.2764, Backward time: 3.1227, DDP time: 0.0044, Total iter time: 4.9105 [2020-11-05 15:32:27,568][root][INFO] - ===> Epoch[48](1226/26): Loss 1.3345, Sem 1.0687, dir -0.2508, norm 0.5166, swav 0.0000 LR: 8.890e-02 Score 66.789 Data time: 0.1498, Forward time: 2.2758, Backward time: 3.1237, DDP time: 0.0044, Total iter time: 6.1410 [2020-11-05 15:32:32,641][root][INFO] - ===> Epoch[48](1227/26): Loss 1.1405, Sem 0.8455, dir -0.2012, norm 0.4961, swav 0.0000 LR: 8.889e-02 Score 73.729 Data time: 0.2495, Forward time: 2.2760, Backward time: 3.1229, DDP time: 0.0044, Total iter time: 4.9736 [2020-11-05 15:32:39,782][root][INFO] - ===> Epoch[48](1228/26): Loss 1.1466, Sem 0.9177, dir -0.1959, norm 0.4248, swav 0.0000 LR: 8.888e-02 Score 71.658 Data time: 0.2110, Forward time: 2.2759, Backward time: 3.1240, DDP time: 0.0044, Total iter time: 7.0137 [2020-11-05 15:32:45,794][root][INFO] - ===> Epoch[48](1229/26): Loss 1.1446, Sem 0.9071, dir -0.2066, norm 0.4441, swav 0.0000 LR: 8.887e-02 Score 71.948 Data time: 0.2607, Forward time: 2.2763, Backward time: 3.1237, DDP time: 0.0044, Total iter time: 5.8873 [2020-11-05 15:32:51,875][root][INFO] - ===> Epoch[48](1230/26): Loss 1.2088, Sem 0.8701, dir -0.1459, norm 0.4846, swav 0.0000 LR: 8.886e-02 Score 74.333 Data time: 0.2010, Forward time: 2.2761, Backward time: 3.1241, DDP time: 0.0044, Total iter time: 5.9461 [2020-11-05 15:32:57,628][root][INFO] - ===> Epoch[48](1231/26): Loss 1.1436, Sem 0.9009, dir -0.2004, norm 0.4431, swav 0.0000 LR: 8.885e-02 Score 73.312 Data time: 0.1991, Forward time: 2.2760, Backward time: 3.1242, DDP time: 0.0044, Total iter time: 5.6656 [2020-11-05 15:33:02,514][root][INFO] - ===> Epoch[48](1232/26): Loss 1.1446, Sem 0.8643, dir -0.1517, norm 0.4320, swav 0.0000 LR: 8.884e-02 Score 74.083 Data time: 0.2352, Forward time: 2.2761, Backward time: 3.1234, DDP time: 0.0044, Total iter time: 4.7693 [2020-11-05 15:33:08,107][root][INFO] - ===> Epoch[48](1233/26): Loss 1.2076, Sem 0.9613, dir -0.1781, norm 0.4244, swav 0.0000 LR: 8.883e-02 Score 70.684 Data time: 0.1563, Forward time: 2.2756, Backward time: 3.1238, DDP time: 0.0044, Total iter time: 5.4804 [2020-11-05 15:33:15,315][root][INFO] - ===> Epoch[48](1234/26): Loss 1.2029, Sem 0.8183, dir -0.1384, norm 0.5230, swav 0.0000 LR: 8.882e-02 Score 73.814 Data time: 0.2284, Forward time: 2.2756, Backward time: 3.1249, DDP time: 0.0044, Total iter time: 7.1264 [2020-11-05 15:33:21,608][root][INFO] - ===> Epoch[48](1235/26): Loss 1.3033, Sem 0.8847, dir -0.1420, norm 0.5606, swav 0.0000 LR: 8.881e-02 Score 72.609 Data time: 0.2658, Forward time: 2.2758, Backward time: 3.1250, DDP time: 0.0044, Total iter time: 6.1712 [2020-11-05 15:33:28,010][root][INFO] - ===> Epoch[48](1236/26): Loss 1.2276, Sem 0.8662, dir -0.1546, norm 0.5160, swav 0.0000 LR: 8.881e-02 Score 73.183 Data time: 0.1946, Forward time: 2.2756, Backward time: 3.1256, DDP time: 0.0044, Total iter time: 6.2598 [2020-11-05 15:33:33,358][root][INFO] - ===> Epoch[48](1237/26): Loss 1.1985, Sem 0.9076, dir -0.2063, norm 0.4972, swav 0.0000 LR: 8.880e-02 Score 71.200 Data time: 0.2643, Forward time: 2.2760, Backward time: 3.1249, DDP time: 0.0044, Total iter time: 5.2387 [2020-11-05 15:33:39,487][root][INFO] - ===> Epoch[48](1238/26): Loss 1.5033, Sem 1.0661, dir -0.1848, norm 0.6220, swav 0.0000 LR: 8.879e-02 Score 69.325 Data time: 0.1797, Forward time: 2.2757, Backward time: 3.1255, DDP time: 0.0044, Total iter time: 6.0315 [2020-11-05 15:33:46,520][root][INFO] - ===> Epoch[48](1239/26): Loss 1.2179, Sem 0.9041, dir -0.1964, norm 0.5102, swav 0.0000 LR: 8.878e-02 Score 72.842 Data time: 0.2161, Forward time: 2.2756, Backward time: 3.1265, DDP time: 0.0044, Total iter time: 6.9295 [2020-11-05 15:33:52,053][root][INFO] - ===> Epoch[48](1240/26): Loss 1.1458, Sem 0.8676, dir -0.1860, norm 0.4642, swav 0.0000 LR: 8.877e-02 Score 72.097 Data time: 0.1933, Forward time: 2.2755, Backward time: 3.1264, DDP time: 0.0044, Total iter time: 5.4213 [2020-11-05 15:33:57,819][root][INFO] - ===> Epoch[48](1241/26): Loss 1.2185, Sem 0.8971, dir -0.1671, norm 0.4885, swav 0.0000 LR: 8.876e-02 Score 72.262 Data time: 0.2732, Forward time: 2.2760, Backward time: 3.1259, DDP time: 0.0044, Total iter time: 5.6336 [2020-11-05 15:34:03,213][root][INFO] - ===> Epoch[48](1242/26): Loss 1.2731, Sem 0.9525, dir -0.2097, norm 0.5303, swav 0.0000 LR: 8.875e-02 Score 71.889 Data time: 0.2011, Forward time: 2.2760, Backward time: 3.1255, DDP time: 0.0044, Total iter time: 5.2450 [2020-11-05 15:34:08,839][root][INFO] - ===> Epoch[48](1243/26): Loss 1.4344, Sem 0.9995, dir -0.1675, norm 0.6023, swav 0.0000 LR: 8.874e-02 Score 67.424 Data time: 0.2722, Forward time: 2.2765, Backward time: 3.1249, DDP time: 0.0044, Total iter time: 5.5016 [2020-11-05 15:34:13,491][root][INFO] - ===> Epoch[48](1244/26): Loss 1.3157, Sem 0.9041, dir -0.1259, norm 0.5375, swav 0.0000 LR: 8.873e-02 Score 72.560 Data time: 0.1883, Forward time: 2.2763, Backward time: 3.1241, DDP time: 0.0044, Total iter time: 4.5115 [2020-11-05 15:34:18,633][root][INFO] - ===> Epoch[48](1245/26): Loss 1.1373, Sem 0.8613, dir -0.2046, norm 0.4806, swav 0.0000 LR: 8.872e-02 Score 74.238 Data time: 0.2013, Forward time: 2.2762, Backward time: 3.1237, DDP time: 0.0044, Total iter time: 5.0336 [2020-11-05 15:34:23,535][root][INFO] - ===> Epoch[48](1246/26): Loss 1.1640, Sem 0.8841, dir -0.1788, norm 0.4586, swav 0.0000 LR: 8.871e-02 Score 73.384 Data time: 0.1876, Forward time: 2.2760, Backward time: 3.1232, DDP time: 0.0044, Total iter time: 4.7737 [2020-11-05 15:34:30,341][root][INFO] - ===> Epoch[48](1247/26): Loss 1.1771, Sem 0.8179, dir -0.1871, norm 0.5462, swav 0.0000 LR: 8.870e-02 Score 74.994 Data time: 0.2046, Forward time: 2.2758, Backward time: 3.1242, DDP time: 0.0044, Total iter time: 6.7000 [2020-11-05 15:34:36,676][root][INFO] - ===> Epoch[48](1248/26): Loss 1.0749, Sem 0.8302, dir -0.2239, norm 0.4686, swav 0.0000 LR: 8.870e-02 Score 73.424 Data time: 0.2387, Forward time: 2.2760, Backward time: 3.1244, DDP time: 0.0044, Total iter time: 6.2267 [2020-11-05 15:34:41,922][root][INFO] - ===> Epoch[49](1249/26): Loss 1.2124, Sem 0.8454, dir -0.1679, norm 0.5350, swav 0.0000 LR: 8.869e-02 Score 73.539 Data time: 0.1700, Forward time: 2.2756, Backward time: 3.1243, DDP time: 0.0044, Total iter time: 5.1101 [2020-11-05 15:34:49,097][root][INFO] - ===> Epoch[49](1250/26): Loss 1.2770, Sem 0.8526, dir -0.1312, norm 0.5556, swav 0.0000 LR: 8.868e-02 Score 73.396 Data time: 0.1913, Forward time: 2.2755, Backward time: 3.1255, DDP time: 0.0044, Total iter time: 7.0709 [2020-11-05 15:34:54,414][root][INFO] - ===> Epoch[49](1251/26): Loss 1.1939, Sem 0.9273, dir -0.1984, norm 0.4650, swav 0.0000 LR: 8.867e-02 Score 69.381 Data time: 0.1445, Forward time: 2.2749, Backward time: 3.1257, DDP time: 0.0044, Total iter time: 5.1890 [2020-11-05 15:34:59,926][root][INFO] - ===> Epoch[49](1252/26): Loss 1.2305, Sem 0.9331, dir -0.1679, norm 0.4654, swav 0.0000 LR: 8.866e-02 Score 73.565 Data time: 0.2367, Forward time: 2.2752, Backward time: 3.1252, DDP time: 0.0044, Total iter time: 5.3937 [2020-11-05 15:35:05,103][root][INFO] - ===> Epoch[49](1253/26): Loss 1.2574, Sem 0.8531, dir -0.1642, norm 0.5685, swav 0.0000 LR: 8.865e-02 Score 74.996 Data time: 0.1925, Forward time: 2.2750, Backward time: 3.1249, DDP time: 0.0044, Total iter time: 5.0567 [2020-11-05 15:35:10,123][root][INFO] - ===> Epoch[49](1254/26): Loss 1.1640, Sem 0.8780, dir -0.1857, norm 0.4717, swav 0.0000 LR: 8.864e-02 Score 73.568 Data time: 0.1996, Forward time: 2.2745, Backward time: 3.1247, DDP time: 0.0044, Total iter time: 4.9093 [2020-11-05 15:35:16,348][root][INFO] - ===> Epoch[49](1255/26): Loss 1.2361, Sem 0.9278, dir -0.1896, norm 0.4980, swav 0.0000 LR: 8.863e-02 Score 71.718 Data time: 0.2702, Forward time: 2.2748, Backward time: 3.1247, DDP time: 0.0044, Total iter time: 6.1080 [2020-11-05 15:35:22,603][root][INFO] - ===> Epoch[49](1256/26): Loss 1.3423, Sem 0.8997, dir -0.1584, norm 0.6011, swav 0.0000 LR: 8.862e-02 Score 73.617 Data time: 0.2439, Forward time: 2.2753, Backward time: 3.1246, DDP time: 0.0044, Total iter time: 6.1200 [2020-11-05 15:35:28,769][root][INFO] - ===> Epoch[49](1257/26): Loss 1.1815, Sem 0.8162, dir -0.1764, norm 0.5418, swav 0.0000 LR: 8.861e-02 Score 75.594 Data time: 0.2065, Forward time: 2.2752, Backward time: 3.1250, DDP time: 0.0044, Total iter time: 6.0373 [2020-11-05 15:35:36,000][root][INFO] - ===> Epoch[49](1258/26): Loss 1.3579, Sem 1.0022, dir -0.1728, norm 0.5286, swav 0.0000 LR: 8.860e-02 Score 68.686 Data time: 0.2082, Forward time: 2.2751, Backward time: 3.1261, DDP time: 0.0044, Total iter time: 7.0971 [2020-11-05 15:35:41,509][root][INFO] - ===> Epoch[49](1259/26): Loss 1.1032, Sem 0.7757, dir -0.2016, norm 0.5291, swav 0.0000 LR: 8.860e-02 Score 74.321 Data time: 0.2529, Forward time: 2.2754, Backward time: 3.1256, DDP time: 0.0044, Total iter time: 5.3989 [2020-11-05 15:35:47,477][root][INFO] - ===> Epoch[49](1260/26): Loss 1.0244, Sem 0.7694, dir -0.2168, norm 0.4719, swav 0.0000 LR: 8.859e-02 Score 75.301 Data time: 0.1506, Forward time: 2.2749, Backward time: 3.1262, DDP time: 0.0044, Total iter time: 5.8385 [2020-11-05 15:35:52,261][root][INFO] - ===> Epoch[49](1261/26): Loss 1.2555, Sem 0.8845, dir -0.2086, norm 0.5796, swav 0.0000 LR: 8.858e-02 Score 72.796 Data time: 0.1343, Forward time: 2.2742, Backward time: 3.1261, DDP time: 0.0044, Total iter time: 4.6703 [2020-11-05 15:35:58,588][root][INFO] - ===> Epoch[49](1262/26): Loss 1.1958, Sem 0.8606, dir -0.1804, norm 0.5157, swav 0.0000 LR: 8.857e-02 Score 74.583 Data time: 0.1760, Forward time: 2.2740, Backward time: 3.1268, DDP time: 0.0044, Total iter time: 6.2536 [2020-11-05 15:36:03,515][root][INFO] - ===> Epoch[49](1263/26): Loss 1.0704, Sem 0.8188, dir -0.2418, norm 0.4934, swav 0.0000 LR: 8.856e-02 Score 75.850 Data time: 0.2142, Forward time: 2.2739, Backward time: 3.1262, DDP time: 0.0044, Total iter time: 4.8041 [2020-11-05 15:36:07,873][root][INFO] - ===> Epoch[49](1264/26): Loss 1.2580, Sem 0.9393, dir -0.2154, norm 0.5341, swav 0.0000 LR: 8.855e-02 Score 71.192 Data time: 0.1652, Forward time: 2.2734, Backward time: 3.1255, DDP time: 0.0044, Total iter time: 4.2381 [2020-11-05 15:36:14,309][root][INFO] - ===> Epoch[49](1265/26): Loss 1.2021, Sem 0.8742, dir -0.1960, norm 0.5239, swav 0.0000 LR: 8.854e-02 Score 72.399 Data time: 0.3418, Forward time: 2.2742, Backward time: 3.1253, DDP time: 0.0044, Total iter time: 6.3471 [2020-11-05 15:36:21,216][root][INFO] - ===> Epoch[49](1266/26): Loss 1.1792, Sem 0.9278, dir -0.2346, norm 0.4860, swav 0.0000 LR: 8.853e-02 Score 69.823 Data time: 0.3503, Forward time: 2.2751, Backward time: 3.1251, DDP time: 0.0044, Total iter time: 6.7771 [2020-11-05 15:36:25,990][root][INFO] - ===> Epoch[49](1267/26): Loss 1.1340, Sem 0.9002, dir -0.2032, norm 0.4369, swav 0.0000 LR: 8.852e-02 Score 71.714 Data time: 0.1829, Forward time: 2.2751, Backward time: 3.1244, DDP time: 0.0044, Total iter time: 4.6300 [2020-11-05 15:36:31,850][root][INFO] - ===> Epoch[49](1268/26): Loss 1.1525, Sem 0.8276, dir -0.1648, norm 0.4897, swav 0.0000 LR: 8.851e-02 Score 75.008 Data time: 0.2068, Forward time: 2.2749, Backward time: 3.1246, DDP time: 0.0044, Total iter time: 5.7554 [2020-11-05 15:36:37,833][root][INFO] - ===> Epoch[49](1269/26): Loss 1.2751, Sem 0.9130, dir -0.1812, norm 0.5432, swav 0.0000 LR: 8.850e-02 Score 71.226 Data time: 0.2258, Forward time: 2.2749, Backward time: 3.1247, DDP time: 0.0044, Total iter time: 5.8712 [2020-11-05 15:36:43,099][root][INFO] - ===> Epoch[49](1270/26): Loss 1.0967, Sem 0.8425, dir -0.1945, norm 0.4487, swav 0.0000 LR: 8.849e-02 Score 75.600 Data time: 0.2514, Forward time: 2.2752, Backward time: 3.1240, DDP time: 0.0044, Total iter time: 5.1507 [2020-11-05 15:36:48,905][root][INFO] - ===> Epoch[49](1271/26): Loss 1.2081, Sem 0.8529, dir -0.1704, norm 0.5256, swav 0.0000 LR: 8.849e-02 Score 73.249 Data time: 0.2130, Forward time: 2.2753, Backward time: 3.1239, DDP time: 0.0044, Total iter time: 5.6721 [2020-11-05 15:36:55,525][root][INFO] - ===> Epoch[49](1272/26): Loss 1.2928, Sem 1.0557, dir -0.2049, norm 0.4420, swav 0.0000 LR: 8.848e-02 Score 67.034 Data time: 0.1672, Forward time: 2.2748, Backward time: 3.1250, DDP time: 0.0044, Total iter time: 6.4981 [2020-11-05 15:37:01,031][root][INFO] - ===> Epoch[49](1273/26): Loss 1.1636, Sem 0.8348, dir -0.1934, norm 0.5222, swav 0.0000 LR: 8.847e-02 Score 75.192 Data time: 0.2563, Forward time: 2.2752, Backward time: 3.1244, DDP time: 0.0044, Total iter time: 5.3857 [2020-11-05 15:37:06,922][root][INFO] - ===> Epoch[49](1274/26): Loss 1.0781, Sem 0.7991, dir -0.1715, norm 0.4506, swav 0.0000 LR: 8.846e-02 Score 75.855 Data time: 0.2176, Forward time: 2.2752, Backward time: 3.1244, DDP time: 0.0044, Total iter time: 5.7508 [2020-11-05 15:37:12,092][root][INFO] - ===> Epoch[50](1275/26): Loss 1.1488, Sem 0.8661, dir -0.1846, norm 0.4673, swav 0.0000 LR: 8.845e-02 Score 74.455 Data time: 0.1773, Forward time: 2.2750, Backward time: 3.1242, DDP time: 0.0044, Total iter time: 5.0358 [2020-11-05 15:37:17,790][root][INFO] - ===> Epoch[50](1276/26): Loss 1.0887, Sem 0.8885, dir -0.2034, norm 0.4036, swav 0.0000 LR: 8.844e-02 Score 72.742 Data time: 0.1661, Forward time: 2.2746, Backward time: 3.1245, DDP time: 0.0044, Total iter time: 5.5877 [2020-11-05 15:37:23,078][root][INFO] - ===> Epoch[50](1277/26): Loss 1.1000, Sem 0.7938, dir -0.1772, norm 0.4835, swav 0.0000 LR: 8.843e-02 Score 75.656 Data time: 0.1671, Forward time: 2.2742, Backward time: 3.1245, DDP time: 0.0044, Total iter time: 5.1690 [2020-11-05 15:37:28,462][root][INFO] - ===> Epoch[50](1278/26): Loss 1.1427, Sem 0.8189, dir -0.1768, norm 0.5007, swav 0.0000 LR: 8.842e-02 Score 75.536 Data time: 0.2617, Forward time: 2.2746, Backward time: 3.1238, DDP time: 0.0044, Total iter time: 5.2843 [2020-11-05 15:37:34,452][root][INFO] - ===> Epoch[50](1279/26): Loss 1.3508, Sem 0.9826, dir -0.1490, norm 0.5172, swav 0.0000 LR: 8.841e-02 Score 73.427 Data time: 0.2289, Forward time: 2.2747, Backward time: 3.1238, DDP time: 0.0044, Total iter time: 5.8747 [2020-11-05 15:37:39,623][root][INFO] - ===> Epoch[50](1280/26): Loss 1.1963, Sem 0.9081, dir -0.1864, norm 0.4745, swav 0.0000 LR: 8.840e-02 Score 73.135 Data time: 0.2224, Forward time: 2.2747, Backward time: 3.1234, DDP time: 0.0044, Total iter time: 5.0338 [2020-11-05 15:37:44,161][root][INFO] - ===> Epoch[50](1281/26): Loss 1.1602, Sem 0.8689, dir -0.2172, norm 0.5085, swav 0.0000 LR: 8.839e-02 Score 73.690 Data time: 0.2159, Forward time: 2.2746, Backward time: 3.1224, DDP time: 0.0044, Total iter time: 4.3923 [2020-11-05 15:37:51,157][root][INFO] - ===> Epoch[50](1282/26): Loss 1.2197, Sem 0.8402, dir -0.1490, norm 0.5285, swav 0.0000 LR: 8.839e-02 Score 73.442 Data time: 0.3185, Forward time: 2.2754, Backward time: 3.1226, DDP time: 0.0044, Total iter time: 6.8906 [2020-11-05 15:37:57,357][root][INFO] - ===> Epoch[50](1283/26): Loss 1.2235, Sem 0.9517, dir -0.2267, norm 0.4985, swav 0.0000 LR: 8.838e-02 Score 69.661 Data time: 0.2046, Forward time: 2.2754, Backward time: 3.1228, DDP time: 0.0044, Total iter time: 6.0475 [2020-11-05 15:38:02,889][root][INFO] - ===> Epoch[50](1284/26): Loss 1.2078, Sem 0.9723, dir -0.2146, norm 0.4502, swav 0.0000 LR: 8.837e-02 Score 70.476 Data time: 0.2043, Forward time: 2.2750, Backward time: 3.1230, DDP time: 0.0044, Total iter time: 5.4126 [2020-11-05 15:38:08,205][root][INFO] - ===> Epoch[50](1285/26): Loss 1.1902, Sem 0.8429, dir -0.1988, norm 0.5461, swav 0.0000 LR: 8.836e-02 Score 73.952 Data time: 0.1531, Forward time: 2.2745, Backward time: 3.1232, DDP time: 0.0044, Total iter time: 5.2374 [2020-11-05 15:38:14,081][root][INFO] - ===> Epoch[50](1286/26): Loss 1.1310, Sem 0.7558, dir -0.1976, norm 0.5728, swav 0.0000 LR: 8.835e-02 Score 76.557 Data time: 0.2510, Forward time: 2.2748, Backward time: 3.1230, DDP time: 0.0044, Total iter time: 5.7864 [2020-11-05 15:38:19,947][root][INFO] - ===> Epoch[50](1287/26): Loss 1.2166, Sem 0.8689, dir -0.1690, norm 0.5167, swav 0.0000 LR: 8.834e-02 Score 74.271 Data time: 0.2179, Forward time: 2.2748, Backward time: 3.1230, DDP time: 0.0044, Total iter time: 5.7470 [2020-11-05 15:38:26,474][root][INFO] - ===> Epoch[50](1288/26): Loss 1.0564, Sem 0.7530, dir -0.1946, norm 0.4981, swav 0.0000 LR: 8.833e-02 Score 77.291 Data time: 0.1955, Forward time: 2.2746, Backward time: 3.1237, DDP time: 0.0044, Total iter time: 6.4048 [2020-11-05 15:38:32,582][root][INFO] - ===> Epoch[50](1289/26): Loss 1.1768, Sem 0.8579, dir -0.1735, norm 0.4924, swav 0.0000 LR: 8.832e-02 Score 72.761 Data time: 0.2635, Forward time: 2.2749, Backward time: 3.1236, DDP time: 0.0044, Total iter time: 5.9888 [2020-11-05 15:38:38,096][root][INFO] - ===> Epoch[50](1290/26): Loss 1.2644, Sem 1.0397, dir -0.2389, norm 0.4636, swav 0.0000 LR: 8.831e-02 Score 68.627 Data time: 0.2540, Forward time: 2.2752, Backward time: 3.1230, DDP time: 0.0044, Total iter time: 5.3900 [2020-11-05 15:38:43,270][root][INFO] - ===> Epoch[50](1291/26): Loss 1.2564, Sem 0.8498, dir -0.1188, norm 0.5254, swav 0.0000 LR: 8.830e-02 Score 74.535 Data time: 0.2682, Forward time: 2.2754, Backward time: 3.1224, DDP time: 0.0044, Total iter time: 5.0497 [2020-11-05 15:38:49,041][root][INFO] - ===> Epoch[50](1292/26): Loss 1.3166, Sem 0.8443, dir -0.0848, norm 0.5571, swav 0.0000 LR: 8.829e-02 Score 73.777 Data time: 0.2254, Forward time: 2.2756, Backward time: 3.1221, DDP time: 0.0044, Total iter time: 5.6315 [2020-11-05 15:38:55,925][root][INFO] - ===> Epoch[50](1293/26): Loss 1.2911, Sem 0.9021, dir -0.1505, norm 0.5395, swav 0.0000 LR: 8.829e-02 Score 73.094 Data time: 0.2175, Forward time: 2.2755, Backward time: 3.1230, DDP time: 0.0044, Total iter time: 6.7342 [2020-11-05 15:39:01,943][root][INFO] - ===> Epoch[50](1294/26): Loss 1.0309, Sem 0.7564, dir -0.1806, norm 0.4551, swav 0.0000 LR: 8.828e-02 Score 77.064 Data time: 0.2644, Forward time: 2.2760, Backward time: 3.1227, DDP time: 0.0044, Total iter time: 5.9174 [2020-11-05 15:39:07,414][root][INFO] - ===> Epoch[50](1295/26): Loss 1.2513, Sem 0.8460, dir -0.0960, norm 0.5013, swav 0.0000 LR: 8.827e-02 Score 73.213 Data time: 0.2239, Forward time: 2.2761, Backward time: 3.1223, DDP time: 0.0044, Total iter time: 5.3293 [2020-11-05 15:39:13,920][root][INFO] - ===> Epoch[50](1296/26): Loss 1.3189, Sem 0.9093, dir -0.1364, norm 0.5459, swav 0.0000 LR: 8.826e-02 Score 73.327 Data time: 0.2546, Forward time: 2.2765, Backward time: 3.1224, DDP time: 0.0044, Total iter time: 6.3748 [2020-11-05 15:39:19,736][root][INFO] - ===> Epoch[50](1297/26): Loss 1.1297, Sem 0.8572, dir -0.2144, norm 0.4869, swav 0.0000 LR: 8.825e-02 Score 72.741 Data time: 0.1797, Forward time: 2.2762, Backward time: 3.1227, DDP time: 0.0044, Total iter time: 5.6964 [2020-11-05 15:39:25,212][root][INFO] - ===> Epoch[50](1298/26): Loss 1.2854, Sem 0.9226, dir -0.1855, norm 0.5484, swav 0.0000 LR: 8.824e-02 Score 72.639 Data time: 0.2252, Forward time: 2.2762, Backward time: 3.1225, DDP time: 0.0044, Total iter time: 5.3814 [2020-11-05 15:39:31,077][root][INFO] - ===> Epoch[50](1299/26): Loss 1.2384, Sem 0.8254, dir -0.1463, norm 0.5592, swav 0.0000 LR: 8.823e-02 Score 74.754 Data time: 0.2176, Forward time: 2.2763, Backward time: 3.1225, DDP time: 0.0044, Total iter time: 5.7491 [2020-11-05 15:39:37,122][root][INFO] - ===> Epoch[50](1300/26): Loss 1.2796, Sem 0.8820, dir -0.1975, norm 0.5952, swav 0.0000 LR: 8.822e-02 Score 73.882 Data time: 0.2145, Forward time: 2.2764, Backward time: 3.1226, DDP time: 0.0044, Total iter time: 5.9286 [2020-11-05 15:39:42,273][root][INFO] - ===> Epoch[51](1301/26): Loss 1.0805, Sem 0.8150, dir -0.2474, norm 0.5128, swav 0.0000 LR: 8.821e-02 Score 75.965 Data time: 0.2528, Forward time: 2.2767, Backward time: 3.1218, DDP time: 0.0044, Total iter time: 5.0129 [2020-11-05 15:39:48,657][root][INFO] - ===> Epoch[51](1302/26): Loss 1.2757, Sem 0.9026, dir -0.1813, norm 0.5543, swav 0.0000 LR: 8.820e-02 Score 71.467 Data time: 0.2296, Forward time: 2.2765, Backward time: 3.1223, DDP time: 0.0044, Total iter time: 6.2555 [2020-11-05 15:39:54,523][root][INFO] - ===> Epoch[51](1303/26): Loss 1.2609, Sem 0.9313, dir -0.2315, norm 0.5610, swav 0.0000 LR: 8.819e-02 Score 71.741 Data time: 0.2977, Forward time: 2.2771, Backward time: 3.1218, DDP time: 0.0044, Total iter time: 5.7691 [2020-11-05 15:40:01,046][root][INFO] - ===> Epoch[51](1304/26): Loss 1.2501, Sem 0.9401, dir -0.1872, norm 0.4972, swav 0.0000 LR: 8.818e-02 Score 71.666 Data time: 0.2714, Forward time: 2.2773, Backward time: 3.1220, DDP time: 0.0044, Total iter time: 6.3907 [2020-11-05 15:40:06,539][root][INFO] - ===> Epoch[51](1305/26): Loss 1.1663, Sem 0.8534, dir -0.1963, norm 0.5092, swav 0.0000 LR: 8.818e-02 Score 72.988 Data time: 0.2548, Forward time: 2.2774, Backward time: 3.1217, DDP time: 0.0044, Total iter time: 5.3711 [2020-11-05 15:40:12,560][root][INFO] - ===> Epoch[51](1306/26): Loss 1.0388, Sem 0.8244, dir -0.2516, norm 0.4659, swav 0.0000 LR: 8.817e-02 Score 73.908 Data time: 0.3230, Forward time: 2.2779, Backward time: 3.1213, DDP time: 0.0044, Total iter time: 5.9111 [2020-11-05 15:40:18,087][root][INFO] - ===> Epoch[51](1307/26): Loss 1.1904, Sem 0.9211, dir -0.2186, norm 0.4879, swav 0.0000 LR: 8.816e-02 Score 71.686 Data time: 0.2172, Forward time: 2.2780, Backward time: 3.1210, DDP time: 0.0044, Total iter time: 5.4092 [2020-11-05 15:40:23,037][root][INFO] - ===> Epoch[51](1308/26): Loss 1.1794, Sem 0.8777, dir -0.1421, norm 0.4439, swav 0.0000 LR: 8.815e-02 Score 72.620 Data time: 0.2215, Forward time: 2.2779, Backward time: 3.1203, DDP time: 0.0044, Total iter time: 4.8505 [2020-11-05 15:40:28,785][root][INFO] - ===> Epoch[51](1309/26): Loss 1.1450, Sem 0.8457, dir -0.1903, norm 0.4896, swav 0.0000 LR: 8.814e-02 Score 74.848 Data time: 0.2523, Forward time: 2.2780, Backward time: 3.1202, DDP time: 0.0044, Total iter time: 5.6360 [2020-11-05 15:40:34,028][root][INFO] - ===> Epoch[51](1310/26): Loss 1.0858, Sem 0.7919, dir -0.1714, norm 0.4653, swav 0.0000 LR: 8.813e-02 Score 75.351 Data time: 0.2482, Forward time: 2.2783, Backward time: 3.1195, DDP time: 0.0044, Total iter time: 5.1405 [2020-11-05 15:40:41,471][root][INFO] - ===> Epoch[51](1311/26): Loss 1.0311, Sem 0.7415, dir -0.1404, norm 0.4300, swav 0.0000 LR: 8.812e-02 Score 76.725 Data time: 0.2272, Forward time: 2.2785, Backward time: 3.1205, DDP time: 0.0044, Total iter time: 7.3279 [2020-11-05 15:40:47,040][root][INFO] - ===> Epoch[51](1312/26): Loss 1.1872, Sem 0.8450, dir -0.1417, norm 0.4839, swav 0.0000 LR: 8.811e-02 Score 74.621 Data time: 0.2090, Forward time: 2.2785, Backward time: 3.1203, DDP time: 0.0044, Total iter time: 5.4415 [2020-11-05 15:40:52,541][root][INFO] - ===> Epoch[51](1313/26): Loss 1.0522, Sem 0.7639, dir -0.1544, norm 0.4427, swav 0.0000 LR: 8.810e-02 Score 74.428 Data time: 0.2066, Forward time: 2.2784, Backward time: 3.1202, DDP time: 0.0044, Total iter time: 5.3953 [2020-11-05 15:40:57,712][root][INFO] - ===> Epoch[51](1314/26): Loss 1.1142, Sem 0.8527, dir -0.2283, norm 0.4898, swav 0.0000 LR: 8.809e-02 Score 74.134 Data time: 0.2202, Forward time: 2.2784, Backward time: 3.1198, DDP time: 0.0044, Total iter time: 5.0706 [2020-11-05 15:41:04,028][root][INFO] - ===> Epoch[51](1315/26): Loss 1.2414, Sem 0.9026, dir -0.2161, norm 0.5548, swav 0.0000 LR: 8.808e-02 Score 72.525 Data time: 0.3045, Forward time: 2.2792, Backward time: 3.1194, DDP time: 0.0044, Total iter time: 6.1998 [2020-11-05 15:41:08,863][root][INFO] - ===> Epoch[51](1316/26): Loss 1.1544, Sem 0.8783, dir -0.1727, norm 0.4487, swav 0.0000 LR: 8.808e-02 Score 73.428 Data time: 0.1752, Forward time: 2.2789, Backward time: 3.1189, DDP time: 0.0044, Total iter time: 4.6920 [2020-11-05 15:41:15,230][root][INFO] - ===> Epoch[51](1317/26): Loss 1.0686, Sem 0.8188, dir -0.2175, norm 0.4673, swav 0.0000 LR: 8.807e-02 Score 73.336 Data time: 0.1877, Forward time: 2.2789, Backward time: 3.1194, DDP time: 0.0044, Total iter time: 6.2571 [2020-11-05 15:41:20,946][root][INFO] - ===> Epoch[51](1318/26): Loss 1.1785, Sem 0.8536, dir -0.2236, norm 0.5485, swav 0.0000 LR: 8.806e-02 Score 74.769 Data time: 0.1942, Forward time: 2.2786, Backward time: 3.1196, DDP time: 0.0044, Total iter time: 5.6024 [2020-11-05 15:41:28,105][root][INFO] - ===> Epoch[51](1319/26): Loss 1.2619, Sem 0.9571, dir -0.1896, norm 0.4944, swav 0.0000 LR: 8.805e-02 Score 68.023 Data time: 0.2655, Forward time: 2.2790, Backward time: 3.1202, DDP time: 0.0044, Total iter time: 7.0893 [2020-11-05 15:41:34,099][root][INFO] - ===> Epoch[51](1320/26): Loss 1.1489, Sem 0.8211, dir -0.1985, norm 0.5263, swav 0.0000 LR: 8.804e-02 Score 73.847 Data time: 0.2031, Forward time: 2.2791, Backward time: 3.1202, DDP time: 0.0044, Total iter time: 5.8638 [2020-11-05 15:41:39,660][root][INFO] - ===> Epoch[51](1321/26): Loss 1.1400, Sem 0.8884, dir -0.2214, norm 0.4730, swav 0.0000 LR: 8.803e-02 Score 71.742 Data time: 0.2252, Forward time: 2.2792, Backward time: 3.1199, DDP time: 0.0044, Total iter time: 5.4308 [2020-11-05 15:41:45,792][root][INFO] - ===> Epoch[51](1322/26): Loss 1.1582, Sem 0.9190, dir -0.2243, norm 0.4635, swav 0.0000 LR: 8.802e-02 Score 69.474 Data time: 0.2311, Forward time: 2.2793, Backward time: 3.1201, DDP time: 0.0044, Total iter time: 6.0164 [2020-11-05 15:41:51,449][root][INFO] - ===> Epoch[51](1323/26): Loss 1.0521, Sem 0.8098, dir -0.2033, norm 0.4457, swav 0.0000 LR: 8.801e-02 Score 76.149 Data time: 0.2113, Forward time: 2.2792, Backward time: 3.1201, DDP time: 0.0044, Total iter time: 5.5362 [2020-11-05 15:41:56,693][root][INFO] - ===> Epoch[51](1324/26): Loss 1.1614, Sem 0.8185, dir -0.1723, norm 0.5151, swav 0.0000 LR: 8.800e-02 Score 73.474 Data time: 0.2496, Forward time: 2.2794, Backward time: 3.1194, DDP time: 0.0044, Total iter time: 5.1239 [2020-11-05 15:42:02,490][root][INFO] - ===> Epoch[51](1325/26): Loss 1.2206, Sem 0.9268, dir -0.1635, norm 0.4573, swav 0.0000 LR: 8.799e-02 Score 72.209 Data time: 0.1876, Forward time: 2.2792, Backward time: 3.1196, DDP time: 0.0044, Total iter time: 5.6604 [2020-11-05 15:42:09,284][root][INFO] - ===> Epoch[51](1326/26): Loss 1.1768, Sem 0.8668, dir -0.2018, norm 0.5119, swav 0.0000 LR: 8.798e-02 Score 74.059 Data time: 0.2650, Forward time: 2.2799, Backward time: 3.1197, DDP time: 0.0044, Total iter time: 6.6804 [2020-11-05 15:42:14,576][root][INFO] - ===> Epoch[52](1327/26): Loss 1.0619, Sem 0.7932, dir -0.1689, norm 0.4376, swav 0.0000 LR: 8.797e-02 Score 74.620 Data time: 0.2395, Forward time: 2.2798, Backward time: 3.1194, DDP time: 0.0044, Total iter time: 5.1287 [2020-11-05 15:42:19,519][root][INFO] - ===> Epoch[52](1328/26): Loss 1.2515, Sem 0.9100, dir -0.1925, norm 0.5340, swav 0.0000 LR: 8.797e-02 Score 71.093 Data time: 0.1774, Forward time: 2.2795, Backward time: 3.1190, DDP time: 0.0044, Total iter time: 4.8200 [2020-11-05 15:42:24,913][root][INFO] - ===> Epoch[52](1329/26): Loss 1.2539, Sem 0.8765, dir -0.1680, norm 0.5454, swav 0.0000 LR: 8.796e-02 Score 76.255 Data time: 0.1447, Forward time: 2.2788, Backward time: 3.1193, DDP time: 0.0044, Total iter time: 5.3003 [2020-11-05 15:42:32,110][root][INFO] - ===> Epoch[52](1330/26): Loss 1.1682, Sem 0.8847, dir -0.1903, norm 0.4738, swav 0.0000 LR: 8.795e-02 Score 73.316 Data time: 0.2999, Forward time: 2.2795, Backward time: 3.1197, DDP time: 0.0044, Total iter time: 7.1420 [2020-11-05 15:42:37,260][root][INFO] - ===> Epoch[52](1331/26): Loss 1.2222, Sem 0.9055, dir -0.2009, norm 0.5177, swav 0.0000 LR: 8.794e-02 Score 71.382 Data time: 0.1603, Forward time: 2.2793, Backward time: 3.1195, DDP time: 0.0044, Total iter time: 5.0051 [2020-11-05 15:42:43,002][root][INFO] - ===> Epoch[52](1332/26): Loss 1.0376, Sem 0.8334, dir -0.2249, norm 0.4291, swav 0.0000 LR: 8.793e-02 Score 75.805 Data time: 0.1883, Forward time: 2.2790, Backward time: 3.1197, DDP time: 0.0044, Total iter time: 5.6354 [2020-11-05 15:42:48,851][root][INFO] - ===> Epoch[52](1333/26): Loss 1.1599, Sem 0.8539, dir -0.2164, norm 0.5225, swav 0.0000 LR: 8.792e-02 Score 73.332 Data time: 0.2077, Forward time: 2.2789, Backward time: 3.1199, DDP time: 0.0044, Total iter time: 5.7535 [2020-11-05 15:42:54,243][root][INFO] - ===> Epoch[52](1334/26): Loss 1.0403, Sem 0.8356, dir -0.2444, norm 0.4491, swav 0.0000 LR: 8.791e-02 Score 74.756 Data time: 0.2339, Forward time: 2.2790, Backward time: 3.1195, DDP time: 0.0044, Total iter time: 5.2795 [2020-11-05 15:43:00,174][root][INFO] - ===> Epoch[52](1335/26): Loss 1.0739, Sem 0.7852, dir -0.1911, norm 0.4797, swav 0.0000 LR: 8.790e-02 Score 74.286 Data time: 0.2371, Forward time: 2.2792, Backward time: 3.1193, DDP time: 0.0044, Total iter time: 5.8107 [2020-11-05 15:43:05,842][root][INFO] - ===> Epoch[52](1336/26): Loss 1.0530, Sem 0.7875, dir -0.2006, norm 0.4661, swav 0.0000 LR: 8.789e-02 Score 76.065 Data time: 0.1420, Forward time: 2.2787, Backward time: 3.1197, DDP time: 0.0044, Total iter time: 5.5140 [2020-11-05 15:43:11,498][root][INFO] - ===> Epoch[52](1337/26): Loss 1.0004, Sem 0.7315, dir -0.2051, norm 0.4739, swav 0.0000 LR: 8.788e-02 Score 74.560 Data time: 0.2155, Forward time: 2.2786, Backward time: 3.1197, DDP time: 0.0044, Total iter time: 5.5831 [2020-11-05 15:43:18,176][root][INFO] - ===> Epoch[52](1338/26): Loss 1.1390, Sem 0.7794, dir -0.1423, norm 0.5019, swav 0.0000 LR: 8.787e-02 Score 75.118 Data time: 0.2064, Forward time: 2.2785, Backward time: 3.1204, DDP time: 0.0044, Total iter time: 6.5507 [2020-11-05 15:43:23,474][root][INFO] - ===> Epoch[52](1339/26): Loss 1.1229, Sem 0.8762, dir -0.2128, norm 0.4594, swav 0.0000 LR: 8.787e-02 Score 73.086 Data time: 0.1812, Forward time: 2.2783, Backward time: 3.1203, DDP time: 0.0044, Total iter time: 5.2014 [2020-11-05 15:43:29,977][root][INFO] - ===> Epoch[52](1340/26): Loss 1.2502, Sem 0.9221, dir -0.2140, norm 0.5420, swav 0.0000 LR: 8.786e-02 Score 73.366 Data time: 0.2445, Forward time: 2.2782, Backward time: 3.1209, DDP time: 0.0044, Total iter time: 6.3981 [2020-11-05 15:43:35,141][root][INFO] - ===> Epoch[52](1341/26): Loss 1.2274, Sem 0.8726, dir -0.2184, norm 0.5731, swav 0.0000 LR: 8.785e-02 Score 72.604 Data time: 0.1846, Forward time: 2.2781, Backward time: 3.1206, DDP time: 0.0044, Total iter time: 5.0417 [2020-11-05 15:43:40,961][root][INFO] - ===> Epoch[52](1342/26): Loss 1.1823, Sem 0.8764, dir -0.1952, norm 0.5011, swav 0.0000 LR: 8.784e-02 Score 72.504 Data time: 0.2451, Forward time: 2.2783, Backward time: 3.1204, DDP time: 0.0044, Total iter time: 5.7060 [2020-11-05 15:43:46,595][root][INFO] - ===> Epoch[52](1343/26): Loss 1.1704, Sem 0.8832, dir -0.2236, norm 0.5108, swav 0.0000 LR: 8.783e-02 Score 71.941 Data time: 0.2520, Forward time: 2.2785, Backward time: 3.1200, DDP time: 0.0044, Total iter time: 5.5116 [2020-11-05 15:43:52,418][root][INFO] - ===> Epoch[52](1344/26): Loss 0.9545, Sem 0.7338, dir -0.2462, norm 0.4669, swav 0.0000 LR: 8.782e-02 Score 77.427 Data time: 0.2756, Forward time: 2.2790, Backward time: 3.1194, DDP time: 0.0044, Total iter time: 5.6620 [2020-11-05 15:43:58,748][root][INFO] - ===> Epoch[52](1345/26): Loss 1.2370, Sem 0.9924, dir -0.2550, norm 0.4997, swav 0.0000 LR: 8.781e-02 Score 68.791 Data time: 0.1973, Forward time: 2.2788, Backward time: 3.1200, DDP time: 0.0044, Total iter time: 6.1924 [2020-11-05 15:44:04,954][root][INFO] - ===> Epoch[52](1346/26): Loss 1.0104, Sem 0.7315, dir -0.2122, norm 0.4910, swav 0.0000 LR: 8.780e-02 Score 78.962 Data time: 0.2488, Forward time: 2.2790, Backward time: 3.1201, DDP time: 0.0044, Total iter time: 6.1005 [2020-11-05 15:44:11,263][root][INFO] - ===> Epoch[52](1347/26): Loss 1.1496, Sem 0.8436, dir -0.1561, norm 0.4621, swav 0.0000 LR: 8.779e-02 Score 74.263 Data time: 0.2115, Forward time: 2.2790, Backward time: 3.1204, DDP time: 0.0044, Total iter time: 6.1785 [2020-11-05 15:44:16,029][root][INFO] - ===> Epoch[52](1348/26): Loss 1.1251, Sem 0.8321, dir -0.1958, norm 0.4888, swav 0.0000 LR: 8.778e-02 Score 73.815 Data time: 0.1932, Forward time: 2.2787, Backward time: 3.1199, DDP time: 0.0044, Total iter time: 4.6498 [2020-11-05 15:44:20,936][root][INFO] - ===> Epoch[52](1349/26): Loss 1.1367, Sem 0.7570, dir -0.1783, norm 0.5580, swav 0.0000 LR: 8.777e-02 Score 77.069 Data time: 0.2055, Forward time: 2.2787, Backward time: 3.1194, DDP time: 0.0044, Total iter time: 4.8195 [2020-11-05 15:44:25,853][root][INFO] - ===> Epoch[52](1350/26): Loss 1.1761, Sem 0.9356, dir -0.2584, norm 0.4989, swav 0.0000 LR: 8.776e-02 Score 72.409 Data time: 0.2040, Forward time: 2.2785, Backward time: 3.1189, DDP time: 0.0044, Total iter time: 4.7940 [2020-11-05 15:44:31,470][root][INFO] - ===> Epoch[52](1351/26): Loss 1.0808, Sem 0.7372, dir -0.1680, norm 0.5116, swav 0.0000 LR: 8.776e-02 Score 77.043 Data time: 0.2028, Forward time: 2.2784, Backward time: 3.1189, DDP time: 0.0044, Total iter time: 5.5110 [2020-11-05 15:44:38,840][root][INFO] - ===> Epoch[52](1352/26): Loss 1.0882, Sem 0.8033, dir -0.2031, norm 0.4880, swav 0.0000 LR: 8.775e-02 Score 75.113 Data time: 0.2502, Forward time: 2.2786, Backward time: 3.1198, DDP time: 0.0044, Total iter time: 7.2554 [2020-11-05 15:44:44,194][root][INFO] - ===> Epoch[53](1353/26): Loss 1.2333, Sem 0.9165, dir -0.1912, norm 0.5081, swav 0.0000 LR: 8.774e-02 Score 72.968 Data time: 0.2348, Forward time: 2.2788, Backward time: 3.1193, DDP time: 0.0044, Total iter time: 5.2372 [2020-11-05 15:44:49,155][root][INFO] - ===> Epoch[53](1354/26): Loss 1.1842, Sem 0.8427, dir -0.1675, norm 0.5090, swav 0.0000 LR: 8.773e-02 Score 73.526 Data time: 0.2109, Forward time: 2.2789, Backward time: 3.1186, DDP time: 0.0044, Total iter time: 4.8315 [2020-11-05 15:44:54,368][root][INFO] - ===> Epoch[53](1355/26): Loss 1.1081, Sem 0.8240, dir -0.1701, norm 0.4543, swav 0.0000 LR: 8.772e-02 Score 75.129 Data time: 0.1189, Forward time: 2.2782, Backward time: 3.1190, DDP time: 0.0044, Total iter time: 5.1025 [2020-11-05 15:44:59,521][root][INFO] - ===> Epoch[53](1356/26): Loss 1.2841, Sem 0.9857, dir -0.2248, norm 0.5232, swav 0.0000 LR: 8.771e-02 Score 70.540 Data time: 0.2361, Forward time: 2.2781, Backward time: 3.1187, DDP time: 0.0044, Total iter time: 5.0753 [2020-11-05 15:45:08,173][root][INFO] - ===> Epoch[53](1357/26): Loss 1.1768, Sem 0.8348, dir -0.1870, norm 0.5290, swav 0.0000 LR: 8.770e-02 Score 72.674 Data time: 0.2325, Forward time: 2.2784, Backward time: 3.1203, DDP time: 0.0044, Total iter time: 8.5372 [2020-11-05 15:45:14,318][root][INFO] - ===> Epoch[53](1358/26): Loss 1.1375, Sem 0.8722, dir -0.1966, norm 0.4619, swav 0.0000 LR: 8.769e-02 Score 72.285 Data time: 0.2378, Forward time: 2.2784, Backward time: 3.1205, DDP time: 0.0044, Total iter time: 5.9837 [2020-11-05 15:45:20,416][root][INFO] - ===> Epoch[53](1359/26): Loss 1.1288, Sem 0.8332, dir -0.1768, norm 0.4724, swav 0.0000 LR: 8.768e-02 Score 75.749 Data time: 0.1966, Forward time: 2.2783, Backward time: 3.1209, DDP time: 0.0044, Total iter time: 5.9605 [2020-11-05 15:45:25,346][root][INFO] - ===> Epoch[53](1360/26): Loss 1.1941, Sem 0.9019, dir -0.1948, norm 0.4870, swav 0.0000 LR: 8.767e-02 Score 71.557 Data time: 0.2348, Forward time: 2.2785, Backward time: 3.1201, DDP time: 0.0044, Total iter time: 4.8300 [2020-11-05 15:45:31,055][root][INFO] - ===> Epoch[53](1361/26): Loss 1.0595, Sem 0.8209, dir -0.2291, norm 0.4677, swav 0.0000 LR: 8.766e-02 Score 75.787 Data time: 0.1949, Forward time: 2.2782, Backward time: 3.1203, DDP time: 0.0044, Total iter time: 5.5868 [2020-11-05 15:45:36,278][root][INFO] - ===> Epoch[53](1362/26): Loss 0.9917, Sem 0.7359, dir -0.2015, norm 0.4573, swav 0.0000 LR: 8.766e-02 Score 78.544 Data time: 0.2305, Forward time: 2.2784, Backward time: 3.1197, DDP time: 0.0044, Total iter time: 5.1409 [2020-11-05 15:45:42,249][root][INFO] - ===> Epoch[53](1363/26): Loss 1.1748, Sem 0.8799, dir -0.2004, norm 0.4952, swav 0.0000 LR: 8.765e-02 Score 72.503 Data time: 0.2280, Forward time: 2.2785, Backward time: 3.1197, DDP time: 0.0044, Total iter time: 5.8412 [2020-11-05 15:45:47,839][root][INFO] - ===> Epoch[53](1364/26): Loss 1.2343, Sem 0.9271, dir -0.2001, norm 0.5074, swav 0.0000 LR: 8.764e-02 Score 69.012 Data time: 0.1865, Forward time: 2.2784, Backward time: 3.1195, DDP time: 0.0044, Total iter time: 5.4648 [2020-11-05 15:45:54,056][root][INFO] - ===> Epoch[53](1365/26): Loss 0.9578, Sem 0.7686, dir -0.2052, norm 0.3943, swav 0.0000 LR: 8.763e-02 Score 76.437 Data time: 0.1491, Forward time: 2.2779, Backward time: 3.1204, DDP time: 0.0044, Total iter time: 6.1082 [2020-11-05 15:45:59,744][root][INFO] - ===> Epoch[53](1366/26): Loss 1.2485, Sem 0.8919, dir -0.1333, norm 0.4900, swav 0.0000 LR: 8.762e-02 Score 73.661 Data time: 0.1999, Forward time: 2.2778, Backward time: 3.1204, DDP time: 0.0044, Total iter time: 5.6204 [2020-11-05 15:46:05,397][root][INFO] - ===> Epoch[53](1367/26): Loss 1.1051, Sem 0.8592, dir -0.2223, norm 0.4682, swav 0.0000 LR: 8.761e-02 Score 73.157 Data time: 0.1601, Forward time: 2.2774, Backward time: 3.1207, DDP time: 0.0044, Total iter time: 5.5181 [2020-11-05 15:46:10,749][root][INFO] - ===> Epoch[53](1368/26): Loss 1.1543, Sem 0.8202, dir -0.1939, norm 0.5279, swav 0.0000 LR: 8.760e-02 Score 74.685 Data time: 0.2259, Forward time: 2.2774, Backward time: 3.1205, DDP time: 0.0044, Total iter time: 5.2693 [2020-11-05 15:46:15,970][root][INFO] - ===> Epoch[53](1369/26): Loss 1.1274, Sem 0.7947, dir -0.2091, norm 0.5418, swav 0.0000 LR: 8.759e-02 Score 73.822 Data time: 0.2392, Forward time: 2.2776, Backward time: 3.1198, DDP time: 0.0044, Total iter time: 5.1001 [2020-11-05 15:46:20,455][root][INFO] - ===> Epoch[53](1370/26): Loss 1.0920, Sem 0.8637, dir -0.2334, norm 0.4617, swav 0.0000 LR: 8.758e-02 Score 74.276 Data time: 0.2086, Forward time: 2.2776, Backward time: 3.1189, DDP time: 0.0044, Total iter time: 4.3444 [2020-11-05 15:46:25,246][root][INFO] - ===> Epoch[53](1371/26): Loss 1.1856, Sem 0.7679, dir -0.1738, norm 0.5915, swav 0.0000 LR: 8.757e-02 Score 75.330 Data time: 0.2280, Forward time: 2.2778, Backward time: 3.1180, DDP time: 0.0044, Total iter time: 4.6952 [2020-11-05 15:46:31,573][root][INFO] - ===> Epoch[53](1372/26): Loss 1.0282, Sem 0.7775, dir -0.2157, norm 0.4665, swav 0.0000 LR: 8.756e-02 Score 77.325 Data time: 0.2216, Forward time: 2.2779, Backward time: 3.1183, DDP time: 0.0044, Total iter time: 6.1943 [2020-11-05 15:46:37,539][root][INFO] - ===> Epoch[53](1373/26): Loss 1.1652, Sem 0.8538, dir -0.1705, norm 0.4819, swav 0.0000 LR: 8.755e-02 Score 73.510 Data time: 0.1350, Forward time: 2.2773, Backward time: 3.1191, DDP time: 0.0044, Total iter time: 5.8377 [2020-11-05 15:46:45,800][root][INFO] - ===> Epoch[53](1374/26): Loss 1.1657, Sem 0.8620, dir -0.2032, norm 0.5069, swav 0.0000 LR: 8.755e-02 Score 72.846 Data time: 0.2740, Forward time: 2.2775, Backward time: 3.1206, DDP time: 0.0044, Total iter time: 8.1833 [2020-11-05 15:46:51,961][root][INFO] - ===> Epoch[53](1375/26): Loss 1.1126, Sem 0.8079, dir -0.2093, norm 0.5140, swav 0.0000 LR: 8.754e-02 Score 75.467 Data time: 0.2150, Forward time: 2.2775, Backward time: 3.1209, DDP time: 0.0044, Total iter time: 6.0518 [2020-11-05 15:46:57,113][root][INFO] - ===> Epoch[53](1376/26): Loss 1.1288, Sem 0.8223, dir -0.1533, norm 0.4598, swav 0.0000 LR: 8.753e-02 Score 75.038 Data time: 0.1968, Forward time: 2.2774, Backward time: 3.1205, DDP time: 0.0044, Total iter time: 5.0371 [2020-11-05 15:47:02,299][root][INFO] - ===> Epoch[53](1377/26): Loss 1.1383, Sem 0.8206, dir -0.2141, norm 0.5317, swav 0.0000 LR: 8.752e-02 Score 76.314 Data time: 0.1900, Forward time: 2.2772, Backward time: 3.1203, DDP time: 0.0044, Total iter time: 5.0798 [2020-11-05 15:47:08,709][root][INFO] - ===> Epoch[53](1378/26): Loss 1.1355, Sem 0.8244, dir -0.1723, norm 0.4834, swav 0.0000 LR: 8.751e-02 Score 74.114 Data time: 0.2623, Forward time: 2.2774, Backward time: 3.1205, DDP time: 0.0044, Total iter time: 6.3055 [2020-11-05 15:47:16,056][root][INFO] - ===> Epoch[54](1379/26): Loss 1.0566, Sem 0.8192, dir -0.2243, norm 0.4618, swav 0.0000 LR: 8.750e-02 Score 74.327 Data time: 0.3312, Forward time: 2.2783, Backward time: 3.1206, DDP time: 0.0044, Total iter time: 7.2082 [2020-11-05 15:47:22,253][root][INFO] - ===> Epoch[54](1380/26): Loss 0.9922, Sem 0.8408, dir -0.2448, norm 0.3961, swav 0.0000 LR: 8.749e-02 Score 74.331 Data time: 0.1528, Forward time: 2.2781, Backward time: 3.1212, DDP time: 0.0044, Total iter time: 6.0506 [2020-11-05 15:47:28,527][root][INFO] - ===> Epoch[54](1381/26): Loss 1.2554, Sem 0.9395, dir -0.1779, norm 0.4938, swav 0.0000 LR: 8.748e-02 Score 70.494 Data time: 0.2641, Forward time: 2.2784, Backward time: 3.1212, DDP time: 0.0044, Total iter time: 6.1475 [2020-11-05 15:47:33,619][root][INFO] - ===> Epoch[54](1382/26): Loss 1.1929, Sem 0.9288, dir -0.1988, norm 0.4629, swav 0.0000 LR: 8.747e-02 Score 72.326 Data time: 0.2562, Forward time: 2.2785, Backward time: 3.1204, DDP time: 0.0044, Total iter time: 4.9712 [2020-11-05 15:47:39,013][root][INFO] - ===> Epoch[54](1383/26): Loss 1.1942, Sem 0.7916, dir -0.1759, norm 0.5785, swav 0.0000 LR: 8.746e-02 Score 75.563 Data time: 0.2696, Forward time: 2.2788, Backward time: 3.1199, DDP time: 0.0044, Total iter time: 5.2750 [2020-11-05 15:47:46,714][root][INFO] - ===> Epoch[54](1384/26): Loss 1.2049, Sem 0.8155, dir -0.1159, norm 0.5053, swav 0.0000 LR: 8.745e-02 Score 76.475 Data time: 0.1478, Forward time: 2.2783, Backward time: 3.1216, DDP time: 0.0044, Total iter time: 7.5859 [2020-11-05 15:47:53,351][root][INFO] - ===> Epoch[54](1385/26): Loss 1.1193, Sem 0.8170, dir -0.1854, norm 0.4878, swav 0.0000 LR: 8.745e-02 Score 74.278 Data time: 0.2081, Forward time: 2.2780, Backward time: 3.1225, DDP time: 0.0044, Total iter time: 6.5413 [2020-11-05 15:47:59,934][root][INFO] - ===> Epoch[54](1386/26): Loss 1.2358, Sem 0.8826, dir -0.1867, norm 0.5398, swav 0.0000 LR: 8.744e-02 Score 72.160 Data time: 0.2294, Forward time: 2.2780, Backward time: 3.1231, DDP time: 0.0044, Total iter time: 6.4507 [2020-11-05 15:48:05,659][root][INFO] - ===> Epoch[54](1387/26): Loss 1.0993, Sem 0.8706, dir -0.2461, norm 0.4748, swav 0.0000 LR: 8.743e-02 Score 73.984 Data time: 0.2516, Forward time: 2.2783, Backward time: 3.1227, DDP time: 0.0044, Total iter time: 5.5981 [2020-11-05 15:48:11,795][root][INFO] - ===> Epoch[54](1388/26): Loss 1.1549, Sem 0.8088, dir -0.1873, norm 0.5334, swav 0.0000 LR: 8.742e-02 Score 74.448 Data time: 0.2240, Forward time: 2.2782, Backward time: 3.1229, DDP time: 0.0044, Total iter time: 5.9972 [2020-11-05 15:48:17,222][root][INFO] - ===> Epoch[54](1389/26): Loss 1.0408, Sem 0.7984, dir -0.1408, norm 0.3832, swav 0.0000 LR: 8.741e-02 Score 75.247 Data time: 0.2433, Forward time: 2.2785, Backward time: 3.1224, DDP time: 0.0044, Total iter time: 5.3112 [2020-11-05 15:48:22,929][root][INFO] - ===> Epoch[54](1390/26): Loss 0.9893, Sem 0.7456, dir -0.2291, norm 0.4728, swav 0.0000 LR: 8.740e-02 Score 77.750 Data time: 0.1964, Forward time: 2.2783, Backward time: 3.1225, DDP time: 0.0044, Total iter time: 5.5780 [2020-11-05 15:48:27,830][root][INFO] - ===> Epoch[54](1391/26): Loss 1.2672, Sem 0.8987, dir -0.1743, norm 0.5428, swav 0.0000 LR: 8.739e-02 Score 73.013 Data time: 0.2026, Forward time: 2.2782, Backward time: 3.1220, DDP time: 0.0044, Total iter time: 4.7917 [2020-11-05 15:48:35,410][root][INFO] - ===> Epoch[54](1392/26): Loss 1.1475, Sem 0.8858, dir -0.1920, norm 0.4536, swav 0.0000 LR: 8.738e-02 Score 72.620 Data time: 0.2518, Forward time: 2.2785, Backward time: 3.1229, DDP time: 0.0044, Total iter time: 7.4611 [2020-11-05 15:48:41,364][root][INFO] - ===> Epoch[54](1393/26): Loss 1.0761, Sem 0.8314, dir -0.1965, norm 0.4411, swav 0.0000 LR: 8.737e-02 Score 74.736 Data time: 0.2839, Forward time: 2.2791, Backward time: 3.1224, DDP time: 0.0044, Total iter time: 5.8185 [2020-11-05 15:48:46,203][root][INFO] - ===> Epoch[54](1394/26): Loss 1.0651, Sem 0.8186, dir -0.2506, norm 0.4971, swav 0.0000 LR: 8.736e-02 Score 73.341 Data time: 0.2234, Forward time: 2.2792, Backward time: 3.1216, DDP time: 0.0044, Total iter time: 4.7371 [2020-11-05 15:48:51,111][root][INFO] - ===> Epoch[54](1395/26): Loss 1.1809, Sem 0.7073, dir -0.0711, norm 0.5447, swav 0.0000 LR: 8.735e-02 Score 79.643 Data time: 0.1650, Forward time: 2.2789, Backward time: 3.1213, DDP time: 0.0044, Total iter time: 4.7931 [2020-11-05 15:48:56,819][root][INFO] - ===> Epoch[54](1396/26): Loss 1.2384, Sem 0.7916, dir -0.1283, norm 0.5751, swav 0.0000 LR: 8.734e-02 Score 76.160 Data time: 0.1345, Forward time: 2.2782, Backward time: 3.1220, DDP time: 0.0044, Total iter time: 5.5958 [2020-11-05 15:49:03,607][root][INFO] - ===> Epoch[54](1397/26): Loss 1.2392, Sem 0.8452, dir -0.1457, norm 0.5397, swav 0.0000 LR: 8.734e-02 Score 74.265 Data time: 0.1798, Forward time: 2.2780, Backward time: 3.1229, DDP time: 0.0044, Total iter time: 6.7259 [2020-11-05 15:49:08,893][root][INFO] - ===> Epoch[54](1398/26): Loss 1.2294, Sem 0.8788, dir -0.1704, norm 0.5210, swav 0.0000 LR: 8.733e-02 Score 72.388 Data time: 0.2606, Forward time: 2.2783, Backward time: 3.1223, DDP time: 0.0044, Total iter time: 5.1865 [2020-11-05 15:49:14,930][root][INFO] - ===> Epoch[54](1399/26): Loss 1.1377, Sem 0.8286, dir -0.1952, norm 0.5043, swav 0.0000 LR: 8.732e-02 Score 74.794 Data time: 0.1717, Forward time: 2.2780, Backward time: 3.1227, DDP time: 0.0044, Total iter time: 5.9207 [2020-11-05 15:49:19,623][root][INFO] - ===> Epoch[54](1400/26): Loss 1.1158, Sem 0.8489, dir -0.2258, norm 0.4926, swav 0.0000 LR: 8.731e-02 Score 76.066 Data time: 0.1878, Forward time: 2.2778, Backward time: 3.1222, DDP time: 0.0044, Total iter time: 4.6085 [2020-11-05 15:49:24,806][root][INFO] - ===> Epoch[54](1401/26): Loss 1.2979, Sem 0.9408, dir -0.2176, norm 0.5747, swav 0.0000 LR: 8.730e-02 Score 71.827 Data time: 0.1778, Forward time: 2.2774, Backward time: 3.1221, DDP time: 0.0044, Total iter time: 5.0741 [2020-11-05 15:49:30,477][root][INFO] - ===> Epoch[54](1402/26): Loss 1.1947, Sem 0.8691, dir -0.2131, norm 0.5387, swav 0.0000 LR: 8.729e-02 Score 74.044 Data time: 0.2621, Forward time: 2.2777, Backward time: 3.1217, DDP time: 0.0044, Total iter time: 5.5569 [2020-11-05 15:49:36,910][root][INFO] - ===> Epoch[54](1403/26): Loss 1.1457, Sem 0.7650, dir -0.1993, norm 0.5799, swav 0.0000 LR: 8.728e-02 Score 76.269 Data time: 0.1703, Forward time: 2.2773, Backward time: 3.1225, DDP time: 0.0044, Total iter time: 6.2926 [2020-11-05 15:49:41,903][root][INFO] - ===> Epoch[54](1404/26): Loss 1.1085, Sem 0.7660, dir -0.2109, norm 0.5534, swav 0.0000 LR: 8.727e-02 Score 75.483 Data time: 0.1919, Forward time: 2.2771, Backward time: 3.1222, DDP time: 0.0044, Total iter time: 4.8787 [2020-11-05 15:49:47,624][root][INFO] - ===> Epoch[55](1405/26): Loss 1.1581, Sem 0.7465, dir -0.1871, norm 0.5988, swav 0.0000 LR: 8.726e-02 Score 77.134 Data time: 0.1795, Forward time: 2.2767, Backward time: 3.1225, DDP time: 0.0044, Total iter time: 5.6289 [2020-11-05 15:49:53,270][root][INFO] - ===> Epoch[55](1406/26): Loss 1.1872, Sem 0.8759, dir -0.2188, norm 0.5301, swav 0.0000 LR: 8.725e-02 Score 73.791 Data time: 0.1796, Forward time: 2.2764, Backward time: 3.1227, DDP time: 0.0044, Total iter time: 5.5443 [2020-11-05 15:49:59,843][root][INFO] - ===> Epoch[55](1407/26): Loss 1.0914, Sem 0.8768, dir -0.2301, norm 0.4447, swav 0.0000 LR: 8.724e-02 Score 72.607 Data time: 0.2511, Forward time: 2.2766, Backward time: 3.1230, DDP time: 0.0044, Total iter time: 6.4711 [2020-11-05 15:50:05,239][root][INFO] - ===> Epoch[55](1408/26): Loss 1.0997, Sem 0.7405, dir -0.1964, norm 0.5556, swav 0.0000 LR: 8.724e-02 Score 78.204 Data time: 0.2166, Forward time: 2.2766, Backward time: 3.1226, DDP time: 0.0044, Total iter time: 5.2603 [2020-11-05 15:50:10,488][root][INFO] - ===> Epoch[55](1409/26): Loss 1.0632, Sem 0.7806, dir -0.1789, norm 0.4616, swav 0.0000 LR: 8.723e-02 Score 75.596 Data time: 0.2446, Forward time: 2.2768, Backward time: 3.1221, DDP time: 0.0044, Total iter time: 5.1350 [2020-11-05 15:50:16,195][root][INFO] - ===> Epoch[55](1410/26): Loss 1.2041, Sem 0.8550, dir -0.2025, norm 0.5516, swav 0.0000 LR: 8.722e-02 Score 74.143 Data time: 0.2587, Forward time: 2.2771, Backward time: 3.1216, DDP time: 0.0044, Total iter time: 5.5921 [2020-11-05 15:50:22,399][root][INFO] - ===> Epoch[55](1411/26): Loss 1.0578, Sem 0.7232, dir -0.1626, norm 0.4972, swav 0.0000 LR: 8.721e-02 Score 76.765 Data time: 0.2920, Forward time: 2.2777, Backward time: 3.1213, DDP time: 0.0044, Total iter time: 6.0864 [2020-11-05 15:50:27,588][root][INFO] - ===> Epoch[55](1412/26): Loss 1.0881, Sem 0.7985, dir -0.2102, norm 0.4998, swav 0.0000 LR: 8.720e-02 Score 75.808 Data time: 0.1408, Forward time: 2.2772, Backward time: 3.1214, DDP time: 0.0044, Total iter time: 5.0726 [2020-11-05 15:50:35,602][root][INFO] - ===> Epoch[55](1413/26): Loss 1.1879, Sem 0.8959, dir -0.2214, norm 0.5133, swav 0.0000 LR: 8.719e-02 Score 71.946 Data time: 0.2031, Forward time: 2.2771, Backward time: 3.1230, DDP time: 0.0044, Total iter time: 7.9303 [2020-11-05 15:50:41,066][root][INFO] - ===> Epoch[55](1414/26): Loss 1.0974, Sem 0.7836, dir -0.1676, norm 0.4815, swav 0.0000 LR: 8.718e-02 Score 75.107 Data time: 0.1777, Forward time: 2.2769, Backward time: 3.1230, DDP time: 0.0044, Total iter time: 5.3566 [2020-11-05 15:50:46,611][root][INFO] - ===> Epoch[55](1415/26): Loss 1.0327, Sem 0.7333, dir -0.2044, norm 0.5039, swav 0.0000 LR: 8.717e-02 Score 75.928 Data time: 0.2461, Forward time: 2.2772, Backward time: 3.1226, DDP time: 0.0044, Total iter time: 5.4355 [2020-11-05 15:50:52,845][root][INFO] - ===> Epoch[55](1416/26): Loss 1.2156, Sem 0.8820, dir -0.1906, norm 0.5242, swav 0.0000 LR: 8.716e-02 Score 71.824 Data time: 0.1670, Forward time: 2.2768, Backward time: 3.1232, DDP time: 0.0044, Total iter time: 6.1258 [2020-11-05 15:50:59,415][root][INFO] - ===> Epoch[55](1417/26): Loss 1.1749, Sem 0.8928, dir -0.2239, norm 0.5060, swav 0.0000 LR: 8.715e-02 Score 72.426 Data time: 0.2353, Forward time: 2.2769, Backward time: 3.1236, DDP time: 0.0044, Total iter time: 6.4307 [2020-11-05 15:51:05,733][root][INFO] - ===> Epoch[55](1418/26): Loss 1.1956, Sem 0.8792, dir -0.1414, norm 0.4578, swav 0.0000 LR: 8.714e-02 Score 71.771 Data time: 0.3095, Forward time: 2.2775, Backward time: 3.1234, DDP time: 0.0044, Total iter time: 6.2059 [2020-11-05 15:51:11,612][root][INFO] - ===> Epoch[55](1419/26): Loss 1.1253, Sem 0.8196, dir -0.1760, norm 0.4817, swav 0.0000 LR: 8.713e-02 Score 76.080 Data time: 0.1867, Forward time: 2.2776, Backward time: 3.1234, DDP time: 0.0044, Total iter time: 5.7265 [2020-11-05 15:51:16,956][root][INFO] - ===> Epoch[55](1420/26): Loss 1.0481, Sem 0.7958, dir -0.1872, norm 0.4394, swav 0.0000 LR: 8.713e-02 Score 75.232 Data time: 0.1419, Forward time: 2.2770, Backward time: 3.1236, DDP time: 0.0044, Total iter time: 5.2161 [2020-11-05 15:51:23,996][root][INFO] - ===> Epoch[55](1421/26): Loss 1.2347, Sem 0.8803, dir -0.2027, norm 0.5572, swav 0.0000 LR: 8.712e-02 Score 74.107 Data time: 0.2716, Forward time: 2.2772, Backward time: 3.1243, DDP time: 0.0044, Total iter time: 6.9552 [2020-11-05 15:51:30,671][root][INFO] - ===> Epoch[55](1422/26): Loss 1.0247, Sem 0.7478, dir -0.1356, norm 0.4125, swav 0.0000 LR: 8.711e-02 Score 77.077 Data time: 0.3493, Forward time: 2.2779, Backward time: 3.1241, DDP time: 0.0044, Total iter time: 6.5367 [2020-11-05 15:51:38,085][root][INFO] - ===> Epoch[55](1423/26): Loss 1.2222, Sem 0.8951, dir -0.1941, norm 0.5212, swav 0.0000 LR: 8.710e-02 Score 72.009 Data time: 0.1641, Forward time: 2.2775, Backward time: 3.1255, DDP time: 0.0044, Total iter time: 7.2838 [2020-11-05 15:51:43,715][root][INFO] - ===> Epoch[55](1424/26): Loss 1.0683, Sem 0.8238, dir -0.1941, norm 0.4386, swav 0.0000 LR: 8.709e-02 Score 76.293 Data time: 0.2736, Forward time: 2.2779, Backward time: 3.1251, DDP time: 0.0044, Total iter time: 5.5211 [2020-11-05 15:51:48,827][root][INFO] - ===> Epoch[55](1425/26): Loss 1.2927, Sem 0.9689, dir -0.2106, norm 0.5343, swav 0.0000 LR: 8.708e-02 Score 71.203 Data time: 0.2277, Forward time: 2.2780, Backward time: 3.1245, DDP time: 0.0044, Total iter time: 4.9966 [2020-11-05 15:51:54,755][root][INFO] - ===> Epoch[55](1426/26): Loss 1.1660, Sem 0.8654, dir -0.1859, norm 0.4865, swav 0.0000 LR: 8.707e-02 Score 74.198 Data time: 0.2138, Forward time: 2.2781, Backward time: 3.1245, DDP time: 0.0044, Total iter time: 5.8018 [2020-11-05 15:52:00,032][root][INFO] - ===> Epoch[55](1427/26): Loss 0.9319, Sem 0.6940, dir -0.1785, norm 0.4164, swav 0.0000 LR: 8.706e-02 Score 78.503 Data time: 0.1705, Forward time: 2.2778, Backward time: 3.1244, DDP time: 0.0044, Total iter time: 5.1560 [2020-11-05 15:52:05,729][root][INFO] - ===> Epoch[55](1428/26): Loss 1.0911, Sem 0.7425, dir -0.1812, norm 0.5298, swav 0.0000 LR: 8.705e-02 Score 78.715 Data time: 0.2108, Forward time: 2.2776, Backward time: 3.1245, DDP time: 0.0044, Total iter time: 5.5964 [2020-11-05 15:52:13,009][root][INFO] - ===> Epoch[55](1429/26): Loss 1.0197, Sem 0.7489, dir -0.1862, norm 0.4569, swav 0.0000 LR: 8.704e-02 Score 76.176 Data time: 0.2034, Forward time: 2.2774, Backward time: 3.1257, DDP time: 0.0044, Total iter time: 7.1420 [2020-11-05 15:52:18,214][root][INFO] - ===> Epoch[55](1430/26): Loss 0.9667, Sem 0.7884, dir -0.2356, norm 0.4139, swav 0.0000 LR: 8.703e-02 Score 74.830 Data time: 0.2282, Forward time: 2.2775, Backward time: 3.1252, DDP time: 0.0044, Total iter time: 5.0895 [2020-11-05 15:52:22,989][root][INFO] - ===> Epoch[56](1431/26): Loss 1.0760, Sem 0.7897, dir -0.1897, norm 0.4761, swav 0.0000 LR: 8.702e-02 Score 76.134 Data time: 0.1581, Forward time: 2.2770, Backward time: 3.1250, DDP time: 0.0044, Total iter time: 4.6566 [2020-11-05 15:52:28,416][root][INFO] - ===> Epoch[56](1432/26): Loss 1.1729, Sem 0.9184, dir -0.2412, norm 0.4957, swav 0.0000 LR: 8.702e-02 Score 71.048 Data time: 0.2059, Forward time: 2.2770, Backward time: 3.1248, DDP time: 0.0044, Total iter time: 5.3378 [2020-11-05 15:52:34,635][root][INFO] - ===> Epoch[56](1433/26): Loss 1.1855, Sem 0.8162, dir -0.1437, norm 0.5129, swav 0.0000 LR: 8.701e-02 Score 75.752 Data time: 0.2340, Forward time: 2.2770, Backward time: 3.1250, DDP time: 0.0044, Total iter time: 6.1094 [2020-11-05 15:52:40,560][root][INFO] - ===> Epoch[56](1434/26): Loss 1.3740, Sem 0.9657, dir -0.1381, norm 0.5464, swav 0.0000 LR: 8.700e-02 Score 70.904 Data time: 0.3547, Forward time: 2.2775, Backward time: 3.1246, DDP time: 0.0044, Total iter time: 5.7894 [2020-11-05 15:52:46,143][root][INFO] - ===> Epoch[56](1435/26): Loss 1.1552, Sem 0.7914, dir -0.1529, norm 0.5167, swav 0.0000 LR: 8.699e-02 Score 75.634 Data time: 0.2561, Forward time: 2.2779, Backward time: 3.1240, DDP time: 0.0044, Total iter time: 5.4610 [2020-11-05 15:52:52,014][root][INFO] - ===> Epoch[56](1436/26): Loss 1.2059, Sem 0.8655, dir -0.1831, norm 0.5235, swav 0.0000 LR: 8.698e-02 Score 73.251 Data time: 0.2007, Forward time: 2.2780, Backward time: 3.1240, DDP time: 0.0044, Total iter time: 5.7452 [2020-11-05 15:52:58,214][root][INFO] - ===> Epoch[56](1437/26): Loss 1.1684, Sem 0.8292, dir -0.1448, norm 0.4840, swav 0.0000 LR: 8.697e-02 Score 73.725 Data time: 0.1292, Forward time: 2.2773, Backward time: 3.1249, DDP time: 0.0044, Total iter time: 6.0607 [2020-11-05 15:53:03,529][root][INFO] - ===> Epoch[56](1438/26): Loss 1.1988, Sem 0.8523, dir -0.2113, norm 0.5578, swav 0.0000 LR: 8.696e-02 Score 73.858 Data time: 0.1966, Forward time: 2.2773, Backward time: 3.1246, DDP time: 0.0044, Total iter time: 5.2647 [2020-11-05 15:53:08,949][root][INFO] - ===> Epoch[56](1439/26): Loss 0.9977, Sem 0.7135, dir -0.1727, norm 0.4570, swav 0.0000 LR: 8.695e-02 Score 77.634 Data time: 0.2746, Forward time: 2.2774, Backward time: 3.1243, DDP time: 0.0044, Total iter time: 5.3088 [2020-11-05 15:53:15,986][root][INFO] - ===> Epoch[56](1440/26): Loss 1.0840, Sem 0.7633, dir -0.1621, norm 0.4829, swav 0.0000 LR: 8.694e-02 Score 77.442 Data time: 0.1726, Forward time: 2.2772, Backward time: 3.1253, DDP time: 0.0044, Total iter time: 6.9123 [2020-11-05 15:53:21,949][root][INFO] - ===> Epoch[56](1441/26): Loss 1.0038, Sem 0.8197, dir -0.2550, norm 0.4391, swav 0.0000 LR: 8.693e-02 Score 74.641 Data time: 0.1454, Forward time: 2.2767, Backward time: 3.1259, DDP time: 0.0044, Total iter time: 5.8295 [2020-11-05 15:53:27,466][root][INFO] - ===> Epoch[56](1442/26): Loss 1.2548, Sem 0.9171, dir -0.2142, norm 0.5519, swav 0.0000 LR: 8.692e-02 Score 72.032 Data time: 0.1427, Forward time: 2.2762, Backward time: 3.1262, DDP time: 0.0044, Total iter time: 5.4290 [2020-11-05 15:53:32,294][root][INFO] - ===> Epoch[56](1443/26): Loss 1.0745, Sem 0.8340, dir -0.2222, norm 0.4627, swav 0.0000 LR: 8.692e-02 Score 74.338 Data time: 0.2002, Forward time: 2.2762, Backward time: 3.1256, DDP time: 0.0044, Total iter time: 4.7269 [2020-11-05 15:53:37,771][root][INFO] - ===> Epoch[56](1444/26): Loss 1.0391, Sem 0.7856, dir -0.1979, norm 0.4514, swav 0.0000 LR: 8.691e-02 Score 78.176 Data time: 0.2046, Forward time: 2.2760, Backward time: 3.1255, DDP time: 0.0044, Total iter time: 5.3540 [2020-11-05 15:53:43,288][root][INFO] - ===> Epoch[56](1445/26): Loss 1.0463, Sem 0.7646, dir -0.1723, norm 0.4540, swav 0.0000 LR: 8.690e-02 Score 76.884 Data time: 0.2109, Forward time: 2.2760, Backward time: 3.1254, DDP time: 0.0044, Total iter time: 5.4018 [2020-11-05 15:53:49,081][root][INFO] - ===> Epoch[56](1446/26): Loss 1.0314, Sem 0.7612, dir -0.1873, norm 0.4576, swav 0.0000 LR: 8.689e-02 Score 77.055 Data time: 0.2129, Forward time: 2.2760, Backward time: 3.1254, DDP time: 0.0044, Total iter time: 5.6627 [2020-11-05 15:53:54,356][root][INFO] - ===> Epoch[56](1447/26): Loss 1.2502, Sem 0.8739, dir -0.1533, norm 0.5296, swav 0.0000 LR: 8.688e-02 Score 72.591 Data time: 0.1900, Forward time: 2.2759, Backward time: 3.1252, DDP time: 0.0044, Total iter time: 5.1588 [2020-11-05 15:54:00,713][root][INFO] - ===> Epoch[56](1448/26): Loss 1.2360, Sem 0.8313, dir -0.1248, norm 0.5295, swav 0.0000 LR: 8.687e-02 Score 74.137 Data time: 0.2308, Forward time: 2.2757, Backward time: 3.1257, DDP time: 0.0044, Total iter time: 6.2328 [2020-11-05 15:54:07,140][root][INFO] - ===> Epoch[56](1449/26): Loss 0.9465, Sem 0.7138, dir -0.2012, norm 0.4338, swav 0.0000 LR: 8.686e-02 Score 77.605 Data time: 0.1773, Forward time: 2.2756, Backward time: 3.1262, DDP time: 0.0044, Total iter time: 6.3093 [2020-11-05 15:54:12,359][root][INFO] - ===> Epoch[56](1450/26): Loss 1.1679, Sem 0.8016, dir -0.1379, norm 0.5043, swav 0.0000 LR: 8.685e-02 Score 75.707 Data time: 0.1850, Forward time: 2.2752, Backward time: 3.1262, DDP time: 0.0044, Total iter time: 5.0917 [2020-11-05 15:54:18,176][root][INFO] - ===> Epoch[56](1451/26): Loss 1.1453, Sem 0.7516, dir -0.1304, norm 0.5241, swav 0.0000 LR: 8.684e-02 Score 78.262 Data time: 0.2001, Forward time: 2.2751, Backward time: 3.1263, DDP time: 0.0044, Total iter time: 5.7120 [2020-11-05 15:54:25,499][root][INFO] - ===> Epoch[56](1452/26): Loss 1.1917, Sem 0.8390, dir -0.1991, norm 0.5519, swav 0.0000 LR: 8.683e-02 Score 73.995 Data time: 0.2340, Forward time: 2.2752, Backward time: 3.1272, DDP time: 0.0044, Total iter time: 7.2172 [2020-11-05 15:54:31,088][root][INFO] - ===> Epoch[56](1453/26): Loss 1.1972, Sem 0.8359, dir -0.1729, norm 0.5342, swav 0.0000 LR: 8.682e-02 Score 73.642 Data time: 0.2536, Forward time: 2.2753, Backward time: 3.1269, DDP time: 0.0044, Total iter time: 5.4664 [2020-11-05 15:54:36,535][root][INFO] - ===> Epoch[56](1454/26): Loss 1.2546, Sem 0.9222, dir -0.2011, norm 0.5335, swav 0.0000 LR: 8.681e-02 Score 73.392 Data time: 0.2090, Forward time: 2.2752, Backward time: 3.1268, DDP time: 0.0044, Total iter time: 5.3187 [2020-11-05 15:54:42,039][root][INFO] - ===> Epoch[56](1455/26): Loss 1.1927, Sem 0.8968, dir -0.2195, norm 0.5153, swav 0.0000 LR: 8.681e-02 Score 71.463 Data time: 0.1980, Forward time: 2.2750, Backward time: 3.1268, DDP time: 0.0044, Total iter time: 5.4011 [2020-11-05 15:54:47,702][root][INFO] - ===> Epoch[56](1456/26): Loss 1.0503, Sem 0.8321, dir -0.2322, norm 0.4504, swav 0.0000 LR: 8.680e-02 Score 74.775 Data time: 0.2753, Forward time: 2.2754, Backward time: 3.1263, DDP time: 0.0044, Total iter time: 5.5462 [2020-11-05 15:54:52,944][root][INFO] - ===> Epoch[57](1457/26): Loss 1.1747, Sem 0.8897, dir -0.2204, norm 0.5054, swav 0.0000 LR: 8.679e-02 Score 72.620 Data time: 0.1554, Forward time: 2.2751, Backward time: 3.1263, DDP time: 0.0044, Total iter time: 5.1162 [2020-11-05 15:54:58,383][root][INFO] - ===> Epoch[57](1458/26): Loss 1.2104, Sem 0.9050, dir -0.1711, norm 0.4765, swav 0.0000 LR: 8.678e-02 Score 73.358 Data time: 0.1908, Forward time: 2.2749, Backward time: 3.1262, DDP time: 0.0044, Total iter time: 5.3652 [2020-11-05 15:55:03,299][root][INFO] - ===> Epoch[57](1459/26): Loss 1.0746, Sem 0.8086, dir -0.2174, norm 0.4834, swav 0.0000 LR: 8.677e-02 Score 74.774 Data time: 0.2096, Forward time: 2.2748, Backward time: 3.1257, DDP time: 0.0044, Total iter time: 4.7957 [2020-11-05 15:55:08,187][root][INFO] - ===> Epoch[57](1460/26): Loss 1.1447, Sem 0.8267, dir -0.1674, norm 0.4854, swav 0.0000 LR: 8.676e-02 Score 75.502 Data time: 0.2063, Forward time: 2.2749, Backward time: 3.1251, DDP time: 0.0044, Total iter time: 4.7813 [2020-11-05 15:55:12,687][root][INFO] - ===> Epoch[57](1461/26): Loss 1.1281, Sem 0.8057, dir -0.1908, norm 0.5133, swav 0.0000 LR: 8.675e-02 Score 75.451 Data time: 0.2141, Forward time: 2.2749, Backward time: 3.1242, DDP time: 0.0044, Total iter time: 4.3739 [2020-11-05 15:55:17,553][root][INFO] - ===> Epoch[57](1462/26): Loss 0.9970, Sem 0.7668, dir -0.2141, norm 0.4444, swav 0.0000 LR: 8.674e-02 Score 76.285 Data time: 0.1920, Forward time: 2.2747, Backward time: 3.1237, DDP time: 0.0044, Total iter time: 4.7442 [2020-11-05 15:55:23,169][root][INFO] - ===> Epoch[57](1463/26): Loss 1.1624, Sem 0.8072, dir -0.1486, norm 0.5037, swav 0.0000 LR: 8.673e-02 Score 75.680 Data time: 0.1709, Forward time: 2.2744, Backward time: 3.1240, DDP time: 0.0044, Total iter time: 5.5215 [2020-11-05 15:55:29,491][root][INFO] - ===> Epoch[57](1464/26): Loss 1.0486, Sem 0.8364, dir -0.1887, norm 0.4009, swav 0.0000 LR: 8.672e-02 Score 73.720 Data time: 0.1742, Forward time: 2.2741, Backward time: 3.1246, DDP time: 0.0044, Total iter time: 6.2338 [2020-11-05 15:55:35,013][root][INFO] - ===> Epoch[57](1465/26): Loss 1.1134, Sem 0.8523, dir -0.1767, norm 0.4378, swav 0.0000 LR: 8.671e-02 Score 74.616 Data time: 0.2517, Forward time: 2.2743, Backward time: 3.1242, DDP time: 0.0044, Total iter time: 5.4029 [2020-11-05 15:55:41,532][root][INFO] - ===> Epoch[57](1466/26): Loss 1.2066, Sem 0.8830, dir -0.1580, norm 0.4817, swav 0.0000 LR: 8.670e-02 Score 71.833 Data time: 0.1967, Forward time: 2.2742, Backward time: 3.1249, DDP time: 0.0044, Total iter time: 6.3896 [2020-11-05 15:55:47,773][root][INFO] - ===> Epoch[57](1467/26): Loss 1.2126, Sem 0.8985, dir -0.1596, norm 0.4737, swav 0.0000 LR: 8.670e-02 Score 72.325 Data time: 0.1969, Forward time: 2.2740, Backward time: 3.1253, DDP time: 0.0044, Total iter time: 6.1271 [2020-11-05 15:55:53,038][root][INFO] - ===> Epoch[57](1468/26): Loss 0.9592, Sem 0.7120, dir -0.1704, norm 0.4176, swav 0.0000 LR: 8.669e-02 Score 78.645 Data time: 0.1762, Forward time: 2.2738, Backward time: 3.1251, DDP time: 0.0044, Total iter time: 5.1460 [2020-11-05 15:55:58,999][root][INFO] - ===> Epoch[57](1469/26): Loss 1.1386, Sem 0.8974, dir -0.2082, norm 0.4495, swav 0.0000 LR: 8.668e-02 Score 71.386 Data time: 0.2110, Forward time: 2.2738, Backward time: 3.1253, DDP time: 0.0044, Total iter time: 5.8505 [2020-11-05 15:56:04,299][root][INFO] - ===> Epoch[57](1470/26): Loss 1.3333, Sem 0.9707, dir -0.1531, norm 0.5157, swav 0.0000 LR: 8.667e-02 Score 72.007 Data time: 0.2363, Forward time: 2.2740, Backward time: 3.1248, DDP time: 0.0044, Total iter time: 5.1940 [2020-11-05 15:56:09,650][root][INFO] - ===> Epoch[57](1471/26): Loss 1.1184, Sem 0.8400, dir -0.2099, norm 0.4883, swav 0.0000 LR: 8.666e-02 Score 72.361 Data time: 0.2027, Forward time: 2.2739, Backward time: 3.1245, DDP time: 0.0044, Total iter time: 5.2222 [2020-11-05 15:56:14,831][root][INFO] - ===> Epoch[57](1472/26): Loss 1.0674, Sem 0.7316, dir -0.2056, norm 0.5413, swav 0.0000 LR: 8.665e-02 Score 77.050 Data time: 0.2543, Forward time: 2.2739, Backward time: 3.1241, DDP time: 0.0044, Total iter time: 5.0654 [2020-11-05 15:56:20,350][root][INFO] - ===> Epoch[57](1473/26): Loss 1.1776, Sem 0.7810, dir -0.1672, norm 0.5638, swav 0.0000 LR: 8.664e-02 Score 77.309 Data time: 0.2517, Forward time: 2.2741, Backward time: 3.1237, DDP time: 0.0044, Total iter time: 5.3874 [2020-11-05 15:56:25,906][root][INFO] - ===> Epoch[57](1474/26): Loss 1.0985, Sem 0.7926, dir -0.2283, norm 0.5342, swav 0.0000 LR: 8.663e-02 Score 75.934 Data time: 0.1956, Forward time: 2.2741, Backward time: 3.1235, DDP time: 0.0044, Total iter time: 5.4324 [2020-11-05 15:56:31,187][root][INFO] - ===> Epoch[57](1475/26): Loss 1.1845, Sem 0.8366, dir -0.2207, norm 0.5685, swav 0.0000 LR: 8.662e-02 Score 74.074 Data time: 0.1909, Forward time: 2.2739, Backward time: 3.1234, DDP time: 0.0044, Total iter time: 5.1600 [2020-11-05 15:56:36,845][root][INFO] - ===> Epoch[57](1476/26): Loss 1.2003, Sem 0.8820, dir -0.1893, norm 0.5076, swav 0.0000 LR: 8.661e-02 Score 74.107 Data time: 0.1923, Forward time: 2.2737, Backward time: 3.1236, DDP time: 0.0044, Total iter time: 5.5545 [2020-11-05 15:56:42,807][root][INFO] - ===> Epoch[57](1477/26): Loss 1.1442, Sem 0.8640, dir -0.1737, norm 0.4538, swav 0.0000 LR: 8.660e-02 Score 73.991 Data time: 0.2458, Forward time: 2.2738, Backward time: 3.1236, DDP time: 0.0044, Total iter time: 5.8673 [2020-11-05 15:56:48,410][root][INFO] - ===> Epoch[57](1478/26): Loss 1.0061, Sem 0.6993, dir -0.1838, norm 0.4906, swav 0.0000 LR: 8.660e-02 Score 79.762 Data time: 0.2102, Forward time: 2.2738, Backward time: 3.1234, DDP time: 0.0044, Total iter time: 5.4605 [2020-11-05 15:56:54,553][root][INFO] - ===> Epoch[57](1479/26): Loss 1.1008, Sem 0.7880, dir -0.2143, norm 0.5271, swav 0.0000 LR: 8.659e-02 Score 74.917 Data time: 0.1980, Forward time: 2.2736, Backward time: 3.1238, DDP time: 0.0044, Total iter time: 6.0165 [2020-11-05 15:57:00,647][root][INFO] - ===> Epoch[57](1480/26): Loss 1.0452, Sem 0.8157, dir -0.2424, norm 0.4719, swav 0.0000 LR: 8.658e-02 Score 73.922 Data time: 0.2811, Forward time: 2.2737, Backward time: 3.1239, DDP time: 0.0044, Total iter time: 5.9968 [2020-11-05 15:57:07,355][root][INFO] - ===> Epoch[57](1481/26): Loss 1.1453, Sem 0.8274, dir -0.2107, norm 0.5286, swav 0.0000 LR: 8.657e-02 Score 76.707 Data time: 0.3416, Forward time: 2.2744, Backward time: 3.1237, DDP time: 0.0044, Total iter time: 6.5885 [2020-11-05 15:57:13,218][root][INFO] - ===> Epoch[57](1482/26): Loss 1.0491, Sem 0.8048, dir -0.2278, norm 0.4721, swav 0.0000 LR: 8.656e-02 Score 75.848 Data time: 0.2517, Forward time: 2.2747, Backward time: 3.1234, DDP time: 0.0044, Total iter time: 5.7453 [2020-11-05 15:57:18,797][root][INFO] - ===> Epoch[58](1483/26): Loss 1.0321, Sem 0.7978, dir -0.2632, norm 0.4975, swav 0.0000 LR: 8.655e-02 Score 74.279 Data time: 0.1876, Forward time: 2.2745, Backward time: 3.1234, DDP time: 0.0044, Total iter time: 5.4515 [2020-11-05 15:57:23,781][root][INFO] - ===> Epoch[58](1484/26): Loss 1.1652, Sem 0.9033, dir -0.1874, norm 0.4494, swav 0.0000 LR: 8.654e-02 Score 72.080 Data time: 0.1928, Forward time: 2.2744, Backward time: 3.1231, DDP time: 0.0044, Total iter time: 4.8764 [2020-11-05 15:57:30,353][root][INFO] - ===> Epoch[58](1485/26): Loss 1.2151, Sem 0.8890, dir -0.1914, norm 0.5175, swav 0.0000 LR: 8.653e-02 Score 72.834 Data time: 0.2219, Forward time: 2.2744, Backward time: 3.1236, DDP time: 0.0044, Total iter time: 6.4694 [2020-11-05 15:57:36,235][root][INFO] - ===> Epoch[58](1486/26): Loss 1.0551, Sem 0.7631, dir -0.1903, norm 0.4823, swav 0.0000 LR: 8.652e-02 Score 75.512 Data time: 0.2161, Forward time: 2.2744, Backward time: 3.1236, DDP time: 0.0044, Total iter time: 5.7439 [2020-11-05 15:57:41,821][root][INFO] - ===> Epoch[58](1487/26): Loss 1.0352, Sem 0.7886, dir -0.2276, norm 0.4742, swav 0.0000 LR: 8.651e-02 Score 76.023 Data time: 0.2234, Forward time: 2.2746, Backward time: 3.1233, DDP time: 0.0044, Total iter time: 5.4540 [2020-11-05 15:57:47,599][root][INFO] - ===> Epoch[58](1488/26): Loss 1.1106, Sem 0.8140, dir -0.2102, norm 0.5069, swav 0.0000 LR: 8.650e-02 Score 74.123 Data time: 0.1832, Forward time: 2.2743, Backward time: 3.1235, DDP time: 0.0044, Total iter time: 5.6394 [2020-11-05 15:57:54,149][root][INFO] - ===> Epoch[58](1489/26): Loss 1.1518, Sem 0.8372, dir -0.2040, norm 0.5186, swav 0.0000 LR: 8.649e-02 Score 73.658 Data time: 0.2850, Forward time: 2.2745, Backward time: 3.1238, DDP time: 0.0044, Total iter time: 6.4449 [2020-11-05 15:58:01,670][root][INFO] - ===> Epoch[58](1490/26): Loss 1.0986, Sem 0.8353, dir -0.1919, norm 0.4553, swav 0.0000 LR: 8.649e-02 Score 75.559 Data time: 0.3764, Forward time: 2.2755, Backward time: 3.1239, DDP time: 0.0044, Total iter time: 7.3807 [2020-11-05 15:58:07,108][root][INFO] - ===> Epoch[58](1491/26): Loss 1.0100, Sem 0.7292, dir -0.2071, norm 0.4880, swav 0.0000 LR: 8.648e-02 Score 77.503 Data time: 0.2634, Forward time: 2.2758, Backward time: 3.1233, DDP time: 0.0044, Total iter time: 5.2934 [2020-11-05 15:58:12,978][root][INFO] - ===> Epoch[58](1492/26): Loss 0.9822, Sem 0.6674, dir -0.1585, norm 0.4733, swav 0.0000 LR: 8.647e-02 Score 78.756 Data time: 0.2501, Forward time: 2.2762, Backward time: 3.1229, DDP time: 0.0044, Total iter time: 5.7371 [2020-11-05 15:58:18,722][root][INFO] - ===> Epoch[58](1493/26): Loss 1.0100, Sem 0.7033, dir -0.1733, norm 0.4799, swav 0.0000 LR: 8.646e-02 Score 79.385 Data time: 0.1846, Forward time: 2.2760, Backward time: 3.1230, DDP time: 0.0044, Total iter time: 5.6082 [2020-11-05 15:58:24,455][root][INFO] - ===> Epoch[58](1494/26): Loss 1.1179, Sem 0.7644, dir -0.1587, norm 0.5122, swav 0.0000 LR: 8.645e-02 Score 77.746 Data time: 0.2487, Forward time: 2.2762, Backward time: 3.1228, DDP time: 0.0044, Total iter time: 5.6195 [2020-11-05 15:58:31,937][root][INFO] - ===> Epoch[58](1495/26): Loss 1.2912, Sem 0.8300, dir -0.1562, norm 0.6174, swav 0.0000 LR: 8.644e-02 Score 74.457 Data time: 0.3266, Forward time: 2.2771, Backward time: 3.1230, DDP time: 0.0044, Total iter time: 7.3502 [2020-11-05 15:58:37,205][root][INFO] - ===> Epoch[58](1496/26): Loss 1.2084, Sem 0.7517, dir -0.1338, norm 0.5905, swav 0.0000 LR: 8.643e-02 Score 76.757 Data time: 0.1887, Forward time: 2.2770, Backward time: 3.1228, DDP time: 0.0044, Total iter time: 5.1244 [2020-11-05 15:58:43,541][root][INFO] - ===> Epoch[58](1497/26): Loss 1.2239, Sem 0.8509, dir -0.1974, norm 0.5704, swav 0.0000 LR: 8.642e-02 Score 75.469 Data time: 0.2501, Forward time: 2.2772, Backward time: 3.1229, DDP time: 0.0044, Total iter time: 6.2093 [2020-11-05 15:58:49,009][root][INFO] - ===> Epoch[58](1498/26): Loss 1.0715, Sem 0.8338, dir -0.2248, norm 0.4625, swav 0.0000 LR: 8.641e-02 Score 73.479 Data time: 0.2208, Forward time: 2.2772, Backward time: 3.1226, DDP time: 0.0044, Total iter time: 5.3394 [2020-11-05 15:58:54,394][root][INFO] - ===> Epoch[58](1499/26): Loss 1.1443, Sem 0.7725, dir -0.1685, norm 0.5403, swav 0.0000 LR: 8.640e-02 Score 77.241 Data time: 0.2613, Forward time: 2.2775, Backward time: 3.1220, DDP time: 0.0044, Total iter time: 5.2736 [2020-11-05 15:59:00,466][root][INFO] - ===> Epoch[58](1500/26): Loss 1.1220, Sem 0.8112, dir -0.1884, norm 0.4992, swav 0.0000 LR: 8.639e-02 Score 74.736 Data time: 0.1950, Forward time: 2.2775, Backward time: 3.1222, DDP time: 0.0044, Total iter time: 5.9445 [2020-11-05 15:59:01,121][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-11-05 15:59:01,335][root][INFO] - ===> Start testing [2020-11-05 16:00:23,682][root][INFO] - 101/312: Data time: 0.0104, Iter time: 0.3140 Loss 0.249 (AVG: 0.941) Score 96.607 (AVG: 72.214) mIOU 36.072 mAP 54.080 mAcc 54.418 IOU: 63.715 94.517 23.088 42.066 75.728 62.726 50.451 22.805 27.678 47.843 0.000 27.746 27.776 25.757 0.000 20.711 34.712 12.332 41.598 20.184 mAP: 68.046 95.969 31.200 53.343 79.093 69.147 60.887 36.306 41.189 61.145 5.374 46.779 52.682 54.453 22.282 60.409 84.504 38.514 82.389 37.895 mAcc: 79.481 97.661 46.759 51.327 81.382 82.779 63.905 42.284 39.127 61.295 0.000 44.478 37.167 29.263 0.000 59.329 83.553 65.653 92.399 30.509 [2020-11-05 16:01:54,351][root][INFO] - 201/312: Data time: 0.0076, Iter time: 0.4081 Loss 0.950 (AVG: 0.944) Score 68.830 (AVG: 72.203) mIOU 35.241 mAP 52.193 mAcc 52.458 IOU: 63.954 95.032 26.981 38.507 73.022 56.937 52.406 22.078 29.815 45.473 0.000 25.886 25.703 24.127 0.000 16.947 38.513 14.066 35.103 20.273 mAP: 68.755 94.903 34.112 46.355 78.738 69.538 57.628 34.384 41.992 55.322 6.102 46.159 49.020 53.326 17.530 61.453 83.931 35.051 76.218 33.350 mAcc: 79.503 97.981 52.642 47.306 79.372 79.718 63.790 41.020 43.911 62.560 0.000 40.674 37.599 27.103 0.000 40.535 79.830 64.029 82.670 28.921 [2020-11-05 16:03:18,736][root][INFO] - 301/312: Data time: 0.0093, Iter time: 0.1793 Loss 0.437 (AVG: 0.901) Score 83.353 (AVG: 73.287) mIOU 36.316 mAP 53.147 mAcc 52.770 IOU: 64.587 95.344 27.985 43.816 72.465 58.215 53.184 22.808 27.981 48.975 0.000 27.205 24.264 25.896 0.000 17.318 40.511 15.099 40.027 20.633 mAP: 69.307 95.227 37.051 54.778 78.450 70.641 58.781 34.839 41.492 56.282 6.103 49.892 47.307 58.213 14.723 62.133 83.088 36.123 75.371 33.136 mAcc: 79.881 98.070 54.086 53.313 78.768 81.467 65.020 41.965 41.413 64.919 0.000 40.831 36.977 29.438 0.000 36.411 78.844 63.138 81.345 29.520 [2020-11-05 16:03:27,570][root][INFO] - 312/312: Data time: 0.0036, Iter time: 0.3054 Loss 0.977 (AVG: 0.899) Score 69.343 (AVG: 73.342) mIOU 36.338 mAP 52.902 mAcc 52.755 IOU: 64.746 95.328 27.843 43.973 73.015 57.860 53.377 22.554 28.797 48.656 0.000 26.964 24.670 26.016 0.000 17.699 40.732 14.538 39.594 20.398 mAP: 69.348 95.245 36.231 54.755 78.367 70.641 58.920 34.542 42.196 56.282 5.953 49.821 47.358 58.259 14.659 61.208 80.906 35.128 75.371 32.850 mAcc: 79.964 98.052 53.391 53.274 79.186 81.467 65.219 41.814 42.070 64.919 0.000 40.473 37.258 29.703 0.000 36.456 77.612 63.502 81.345 29.385 [2020-11-05 16:03:27,571][root][INFO] - Finished test. Elapsed time: 266.2340 [2020-11-05 16:03:43,977][root][INFO] - [2020-11-05 16:03:43,977][root][INFO] - ################################################################ [2020-11-05 16:03:43,977][root][INFO] - what : AP AP_50% AP_25% [2020-11-05 16:03:43,977][root][INFO] - ################################################################ [2020-11-05 16:03:43,978][root][INFO] - cabinet : 0.006 0.030 0.216 [2020-11-05 16:03:43,978][root][INFO] - bed : 0.015 0.068 0.374 [2020-11-05 16:03:43,978][root][INFO] - chair : 0.210 0.409 0.559 [2020-11-05 16:03:43,978][root][INFO] - sofa : 0.049 0.187 0.377 [2020-11-05 16:03:43,978][root][INFO] - table : 0.006 0.024 0.176 [2020-11-05 16:03:43,978][root][INFO] - door : 0.007 0.026 0.198 [2020-11-05 16:03:43,978][root][INFO] - window : 0.005 0.019 0.150 [2020-11-05 16:03:43,978][root][INFO] - bookshelf : 0.005 0.030 0.234 [2020-11-05 16:03:43,978][root][INFO] - picture : 0.000 0.000 0.000 [2020-11-05 16:03:43,978][root][INFO] - counter : 0.000 0.000 0.014 [2020-11-05 16:03:43,978][root][INFO] - desk : 0.000 0.000 0.059 [2020-11-05 16:03:43,978][root][INFO] - curtain : 0.017 0.037 0.150 [2020-11-05 16:03:43,978][root][INFO] - refrigerator : 0.000 0.000 0.000 [2020-11-05 16:03:43,978][root][INFO] - shower curtain : 0.006 0.020 0.129 [2020-11-05 16:03:43,978][root][INFO] - toilet : 0.113 0.322 0.735 [2020-11-05 16:03:43,978][root][INFO] - sink : 0.004 0.017 0.210 [2020-11-05 16:03:43,978][root][INFO] - bathtub : 0.000 0.000 0.001 [2020-11-05 16:03:43,978][root][INFO] - otherfurniture : 0.028 0.076 0.223 [2020-11-05 16:03:43,978][root][INFO] - ---------------------------------------------------------------- [2020-11-05 16:03:43,978][root][INFO] - average : 0.026 0.070 0.211 [2020-11-05 16:03:43,978][root][INFO] - [2020-11-05 16:03:44,343][root][INFO] - Summary name validation/mAP@0.5 is illegal; using validation/mAP_0.5 instead. [2020-11-05 16:03:45,056][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34Cbest_val.pth [2020-11-05 16:03:45,300][root][INFO] - Current best mIoU: 36.338 at iter 1500 [2020-11-05 16:03:48,977][root][INFO] - ===> Epoch[58](1501/26): Loss 1.0157, Sem 0.8261, dir -0.2386, norm 0.4282, swav 0.0000 LR: 8.638e-02 Score 74.984 Data time: 0.1580, Forward time: 2.2769, Backward time: 3.1214, DDP time: 0.0044, Total iter time: 3.6708 [2020-11-05 16:03:54,405][root][INFO] - ===> Epoch[58](1502/26): Loss 1.0598, Sem 0.7571, dir -0.1482, norm 0.4510, swav 0.0000 LR: 8.638e-02 Score 75.803 Data time: 0.1820, Forward time: 2.2768, Backward time: 3.1214, DDP time: 0.0044, Total iter time: 5.3686 [2020-11-05 16:04:00,021][root][INFO] - ===> Epoch[58](1503/26): Loss 1.0209, Sem 0.7516, dir -0.2111, norm 0.4804, swav 0.0000 LR: 8.637e-02 Score 77.243 Data time: 0.1646, Forward time: 2.2765, Backward time: 3.1216, DDP time: 0.0044, Total iter time: 5.5190 [2020-11-05 16:04:04,478][root][INFO] - ===> Epoch[58](1504/26): Loss 1.0815, Sem 0.7593, dir -0.1600, norm 0.4823, swav 0.0000 LR: 8.636e-02 Score 75.509 Data time: 0.1575, Forward time: 2.2760, Backward time: 3.1212, DDP time: 0.0044, Total iter time: 4.3555 [2020-11-05 16:04:10,494][root][INFO] - ===> Epoch[58](1505/26): Loss 1.0990, Sem 0.7216, dir -0.1542, norm 0.5316, swav 0.0000 LR: 8.635e-02 Score 77.238 Data time: 0.2310, Forward time: 2.2762, Backward time: 3.1212, DDP time: 0.0044, Total iter time: 5.9484 [2020-11-05 16:04:15,836][root][INFO] - ===> Epoch[58](1506/26): Loss 1.0874, Sem 0.8374, dir -0.2269, norm 0.4770, swav 0.0000 LR: 8.634e-02 Score 72.700 Data time: 0.2101, Forward time: 2.2761, Backward time: 3.1210, DDP time: 0.0044, Total iter time: 5.2120 [2020-11-05 16:04:21,852][root][INFO] - ===> Epoch[58](1507/26): Loss 1.2260, Sem 0.8146, dir -0.1051, norm 0.5166, swav 0.0000 LR: 8.633e-02 Score 75.476 Data time: 0.2962, Forward time: 2.2766, Backward time: 3.1206, DDP time: 0.0044, Total iter time: 5.9067 [2020-11-05 16:04:28,335][root][INFO] - ===> Epoch[58](1508/26): Loss 1.2354, Sem 0.8289, dir -0.1462, norm 0.5527, swav 0.0000 LR: 8.632e-02 Score 74.726 Data time: 0.3092, Forward time: 2.2772, Backward time: 3.1204, DDP time: 0.0044, Total iter time: 6.3595 [2020-11-05 16:04:34,738][root][INFO] - ===> Epoch[59](1509/26): Loss 1.2705, Sem 0.8821, dir -0.1768, norm 0.5652, swav 0.0000 LR: 8.631e-02 Score 71.156 Data time: 0.1849, Forward time: 2.2772, Backward time: 3.1209, DDP time: 0.0044, Total iter time: 6.2804 [2020-11-05 16:04:40,011][root][INFO] - ===> Epoch[59](1510/26): Loss 1.1297, Sem 0.8407, dir -0.2293, norm 0.5183, swav 0.0000 LR: 8.630e-02 Score 75.188 Data time: 0.2382, Forward time: 2.2773, Backward time: 3.1203, DDP time: 0.0044, Total iter time: 5.1538 [2020-11-05 16:04:45,178][root][INFO] - ===> Epoch[59](1511/26): Loss 1.2399, Sem 0.8551, dir -0.1606, norm 0.5454, swav 0.0000 LR: 8.629e-02 Score 73.058 Data time: 0.2391, Forward time: 2.2774, Backward time: 3.1198, DDP time: 0.0044, Total iter time: 5.0401 [2020-11-05 16:04:50,287][root][INFO] - ===> Epoch[59](1512/26): Loss 1.0863, Sem 0.8090, dir -0.1852, norm 0.4625, swav 0.0000 LR: 8.628e-02 Score 72.933 Data time: 0.2128, Forward time: 2.2774, Backward time: 3.1194, DDP time: 0.0044, Total iter time: 4.9864 [2020-11-05 16:04:56,308][root][INFO] - ===> Epoch[59](1513/26): Loss 1.1339, Sem 0.8525, dir -0.1916, norm 0.4729, swav 0.0000 LR: 8.628e-02 Score 74.645 Data time: 0.2080, Forward time: 2.2775, Backward time: 3.1194, DDP time: 0.0044, Total iter time: 5.8888 [2020-11-05 16:05:02,238][root][INFO] - ===> Epoch[59](1514/26): Loss 1.1231, Sem 0.8105, dir -0.2170, norm 0.5296, swav 0.0000 LR: 8.627e-02 Score 74.047 Data time: 0.1497, Forward time: 2.2771, Backward time: 3.1199, DDP time: 0.0044, Total iter time: 5.8035 [2020-11-05 16:05:09,137][root][INFO] - ===> Epoch[59](1515/26): Loss 1.1688, Sem 0.8008, dir -0.1622, norm 0.5302, swav 0.0000 LR: 8.626e-02 Score 76.094 Data time: 0.1813, Forward time: 2.2768, Backward time: 3.1209, DDP time: 0.0044, Total iter time: 6.8312 [2020-11-05 16:05:14,133][root][INFO] - ===> Epoch[59](1516/26): Loss 0.9158, Sem 0.7108, dir -0.2041, norm 0.4092, swav 0.0000 LR: 8.625e-02 Score 78.198 Data time: 0.2328, Forward time: 2.2769, Backward time: 3.1203, DDP time: 0.0044, Total iter time: 4.9356 [2020-11-05 16:05:19,498][root][INFO] - ===> Epoch[59](1517/26): Loss 1.2640, Sem 0.8941, dir -0.2193, norm 0.5892, swav 0.0000 LR: 8.624e-02 Score 73.375 Data time: 0.1894, Forward time: 2.2768, Backward time: 3.1201, DDP time: 0.0044, Total iter time: 5.2490 [2020-11-05 16:05:26,648][root][INFO] - ===> Epoch[59](1518/26): Loss 1.0279, Sem 0.7703, dir -0.2240, norm 0.4815, swav 0.0000 LR: 8.623e-02 Score 76.804 Data time: 0.2155, Forward time: 2.2766, Backward time: 3.1212, DDP time: 0.0044, Total iter time: 7.0572 [2020-11-05 16:05:32,131][root][INFO] - ===> Epoch[59](1519/26): Loss 1.1397, Sem 0.8009, dir -0.1853, norm 0.5241, swav 0.0000 LR: 8.622e-02 Score 76.400 Data time: 0.1883, Forward time: 2.2764, Backward time: 3.1212, DDP time: 0.0044, Total iter time: 5.3689 [2020-11-05 16:05:38,517][root][INFO] - ===> Epoch[59](1520/26): Loss 1.2728, Sem 0.9485, dir -0.1913, norm 0.5156, swav 0.0000 LR: 8.621e-02 Score 69.370 Data time: 0.2125, Forward time: 2.2764, Backward time: 3.1216, DDP time: 0.0044, Total iter time: 6.2821 [2020-11-05 16:05:43,579][root][INFO] - ===> Epoch[59](1521/26): Loss 1.0099, Sem 0.7466, dir -0.1799, norm 0.4432, swav 0.0000 LR: 8.620e-02 Score 74.422 Data time: 0.2348, Forward time: 2.2766, Backward time: 3.1209, DDP time: 0.0044, Total iter time: 4.9637 [2020-11-05 16:05:49,316][root][INFO] - ===> Epoch[59](1522/26): Loss 1.1465, Sem 0.8215, dir -0.2023, norm 0.5273, swav 0.0000 LR: 8.619e-02 Score 73.708 Data time: 0.1971, Forward time: 2.2765, Backward time: 3.1210, DDP time: 0.0044, Total iter time: 5.5993 [2020-11-05 16:05:55,783][root][INFO] - ===> Epoch[59](1523/26): Loss 1.2501, Sem 0.8521, dir -0.1573, norm 0.5554, swav 0.0000 LR: 8.618e-02 Score 74.446 Data time: 0.2184, Forward time: 2.2764, Backward time: 3.1215, DDP time: 0.0044, Total iter time: 6.3408 [2020-11-05 16:06:02,374][root][INFO] - ===> Epoch[59](1524/26): Loss 1.1546, Sem 0.8120, dir -0.1811, norm 0.5237, swav 0.0000 LR: 8.617e-02 Score 72.397 Data time: 0.2175, Forward time: 2.2763, Backward time: 3.1221, DDP time: 0.0044, Total iter time: 6.4765 [2020-11-05 16:06:09,137][root][INFO] - ===> Epoch[59](1525/26): Loss 1.0415, Sem 0.7603, dir -0.1844, norm 0.4656, swav 0.0000 LR: 8.617e-02 Score 76.684 Data time: 0.2244, Forward time: 2.2764, Backward time: 3.1226, DDP time: 0.0044, Total iter time: 6.6534 [2020-11-05 16:06:14,875][root][INFO] - ===> Epoch[59](1526/26): Loss 1.1143, Sem 0.8013, dir -0.1983, norm 0.5113, swav 0.0000 LR: 8.616e-02 Score 75.036 Data time: 0.2606, Forward time: 2.2767, Backward time: 3.1223, DDP time: 0.0044, Total iter time: 5.6043 [2020-11-05 16:06:20,989][root][INFO] - ===> Epoch[59](1527/26): Loss 1.0736, Sem 0.7958, dir -0.1862, norm 0.4640, swav 0.0000 LR: 8.615e-02 Score 75.297 Data time: 0.2971, Forward time: 2.2772, Backward time: 3.1219, DDP time: 0.0044, Total iter time: 5.9809 [2020-11-05 16:06:27,171][root][INFO] - ===> Epoch[59](1528/26): Loss 1.1818, Sem 0.7907, dir -0.1233, norm 0.5144, swav 0.0000 LR: 8.614e-02 Score 77.115 Data time: 0.2876, Forward time: 2.2777, Backward time: 3.1216, DDP time: 0.0044, Total iter time: 6.0556 [2020-11-05 16:06:32,629][root][INFO] - ===> Epoch[59](1529/26): Loss 1.3154, Sem 0.9551, dir -0.1737, norm 0.5340, swav 0.0000 LR: 8.613e-02 Score 72.046 Data time: 0.2501, Forward time: 2.2780, Backward time: 3.1212, DDP time: 0.0044, Total iter time: 5.3658 [2020-11-05 16:06:39,233][root][INFO] - ===> Epoch[59](1530/26): Loss 1.0233, Sem 0.7472, dir -0.2097, norm 0.4858, swav 0.0000 LR: 8.612e-02 Score 77.525 Data time: 0.1996, Forward time: 2.2778, Backward time: 3.1218, DDP time: 0.0044, Total iter time: 6.4956 [2020-11-05 16:06:45,260][root][INFO] - ===> Epoch[59](1531/26): Loss 1.0605, Sem 0.7140, dir -0.1773, norm 0.5238, swav 0.0000 LR: 8.611e-02 Score 77.593 Data time: 0.1706, Forward time: 2.2777, Backward time: 3.1221, DDP time: 0.0044, Total iter time: 5.9173 [2020-11-05 16:06:51,335][root][INFO] - ===> Epoch[59](1532/26): Loss 1.2387, Sem 0.8460, dir -0.1853, norm 0.5781, swav 0.0000 LR: 8.610e-02 Score 73.006 Data time: 0.1758, Forward time: 2.2774, Backward time: 3.1226, DDP time: 0.0044, Total iter time: 5.9756 [2020-11-05 16:06:57,150][root][INFO] - ===> Epoch[59](1533/26): Loss 1.0645, Sem 0.7622, dir -0.2240, norm 0.5263, swav 0.0000 LR: 8.609e-02 Score 75.657 Data time: 0.2654, Forward time: 2.2776, Backward time: 3.1224, DDP time: 0.0044, Total iter time: 5.7157 [2020-11-05 16:07:03,346][root][INFO] - ===> Epoch[59](1534/26): Loss 1.0343, Sem 0.7528, dir -0.2118, norm 0.4932, swav 0.0000 LR: 8.608e-02 Score 76.988 Data time: 0.1501, Forward time: 2.2772, Backward time: 3.1230, DDP time: 0.0044, Total iter time: 6.0473 [2020-11-05 16:07:08,866][root][INFO] - ===> Epoch[60](1535/26): Loss 1.0823, Sem 0.7567, dir -0.1580, norm 0.4836, swav 0.0000 LR: 8.607e-02 Score 77.810 Data time: 0.1874, Forward time: 2.2770, Backward time: 3.1230, DDP time: 0.0044, Total iter time: 5.4331 [2020-11-05 16:07:14,507][root][INFO] - ===> Epoch[60](1536/26): Loss 0.9872, Sem 0.7389, dir -0.2322, norm 0.4805, swav 0.0000 LR: 8.606e-02 Score 77.413 Data time: 0.1937, Forward time: 2.2768, Backward time: 3.1231, DDP time: 0.0044, Total iter time: 5.5435 [2020-11-05 16:07:20,265][root][INFO] - ===> Epoch[60](1537/26): Loss 1.2084, Sem 0.8633, dir -0.1777, norm 0.5228, swav 0.0000 LR: 8.606e-02 Score 72.750 Data time: 0.1943, Forward time: 2.2767, Backward time: 3.1233, DDP time: 0.0044, Total iter time: 5.6491 [2020-11-05 16:07:25,418][root][INFO] - ===> Epoch[60](1538/26): Loss 1.1420, Sem 0.7655, dir -0.1702, norm 0.5467, swav 0.0000 LR: 8.605e-02 Score 75.761 Data time: 0.2511, Forward time: 2.2769, Backward time: 3.1226, DDP time: 0.0044, Total iter time: 5.0302 [2020-11-05 16:07:30,343][root][INFO] - ===> Epoch[60](1539/26): Loss 1.1619, Sem 0.7873, dir -0.2161, norm 0.5907, swav 0.0000 LR: 8.604e-02 Score 76.290 Data time: 0.1898, Forward time: 2.2767, Backward time: 3.1222, DDP time: 0.0044, Total iter time: 4.7983 [2020-11-05 16:07:36,850][root][INFO] - ===> Epoch[60](1540/26): Loss 1.1270, Sem 0.8386, dir -0.2102, norm 0.4986, swav 0.0000 LR: 8.603e-02 Score 73.874 Data time: 0.2343, Forward time: 2.2768, Backward time: 3.1226, DDP time: 0.0044, Total iter time: 6.3605 [2020-11-05 16:07:43,003][root][INFO] - ===> Epoch[60](1541/26): Loss 1.0578, Sem 0.7316, dir -0.1804, norm 0.5066, swav 0.0000 LR: 8.602e-02 Score 78.011 Data time: 0.2080, Forward time: 2.2768, Backward time: 3.1228, DDP time: 0.0044, Total iter time: 6.0074 [2020-11-05 16:07:48,733][root][INFO] - ===> Epoch[60](1542/26): Loss 1.1496, Sem 0.9338, dir -0.2306, norm 0.4464, swav 0.0000 LR: 8.601e-02 Score 72.673 Data time: 0.2786, Forward time: 2.2770, Backward time: 3.1225, DDP time: 0.0044, Total iter time: 5.5884 [2020-11-05 16:07:54,714][root][INFO] - ===> Epoch[60](1543/26): Loss 1.0933, Sem 0.7057, dir -0.1457, norm 0.5333, swav 0.0000 LR: 8.600e-02 Score 79.494 Data time: 0.3026, Forward time: 2.2775, Backward time: 3.1221, DDP time: 0.0044, Total iter time: 5.8542 [2020-11-05 16:08:00,991][root][INFO] - ===> Epoch[60](1544/26): Loss 1.2555, Sem 0.8847, dir -0.1539, norm 0.5247, swav 0.0000 LR: 8.599e-02 Score 73.594 Data time: 0.3079, Forward time: 2.2781, Backward time: 3.1218, DDP time: 0.0044, Total iter time: 6.1652 [2020-11-05 16:08:07,217][root][INFO] - ===> Epoch[60](1545/26): Loss 0.9695, Sem 0.7012, dir -0.1936, norm 0.4619, swav 0.0000 LR: 8.598e-02 Score 78.428 Data time: 0.1847, Forward time: 2.2779, Backward time: 3.1222, DDP time: 0.0044, Total iter time: 6.0901 [2020-11-05 16:08:14,139][root][INFO] - ===> Epoch[60](1546/26): Loss 1.2546, Sem 0.8656, dir -0.1496, norm 0.5387, swav 0.0000 LR: 8.597e-02 Score 72.583 Data time: 0.2419, Forward time: 2.2778, Backward time: 3.1230, DDP time: 0.0044, Total iter time: 6.8001 [2020-11-05 16:08:20,338][root][INFO] - ===> Epoch[60](1547/26): Loss 1.1539, Sem 0.7400, dir -0.1196, norm 0.5335, swav 0.0000 LR: 8.596e-02 Score 77.194 Data time: 0.1946, Forward time: 2.2777, Backward time: 3.1233, DDP time: 0.0044, Total iter time: 6.0769 [2020-11-05 16:08:26,414][root][INFO] - ===> Epoch[60](1548/26): Loss 1.1227, Sem 0.7620, dir -0.1745, norm 0.5352, swav 0.0000 LR: 8.595e-02 Score 76.072 Data time: 0.2165, Forward time: 2.2776, Backward time: 3.1235, DDP time: 0.0044, Total iter time: 5.9430 [2020-11-05 16:08:32,281][root][INFO] - ===> Epoch[60](1549/26): Loss 1.1531, Sem 0.8445, dir -0.2373, norm 0.5460, swav 0.0000 LR: 8.595e-02 Score 75.595 Data time: 0.2584, Forward time: 2.2778, Backward time: 3.1233, DDP time: 0.0044, Total iter time: 5.7388 [2020-11-05 16:08:39,666][root][INFO] - ===> Epoch[60](1550/26): Loss 1.2131, Sem 0.7809, dir -0.1523, norm 0.5845, swav 0.0000 LR: 8.594e-02 Score 76.649 Data time: 0.3468, Forward time: 2.2787, Backward time: 3.1234, DDP time: 0.0044, Total iter time: 7.2551 [2020-11-05 16:08:45,090][root][INFO] - ===> Epoch[60](1551/26): Loss 1.1315, Sem 0.8333, dir -0.2027, norm 0.5009, swav 0.0000 LR: 8.593e-02 Score 72.259 Data time: 0.2299, Forward time: 2.2790, Backward time: 3.1230, DDP time: 0.0044, Total iter time: 5.3013 [2020-11-05 16:08:49,849][root][INFO] - ===> Epoch[60](1552/26): Loss 1.1177, Sem 0.8585, dir -0.2203, norm 0.4795, swav 0.0000 LR: 8.592e-02 Score 72.636 Data time: 0.2262, Forward time: 2.2791, Backward time: 3.1222, DDP time: 0.0044, Total iter time: 4.6268 [2020-11-05 16:08:54,777][root][INFO] - ===> Epoch[60](1553/26): Loss 0.9671, Sem 0.7111, dir -0.2376, norm 0.4936, swav 0.0000 LR: 8.591e-02 Score 77.940 Data time: 0.1322, Forward time: 2.2785, Backward time: 3.1223, DDP time: 0.0044, Total iter time: 4.8100 [2020-11-05 16:09:00,813][root][INFO] - ===> Epoch[60](1554/26): Loss 1.1027, Sem 0.8182, dir -0.2143, norm 0.4988, swav 0.0000 LR: 8.590e-02 Score 74.928 Data time: 0.2015, Forward time: 2.2785, Backward time: 3.1225, DDP time: 0.0044, Total iter time: 5.9649 [2020-11-05 16:09:05,920][root][INFO] - ===> Epoch[60](1555/26): Loss 1.0252, Sem 0.7595, dir -0.2011, norm 0.4668, swav 0.0000 LR: 8.589e-02 Score 76.367 Data time: 0.1119, Forward time: 2.2778, Backward time: 3.1229, DDP time: 0.0044, Total iter time: 4.9972 [2020-11-05 16:09:11,092][root][INFO] - ===> Epoch[60](1556/26): Loss 1.0214, Sem 0.7667, dir -0.2228, norm 0.4775, swav 0.0000 LR: 8.588e-02 Score 77.990 Data time: 0.1990, Forward time: 2.2776, Backward time: 3.1227, DDP time: 0.0044, Total iter time: 5.1315 [2020-11-05 16:09:16,593][root][INFO] - ===> Epoch[60](1557/26): Loss 0.9510, Sem 0.6997, dir -0.2246, norm 0.4759, swav 0.0000 LR: 8.587e-02 Score 78.558 Data time: 0.1874, Forward time: 2.2773, Backward time: 3.1228, DDP time: 0.0044, Total iter time: 5.3913 [2020-11-05 16:09:21,674][root][INFO] - ===> Epoch[60](1558/26): Loss 1.1205, Sem 0.7885, dir -0.1797, norm 0.5117, swav 0.0000 LR: 8.586e-02 Score 73.862 Data time: 0.2073, Forward time: 2.2773, Backward time: 3.1224, DDP time: 0.0044, Total iter time: 4.9974 [2020-11-05 16:09:27,257][root][INFO] - ===> Epoch[60](1559/26): Loss 1.1585, Sem 0.8208, dir -0.1748, norm 0.5125, swav 0.0000 LR: 8.585e-02 Score 73.032 Data time: 0.1594, Forward time: 2.2770, Backward time: 3.1226, DDP time: 0.0044, Total iter time: 5.4633 [2020-11-05 16:09:32,011][root][INFO] - ===> Epoch[60](1560/26): Loss 1.0693, Sem 0.7909, dir -0.2007, norm 0.4791, swav 0.0000 LR: 8.585e-02 Score 76.191 Data time: 0.2031, Forward time: 2.2768, Backward time: 3.1221, DDP time: 0.0044, Total iter time: 4.6731 [2020-11-05 16:09:38,511][root][INFO] - ===> Epoch[61](1561/26): Loss 1.0054, Sem 0.7291, dir -0.1667, norm 0.4430, swav 0.0000 LR: 8.584e-02 Score 77.498 Data time: 0.2170, Forward time: 2.2768, Backward time: 3.1225, DDP time: 0.0044, Total iter time: 6.3980 [2020-11-05 16:09:43,950][root][INFO] - ===> Epoch[61](1562/26): Loss 1.0111, Sem 0.7827, dir -0.1957, norm 0.4242, swav 0.0000 LR: 8.583e-02 Score 76.433 Data time: 0.1978, Forward time: 2.2768, Backward time: 3.1223, DDP time: 0.0044, Total iter time: 5.3263 [2020-11-05 16:09:49,542][root][INFO] - ===> Epoch[61](1563/26): Loss 1.0290, Sem 0.7849, dir -0.2160, norm 0.4601, swav 0.0000 LR: 8.582e-02 Score 73.656 Data time: 0.1912, Forward time: 2.2767, Backward time: 3.1223, DDP time: 0.0044, Total iter time: 5.4543 [2020-11-05 16:09:56,412][root][INFO] - ===> Epoch[61](1564/26): Loss 1.1674, Sem 0.8733, dir -0.1791, norm 0.4731, swav 0.0000 LR: 8.581e-02 Score 72.127 Data time: 0.2288, Forward time: 2.2768, Backward time: 3.1229, DDP time: 0.0044, Total iter time: 6.7519 [2020-11-05 16:10:01,903][root][INFO] - ===> Epoch[61](1565/26): Loss 1.0947, Sem 0.7236, dir -0.1380, norm 0.5091, swav 0.0000 LR: 8.580e-02 Score 76.686 Data time: 0.2093, Forward time: 2.2768, Backward time: 3.1227, DDP time: 0.0044, Total iter time: 5.3479 [2020-11-05 16:10:08,444][root][INFO] - ===> Epoch[61](1566/26): Loss 1.2111, Sem 0.8965, dir -0.1904, norm 0.5050, swav 0.0000 LR: 8.579e-02 Score 71.481 Data time: 0.1817, Forward time: 2.2765, Backward time: 3.1234, DDP time: 0.0044, Total iter time: 6.4473 [2020-11-05 16:10:14,580][root][INFO] - ===> Epoch[61](1567/26): Loss 1.1280, Sem 0.8204, dir -0.1430, norm 0.4506, swav 0.0000 LR: 8.578e-02 Score 75.891 Data time: 0.3293, Forward time: 2.2770, Backward time: 3.1231, DDP time: 0.0044, Total iter time: 6.0073 [2020-11-05 16:10:21,619][root][INFO] - ===> Epoch[61](1568/26): Loss 1.2703, Sem 0.8040, dir -0.1098, norm 0.5762, swav 0.0000 LR: 8.577e-02 Score 73.606 Data time: 0.3372, Forward time: 2.2778, Backward time: 3.1230, DDP time: 0.0044, Total iter time: 6.9017 [2020-11-05 16:10:27,524][root][INFO] - ===> Epoch[61](1569/26): Loss 1.0277, Sem 0.7215, dir -0.1407, norm 0.4469, swav 0.0000 LR: 8.576e-02 Score 78.561 Data time: 0.1463, Forward time: 2.2775, Backward time: 3.1234, DDP time: 0.0044, Total iter time: 5.7787 [2020-11-05 16:10:32,982][root][INFO] - ===> Epoch[61](1570/26): Loss 1.0749, Sem 0.8076, dir -0.2116, norm 0.4789, swav 0.0000 LR: 8.575e-02 Score 74.968 Data time: 0.2670, Forward time: 2.2777, Backward time: 3.1229, DDP time: 0.0044, Total iter time: 5.3327 [2020-11-05 16:10:39,169][root][INFO] - ===> Epoch[61](1571/26): Loss 1.1183, Sem 0.7334, dir -0.1064, norm 0.4913, swav 0.0000 LR: 8.574e-02 Score 78.329 Data time: 0.2682, Forward time: 2.2782, Backward time: 3.1227, DDP time: 0.0044, Total iter time: 6.0651 [2020-11-05 16:10:45,677][root][INFO] - ===> Epoch[61](1572/26): Loss 1.1380, Sem 0.8214, dir -0.1748, norm 0.4915, swav 0.0000 LR: 8.574e-02 Score 74.686 Data time: 0.2338, Forward time: 2.2783, Backward time: 3.1230, DDP time: 0.0044, Total iter time: 6.3700 [2020-11-05 16:10:51,489][root][INFO] - ===> Epoch[61](1573/26): Loss 1.2074, Sem 0.8666, dir -0.1996, norm 0.5403, swav 0.0000 LR: 8.573e-02 Score 73.723 Data time: 0.2373, Forward time: 2.2784, Backward time: 3.1229, DDP time: 0.0044, Total iter time: 5.6921 [2020-11-05 16:10:56,706][root][INFO] - ===> Epoch[61](1574/26): Loss 1.0637, Sem 0.8049, dir -0.2285, norm 0.4873, swav 0.0000 LR: 8.572e-02 Score 75.721 Data time: 0.2406, Forward time: 2.2787, Backward time: 3.1223, DDP time: 0.0044, Total iter time: 5.1033 [2020-11-05 16:11:03,528][root][INFO] - ===> Epoch[61](1575/26): Loss 1.0362, Sem 0.7702, dir -0.2305, norm 0.4965, swav 0.0000 LR: 8.571e-02 Score 77.200 Data time: 0.2661, Forward time: 2.2790, Backward time: 3.1226, DDP time: 0.0044, Total iter time: 6.7018 [2020-11-05 16:11:09,712][root][INFO] - ===> Epoch[61](1576/26): Loss 1.1479, Sem 0.7877, dir -0.1795, norm 0.5398, swav 0.0000 LR: 8.570e-02 Score 76.291 Data time: 0.2457, Forward time: 2.2792, Backward time: 3.1226, DDP time: 0.0044, Total iter time: 6.0512 [2020-11-05 16:11:15,150][root][INFO] - ===> Epoch[61](1577/26): Loss 1.0080, Sem 0.7170, dir -0.1890, norm 0.4800, swav 0.0000 LR: 8.569e-02 Score 78.555 Data time: 0.2661, Forward time: 2.2795, Backward time: 3.1221, DDP time: 0.0044, Total iter time: 5.3148 [2020-11-05 16:11:19,338][root][INFO] - ===> Epoch[61](1578/26): Loss 0.9298, Sem 0.7395, dir -0.2515, norm 0.4418, swav 0.0000 LR: 8.568e-02 Score 77.300 Data time: 0.2010, Forward time: 2.2793, Backward time: 3.1213, DDP time: 0.0044, Total iter time: 4.0481 [2020-11-05 16:11:25,994][root][INFO] - ===> Epoch[61](1579/26): Loss 1.3351, Sem 0.9390, dir -0.1821, norm 0.5782, swav 0.0000 LR: 8.567e-02 Score 71.057 Data time: 0.2882, Forward time: 2.2797, Backward time: 3.1214, DDP time: 0.0044, Total iter time: 6.5728 [2020-11-05 16:11:33,601][root][INFO] - ===> Epoch[61](1580/26): Loss 1.1550, Sem 0.7316, dir -0.1505, norm 0.5739, swav 0.0000 LR: 8.566e-02 Score 77.218 Data time: 0.2342, Forward time: 2.2797, Backward time: 3.1225, DDP time: 0.0044, Total iter time: 7.4967 [2020-11-05 16:11:39,163][root][INFO] - ===> Epoch[61](1581/26): Loss 1.1517, Sem 0.7158, dir -0.1355, norm 0.5714, swav 0.0000 LR: 8.565e-02 Score 77.573 Data time: 0.2407, Forward time: 2.2797, Backward time: 3.1222, DDP time: 0.0044, Total iter time: 5.4512 [2020-11-05 16:11:44,256][root][INFO] - ===> Epoch[61](1582/26): Loss 0.9864, Sem 0.7254, dir -0.2329, norm 0.4939, swav 0.0000 LR: 8.564e-02 Score 77.599 Data time: 0.2335, Forward time: 2.2799, Backward time: 3.1217, DDP time: 0.0044, Total iter time: 4.9771 [2020-11-05 16:11:49,436][root][INFO] - ===> Epoch[61](1583/26): Loss 1.0589, Sem 0.7719, dir -0.2139, norm 0.5008, swav 0.0000 LR: 8.563e-02 Score 76.726 Data time: 0.2603, Forward time: 2.2801, Backward time: 3.1210, DDP time: 0.0044, Total iter time: 5.0519 [2020-11-05 16:11:55,410][root][INFO] - ===> Epoch[61](1584/26): Loss 1.0577, Sem 0.8096, dir -0.1777, norm 0.4258, swav 0.0000 LR: 8.563e-02 Score 75.916 Data time: 0.1908, Forward time: 2.2800, Backward time: 3.1212, DDP time: 0.0044, Total iter time: 5.8367 [2020-11-05 16:12:01,464][root][INFO] - ===> Epoch[61](1585/26): Loss 1.0436, Sem 0.7674, dir -0.2157, norm 0.4919, swav 0.0000 LR: 8.562e-02 Score 76.059 Data time: 0.2373, Forward time: 2.2801, Backward time: 3.1213, DDP time: 0.0044, Total iter time: 5.9501 [2020-11-05 16:12:07,311][root][INFO] - ===> Epoch[61](1586/26): Loss 1.1970, Sem 0.8489, dir -0.1798, norm 0.5279, swav 0.0000 LR: 8.561e-02 Score 72.608 Data time: 0.2884, Forward time: 2.2805, Backward time: 3.1209, DDP time: 0.0044, Total iter time: 5.7247 [2020-11-05 16:12:14,099][root][INFO] - ===> Epoch[62](1587/26): Loss 1.0846, Sem 0.7806, dir -0.1787, norm 0.4827, swav 0.0000 LR: 8.560e-02 Score 74.625 Data time: 0.2870, Forward time: 2.2808, Backward time: 3.1211, DDP time: 0.0044, Total iter time: 6.6448 [2020-11-05 16:12:20,265][root][INFO] - ===> Epoch[62](1588/26): Loss 1.0999, Sem 0.8171, dir -0.1767, norm 0.4595, swav 0.0000 LR: 8.559e-02 Score 74.118 Data time: 0.2860, Forward time: 2.2814, Backward time: 3.1208, DDP time: 0.0044, Total iter time: 6.0564 [2020-11-05 16:12:25,770][root][INFO] - ===> Epoch[62](1589/26): Loss 0.9262, Sem 0.6881, dir -0.2360, norm 0.4742, swav 0.0000 LR: 8.558e-02 Score 77.606 Data time: 0.1796, Forward time: 2.2811, Backward time: 3.1209, DDP time: 0.0044, Total iter time: 5.3715 [2020-11-05 16:12:31,654][root][INFO] - ===> Epoch[62](1590/26): Loss 1.0781, Sem 0.7323, dir -0.1542, norm 0.5000, swav 0.0000 LR: 8.557e-02 Score 76.058 Data time: 0.2217, Forward time: 2.2812, Backward time: 3.1209, DDP time: 0.0044, Total iter time: 5.7852 [2020-11-05 16:12:38,310][root][INFO] - ===> Epoch[62](1591/26): Loss 1.0734, Sem 0.7522, dir -0.1934, norm 0.5145, swav 0.0000 LR: 8.556e-02 Score 76.630 Data time: 0.2258, Forward time: 2.2812, Backward time: 3.1214, DDP time: 0.0044, Total iter time: 6.5339 [2020-11-05 16:12:43,223][root][INFO] - ===> Epoch[62](1592/26): Loss 1.0212, Sem 0.7573, dir -0.1861, norm 0.4501, swav 0.0000 LR: 8.555e-02 Score 77.998 Data time: 0.2346, Forward time: 2.2814, Backward time: 3.1207, DDP time: 0.0044, Total iter time: 4.7893 [2020-11-05 16:12:48,491][root][INFO] - ===> Epoch[62](1593/26): Loss 0.8570, Sem 0.6189, dir -0.1999, norm 0.4381, swav 0.0000 LR: 8.554e-02 Score 78.643 Data time: 0.2828, Forward time: 2.2815, Backward time: 3.1201, DDP time: 0.0044, Total iter time: 5.1552 [2020-11-05 16:12:53,256][root][INFO] - ===> Epoch[62](1594/26): Loss 1.1191, Sem 0.9202, dir -0.1807, norm 0.3796, swav 0.0000 LR: 8.553e-02 Score 72.146 Data time: 0.2003, Forward time: 2.2815, Backward time: 3.1195, DDP time: 0.0044, Total iter time: 4.6515 [2020-11-05 16:12:58,879][root][INFO] - ===> Epoch[62](1595/26): Loss 1.2057, Sem 0.8733, dir -0.1882, norm 0.5207, swav 0.0000 LR: 8.552e-02 Score 75.073 Data time: 0.1744, Forward time: 2.2812, Backward time: 3.1197, DDP time: 0.0044, Total iter time: 5.5171 [2020-11-05 16:13:03,619][root][INFO] - ===> Epoch[62](1596/26): Loss 1.1240, Sem 0.8339, dir -0.1800, norm 0.4702, swav 0.0000 LR: 8.552e-02 Score 75.041 Data time: 0.1923, Forward time: 2.2810, Backward time: 3.1193, DDP time: 0.0044, Total iter time: 4.6515 [2020-11-05 16:13:09,345][root][INFO] - ===> Epoch[62](1597/26): Loss 1.0142, Sem 0.7759, dir -0.2290, norm 0.4673, swav 0.0000 LR: 8.551e-02 Score 75.987 Data time: 0.2471, Forward time: 2.2811, Backward time: 3.1191, DDP time: 0.0044, Total iter time: 5.6080 [2020-11-05 16:13:14,800][root][INFO] - ===> Epoch[62](1598/26): Loss 1.0148, Sem 0.6965, dir -0.1920, norm 0.5103, swav 0.0000 LR: 8.550e-02 Score 77.024 Data time: 0.2602, Forward time: 2.2813, Backward time: 3.1187, DDP time: 0.0044, Total iter time: 5.3364 [2020-11-05 16:13:20,815][root][INFO] - ===> Epoch[62](1599/26): Loss 1.0659, Sem 0.7681, dir -0.2115, norm 0.5094, swav 0.0000 LR: 8.549e-02 Score 76.778 Data time: 0.2336, Forward time: 2.2813, Backward time: 3.1188, DDP time: 0.0044, Total iter time: 5.8775 [2020-11-05 16:13:27,414][root][INFO] - ===> Epoch[62](1600/26): Loss 0.9324, Sem 0.6804, dir -0.2067, norm 0.4588, swav 0.0000 LR: 8.548e-02 Score 77.605 Data time: 0.1386, Forward time: 2.2807, Backward time: 3.1199, DDP time: 0.0044, Total iter time: 6.4850 [2020-11-05 16:13:34,238][root][INFO] - ===> Epoch[62](1601/26): Loss 1.0135, Sem 0.7608, dir -0.2220, norm 0.4747, swav 0.0000 LR: 8.547e-02 Score 75.646 Data time: 0.2672, Forward time: 2.2810, Backward time: 3.1203, DDP time: 0.0044, Total iter time: 6.7380 [2020-11-05 16:13:39,562][root][INFO] - ===> Epoch[62](1602/26): Loss 1.1072, Sem 0.7968, dir -0.2381, norm 0.5485, swav 0.0000 LR: 8.546e-02 Score 75.504 Data time: 0.2103, Forward time: 2.2809, Backward time: 3.1200, DDP time: 0.0044, Total iter time: 5.2045 [2020-11-05 16:13:45,558][root][INFO] - ===> Epoch[62](1603/26): Loss 1.0994, Sem 0.8550, dir -0.2163, norm 0.4608, swav 0.0000 LR: 8.545e-02 Score 72.383 Data time: 0.2886, Forward time: 2.2814, Backward time: 3.1197, DDP time: 0.0044, Total iter time: 5.8683 [2020-11-05 16:13:52,153][root][INFO] - ===> Epoch[62](1604/26): Loss 1.0461, Sem 0.7512, dir -0.2526, norm 0.5474, swav 0.0000 LR: 8.544e-02 Score 77.819 Data time: 0.2048, Forward time: 2.2815, Backward time: 3.1200, DDP time: 0.0044, Total iter time: 6.4569 [2020-11-05 16:13:56,842][root][INFO] - ===> Epoch[62](1605/26): Loss 1.0789, Sem 0.8205, dir -0.1819, norm 0.4403, swav 0.0000 LR: 8.543e-02 Score 75.633 Data time: 0.1978, Forward time: 2.2813, Backward time: 3.1196, DDP time: 0.0044, Total iter time: 4.5401 [2020-11-05 16:14:03,424][root][INFO] - ===> Epoch[62](1606/26): Loss 1.0635, Sem 0.7746, dir -0.2073, norm 0.4961, swav 0.0000 LR: 8.542e-02 Score 76.551 Data time: 0.2675, Forward time: 2.2816, Backward time: 3.1197, DDP time: 0.0044, Total iter time: 6.4613 [2020-11-05 16:14:08,505][root][INFO] - ===> Epoch[62](1607/26): Loss 0.9402, Sem 0.7314, dir -0.2194, norm 0.4282, swav 0.0000 LR: 8.541e-02 Score 79.386 Data time: 0.2124, Forward time: 2.2815, Backward time: 3.1193, DDP time: 0.0044, Total iter time: 4.9370 [2020-11-05 16:14:14,208][root][INFO] - ===> Epoch[62](1608/26): Loss 1.0328, Sem 0.7111, dir -0.1591, norm 0.4808, swav 0.0000 LR: 8.541e-02 Score 77.263 Data time: 0.2186, Forward time: 2.2815, Backward time: 3.1192, DDP time: 0.0044, Total iter time: 5.5896 [2020-11-05 16:14:19,407][root][INFO] - ===> Epoch[62](1609/26): Loss 1.0545, Sem 0.6347, dir -0.1216, norm 0.5414, swav 0.0000 LR: 8.540e-02 Score 79.353 Data time: 0.1872, Forward time: 2.2813, Backward time: 3.1191, DDP time: 0.0044, Total iter time: 5.0644 [2020-11-05 16:14:24,460][root][INFO] - ===> Epoch[62](1610/26): Loss 1.0977, Sem 0.7676, dir -0.1765, norm 0.5066, swav 0.0000 LR: 8.539e-02 Score 77.631 Data time: 0.2235, Forward time: 2.2813, Backward time: 3.1186, DDP time: 0.0044, Total iter time: 4.9374 [2020-11-05 16:14:30,337][root][INFO] - ===> Epoch[62](1611/26): Loss 1.0477, Sem 0.7549, dir -0.1605, norm 0.4534, swav 0.0000 LR: 8.538e-02 Score 78.509 Data time: 0.2825, Forward time: 2.2817, Backward time: 3.1183, DDP time: 0.0044, Total iter time: 5.7446 [2020-11-05 16:14:35,690][root][INFO] - ===> Epoch[62](1612/26): Loss 1.1550, Sem 0.8103, dir -0.1690, norm 0.5137, swav 0.0000 LR: 8.537e-02 Score 74.913 Data time: 0.2295, Forward time: 2.2819, Backward time: 3.1177, DDP time: 0.0044, Total iter time: 5.1803 [2020-11-05 16:14:42,579][root][INFO] - ===> Epoch[63](1613/26): Loss 1.0590, Sem 0.7662, dir -0.1450, norm 0.4378, swav 0.0000 LR: 8.536e-02 Score 76.551 Data time: 0.1816, Forward time: 2.2817, Backward time: 3.1185, DDP time: 0.0044, Total iter time: 6.7799 [2020-11-05 16:14:49,049][root][INFO] - ===> Epoch[63](1614/26): Loss 1.2057, Sem 0.8758, dir -0.1679, norm 0.4978, swav 0.0000 LR: 8.535e-02 Score 73.876 Data time: 0.1846, Forward time: 2.2815, Backward time: 3.1191, DDP time: 0.0044, Total iter time: 6.3903 [2020-11-05 16:14:55,299][root][INFO] - ===> Epoch[63](1615/26): Loss 1.1493, Sem 0.8599, dir -0.1996, norm 0.4891, swav 0.0000 LR: 8.534e-02 Score 74.523 Data time: 0.1975, Forward time: 2.2814, Backward time: 3.1195, DDP time: 0.0044, Total iter time: 6.1439 [2020-11-05 16:15:02,307][root][INFO] - ===> Epoch[63](1616/26): Loss 1.0028, Sem 0.7328, dir -0.1904, norm 0.4604, swav 0.0000 LR: 8.533e-02 Score 76.465 Data time: 0.1797, Forward time: 2.2812, Backward time: 3.1205, DDP time: 0.0044, Total iter time: 6.9212 [2020-11-05 16:15:07,456][root][INFO] - ===> Epoch[63](1617/26): Loss 1.2193, Sem 0.7889, dir -0.1616, norm 0.5920, swav 0.0000 LR: 8.532e-02 Score 76.611 Data time: 0.1910, Forward time: 2.2811, Backward time: 3.1202, DDP time: 0.0044, Total iter time: 5.0349 [2020-11-05 16:15:13,404][root][INFO] - ===> Epoch[63](1618/26): Loss 1.1044, Sem 0.7473, dir -0.1519, norm 0.5090, swav 0.0000 LR: 8.531e-02 Score 76.985 Data time: 0.2180, Forward time: 2.2811, Backward time: 3.1203, DDP time: 0.0044, Total iter time: 5.8218 [2020-11-05 16:15:18,542][root][INFO] - ===> Epoch[63](1619/26): Loss 1.1845, Sem 0.7709, dir -0.1560, norm 0.5696, swav 0.0000 LR: 8.530e-02 Score 76.004 Data time: 0.2564, Forward time: 2.2813, Backward time: 3.1196, DDP time: 0.0044, Total iter time: 4.9987 [2020-11-05 16:15:24,695][root][INFO] - ===> Epoch[63](1620/26): Loss 1.0090, Sem 0.7420, dir -0.1905, norm 0.4575, swav 0.0000 LR: 8.530e-02 Score 75.621 Data time: 0.1838, Forward time: 2.2811, Backward time: 3.1200, DDP time: 0.0044, Total iter time: 6.0376 [2020-11-05 16:15:30,118][root][INFO] - ===> Epoch[63](1621/26): Loss 1.1051, Sem 0.7949, dir -0.2246, norm 0.5348, swav 0.0000 LR: 8.529e-02 Score 77.140 Data time: 0.2728, Forward time: 2.2812, Backward time: 3.1196, DDP time: 0.0044, Total iter time: 5.3034 [2020-11-05 16:15:36,348][root][INFO] - ===> Epoch[63](1622/26): Loss 0.9974, Sem 0.7241, dir -0.2529, norm 0.5262, swav 0.0000 LR: 8.528e-02 Score 76.960 Data time: 0.3389, Forward time: 2.2817, Backward time: 3.1194, DDP time: 0.0044, Total iter time: 6.1211 [2020-11-05 16:15:41,294][root][INFO] - ===> Epoch[63](1623/26): Loss 1.1145, Sem 0.8171, dir -0.1945, norm 0.4919, swav 0.0000 LR: 8.527e-02 Score 75.490 Data time: 0.2077, Forward time: 2.2818, Backward time: 3.1187, DDP time: 0.0044, Total iter time: 4.8019 [2020-11-05 16:15:46,293][root][INFO] - ===> Epoch[63](1624/26): Loss 1.1983, Sem 0.8981, dir -0.1975, norm 0.4977, swav 0.0000 LR: 8.526e-02 Score 71.827 Data time: 0.2160, Forward time: 2.2816, Backward time: 3.1184, DDP time: 0.0044, Total iter time: 4.8897 [2020-11-05 16:15:52,043][root][INFO] - ===> Epoch[63](1625/26): Loss 0.9624, Sem 0.6856, dir -0.2494, norm 0.5262, swav 0.0000 LR: 8.525e-02 Score 77.722 Data time: 0.2390, Forward time: 2.2819, Backward time: 3.1181, DDP time: 0.0044, Total iter time: 5.6346 [2020-11-05 16:15:57,426][root][INFO] - ===> Epoch[63](1626/26): Loss 1.0413, Sem 0.7556, dir -0.1983, norm 0.4840, swav 0.0000 LR: 8.524e-02 Score 75.533 Data time: 0.2162, Forward time: 2.2818, Backward time: 3.1179, DDP time: 0.0044, Total iter time: 5.2490 [2020-11-05 16:16:02,919][root][INFO] - ===> Epoch[63](1627/26): Loss 0.9081, Sem 0.7127, dir -0.1917, norm 0.3872, swav 0.0000 LR: 8.523e-02 Score 77.320 Data time: 0.2404, Forward time: 2.2821, Backward time: 3.1175, DDP time: 0.0044, Total iter time: 5.3754 [2020-11-05 16:16:08,289][root][INFO] - ===> Epoch[63](1628/26): Loss 1.1835, Sem 0.9037, dir -0.2117, norm 0.4915, swav 0.0000 LR: 8.522e-02 Score 71.522 Data time: 0.1952, Forward time: 2.2819, Backward time: 3.1173, DDP time: 0.0044, Total iter time: 5.2306 [2020-11-05 16:16:13,390][root][INFO] - ===> Epoch[63](1629/26): Loss 1.1256, Sem 0.8052, dir -0.2010, norm 0.5214, swav 0.0000 LR: 8.521e-02 Score 78.282 Data time: 0.1719, Forward time: 2.2817, Backward time: 3.1172, DDP time: 0.0044, Total iter time: 4.9890 [2020-11-05 16:16:18,997][root][INFO] - ===> Epoch[63](1630/26): Loss 1.0287, Sem 0.7491, dir -0.1950, norm 0.4747, swav 0.0000 LR: 8.520e-02 Score 76.195 Data time: 0.1544, Forward time: 2.2813, Backward time: 3.1175, DDP time: 0.0044, Total iter time: 5.4936 [2020-11-05 16:16:24,534][root][INFO] - ===> Epoch[63](1631/26): Loss 1.0477, Sem 0.7803, dir -0.1873, norm 0.4547, swav 0.0000 LR: 8.519e-02 Score 77.326 Data time: 0.2092, Forward time: 2.2811, Backward time: 3.1175, DDP time: 0.0044, Total iter time: 5.4255 [2020-11-05 16:16:31,702][root][INFO] - ===> Epoch[63](1632/26): Loss 1.0685, Sem 0.7735, dir -0.2222, norm 0.5171, swav 0.0000 LR: 8.519e-02 Score 76.705 Data time: 0.3619, Forward time: 2.2819, Backward time: 3.1175, DDP time: 0.0044, Total iter time: 7.0526 [2020-11-05 16:16:39,851][root][INFO] - ===> Epoch[63](1633/26): Loss 1.1938, Sem 0.8039, dir -0.1213, norm 0.5112, swav 0.0000 LR: 8.518e-02 Score 76.907 Data time: 0.2212, Forward time: 2.2820, Backward time: 3.1187, DDP time: 0.0044, Total iter time: 8.0208 [2020-11-05 16:16:45,505][root][INFO] - ===> Epoch[63](1634/26): Loss 1.0350, Sem 0.8351, dir -0.2321, norm 0.4320, swav 0.0000 LR: 8.517e-02 Score 74.759 Data time: 0.2543, Forward time: 2.2823, Backward time: 3.1184, DDP time: 0.0044, Total iter time: 5.5201 [2020-11-05 16:16:51,006][root][INFO] - ===> Epoch[63](1635/26): Loss 1.1231, Sem 0.6907, dir -0.1347, norm 0.5671, swav 0.0000 LR: 8.516e-02 Score 77.894 Data time: 0.1948, Forward time: 2.2822, Backward time: 3.1183, DDP time: 0.0044, Total iter time: 5.3563 [2020-11-05 16:16:55,716][root][INFO] - ===> Epoch[63](1636/26): Loss 1.0312, Sem 0.7222, dir -0.1524, norm 0.4614, swav 0.0000 LR: 8.515e-02 Score 78.094 Data time: 0.1465, Forward time: 2.2818, Backward time: 3.1180, DDP time: 0.0044, Total iter time: 4.6064 [2020-11-05 16:17:01,701][root][INFO] - ===> Epoch[63](1637/26): Loss 0.9396, Sem 0.6290, dir -0.2199, norm 0.5305, swav 0.0000 LR: 8.514e-02 Score 79.340 Data time: 0.1414, Forward time: 2.2813, Backward time: 3.1186, DDP time: 0.0044, Total iter time: 5.9052 [2020-11-05 16:17:06,686][root][INFO] - ===> Epoch[63](1638/26): Loss 1.1367, Sem 0.8067, dir -0.1985, norm 0.5285, swav 0.0000 LR: 8.513e-02 Score 74.128 Data time: 0.2001, Forward time: 2.2813, Backward time: 3.1182, DDP time: 0.0044, Total iter time: 4.8892 [2020-11-05 16:17:12,701][root][INFO] - ===> Epoch[64](1639/26): Loss 0.9613, Sem 0.7079, dir -0.2022, norm 0.4556, swav 0.0000 LR: 8.512e-02 Score 78.644 Data time: 0.1419, Forward time: 2.2808, Backward time: 3.1188, DDP time: 0.0044, Total iter time: 5.9036 [2020-11-05 16:17:18,807][root][INFO] - ===> Epoch[64](1640/26): Loss 0.9223, Sem 0.6988, dir -0.1755, norm 0.3989, swav 0.0000 LR: 8.511e-02 Score 78.907 Data time: 0.1847, Forward time: 2.2806, Backward time: 3.1192, DDP time: 0.0044, Total iter time: 6.0036 [2020-11-05 16:17:23,549][root][INFO] - ===> Epoch[64](1641/26): Loss 1.0160, Sem 0.7224, dir -0.2462, norm 0.5398, swav 0.0000 LR: 8.510e-02 Score 76.702 Data time: 0.2146, Forward time: 2.2805, Backward time: 3.1186, DDP time: 0.0044, Total iter time: 4.6232 [2020-11-05 16:17:30,333][root][INFO] - ===> Epoch[64](1642/26): Loss 0.9936, Sem 0.7344, dir -0.2118, norm 0.4709, swav 0.0000 LR: 8.509e-02 Score 76.688 Data time: 0.1976, Forward time: 2.2805, Backward time: 3.1193, DDP time: 0.0044, Total iter time: 6.6779 [2020-11-05 16:17:36,638][root][INFO] - ===> Epoch[64](1643/26): Loss 1.1620, Sem 0.8312, dir -0.1818, norm 0.5126, swav 0.0000 LR: 8.509e-02 Score 75.183 Data time: 0.1936, Forward time: 2.2803, Backward time: 3.1197, DDP time: 0.0044, Total iter time: 6.1866 [2020-11-05 16:17:42,168][root][INFO] - ===> Epoch[64](1644/26): Loss 1.0033, Sem 0.7623, dir -0.2107, norm 0.4518, swav 0.0000 LR: 8.508e-02 Score 77.585 Data time: 0.2599, Forward time: 2.2807, Backward time: 3.1192, DDP time: 0.0044, Total iter time: 5.4203 [2020-11-05 16:17:48,221][root][INFO] - ===> Epoch[64](1645/26): Loss 1.0286, Sem 0.8000, dir -0.2409, norm 0.4695, swav 0.0000 LR: 8.507e-02 Score 76.167 Data time: 0.2111, Forward time: 2.2807, Backward time: 3.1194, DDP time: 0.0044, Total iter time: 5.9355 [2020-11-05 16:17:56,051][root][INFO] - ===> Epoch[64](1646/26): Loss 1.0843, Sem 0.8025, dir -0.2120, norm 0.4938, swav 0.0000 LR: 8.506e-02 Score 73.644 Data time: 0.2174, Forward time: 2.2808, Backward time: 3.1205, DDP time: 0.0044, Total iter time: 7.7106 [2020-11-05 16:18:03,125][root][INFO] - ===> Epoch[64](1647/26): Loss 1.0291, Sem 0.7928, dir -0.2387, norm 0.4750, swav 0.0000 LR: 8.505e-02 Score 74.212 Data time: 0.2337, Forward time: 2.2808, Backward time: 3.1212, DDP time: 0.0044, Total iter time: 6.9439 [2020-11-05 16:18:08,627][root][INFO] - ===> Epoch[64](1648/26): Loss 1.1190, Sem 0.8133, dir -0.1859, norm 0.4916, swav 0.0000 LR: 8.504e-02 Score 75.634 Data time: 0.2574, Forward time: 2.2811, Backward time: 3.1207, DDP time: 0.0044, Total iter time: 5.3750 [2020-11-05 16:18:14,474][root][INFO] - ===> Epoch[64](1649/26): Loss 1.1279, Sem 0.7949, dir -0.1942, norm 0.5271, swav 0.0000 LR: 8.503e-02 Score 74.578 Data time: 0.1849, Forward time: 2.2809, Backward time: 3.1209, DDP time: 0.0044, Total iter time: 5.7055 [2020-11-05 16:18:20,227][root][INFO] - ===> Epoch[64](1650/26): Loss 0.9871, Sem 0.7029, dir -0.1828, norm 0.4670, swav 0.0000 LR: 8.502e-02 Score 79.910 Data time: 0.2270, Forward time: 2.2810, Backward time: 3.1207, DDP time: 0.0044, Total iter time: 5.6554 [2020-11-05 16:18:25,916][root][INFO] - ===> Epoch[64](1651/26): Loss 1.2445, Sem 0.7846, dir -0.1066, norm 0.5666, swav 0.0000 LR: 8.501e-02 Score 77.110 Data time: 0.2212, Forward time: 2.2811, Backward time: 3.1206, DDP time: 0.0044, Total iter time: 5.5504 [2020-11-05 16:18:30,402][root][INFO] - ===> Epoch[64](1652/26): Loss 1.0474, Sem 0.7211, dir -0.1385, norm 0.4648, swav 0.0000 LR: 8.500e-02 Score 78.683 Data time: 0.1621, Forward time: 2.2808, Backward time: 3.1201, DDP time: 0.0044, Total iter time: 4.3758 [2020-11-05 16:18:36,784][root][INFO] - ===> Epoch[64](1653/26): Loss 1.0368, Sem 0.8158, dir -0.1663, norm 0.3873, swav 0.0000 LR: 8.499e-02 Score 76.368 Data time: 0.1629, Forward time: 2.2805, Backward time: 3.1208, DDP time: 0.0044, Total iter time: 6.2864 [2020-11-05 16:18:41,967][root][INFO] - ===> Epoch[64](1654/26): Loss 1.2184, Sem 0.8910, dir -0.1777, norm 0.5051, swav 0.0000 LR: 8.498e-02 Score 73.959 Data time: 0.1550, Forward time: 2.2801, Backward time: 3.1208, DDP time: 0.0044, Total iter time: 5.0935 [2020-11-05 16:18:47,831][root][INFO] - ===> Epoch[64](1655/26): Loss 1.1716, Sem 0.8178, dir -0.1909, norm 0.5447, swav 0.0000 LR: 8.498e-02 Score 75.992 Data time: 0.2087, Forward time: 2.2799, Backward time: 3.1211, DDP time: 0.0044, Total iter time: 5.7822 [2020-11-05 16:18:54,237][root][INFO] - ===> Epoch[64](1656/26): Loss 0.9672, Sem 0.6655, dir -0.1941, norm 0.4959, swav 0.0000 LR: 8.497e-02 Score 79.320 Data time: 0.2480, Forward time: 2.2801, Backward time: 3.1212, DDP time: 0.0044, Total iter time: 6.3153 [2020-11-05 16:18:59,749][root][INFO] - ===> Epoch[64](1657/26): Loss 1.2963, Sem 0.9792, dir -0.1782, norm 0.4953, swav 0.0000 LR: 8.496e-02 Score 71.762 Data time: 0.2021, Forward time: 2.2800, Backward time: 3.1212, DDP time: 0.0044, Total iter time: 5.3968 [2020-11-05 16:19:05,805][root][INFO] - ===> Epoch[64](1658/26): Loss 1.2173, Sem 0.8720, dir -0.1911, norm 0.5364, swav 0.0000 LR: 8.495e-02 Score 72.650 Data time: 0.2841, Forward time: 2.2801, Backward time: 3.1212, DDP time: 0.0044, Total iter time: 5.9673 [2020-11-05 16:19:11,959][root][INFO] - ===> Epoch[64](1659/26): Loss 1.1254, Sem 0.7773, dir -0.1806, norm 0.5287, swav 0.0000 LR: 8.494e-02 Score 76.426 Data time: 0.2123, Forward time: 2.2801, Backward time: 3.1214, DDP time: 0.0044, Total iter time: 6.0426 [2020-11-05 16:19:18,012][root][INFO] - ===> Epoch[64](1660/26): Loss 1.0524, Sem 0.8605, dir -0.2294, norm 0.4213, swav 0.0000 LR: 8.493e-02 Score 73.235 Data time: 0.1334, Forward time: 2.2796, Backward time: 3.1220, DDP time: 0.0044, Total iter time: 5.9323 [2020-11-05 16:19:23,378][root][INFO] - ===> Epoch[64](1661/26): Loss 1.1336, Sem 0.8491, dir -0.2152, norm 0.4997, swav 0.0000 LR: 8.492e-02 Score 74.925 Data time: 0.2105, Forward time: 2.2794, Backward time: 3.1219, DDP time: 0.0044, Total iter time: 5.2784 [2020-11-05 16:19:29,417][root][INFO] - ===> Epoch[64](1662/26): Loss 1.1349, Sem 0.8366, dir -0.2397, norm 0.5381, swav 0.0000 LR: 8.491e-02 Score 71.823 Data time: 0.2436, Forward time: 2.2795, Backward time: 3.1219, DDP time: 0.0044, Total iter time: 5.9224 [2020-11-05 16:19:35,207][root][INFO] - ===> Epoch[64](1663/26): Loss 1.0822, Sem 0.7838, dir -0.2300, norm 0.5285, swav 0.0000 LR: 8.490e-02 Score 74.460 Data time: 0.2051, Forward time: 2.2796, Backward time: 3.1219, DDP time: 0.0044, Total iter time: 5.6683 [2020-11-05 16:19:40,057][root][INFO] - ===> Epoch[64](1664/26): Loss 1.1756, Sem 0.8352, dir -0.1635, norm 0.5039, swav 0.0000 LR: 8.489e-02 Score 75.062 Data time: 0.1978, Forward time: 2.2795, Backward time: 3.1214, DDP time: 0.0044, Total iter time: 4.7373 [2020-11-05 16:19:45,099][root][INFO] - ===> Epoch[65](1665/26): Loss 1.0567, Sem 0.7779, dir -0.2048, norm 0.4836, swav 0.0000 LR: 8.488e-02 Score 75.877 Data time: 0.1984, Forward time: 2.2795, Backward time: 3.1210, DDP time: 0.0044, Total iter time: 4.9241 [2020-11-05 16:19:51,519][root][INFO] - ===> Epoch[65](1666/26): Loss 1.1294, Sem 0.8229, dir -0.1517, norm 0.4581, swav 0.0000 LR: 8.487e-02 Score 72.676 Data time: 0.1797, Forward time: 2.2793, Backward time: 3.1216, DDP time: 0.0044, Total iter time: 6.3059 [2020-11-05 16:19:56,854][root][INFO] - ===> Epoch[65](1667/26): Loss 1.0291, Sem 0.7390, dir -0.2240, norm 0.5141, swav 0.0000 LR: 8.487e-02 Score 77.043 Data time: 0.1764, Forward time: 2.2790, Backward time: 3.1216, DDP time: 0.0044, Total iter time: 5.2258 [2020-11-05 16:20:02,245][root][INFO] - ===> Epoch[65](1668/26): Loss 0.9891, Sem 0.7775, dir -0.2525, norm 0.4640, swav 0.0000 LR: 8.486e-02 Score 76.654 Data time: 0.2452, Forward time: 2.2791, Backward time: 3.1212, DDP time: 0.0044, Total iter time: 5.2949 [2020-11-05 16:20:07,066][root][INFO] - ===> Epoch[65](1669/26): Loss 1.0330, Sem 0.6879, dir -0.1503, norm 0.4953, swav 0.0000 LR: 8.485e-02 Score 76.858 Data time: 0.2318, Forward time: 2.2791, Backward time: 3.1207, DDP time: 0.0044, Total iter time: 4.6909 [2020-11-05 16:20:13,519][root][INFO] - ===> Epoch[65](1670/26): Loss 0.9996, Sem 0.7628, dir -0.2409, norm 0.4777, swav 0.0000 LR: 8.484e-02 Score 74.348 Data time: 0.1960, Forward time: 2.2789, Backward time: 3.1212, DDP time: 0.0044, Total iter time: 6.3402 [2020-11-05 16:20:18,251][root][INFO] - ===> Epoch[65](1671/26): Loss 1.0935, Sem 0.7430, dir -0.1647, norm 0.5152, swav 0.0000 LR: 8.483e-02 Score 78.006 Data time: 0.2157, Forward time: 2.2790, Backward time: 3.1206, DDP time: 0.0044, Total iter time: 4.6359 [2020-11-05 16:20:23,278][root][INFO] - ===> Epoch[65](1672/26): Loss 1.1665, Sem 0.8290, dir -0.1359, norm 0.4733, swav 0.0000 LR: 8.482e-02 Score 74.185 Data time: 0.2284, Forward time: 2.2790, Backward time: 3.1201, DDP time: 0.0044, Total iter time: 4.9231 [2020-11-05 16:20:28,717][root][INFO] - ===> Epoch[65](1673/26): Loss 0.9905, Sem 0.7842, dir -0.2726, norm 0.4790, swav 0.0000 LR: 8.481e-02 Score 76.685 Data time: 0.2533, Forward time: 2.2793, Backward time: 3.1196, DDP time: 0.0044, Total iter time: 5.3242 [2020-11-05 16:20:35,539][root][INFO] - ===> Epoch[65](1674/26): Loss 1.0656, Sem 0.7189, dir -0.1854, norm 0.5320, swav 0.0000 LR: 8.480e-02 Score 78.239 Data time: 0.1786, Forward time: 2.2791, Backward time: 3.1204, DDP time: 0.0044, Total iter time: 6.7029 [2020-11-05 16:20:41,409][root][INFO] - ===> Epoch[65](1675/26): Loss 1.1852, Sem 0.7867, dir -0.1524, norm 0.5509, swav 0.0000 LR: 8.479e-02 Score 74.925 Data time: 0.2078, Forward time: 2.2791, Backward time: 3.1205, DDP time: 0.0044, Total iter time: 5.7556 [2020-11-05 16:20:46,289][root][INFO] - ===> Epoch[65](1676/26): Loss 1.2009, Sem 0.8837, dir -0.1764, norm 0.4937, swav 0.0000 LR: 8.478e-02 Score 73.821 Data time: 0.2560, Forward time: 2.2792, Backward time: 3.1198, DDP time: 0.0044, Total iter time: 4.7645 [2020-11-05 16:20:51,759][root][INFO] - ===> Epoch[65](1677/26): Loss 1.2101, Sem 0.8064, dir -0.2281, norm 0.6318, swav 0.0000 LR: 8.477e-02 Score 76.174 Data time: 0.2248, Forward time: 2.2793, Backward time: 3.1195, DDP time: 0.0044, Total iter time: 5.3539 [2020-11-05 16:20:56,919][root][INFO] - ===> Epoch[65](1678/26): Loss 1.0747, Sem 0.7101, dir -0.1418, norm 0.5064, swav 0.0000 LR: 8.476e-02 Score 77.451 Data time: 0.1664, Forward time: 2.2791, Backward time: 3.1193, DDP time: 0.0044, Total iter time: 5.0369 [2020-11-05 16:21:04,302][root][INFO] - ===> Epoch[65](1679/26): Loss 1.0688, Sem 0.7461, dir -0.1654, norm 0.4882, swav 0.0000 LR: 8.476e-02 Score 75.687 Data time: 0.1752, Forward time: 2.2788, Backward time: 3.1205, DDP time: 0.0044, Total iter time: 7.2975 [2020-11-05 16:21:09,590][root][INFO] - ===> Epoch[65](1680/26): Loss 1.0823, Sem 0.8011, dir -0.2181, norm 0.4992, swav 0.0000 LR: 8.475e-02 Score 76.014 Data time: 0.2399, Forward time: 2.2790, Backward time: 3.1201, DDP time: 0.0044, Total iter time: 5.2316 [2020-11-05 16:21:15,412][root][INFO] - ===> Epoch[65](1681/26): Loss 1.0067, Sem 0.7362, dir -0.2065, norm 0.4770, swav 0.0000 LR: 8.474e-02 Score 77.339 Data time: 0.1968, Forward time: 2.2789, Backward time: 3.1202, DDP time: 0.0044, Total iter time: 5.6933 [2020-11-05 16:21:21,665][root][INFO] - ===> Epoch[65](1682/26): Loss 1.0037, Sem 0.7466, dir -0.2615, norm 0.5187, swav 0.0000 LR: 8.473e-02 Score 75.160 Data time: 0.1779, Forward time: 2.2786, Backward time: 3.1207, DDP time: 0.0044, Total iter time: 6.1584 [2020-11-05 16:21:27,144][root][INFO] - ===> Epoch[65](1683/26): Loss 0.9341, Sem 0.6595, dir -0.1709, norm 0.4456, swav 0.0000 LR: 8.472e-02 Score 79.579 Data time: 0.1781, Forward time: 2.2784, Backward time: 3.1208, DDP time: 0.0044, Total iter time: 5.3906 [2020-11-05 16:21:32,510][root][INFO] - ===> Epoch[65](1684/26): Loss 0.9968, Sem 0.7277, dir -0.2100, norm 0.4791, swav 0.0000 LR: 8.471e-02 Score 75.731 Data time: 0.2678, Forward time: 2.2787, Backward time: 3.1203, DDP time: 0.0044, Total iter time: 5.2798 [2020-11-05 16:21:37,767][root][INFO] - ===> Epoch[65](1685/26): Loss 1.1565, Sem 0.8725, dir -0.2140, norm 0.4980, swav 0.0000 LR: 8.470e-02 Score 73.455 Data time: 0.2135, Forward time: 2.2787, Backward time: 3.1200, DDP time: 0.0044, Total iter time: 5.1284 [2020-11-05 16:21:43,387][root][INFO] - ===> Epoch[65](1686/26): Loss 1.0565, Sem 0.7581, dir -0.2019, norm 0.5003, swav 0.0000 LR: 8.469e-02 Score 76.766 Data time: 0.2612, Forward time: 2.2790, Backward time: 3.1195, DDP time: 0.0044, Total iter time: 5.5099 [2020-11-05 16:21:49,224][root][INFO] - ===> Epoch[65](1687/26): Loss 0.9973, Sem 0.7156, dir -0.1932, norm 0.4749, swav 0.0000 LR: 8.468e-02 Score 77.699 Data time: 0.2005, Forward time: 2.2790, Backward time: 3.1196, DDP time: 0.0044, Total iter time: 5.7219 [2020-11-05 16:21:55,000][root][INFO] - ===> Epoch[65](1688/26): Loss 1.0271, Sem 0.7308, dir -0.2140, norm 0.5103, swav 0.0000 LR: 8.467e-02 Score 76.718 Data time: 0.1694, Forward time: 2.2787, Backward time: 3.1198, DDP time: 0.0044, Total iter time: 5.6648 [2020-11-05 16:22:00,201][root][INFO] - ===> Epoch[65](1689/26): Loss 1.1539, Sem 0.8366, dir -0.2435, norm 0.5608, swav 0.0000 LR: 8.466e-02 Score 74.140 Data time: 0.2014, Forward time: 2.2787, Backward time: 3.1195, DDP time: 0.0044, Total iter time: 5.1020 [2020-11-05 16:22:05,763][root][INFO] - ===> Epoch[65](1690/26): Loss 1.1086, Sem 0.8194, dir -0.1815, norm 0.4706, swav 0.0000 LR: 8.465e-02 Score 75.646 Data time: 0.2672, Forward time: 2.2787, Backward time: 3.1194, DDP time: 0.0044, Total iter time: 5.4143 [2020-11-05 16:22:11,042][root][INFO] - ===> Epoch[66](1691/26): Loss 1.0249, Sem 0.7909, dir -0.2098, norm 0.4438, swav 0.0000 LR: 8.465e-02 Score 76.737 Data time: 0.2923, Forward time: 2.2789, Backward time: 3.1188, DDP time: 0.0044, Total iter time: 5.1624 [2020-11-05 16:22:16,308][root][INFO] - ===> Epoch[66](1692/26): Loss 1.0545, Sem 0.7737, dir -0.2272, norm 0.5080, swav 0.0000 LR: 8.464e-02 Score 74.371 Data time: 0.2426, Forward time: 2.2792, Backward time: 3.1182, DDP time: 0.0044, Total iter time: 5.1504 [2020-11-05 16:22:22,705][root][INFO] - ===> Epoch[66](1693/26): Loss 1.0538, Sem 0.7864, dir -0.2387, norm 0.5060, swav 0.0000 LR: 8.463e-02 Score 77.277 Data time: 0.3199, Forward time: 2.2798, Backward time: 3.1180, DDP time: 0.0044, Total iter time: 6.2674 [2020-11-05 16:22:28,206][root][INFO] - ===> Epoch[66](1694/26): Loss 1.0062, Sem 0.6745, dir -0.1914, norm 0.5231, swav 0.0000 LR: 8.462e-02 Score 79.278 Data time: 0.2115, Forward time: 2.2797, Backward time: 3.1179, DDP time: 0.0044, Total iter time: 5.3849 [2020-11-05 16:22:33,909][root][INFO] - ===> Epoch[66](1695/26): Loss 1.1495, Sem 0.7919, dir -0.1695, norm 0.5271, swav 0.0000 LR: 8.461e-02 Score 75.674 Data time: 0.2559, Forward time: 2.2800, Backward time: 3.1175, DDP time: 0.0044, Total iter time: 5.5906 [2020-11-05 16:22:40,110][root][INFO] - ===> Epoch[66](1696/26): Loss 1.0115, Sem 0.7675, dir -0.2195, norm 0.4636, swav 0.0000 LR: 8.460e-02 Score 77.205 Data time: 0.1648, Forward time: 2.2797, Backward time: 3.1180, DDP time: 0.0044, Total iter time: 6.0643 [2020-11-05 16:22:45,361][root][INFO] - ===> Epoch[66](1697/26): Loss 1.0894, Sem 0.7159, dir -0.1253, norm 0.4987, swav 0.0000 LR: 8.459e-02 Score 78.306 Data time: 0.2008, Forward time: 2.2796, Backward time: 3.1179, DDP time: 0.0044, Total iter time: 5.1551 [2020-11-05 16:22:51,686][root][INFO] - ===> Epoch[66](1698/26): Loss 1.1773, Sem 0.6684, dir -0.1073, norm 0.6162, swav 0.0000 LR: 8.458e-02 Score 79.841 Data time: 0.2883, Forward time: 2.2801, Backward time: 3.1177, DDP time: 0.0044, Total iter time: 6.2166 [2020-11-05 16:22:57,719][root][INFO] - ===> Epoch[66](1699/26): Loss 1.0133, Sem 0.6749, dir -0.1947, norm 0.5332, swav 0.0000 LR: 8.457e-02 Score 77.731 Data time: 0.1468, Forward time: 2.2797, Backward time: 3.1181, DDP time: 0.0044, Total iter time: 5.9105 [2020-11-05 16:23:02,668][root][INFO] - ===> Epoch[66](1700/26): Loss 0.8798, Sem 0.6163, dir -0.1806, norm 0.4441, swav 0.0000 LR: 8.456e-02 Score 80.593 Data time: 0.1579, Forward time: 2.2793, Backward time: 3.1180, DDP time: 0.0044, Total iter time: 4.8376 [2020-11-05 16:23:07,690][root][INFO] - ===> Epoch[66](1701/26): Loss 1.0847, Sem 0.7488, dir -0.1961, norm 0.5320, swav 0.0000 LR: 8.455e-02 Score 77.110 Data time: 0.2408, Forward time: 2.2794, Backward time: 3.1175, DDP time: 0.0044, Total iter time: 4.9166 [2020-11-05 16:23:13,516][root][INFO] - ===> Epoch[66](1702/26): Loss 1.0914, Sem 0.7176, dir -0.1557, norm 0.5295, swav 0.0000 LR: 8.454e-02 Score 76.678 Data time: 0.2084, Forward time: 2.2794, Backward time: 3.1176, DDP time: 0.0044, Total iter time: 5.7195 [2020-11-05 16:23:19,052][root][INFO] - ===> Epoch[66](1703/26): Loss 1.1928, Sem 0.8592, dir -0.1962, norm 0.5298, swav 0.0000 LR: 8.454e-02 Score 75.602 Data time: 0.1741, Forward time: 2.2791, Backward time: 3.1177, DDP time: 0.0044, Total iter time: 5.4249 [2020-11-05 16:23:25,839][root][INFO] - ===> Epoch[66](1704/26): Loss 1.0473, Sem 0.7318, dir -0.1668, norm 0.4823, swav 0.0000 LR: 8.453e-02 Score 75.945 Data time: 0.3365, Forward time: 2.2798, Backward time: 3.1176, DDP time: 0.0044, Total iter time: 6.6882 [2020-11-05 16:23:31,078][root][INFO] - ===> Epoch[66](1705/26): Loss 1.0963, Sem 0.7632, dir -0.2186, norm 0.5517, swav 0.0000 LR: 8.452e-02 Score 77.058 Data time: 0.2461, Forward time: 2.2800, Backward time: 3.1171, DDP time: 0.0044, Total iter time: 5.0986 [2020-11-05 16:23:36,781][root][INFO] - ===> Epoch[66](1706/26): Loss 0.8071, Sem 0.6040, dir -0.2229, norm 0.4260, swav 0.0000 LR: 8.451e-02 Score 80.812 Data time: 0.2785, Forward time: 2.2804, Backward time: 3.1166, DDP time: 0.0044, Total iter time: 5.5970 [2020-11-05 16:23:42,188][root][INFO] - ===> Epoch[66](1707/26): Loss 0.9964, Sem 0.6769, dir -0.1824, norm 0.5019, swav 0.0000 LR: 8.450e-02 Score 79.678 Data time: 0.1892, Forward time: 2.2802, Backward time: 3.1165, DDP time: 0.0044, Total iter time: 5.3031 [2020-11-05 16:23:47,665][root][INFO] - ===> Epoch[66](1708/26): Loss 1.0252, Sem 0.7540, dir -0.2397, norm 0.5110, swav 0.0000 LR: 8.449e-02 Score 75.288 Data time: 0.2200, Forward time: 2.2803, Backward time: 3.1163, DDP time: 0.0044, Total iter time: 5.3709 [2020-11-05 16:23:54,553][root][INFO] - ===> Epoch[66](1709/26): Loss 0.9913, Sem 0.7280, dir -0.1821, norm 0.4454, swav 0.0000 LR: 8.448e-02 Score 76.589 Data time: 0.1765, Forward time: 2.2800, Backward time: 3.1172, DDP time: 0.0044, Total iter time: 6.7559 [2020-11-05 16:24:01,746][root][INFO] - ===> Epoch[66](1710/26): Loss 1.0600, Sem 0.7647, dir -0.1844, norm 0.4797, swav 0.0000 LR: 8.447e-02 Score 77.203 Data time: 0.2424, Forward time: 2.2799, Backward time: 3.1181, DDP time: 0.0044, Total iter time: 7.0759 [2020-11-05 16:24:07,308][root][INFO] - ===> Epoch[66](1711/26): Loss 1.1286, Sem 0.8324, dir -0.1957, norm 0.4919, swav 0.0000 LR: 8.446e-02 Score 74.212 Data time: 0.2110, Forward time: 2.2800, Backward time: 3.1178, DDP time: 0.0044, Total iter time: 5.4477 [2020-11-05 16:24:14,212][root][INFO] - ===> Epoch[66](1712/26): Loss 0.8685, Sem 0.7105, dir -0.2615, norm 0.4196, swav 0.0000 LR: 8.445e-02 Score 79.738 Data time: 0.1509, Forward time: 2.2796, Backward time: 3.1188, DDP time: 0.0044, Total iter time: 6.7817 [2020-11-05 16:24:20,682][root][INFO] - ===> Epoch[66](1713/26): Loss 1.0810, Sem 0.6996, dir -0.1417, norm 0.5231, swav 0.0000 LR: 8.444e-02 Score 76.805 Data time: 0.2525, Forward time: 2.2798, Backward time: 3.1190, DDP time: 0.0044, Total iter time: 6.3779 [2020-11-05 16:24:25,567][root][INFO] - ===> Epoch[66](1714/26): Loss 1.0543, Sem 0.7426, dir -0.1340, norm 0.4457, swav 0.0000 LR: 8.443e-02 Score 77.613 Data time: 0.1693, Forward time: 2.2796, Backward time: 3.1187, DDP time: 0.0044, Total iter time: 4.7540 [2020-11-05 16:24:30,338][root][INFO] - ===> Epoch[66](1715/26): Loss 1.0176, Sem 0.6705, dir -0.2259, norm 0.5730, swav 0.0000 LR: 8.443e-02 Score 79.781 Data time: 0.2484, Forward time: 2.2796, Backward time: 3.1181, DDP time: 0.0044, Total iter time: 4.6682 [2020-11-05 16:24:35,267][root][INFO] - ===> Epoch[66](1716/26): Loss 1.0809, Sem 0.7678, dir -0.1728, norm 0.4859, swav 0.0000 LR: 8.442e-02 Score 75.879 Data time: 0.2285, Forward time: 2.2798, Backward time: 3.1175, DDP time: 0.0044, Total iter time: 4.8258 [2020-11-05 16:24:41,614][root][INFO] - ===> Epoch[67](1717/26): Loss 1.1912, Sem 0.8039, dir -0.1820, norm 0.5693, swav 0.0000 LR: 8.441e-02 Score 75.195 Data time: 0.2370, Forward time: 2.2797, Backward time: 3.1178, DDP time: 0.0044, Total iter time: 6.2302 [2020-11-05 16:24:47,076][root][INFO] - ===> Epoch[67](1718/26): Loss 1.0903, Sem 0.7225, dir -0.1978, norm 0.5657, swav 0.0000 LR: 8.440e-02 Score 78.855 Data time: 0.2595, Forward time: 2.2800, Backward time: 3.1174, DDP time: 0.0044, Total iter time: 5.3413 [2020-11-05 16:24:51,872][root][INFO] - ===> Epoch[67](1719/26): Loss 1.1018, Sem 0.8099, dir -0.2218, norm 0.5137, swav 0.0000 LR: 8.439e-02 Score 75.003 Data time: 0.1925, Forward time: 2.2799, Backward time: 3.1169, DDP time: 0.0044, Total iter time: 4.6615 [2020-11-05 16:24:58,050][root][INFO] - ===> Epoch[67](1720/26): Loss 1.1796, Sem 0.8598, dir -0.1824, norm 0.5022, swav 0.0000 LR: 8.438e-02 Score 73.986 Data time: 0.1820, Forward time: 2.2797, Backward time: 3.1173, DDP time: 0.0044, Total iter time: 6.0639 [2020-11-05 16:25:03,806][root][INFO] - ===> Epoch[67](1721/26): Loss 1.1017, Sem 0.7691, dir -0.1906, norm 0.5232, swav 0.0000 LR: 8.437e-02 Score 76.606 Data time: 0.1576, Forward time: 2.2794, Backward time: 3.1176, DDP time: 0.0044, Total iter time: 5.6527 [2020-11-05 16:25:10,461][root][INFO] - ===> Epoch[67](1722/26): Loss 0.9072, Sem 0.6455, dir -0.1916, norm 0.4532, swav 0.0000 LR: 8.436e-02 Score 79.907 Data time: 0.1770, Forward time: 2.2791, Backward time: 3.1184, DDP time: 0.0044, Total iter time: 6.5470 [2020-11-05 16:25:16,737][root][INFO] - ===> Epoch[67](1723/26): Loss 1.0700, Sem 0.7866, dir -0.1887, norm 0.4722, swav 0.0000 LR: 8.435e-02 Score 74.321 Data time: 0.2850, Forward time: 2.2796, Backward time: 3.1181, DDP time: 0.0044, Total iter time: 6.1803 [2020-11-05 16:25:21,595][root][INFO] - ===> Epoch[67](1724/26): Loss 0.8798, Sem 0.6738, dir -0.2688, norm 0.4749, swav 0.0000 LR: 8.434e-02 Score 78.186 Data time: 0.2059, Forward time: 2.2796, Backward time: 3.1176, DDP time: 0.0044, Total iter time: 4.7007 [2020-11-05 16:25:28,444][root][INFO] - ===> Epoch[67](1725/26): Loss 1.0444, Sem 0.7434, dir -0.1973, norm 0.4982, swav 0.0000 LR: 8.433e-02 Score 78.701 Data time: 0.1831, Forward time: 2.2795, Backward time: 3.1183, DDP time: 0.0044, Total iter time: 6.7009 [2020-11-05 16:25:35,736][root][INFO] - ===> Epoch[67](1726/26): Loss 1.0550, Sem 0.7339, dir -0.1765, norm 0.4976, swav 0.0000 LR: 8.432e-02 Score 75.855 Data time: 0.1657, Forward time: 2.2791, Backward time: 3.1195, DDP time: 0.0044, Total iter time: 7.1837 [2020-11-05 16:25:41,211][root][INFO] - ===> Epoch[67](1727/26): Loss 1.0334, Sem 0.7963, dir -0.2321, norm 0.4692, swav 0.0000 LR: 8.432e-02 Score 74.098 Data time: 0.2722, Forward time: 2.2794, Backward time: 3.1190, DDP time: 0.0044, Total iter time: 5.3704 [2020-11-05 16:25:48,123][root][INFO] - ===> Epoch[67](1728/26): Loss 0.9866, Sem 0.7262, dir -0.1930, norm 0.4535, swav 0.0000 LR: 8.431e-02 Score 77.051 Data time: 0.3186, Forward time: 2.2801, Backward time: 3.1190, DDP time: 0.0044, Total iter time: 6.8082 [2020-11-05 16:25:54,125][root][INFO] - ===> Epoch[67](1729/26): Loss 1.1722, Sem 0.8700, dir -0.1989, norm 0.5011, swav 0.0000 LR: 8.430e-02 Score 74.946 Data time: 0.1672, Forward time: 2.2799, Backward time: 3.1192, DDP time: 0.0044, Total iter time: 5.8677 [2020-11-05 16:26:00,425][root][INFO] - ===> Epoch[67](1730/26): Loss 0.9390, Sem 0.7301, dir -0.2452, norm 0.4541, swav 0.0000 LR: 8.429e-02 Score 77.976 Data time: 0.1899, Forward time: 2.2798, Backward time: 3.1197, DDP time: 0.0044, Total iter time: 6.1784 [2020-11-05 16:26:06,749][root][INFO] - ===> Epoch[67](1731/26): Loss 1.0718, Sem 0.6681, dir -0.1519, norm 0.5557, swav 0.0000 LR: 8.428e-02 Score 79.589 Data time: 0.2273, Forward time: 2.2798, Backward time: 3.1199, DDP time: 0.0044, Total iter time: 6.2045 [2020-11-05 16:26:11,812][root][INFO] - ===> Epoch[67](1732/26): Loss 1.1554, Sem 0.7990, dir -0.1342, norm 0.4905, swav 0.0000 LR: 8.427e-02 Score 75.553 Data time: 0.2260, Forward time: 2.2798, Backward time: 3.1195, DDP time: 0.0044, Total iter time: 4.9386 [2020-11-05 16:26:16,799][root][INFO] - ===> Epoch[67](1733/26): Loss 1.0405, Sem 0.7503, dir -0.2060, norm 0.4962, swav 0.0000 LR: 8.426e-02 Score 77.415 Data time: 0.2667, Forward time: 2.2799, Backward time: 3.1189, DDP time: 0.0044, Total iter time: 4.8659 [2020-11-05 16:26:22,455][root][INFO] - ===> Epoch[67](1734/26): Loss 1.0807, Sem 0.7283, dir -0.1519, norm 0.5043, swav 0.0000 LR: 8.425e-02 Score 77.329 Data time: 0.2847, Forward time: 2.2800, Backward time: 3.1187, DDP time: 0.0044, Total iter time: 5.5289 [2020-11-05 16:26:28,214][root][INFO] - ===> Epoch[67](1735/26): Loss 1.2303, Sem 0.7774, dir -0.1740, norm 0.6270, swav 0.0000 LR: 8.424e-02 Score 77.287 Data time: 0.2107, Forward time: 2.2801, Backward time: 3.1185, DDP time: 0.0044, Total iter time: 5.6359 [2020-11-05 16:26:34,716][root][INFO] - ===> Epoch[67](1736/26): Loss 1.2833, Sem 0.8683, dir -0.1838, norm 0.5989, swav 0.0000 LR: 8.423e-02 Score 75.152 Data time: 0.1433, Forward time: 2.2797, Backward time: 3.1194, DDP time: 0.0044, Total iter time: 6.3698 [2020-11-05 16:26:40,047][root][INFO] - ===> Epoch[67](1737/26): Loss 0.9472, Sem 0.7355, dir -0.2174, norm 0.4291, swav 0.0000 LR: 8.422e-02 Score 78.471 Data time: 0.2381, Forward time: 2.2798, Backward time: 3.1189, DDP time: 0.0045, Total iter time: 5.2365 [2020-11-05 16:26:45,585][root][INFO] - ===> Epoch[67](1738/26): Loss 0.9003, Sem 0.6619, dir -0.2202, norm 0.4585, swav 0.0000 LR: 8.421e-02 Score 79.326 Data time: 0.1823, Forward time: 2.2796, Backward time: 3.1190, DDP time: 0.0045, Total iter time: 5.4126 [2020-11-05 16:26:51,301][root][INFO] - ===> Epoch[67](1739/26): Loss 1.1617, Sem 0.8083, dir -0.2081, norm 0.5615, swav 0.0000 LR: 8.420e-02 Score 75.636 Data time: 0.2120, Forward time: 2.2797, Backward time: 3.1189, DDP time: 0.0045, Total iter time: 5.5988 [2020-11-05 16:26:57,284][root][INFO] - ===> Epoch[67](1740/26): Loss 1.1377, Sem 0.7891, dir -0.1917, norm 0.5404, swav 0.0000 LR: 8.420e-02 Score 75.565 Data time: 0.2210, Forward time: 2.2798, Backward time: 3.1189, DDP time: 0.0045, Total iter time: 5.8335 [2020-11-05 16:27:02,380][root][INFO] - ===> Epoch[67](1741/26): Loss 1.1355, Sem 0.7082, dir -0.1468, norm 0.5741, swav 0.0000 LR: 8.419e-02 Score 79.896 Data time: 0.2263, Forward time: 2.2798, Backward time: 3.1185, DDP time: 0.0044, Total iter time: 4.9548 [2020-11-05 16:27:07,889][root][INFO] - ===> Epoch[67](1742/26): Loss 1.1428, Sem 0.7612, dir -0.2091, norm 0.5907, swav 0.0000 LR: 8.418e-02 Score 77.043 Data time: 0.2568, Forward time: 2.2801, Backward time: 3.1181, DDP time: 0.0045, Total iter time: 5.3917 [2020-11-05 16:27:13,863][root][INFO] - ===> Epoch[68](1743/26): Loss 0.9693, Sem 0.6991, dir -0.1999, norm 0.4701, swav 0.0000 LR: 8.417e-02 Score 78.106 Data time: 0.1622, Forward time: 2.2798, Backward time: 3.1184, DDP time: 0.0045, Total iter time: 5.8471 [2020-11-05 16:27:20,647][root][INFO] - ===> Epoch[68](1744/26): Loss 1.0677, Sem 0.7654, dir -0.1969, norm 0.4992, swav 0.0000 LR: 8.416e-02 Score 76.198 Data time: 0.2284, Forward time: 2.2798, Backward time: 3.1189, DDP time: 0.0045, Total iter time: 6.6930 [2020-11-05 16:27:26,757][root][INFO] - ===> Epoch[68](1745/26): Loss 1.0422, Sem 0.7738, dir -0.2049, norm 0.4733, swav 0.0000 LR: 8.415e-02 Score 77.642 Data time: 0.2852, Forward time: 2.2803, Backward time: 3.1187, DDP time: 0.0045, Total iter time: 6.0069 [2020-11-05 16:27:32,016][root][INFO] - ===> Epoch[68](1746/26): Loss 1.2031, Sem 0.7955, dir -0.1912, norm 0.5988, swav 0.0000 LR: 8.414e-02 Score 75.512 Data time: 0.1980, Forward time: 2.2802, Backward time: 3.1184, DDP time: 0.0045, Total iter time: 5.1330 [2020-11-05 16:27:36,676][root][INFO] - ===> Epoch[68](1747/26): Loss 0.9108, Sem 0.6879, dir -0.2222, norm 0.4452, swav 0.0000 LR: 8.413e-02 Score 80.066 Data time: 0.1625, Forward time: 2.2799, Backward time: 3.1181, DDP time: 0.0045, Total iter time: 4.5387 [2020-11-05 16:27:42,789][root][INFO] - ===> Epoch[68](1748/26): Loss 0.9118, Sem 0.6068, dir -0.1897, norm 0.4947, swav 0.0000 LR: 8.412e-02 Score 80.481 Data time: 0.2414, Forward time: 2.2798, Backward time: 3.1184, DDP time: 0.0045, Total iter time: 6.0321 [2020-11-05 16:27:47,692][root][INFO] - ===> Epoch[68](1749/26): Loss 1.1096, Sem 0.7585, dir -0.1528, norm 0.5039, swav 0.0000 LR: 8.411e-02 Score 76.013 Data time: 0.2272, Forward time: 2.2798, Backward time: 3.1178, DDP time: 0.0045, Total iter time: 4.8017 [2020-11-05 16:27:53,136][root][INFO] - ===> Epoch[68](1750/26): Loss 0.9480, Sem 0.7035, dir -0.1892, norm 0.4336, swav 0.0000 LR: 8.410e-02 Score 77.502 Data time: 0.2488, Forward time: 2.2800, Backward time: 3.1174, DDP time: 0.0045, Total iter time: 5.3297 [2020-11-05 16:27:59,141][root][INFO] - ===> Epoch[68](1751/26): Loss 1.0214, Sem 0.6632, dir -0.1660, norm 0.5243, swav 0.0000 LR: 8.409e-02 Score 79.489 Data time: 0.1610, Forward time: 2.2798, Backward time: 3.1178, DDP time: 0.0045, Total iter time: 5.8772 [2020-11-05 16:28:04,337][root][INFO] - ===> Epoch[68](1752/26): Loss 1.1523, Sem 0.7218, dir -0.1770, norm 0.6075, swav 0.0000 LR: 8.409e-02 Score 77.211 Data time: 0.1625, Forward time: 2.2795, Backward time: 3.1177, DDP time: 0.0045, Total iter time: 5.0743 [2020-11-05 16:28:09,317][root][INFO] - ===> Epoch[68](1753/26): Loss 1.0109, Sem 0.7194, dir -0.2121, norm 0.5036, swav 0.0000 LR: 8.408e-02 Score 78.823 Data time: 0.1698, Forward time: 2.2792, Backward time: 3.1176, DDP time: 0.0045, Total iter time: 4.8646 [2020-11-05 16:28:14,800][root][INFO] - ===> Epoch[68](1754/26): Loss 1.1322, Sem 0.7770, dir -0.1997, norm 0.5549, swav 0.0000 LR: 8.407e-02 Score 75.970 Data time: 0.2929, Forward time: 2.2794, Backward time: 3.1171, DDP time: 0.0045, Total iter time: 5.3793 [2020-11-05 16:28:21,661][root][INFO] - ===> Epoch[68](1755/26): Loss 0.9890, Sem 0.6517, dir -0.2008, norm 0.5381, swav 0.0000 LR: 8.406e-02 Score 78.777 Data time: 0.2832, Forward time: 2.2799, Backward time: 3.1172, DDP time: 0.0045, Total iter time: 6.7131 [2020-11-05 16:28:27,478][root][INFO] - ===> Epoch[68](1756/26): Loss 0.8719, Sem 0.6625, dir -0.2488, norm 0.4582, swav 0.0000 LR: 8.405e-02 Score 79.933 Data time: 0.1558, Forward time: 2.2797, Backward time: 3.1174, DDP time: 0.0045, Total iter time: 5.6543 [2020-11-05 16:28:33,716][root][INFO] - ===> Epoch[68](1757/26): Loss 1.0420, Sem 0.7191, dir -0.1846, norm 0.5075, swav 0.0000 LR: 8.404e-02 Score 78.941 Data time: 0.1715, Forward time: 2.2794, Backward time: 3.1179, DDP time: 0.0045, Total iter time: 6.1321 [2020-11-05 16:28:38,348][root][INFO] - ===> Epoch[68](1758/26): Loss 1.0238, Sem 0.6447, dir -0.1567, norm 0.5358, swav 0.0000 LR: 8.403e-02 Score 80.861 Data time: 0.2180, Forward time: 2.2794, Backward time: 3.1173, DDP time: 0.0045, Total iter time: 4.5110 [2020-11-05 16:28:44,216][root][INFO] - ===> Epoch[68](1759/26): Loss 1.0485, Sem 0.8078, dir -0.2503, norm 0.4910, swav 0.0000 LR: 8.402e-02 Score 73.568 Data time: 0.2217, Forward time: 2.2795, Backward time: 3.1172, DDP time: 0.0045, Total iter time: 5.7531 [2020-11-05 16:28:49,581][root][INFO] - ===> Epoch[68](1760/26): Loss 0.8554, Sem 0.6596, dir -0.2111, norm 0.4069, swav 0.0000 LR: 8.401e-02 Score 79.521 Data time: 0.2160, Forward time: 2.2795, Backward time: 3.1170, DDP time: 0.0045, Total iter time: 5.2552 [2020-11-05 16:28:55,598][root][INFO] - ===> Epoch[68](1761/26): Loss 1.0659, Sem 0.7584, dir -0.2127, norm 0.5202, swav 0.0000 LR: 8.400e-02 Score 75.347 Data time: 0.2747, Forward time: 2.2796, Backward time: 3.1169, DDP time: 0.0045, Total iter time: 5.8894 [2020-11-05 16:29:01,341][root][INFO] - ===> Epoch[68](1762/26): Loss 0.9265, Sem 0.6775, dir -0.2751, norm 0.5241, swav 0.0000 LR: 8.399e-02 Score 80.486 Data time: 0.1694, Forward time: 2.2794, Backward time: 3.1171, DDP time: 0.0045, Total iter time: 5.6183 [2020-11-05 16:29:06,277][root][INFO] - ===> Epoch[68](1763/26): Loss 1.0015, Sem 0.7469, dir -0.2056, norm 0.4603, swav 0.0000 LR: 8.398e-02 Score 75.579 Data time: 0.2433, Forward time: 2.2795, Backward time: 3.1165, DDP time: 0.0045, Total iter time: 4.8163 [2020-11-05 16:29:14,661][root][INFO] - ===> Epoch[68](1764/26): Loss 1.0773, Sem 0.7926, dir -0.1990, norm 0.4837, swav 0.0000 LR: 8.398e-02 Score 75.693 Data time: 0.2174, Forward time: 2.2796, Backward time: 3.1178, DDP time: 0.0045, Total iter time: 8.2749 [2020-11-05 16:29:19,958][root][INFO] - ===> Epoch[68](1765/26): Loss 0.9219, Sem 0.6615, dir -0.1956, norm 0.4560, swav 0.0000 LR: 8.397e-02 Score 79.808 Data time: 0.2666, Forward time: 2.2799, Backward time: 3.1173, DDP time: 0.0045, Total iter time: 5.1699 [2020-11-05 16:29:25,460][root][INFO] - ===> Epoch[68](1766/26): Loss 0.9147, Sem 0.6166, dir -0.1323, norm 0.4304, swav 0.0000 LR: 8.396e-02 Score 82.361 Data time: 0.2108, Forward time: 2.2798, Backward time: 3.1171, DDP time: 0.0045, Total iter time: 5.3740 [2020-11-05 16:29:31,557][root][INFO] - ===> Epoch[68](1767/26): Loss 1.2187, Sem 0.8334, dir -0.1720, norm 0.5573, swav 0.0000 LR: 8.395e-02 Score 73.250 Data time: 0.2822, Forward time: 2.2803, Backward time: 3.1168, DDP time: 0.0045, Total iter time: 5.9639 [2020-11-05 16:29:37,422][root][INFO] - ===> Epoch[68](1768/26): Loss 1.0691, Sem 0.7032, dir -0.1551, norm 0.5210, swav 0.0000 LR: 8.394e-02 Score 76.611 Data time: 0.2514, Forward time: 2.2805, Backward time: 3.1166, DDP time: 0.0045, Total iter time: 5.7372 [2020-11-05 16:29:43,565][root][INFO] - ===> Epoch[69](1769/26): Loss 1.0552, Sem 0.7993, dir -0.1786, norm 0.4345, swav 0.0000 LR: 8.393e-02 Score 74.885 Data time: 0.2681, Forward time: 2.2810, Backward time: 3.1164, DDP time: 0.0045, Total iter time: 6.0258 [2020-11-05 16:29:48,794][root][INFO] - ===> Epoch[69](1770/26): Loss 1.1440, Sem 0.8207, dir -0.2164, norm 0.5397, swav 0.0000 LR: 8.392e-02 Score 73.798 Data time: 0.1877, Forward time: 2.2808, Backward time: 3.1162, DDP time: 0.0045, Total iter time: 5.1086 [2020-11-05 16:29:55,459][root][INFO] - ===> Epoch[69](1771/26): Loss 1.0205, Sem 0.7045, dir -0.1961, norm 0.5120, swav 0.0000 LR: 8.391e-02 Score 77.828 Data time: 0.1967, Forward time: 2.2808, Backward time: 3.1167, DDP time: 0.0045, Total iter time: 6.5544 [2020-11-05 16:30:02,689][root][INFO] - ===> Epoch[69](1772/26): Loss 1.0470, Sem 0.7720, dir -0.1751, norm 0.4501, swav 0.0000 LR: 8.390e-02 Score 75.352 Data time: 0.1881, Forward time: 2.2807, Backward time: 3.1176, DDP time: 0.0045, Total iter time: 7.1198 [2020-11-05 16:30:08,281][root][INFO] - ===> Epoch[69](1773/26): Loss 0.9071, Sem 0.6420, dir -0.1880, norm 0.4531, swav 0.0000 LR: 8.389e-02 Score 81.771 Data time: 0.1613, Forward time: 2.2804, Backward time: 3.1178, DDP time: 0.0045, Total iter time: 5.5006 [2020-11-05 16:30:14,029][root][INFO] - ===> Epoch[69](1774/26): Loss 1.0453, Sem 0.7602, dir -0.2046, norm 0.4897, swav 0.0000 LR: 8.388e-02 Score 76.585 Data time: 0.2208, Forward time: 2.2804, Backward time: 3.1178, DDP time: 0.0045, Total iter time: 5.6706 [2020-11-05 16:30:19,772][root][INFO] - ===> Epoch[69](1775/26): Loss 1.1864, Sem 0.7823, dir -0.1802, norm 0.5844, swav 0.0000 LR: 8.387e-02 Score 78.978 Data time: 0.2320, Forward time: 2.2804, Backward time: 3.1177, DDP time: 0.0045, Total iter time: 5.6170 [2020-11-05 16:30:26,390][root][INFO] - ===> Epoch[69](1776/26): Loss 1.1070, Sem 0.8222, dir -0.1705, norm 0.4553, swav 0.0000 LR: 8.387e-02 Score 73.208 Data time: 0.3151, Forward time: 2.2810, Backward time: 3.1176, DDP time: 0.0045, Total iter time: 6.5177 [2020-11-05 16:30:31,868][root][INFO] - ===> Epoch[69](1777/26): Loss 1.1031, Sem 0.8152, dir -0.2499, norm 0.5378, swav 0.0000 LR: 8.386e-02 Score 76.288 Data time: 0.1515, Forward time: 2.2807, Backward time: 3.1177, DDP time: 0.0045, Total iter time: 5.3465 [2020-11-05 16:30:38,705][root][INFO] - ===> Epoch[69](1778/26): Loss 1.0540, Sem 0.7059, dir -0.1648, norm 0.5129, swav 0.0000 LR: 8.385e-02 Score 79.265 Data time: 0.2244, Forward time: 2.2806, Backward time: 3.1184, DDP time: 0.0045, Total iter time: 6.7330 [2020-11-05 16:30:44,044][root][INFO] - ===> Epoch[69](1779/26): Loss 1.1849, Sem 0.9094, dir -0.2586, norm 0.5341, swav 0.0000 LR: 8.384e-02 Score 71.378 Data time: 0.1903, Forward time: 2.2805, Backward time: 3.1182, DDP time: 0.0045, Total iter time: 5.2494 [2020-11-05 16:30:49,969][root][INFO] - ===> Epoch[69](1780/26): Loss 1.0624, Sem 0.7953, dir -0.2088, norm 0.4759, swav 0.0000 LR: 8.383e-02 Score 77.151 Data time: 0.1902, Forward time: 2.2803, Backward time: 3.1184, DDP time: 0.0045, Total iter time: 5.8006 [2020-11-05 16:30:54,597][root][INFO] - ===> Epoch[69](1781/26): Loss 0.9359, Sem 0.6750, dir -0.2130, norm 0.4738, swav 0.0000 LR: 8.382e-02 Score 79.390 Data time: 0.2099, Forward time: 2.2803, Backward time: 3.1179, DDP time: 0.0045, Total iter time: 4.5493 [2020-11-05 16:30:59,159][root][INFO] - ===> Epoch[69](1782/26): Loss 0.9079, Sem 0.6913, dir -0.2300, norm 0.4465, swav 0.0000 LR: 8.381e-02 Score 77.436 Data time: 0.2058, Forward time: 2.2803, Backward time: 3.1172, DDP time: 0.0045, Total iter time: 4.4395 [2020-11-05 16:31:04,652][root][INFO] - ===> Epoch[69](1783/26): Loss 0.9301, Sem 0.6566, dir -0.2404, norm 0.5139, swav 0.0000 LR: 8.380e-02 Score 79.607 Data time: 0.1684, Forward time: 2.2801, Backward time: 3.1173, DDP time: 0.0045, Total iter time: 5.3857 [2020-11-05 16:31:09,622][root][INFO] - ===> Epoch[69](1784/26): Loss 1.0978, Sem 0.8049, dir -0.2358, norm 0.5287, swav 0.0000 LR: 8.379e-02 Score 75.104 Data time: 0.1889, Forward time: 2.2799, Backward time: 3.1170, DDP time: 0.0045, Total iter time: 4.8856 [2020-11-05 16:31:14,790][root][INFO] - ===> Epoch[69](1785/26): Loss 1.0048, Sem 0.7561, dir -0.2695, norm 0.5181, swav 0.0000 LR: 8.378e-02 Score 75.655 Data time: 0.2075, Forward time: 2.2799, Backward time: 3.1167, DDP time: 0.0045, Total iter time: 5.0690 [2020-11-05 16:31:20,098][root][INFO] - ===> Epoch[69](1786/26): Loss 1.0551, Sem 0.7432, dir -0.1980, norm 0.5099, swav 0.0000 LR: 8.377e-02 Score 77.633 Data time: 0.2321, Forward time: 2.2800, Backward time: 3.1163, DDP time: 0.0045, Total iter time: 5.1649 [2020-11-05 16:31:25,780][root][INFO] - ===> Epoch[69](1787/26): Loss 0.8962, Sem 0.7011, dir -0.2530, norm 0.4482, swav 0.0000 LR: 8.376e-02 Score 78.226 Data time: 0.2217, Forward time: 2.2800, Backward time: 3.1163, DDP time: 0.0045, Total iter time: 5.5635 [2020-11-05 16:31:32,030][root][INFO] - ===> Epoch[69](1788/26): Loss 1.0619, Sem 0.7250, dir -0.1929, norm 0.5298, swav 0.0000 LR: 8.376e-02 Score 78.397 Data time: 0.2506, Forward time: 2.2802, Backward time: 3.1163, DDP time: 0.0045, Total iter time: 6.1367 [2020-11-05 16:31:38,074][root][INFO] - ===> Epoch[69](1789/26): Loss 1.1427, Sem 0.8746, dir -0.2341, norm 0.5023, swav 0.0000 LR: 8.375e-02 Score 72.794 Data time: 0.2125, Forward time: 2.2801, Backward time: 3.1164, DDP time: 0.0045, Total iter time: 5.9214 [2020-11-05 16:31:43,545][root][INFO] - ===> Epoch[69](1790/26): Loss 1.0258, Sem 0.7438, dir -0.1760, norm 0.4579, swav 0.0000 LR: 8.374e-02 Score 77.056 Data time: 0.1800, Forward time: 2.2799, Backward time: 3.1165, DDP time: 0.0045, Total iter time: 5.3467 [2020-11-05 16:31:48,311][root][INFO] - ===> Epoch[69](1791/26): Loss 1.1321, Sem 0.7988, dir -0.1874, norm 0.5208, swav 0.0000 LR: 8.373e-02 Score 74.459 Data time: 0.2044, Forward time: 2.2798, Backward time: 3.1160, DDP time: 0.0045, Total iter time: 4.6817 [2020-11-05 16:31:54,010][root][INFO] - ===> Epoch[69](1792/26): Loss 1.1005, Sem 0.8199, dir -0.2185, norm 0.4991, swav 0.0000 LR: 8.372e-02 Score 74.598 Data time: 0.1883, Forward time: 2.2797, Backward time: 3.1161, DDP time: 0.0045, Total iter time: 5.5749 [2020-11-05 16:31:59,664][root][INFO] - ===> Epoch[69](1793/26): Loss 0.8752, Sem 0.6509, dir -0.1469, norm 0.3712, swav 0.0000 LR: 8.371e-02 Score 78.669 Data time: 0.1793, Forward time: 2.2794, Backward time: 3.1163, DDP time: 0.0045, Total iter time: 5.5282 [2020-11-05 16:32:05,721][root][INFO] - ===> Epoch[69](1794/26): Loss 1.1163, Sem 0.7398, dir -0.1385, norm 0.5150, swav 0.0000 LR: 8.370e-02 Score 78.686 Data time: 0.2103, Forward time: 2.2794, Backward time: 3.1165, DDP time: 0.0045, Total iter time: 5.9607 [2020-11-05 16:32:11,600][root][INFO] - ===> Epoch[70](1795/26): Loss 0.9282, Sem 0.6654, dir -0.2064, norm 0.4692, swav 0.0000 LR: 8.369e-02 Score 80.321 Data time: 0.2531, Forward time: 2.2794, Backward time: 3.1165, DDP time: 0.0045, Total iter time: 5.7422 [2020-11-05 16:32:16,395][root][INFO] - ===> Epoch[70](1796/26): Loss 1.0746, Sem 0.7028, dir -0.1284, norm 0.5003, swav 0.0000 LR: 8.368e-02 Score 79.333 Data time: 0.2286, Forward time: 2.2793, Backward time: 3.1160, DDP time: 0.0045, Total iter time: 4.6649 [2020-11-05 16:32:21,845][root][INFO] - ===> Epoch[70](1797/26): Loss 1.1076, Sem 0.8463, dir -0.2232, norm 0.4845, swav 0.0000 LR: 8.367e-02 Score 73.043 Data time: 0.1854, Forward time: 2.2791, Backward time: 3.1160, DDP time: 0.0045, Total iter time: 5.3312 [2020-11-05 16:32:28,115][root][INFO] - ===> Epoch[70](1798/26): Loss 1.0503, Sem 0.7120, dir -0.1581, norm 0.4964, swav 0.0000 LR: 8.366e-02 Score 78.155 Data time: 0.1877, Forward time: 2.2790, Backward time: 3.1164, DDP time: 0.0045, Total iter time: 6.1575 [2020-11-05 16:32:34,068][root][INFO] - ===> Epoch[70](1799/26): Loss 1.0190, Sem 0.7326, dir -0.2558, norm 0.5422, swav 0.0000 LR: 8.365e-02 Score 76.915 Data time: 0.1851, Forward time: 2.2788, Backward time: 3.1167, DDP time: 0.0045, Total iter time: 5.8434 [2020-11-05 16:32:39,158][root][INFO] - ===> Epoch[70](1800/26): Loss 0.9908, Sem 0.7415, dir -0.2661, norm 0.5153, swav 0.0000 LR: 8.365e-02 Score 77.471 Data time: 0.1704, Forward time: 2.2785, Backward time: 3.1166, DDP time: 0.0045, Total iter time: 4.9917 [2020-11-05 16:32:44,160][root][INFO] - ===> Epoch[70](1801/26): Loss 1.0717, Sem 0.7782, dir -0.1866, norm 0.4802, swav 0.0000 LR: 8.364e-02 Score 75.663 Data time: 0.2011, Forward time: 2.2784, Backward time: 3.1162, DDP time: 0.0045, Total iter time: 4.9036 [2020-11-05 16:32:48,948][root][INFO] - ===> Epoch[70](1802/26): Loss 1.0194, Sem 0.7317, dir -0.2447, norm 0.5324, swav 0.0000 LR: 8.363e-02 Score 77.712 Data time: 0.2245, Forward time: 2.2785, Backward time: 3.1155, DDP time: 0.0045, Total iter time: 4.6737 [2020-11-05 16:32:54,595][root][INFO] - ===> Epoch[70](1803/26): Loss 1.0128, Sem 0.7122, dir -0.2260, norm 0.5266, swav 0.0000 LR: 8.362e-02 Score 79.247 Data time: 0.1887, Forward time: 2.2783, Backward time: 3.1156, DDP time: 0.0045, Total iter time: 5.5324 [2020-11-05 16:33:00,381][root][INFO] - ===> Epoch[70](1804/26): Loss 1.0143, Sem 0.7091, dir -0.1810, norm 0.4862, swav 0.0000 LR: 8.361e-02 Score 77.571 Data time: 0.2481, Forward time: 2.2786, Backward time: 3.1154, DDP time: 0.0045, Total iter time: 5.6830 [2020-11-05 16:33:06,070][root][INFO] - ===> Epoch[70](1805/26): Loss 0.9487, Sem 0.6175, dir -0.1751, norm 0.5063, swav 0.0000 LR: 8.360e-02 Score 81.547 Data time: 0.1855, Forward time: 2.2784, Backward time: 3.1156, DDP time: 0.0045, Total iter time: 5.5539 [2020-11-05 16:33:11,272][root][INFO] - ===> Epoch[70](1806/26): Loss 1.0146, Sem 0.6702, dir -0.2361, norm 0.5804, swav 0.0000 LR: 8.359e-02 Score 81.001 Data time: 0.2072, Forward time: 2.2783, Backward time: 3.1153, DDP time: 0.0045, Total iter time: 5.0768 [2020-11-05 16:33:16,083][root][INFO] - ===> Epoch[70](1807/26): Loss 0.9810, Sem 0.6701, dir -0.1862, norm 0.4971, swav 0.0000 LR: 8.358e-02 Score 79.429 Data time: 0.1749, Forward time: 2.2780, Backward time: 3.1150, DDP time: 0.0045, Total iter time: 4.6808 [2020-11-05 16:33:22,032][root][INFO] - ===> Epoch[70](1808/26): Loss 0.9121, Sem 0.7133, dir -0.2403, norm 0.4392, swav 0.0000 LR: 8.357e-02 Score 76.558 Data time: 0.2002, Forward time: 2.2781, Backward time: 3.1151, DDP time: 0.0045, Total iter time: 5.8273 [2020-11-05 16:33:27,840][root][INFO] - ===> Epoch[70](1809/26): Loss 1.1169, Sem 0.7445, dir -0.1568, norm 0.5292, swav 0.0000 LR: 8.356e-02 Score 79.111 Data time: 0.1728, Forward time: 2.2778, Backward time: 3.1154, DDP time: 0.0045, Total iter time: 5.6778 [2020-11-05 16:33:33,499][root][INFO] - ===> Epoch[70](1810/26): Loss 1.0921, Sem 0.8904, dir -0.2333, norm 0.4350, swav 0.0000 LR: 8.355e-02 Score 70.692 Data time: 0.2435, Forward time: 2.2780, Backward time: 3.1151, DDP time: 0.0045, Total iter time: 5.5375 [2020-11-05 16:33:39,358][root][INFO] - ===> Epoch[70](1811/26): Loss 1.1324, Sem 0.6705, dir -0.1189, norm 0.5809, swav 0.0000 LR: 8.354e-02 Score 79.797 Data time: 0.2039, Forward time: 2.2780, Backward time: 3.1151, DDP time: 0.0045, Total iter time: 5.7298 [2020-11-05 16:33:45,667][root][INFO] - ===> Epoch[70](1812/26): Loss 0.9932, Sem 0.7576, dir -0.1782, norm 0.4137, swav 0.0000 LR: 8.354e-02 Score 76.473 Data time: 0.2260, Forward time: 2.2779, Backward time: 3.1154, DDP time: 0.0045, Total iter time: 6.1760 [2020-11-05 16:33:51,605][root][INFO] - ===> Epoch[70](1813/26): Loss 0.9914, Sem 0.6407, dir -0.1646, norm 0.5153, swav 0.0000 LR: 8.353e-02 Score 79.650 Data time: 0.1988, Forward time: 2.2778, Backward time: 3.1156, DDP time: 0.0045, Total iter time: 5.8234 [2020-11-05 16:33:58,876][root][INFO] - ===> Epoch[70](1814/26): Loss 1.0085, Sem 0.7594, dir -0.2030, norm 0.4521, swav 0.0000 LR: 8.352e-02 Score 77.467 Data time: 0.1810, Forward time: 2.2776, Backward time: 3.1165, DDP time: 0.0045, Total iter time: 7.1430 [2020-11-05 16:34:05,022][root][INFO] - ===> Epoch[70](1815/26): Loss 1.2181, Sem 0.7634, dir -0.1161, norm 0.5707, swav 0.0000 LR: 8.351e-02 Score 77.253 Data time: 0.2394, Forward time: 2.2776, Backward time: 3.1167, DDP time: 0.0045, Total iter time: 6.0280 [2020-11-05 16:34:11,482][root][INFO] - ===> Epoch[70](1816/26): Loss 0.9548, Sem 0.6604, dir -0.1872, norm 0.4816, swav 0.0000 LR: 8.350e-02 Score 79.331 Data time: 0.3315, Forward time: 2.2781, Backward time: 3.1165, DDP time: 0.0045, Total iter time: 6.3288 [2020-11-05 16:34:16,895][root][INFO] - ===> Epoch[70](1817/26): Loss 0.8730, Sem 0.6485, dir -0.2108, norm 0.4353, swav 0.0000 LR: 8.349e-02 Score 80.126 Data time: 0.2070, Forward time: 2.2781, Backward time: 3.1163, DDP time: 0.0045, Total iter time: 5.2738 [2020-11-05 16:34:23,320][root][INFO] - ===> Epoch[70](1818/26): Loss 0.9752, Sem 0.7073, dir -0.2068, norm 0.4747, swav 0.0000 LR: 8.348e-02 Score 77.386 Data time: 0.2333, Forward time: 2.2782, Backward time: 3.1166, DDP time: 0.0045, Total iter time: 6.3199 [2020-11-05 16:34:29,551][root][INFO] - ===> Epoch[70](1819/26): Loss 1.0713, Sem 0.7781, dir -0.2057, norm 0.4988, swav 0.0000 LR: 8.347e-02 Score 76.968 Data time: 0.2298, Forward time: 2.2783, Backward time: 3.1167, DDP time: 0.0045, Total iter time: 6.1139 [2020-11-05 16:34:34,924][root][INFO] - ===> Epoch[70](1820/26): Loss 1.0600, Sem 0.7162, dir -0.1422, norm 0.4861, swav 0.0000 LR: 8.346e-02 Score 77.420 Data time: 0.1978, Forward time: 2.2782, Backward time: 3.1165, DDP time: 0.0045, Total iter time: 5.2328 [2020-11-05 16:34:40,651][root][INFO] - ===> Epoch[71](1821/26): Loss 0.9597, Sem 0.6826, dir -0.2448, norm 0.5219, swav 0.0000 LR: 8.345e-02 Score 79.263 Data time: 0.1699, Forward time: 2.2780, Backward time: 3.1168, DDP time: 0.0045, Total iter time: 5.6104 [2020-11-05 16:34:46,930][root][INFO] - ===> Epoch[71](1822/26): Loss 1.0968, Sem 0.8090, dir -0.2189, norm 0.5067, swav 0.0000 LR: 8.344e-02 Score 74.196 Data time: 0.2045, Forward time: 2.2779, Backward time: 3.1171, DDP time: 0.0045, Total iter time: 6.1907 [2020-11-05 16:34:53,157][root][INFO] - ===> Epoch[71](1823/26): Loss 1.0186, Sem 0.7480, dir -0.2210, norm 0.4915, swav 0.0000 LR: 8.343e-02 Score 77.734 Data time: 0.2237, Forward time: 2.2780, Backward time: 3.1173, DDP time: 0.0045, Total iter time: 6.1104 [2020-11-05 16:35:00,515][root][INFO] - ===> Epoch[71](1824/26): Loss 0.9660, Sem 0.7174, dir -0.1822, norm 0.4307, swav 0.0000 LR: 8.342e-02 Score 76.172 Data time: 0.2797, Forward time: 2.2782, Backward time: 3.1178, DDP time: 0.0045, Total iter time: 7.2210 [2020-11-05 16:35:06,962][root][INFO] - ===> Epoch[71](1825/26): Loss 0.8213, Sem 0.6283, dir -0.2245, norm 0.4175, swav 0.0000 LR: 8.342e-02 Score 81.189 Data time: 0.3106, Forward time: 2.2787, Backward time: 3.1176, DDP time: 0.0045, Total iter time: 6.3244 [2020-11-05 16:35:12,764][root][INFO] - ===> Epoch[71](1826/26): Loss 1.0924, Sem 0.6886, dir -0.1787, norm 0.5825, swav 0.0000 LR: 8.341e-02 Score 79.613 Data time: 0.3044, Forward time: 2.2790, Backward time: 3.1173, DDP time: 0.0045, Total iter time: 5.6748 [2020-11-05 16:35:18,767][root][INFO] - ===> Epoch[71](1827/26): Loss 1.0749, Sem 0.7580, dir -0.2087, norm 0.5256, swav 0.0000 LR: 8.340e-02 Score 75.619 Data time: 0.2763, Forward time: 2.2794, Backward time: 3.1170, DDP time: 0.0045, Total iter time: 5.8559 [2020-11-05 16:35:24,492][root][INFO] - ===> Epoch[71](1828/26): Loss 1.0554, Sem 0.7153, dir -0.1827, norm 0.5227, swav 0.0000 LR: 8.339e-02 Score 78.266 Data time: 0.2300, Forward time: 2.2795, Backward time: 3.1168, DDP time: 0.0045, Total iter time: 5.6053 [2020-11-05 16:35:29,948][root][INFO] - ===> Epoch[71](1829/26): Loss 1.1103, Sem 0.7494, dir -0.1795, norm 0.5404, swav 0.0000 LR: 8.338e-02 Score 75.261 Data time: 0.2083, Forward time: 2.2796, Backward time: 3.1166, DDP time: 0.0045, Total iter time: 5.3434 [2020-11-05 16:35:36,629][root][INFO] - ===> Epoch[71](1830/26): Loss 0.8703, Sem 0.6727, dir -0.2298, norm 0.4274, swav 0.0000 LR: 8.337e-02 Score 80.717 Data time: 0.2099, Forward time: 2.2795, Backward time: 3.1171, DDP time: 0.0045, Total iter time: 6.5685 [2020-11-05 16:35:41,529][root][INFO] - ===> Epoch[71](1831/26): Loss 1.1266, Sem 0.7855, dir -0.2042, norm 0.5454, swav 0.0000 LR: 8.336e-02 Score 77.467 Data time: 0.1773, Forward time: 2.2793, Backward time: 3.1169, DDP time: 0.0045, Total iter time: 4.7890 [2020-11-05 16:35:46,166][root][INFO] - ===> Epoch[71](1832/26): Loss 0.9997, Sem 0.6454, dir -0.1611, norm 0.5154, swav 0.0000 LR: 8.335e-02 Score 80.010 Data time: 0.2112, Forward time: 2.2793, Backward time: 3.1163, DDP time: 0.0045, Total iter time: 4.5756 [2020-11-05 16:35:52,553][root][INFO] - ===> Epoch[71](1833/26): Loss 1.0170, Sem 0.7732, dir -0.2279, norm 0.4718, swav 0.0000 LR: 8.334e-02 Score 76.741 Data time: 0.2169, Forward time: 2.2793, Backward time: 3.1166, DDP time: 0.0045, Total iter time: 6.2690 [2020-11-05 16:35:58,719][root][INFO] - ===> Epoch[71](1834/26): Loss 1.1052, Sem 0.9021, dir -0.1810, norm 0.3841, swav 0.0000 LR: 8.333e-02 Score 72.011 Data time: 0.1914, Forward time: 2.2791, Backward time: 3.1170, DDP time: 0.0045, Total iter time: 6.0559 [2020-11-05 16:36:04,938][root][INFO] - ===> Epoch[71](1835/26): Loss 1.0979, Sem 0.7514, dir -0.1908, norm 0.5373, swav 0.0000 LR: 8.332e-02 Score 74.915 Data time: 0.2477, Forward time: 2.2792, Backward time: 3.1170, DDP time: 0.0045, Total iter time: 6.1131 [2020-11-05 16:36:09,530][root][INFO] - ===> Epoch[71](1836/26): Loss 1.0546, Sem 0.7391, dir -0.1886, norm 0.5042, swav 0.0000 LR: 8.331e-02 Score 77.983 Data time: 0.2027, Forward time: 2.2793, Backward time: 3.1164, DDP time: 0.0045, Total iter time: 4.4634 [2020-11-05 16:36:14,589][root][INFO] - ===> Epoch[71](1837/26): Loss 1.0064, Sem 0.7026, dir -0.1734, norm 0.4771, swav 0.0000 LR: 8.331e-02 Score 79.020 Data time: 0.1918, Forward time: 2.2790, Backward time: 3.1162, DDP time: 0.0045, Total iter time: 4.9485 [2020-11-05 16:36:21,056][root][INFO] - ===> Epoch[71](1838/26): Loss 1.1230, Sem 0.7773, dir -0.1729, norm 0.5186, swav 0.0000 LR: 8.330e-02 Score 76.852 Data time: 0.3283, Forward time: 2.2796, Backward time: 3.1160, DDP time: 0.0045, Total iter time: 6.3557 [2020-11-05 16:36:26,732][root][INFO] - ===> Epoch[71](1839/26): Loss 1.0480, Sem 0.7057, dir -0.2055, norm 0.5478, swav 0.0000 LR: 8.329e-02 Score 77.614 Data time: 0.1788, Forward time: 2.2794, Backward time: 3.1161, DDP time: 0.0045, Total iter time: 5.5459 [2020-11-05 16:36:33,524][root][INFO] - ===> Epoch[71](1840/26): Loss 0.8866, Sem 0.6437, dir -0.2030, norm 0.4459, swav 0.0000 LR: 8.328e-02 Score 80.273 Data time: 0.2108, Forward time: 2.2794, Backward time: 3.1166, DDP time: 0.0045, Total iter time: 6.6658 [2020-11-05 16:36:39,315][root][INFO] - ===> Epoch[71](1841/26): Loss 0.8923, Sem 0.6512, dir -0.1961, norm 0.4373, swav 0.0000 LR: 8.327e-02 Score 78.978 Data time: 0.1886, Forward time: 2.2792, Backward time: 3.1168, DDP time: 0.0045, Total iter time: 5.6667 [2020-11-05 16:36:45,500][root][INFO] - ===> Epoch[71](1842/26): Loss 0.9987, Sem 0.6607, dir -0.2092, norm 0.5472, swav 0.0000 LR: 8.326e-02 Score 81.442 Data time: 0.2814, Forward time: 2.2796, Backward time: 3.1166, DDP time: 0.0045, Total iter time: 6.0739 [2020-11-05 16:36:51,593][root][INFO] - ===> Epoch[71](1843/26): Loss 1.0366, Sem 0.7587, dir -0.2119, norm 0.4898, swav 0.0000 LR: 8.325e-02 Score 74.174 Data time: 0.2109, Forward time: 2.2797, Backward time: 3.1166, DDP time: 0.0045, Total iter time: 5.9686 [2020-11-05 16:36:57,893][root][INFO] - ===> Epoch[71](1844/26): Loss 0.9887, Sem 0.7142, dir -0.2002, norm 0.4747, swav 0.0000 LR: 8.324e-02 Score 77.639 Data time: 0.2236, Forward time: 2.2798, Backward time: 3.1168, DDP time: 0.0045, Total iter time: 6.1718 [2020-11-05 16:37:03,404][root][INFO] - ===> Epoch[71](1845/26): Loss 0.9581, Sem 0.7214, dir -0.2086, norm 0.4454, swav 0.0000 LR: 8.323e-02 Score 76.713 Data time: 0.3073, Forward time: 2.2800, Backward time: 3.1164, DDP time: 0.0045, Total iter time: 5.3950 [2020-11-05 16:37:09,885][root][INFO] - ===> Epoch[71](1846/26): Loss 0.9576, Sem 0.7490, dir -0.2244, norm 0.4330, swav 0.0000 LR: 8.322e-02 Score 76.240 Data time: 0.1810, Forward time: 2.2798, Backward time: 3.1169, DDP time: 0.0045, Total iter time: 6.3403 [2020-11-05 16:37:15,913][root][INFO] - ===> Epoch[72](1847/26): Loss 0.9670, Sem 0.6838, dir -0.1554, norm 0.4386, swav 0.0000 LR: 8.321e-02 Score 77.546 Data time: 0.2180, Forward time: 2.2799, Backward time: 3.1169, DDP time: 0.0045, Total iter time: 5.9217 [2020-11-05 16:37:21,919][root][INFO] - ===> Epoch[72](1848/26): Loss 1.0130, Sem 0.7114, dir -0.1624, norm 0.4640, swav 0.0000 LR: 8.320e-02 Score 76.677 Data time: 0.1801, Forward time: 2.2796, Backward time: 3.1173, DDP time: 0.0045, Total iter time: 5.8893 [2020-11-05 16:37:27,243][root][INFO] - ===> Epoch[72](1849/26): Loss 0.9058, Sem 0.6424, dir -0.2084, norm 0.4718, swav 0.0000 LR: 8.320e-02 Score 79.827 Data time: 0.2433, Forward time: 2.2797, Backward time: 3.1170, DDP time: 0.0045, Total iter time: 5.2475 [2020-11-05 16:37:32,972][root][INFO] - ===> Epoch[72](1850/26): Loss 1.0696, Sem 0.6927, dir -0.1310, norm 0.5079, swav 0.0000 LR: 8.319e-02 Score 78.917 Data time: 0.1984, Forward time: 2.2797, Backward time: 3.1170, DDP time: 0.0045, Total iter time: 5.6089 [2020-11-05 16:37:37,872][root][INFO] - ===> Epoch[72](1851/26): Loss 1.0137, Sem 0.6982, dir -0.1879, norm 0.5034, swav 0.0000 LR: 8.318e-02 Score 78.577 Data time: 0.1505, Forward time: 2.2794, Backward time: 3.1168, DDP time: 0.0045, Total iter time: 4.7858 [2020-11-05 16:37:41,920][root][INFO] - ===> Epoch[72](1852/26): Loss 1.0343, Sem 0.6899, dir -0.2106, norm 0.5550, swav 0.0000 LR: 8.317e-02 Score 78.226 Data time: 0.2073, Forward time: 2.2793, Backward time: 3.1161, DDP time: 0.0045, Total iter time: 3.9602 [2020-11-05 16:37:47,986][root][INFO] - ===> Epoch[72](1853/26): Loss 1.0764, Sem 0.6935, dir -0.1643, norm 0.5472, swav 0.0000 LR: 8.316e-02 Score 78.670 Data time: 0.2909, Forward time: 2.2796, Backward time: 3.1159, DDP time: 0.0045, Total iter time: 5.9502 [2020-11-05 16:37:54,321][root][INFO] - ===> Epoch[72](1854/26): Loss 1.1206, Sem 0.7922, dir -0.2045, norm 0.5330, swav 0.0000 LR: 8.315e-02 Score 74.944 Data time: 0.2664, Forward time: 2.2800, Backward time: 3.1158, DDP time: 0.0045, Total iter time: 6.1895 [2020-11-05 16:37:59,872][root][INFO] - ===> Epoch[72](1855/26): Loss 0.9081, Sem 0.6286, dir -0.2080, norm 0.4874, swav 0.0000 LR: 8.314e-02 Score 80.016 Data time: 0.1806, Forward time: 2.2797, Backward time: 3.1159, DDP time: 0.0045, Total iter time: 5.4284 [2020-11-05 16:38:04,855][root][INFO] - ===> Epoch[72](1856/26): Loss 1.1164, Sem 0.7228, dir -0.1606, norm 0.5541, swav 0.0000 LR: 8.313e-02 Score 77.749 Data time: 0.2052, Forward time: 2.2797, Backward time: 3.1155, DDP time: 0.0045, Total iter time: 4.8742 [2020-11-05 16:38:10,874][root][INFO] - ===> Epoch[72](1857/26): Loss 0.9909, Sem 0.6758, dir -0.1694, norm 0.4845, swav 0.0000 LR: 8.312e-02 Score 77.981 Data time: 0.1672, Forward time: 2.2794, Backward time: 3.1160, DDP time: 0.0045, Total iter time: 5.9200 [2020-11-05 16:38:16,465][root][INFO] - ===> Epoch[72](1858/26): Loss 1.1416, Sem 0.7660, dir -0.1543, norm 0.5299, swav 0.0000 LR: 8.311e-02 Score 75.624 Data time: 0.2597, Forward time: 2.2796, Backward time: 3.1156, DDP time: 0.0045, Total iter time: 5.5170 [2020-11-05 16:38:22,296][root][INFO] - ===> Epoch[72](1859/26): Loss 1.0075, Sem 0.7497, dir -0.2644, norm 0.5222, swav 0.0000 LR: 8.310e-02 Score 78.003 Data time: 0.1661, Forward time: 2.2794, Backward time: 3.1158, DDP time: 0.0045, Total iter time: 5.7148 [2020-11-05 16:38:29,311][root][INFO] - ===> Epoch[72](1860/26): Loss 1.2734, Sem 0.8699, dir -0.1551, norm 0.5586, swav 0.0000 LR: 8.309e-02 Score 74.783 Data time: 0.1917, Forward time: 2.2793, Backward time: 3.1166, DDP time: 0.0045, Total iter time: 6.9589 [2020-11-05 16:38:35,019][root][INFO] - ===> Epoch[72](1861/26): Loss 1.0535, Sem 0.7978, dir -0.2369, norm 0.4927, swav 0.0000 LR: 8.309e-02 Score 76.131 Data time: 0.2386, Forward time: 2.2793, Backward time: 3.1165, DDP time: 0.0045, Total iter time: 5.6100 [2020-11-05 16:38:40,961][root][INFO] - ===> Epoch[72](1862/26): Loss 0.9915, Sem 0.6385, dir -0.2080, norm 0.5610, swav 0.0000 LR: 8.308e-02 Score 80.759 Data time: 0.2052, Forward time: 2.2793, Backward time: 3.1166, DDP time: 0.0045, Total iter time: 5.8247 [2020-11-05 16:38:46,907][root][INFO] - ===> Epoch[72](1863/26): Loss 0.9945, Sem 0.6834, dir -0.1805, norm 0.4916, swav 0.0000 LR: 8.307e-02 Score 77.391 Data time: 0.2444, Forward time: 2.2794, Backward time: 3.1166, DDP time: 0.0045, Total iter time: 5.8325 [2020-11-05 16:38:52,082][root][INFO] - ===> Epoch[72](1864/26): Loss 0.8083, Sem 0.5656, dir -0.1727, norm 0.4154, swav 0.0000 LR: 8.306e-02 Score 83.237 Data time: 0.2357, Forward time: 2.2795, Backward time: 3.1161, DDP time: 0.0045, Total iter time: 5.0419 [2020-11-05 16:38:57,837][root][INFO] - ===> Epoch[72](1865/26): Loss 1.0145, Sem 0.7469, dir -0.1725, norm 0.4401, swav 0.0000 LR: 8.305e-02 Score 76.458 Data time: 0.2856, Forward time: 2.2798, Backward time: 3.1158, DDP time: 0.0045, Total iter time: 5.6386 [2020-11-05 16:39:03,660][root][INFO] - ===> Epoch[72](1866/26): Loss 1.0396, Sem 0.6387, dir -0.1643, norm 0.5652, swav 0.0000 LR: 8.304e-02 Score 80.190 Data time: 0.2532, Forward time: 2.2801, Backward time: 3.1155, DDP time: 0.0045, Total iter time: 5.6927 [2020-11-05 16:39:09,364][root][INFO] - ===> Epoch[72](1867/26): Loss 1.0946, Sem 0.7710, dir -0.1921, norm 0.5157, swav 0.0000 LR: 8.303e-02 Score 76.522 Data time: 0.2109, Forward time: 2.2800, Backward time: 3.1155, DDP time: 0.0045, Total iter time: 5.6040 [2020-11-05 16:39:14,767][root][INFO] - ===> Epoch[72](1868/26): Loss 1.1887, Sem 0.7988, dir -0.1627, norm 0.5526, swav 0.0000 LR: 8.302e-02 Score 75.356 Data time: 0.2452, Forward time: 2.2802, Backward time: 3.1151, DDP time: 0.0045, Total iter time: 5.2950 [2020-11-05 16:39:19,441][root][INFO] - ===> Epoch[72](1869/26): Loss 1.1677, Sem 0.7755, dir -0.1691, norm 0.5613, swav 0.0000 LR: 8.301e-02 Score 76.313 Data time: 0.2208, Forward time: 2.2803, Backward time: 3.1144, DDP time: 0.0045, Total iter time: 4.5321 [2020-11-05 16:39:25,182][root][INFO] - ===> Epoch[72](1870/26): Loss 1.0695, Sem 0.7175, dir -0.1659, norm 0.5178, swav 0.0000 LR: 8.300e-02 Score 79.779 Data time: 0.2372, Forward time: 2.2804, Backward time: 3.1143, DDP time: 0.0045, Total iter time: 5.6370 [2020-11-05 16:39:30,376][root][INFO] - ===> Epoch[72](1871/26): Loss 0.9055, Sem 0.6673, dir -0.2032, norm 0.4415, swav 0.0000 LR: 8.299e-02 Score 78.492 Data time: 0.2162, Forward time: 2.2803, Backward time: 3.1140, DDP time: 0.0045, Total iter time: 5.0496 [2020-11-05 16:39:38,379][root][INFO] - ===> Epoch[72](1872/26): Loss 1.0565, Sem 0.7325, dir -0.1920, norm 0.5161, swav 0.0000 LR: 8.298e-02 Score 77.720 Data time: 0.2491, Forward time: 2.2805, Backward time: 3.1150, DDP time: 0.0045, Total iter time: 7.9006 [2020-11-05 16:39:43,151][root][INFO] - ===> Epoch[73](1873/26): Loss 0.9173, Sem 0.6709, dir -0.2064, norm 0.4528, swav 0.0000 LR: 8.297e-02 Score 78.942 Data time: 0.1689, Forward time: 2.2802, Backward time: 3.1147, DDP time: 0.0045, Total iter time: 4.6455 [2020-11-05 16:39:49,229][root][INFO] - ===> Epoch[73](1874/26): Loss 1.0668, Sem 0.7557, dir -0.1904, norm 0.5015, swav 0.0000 LR: 8.297e-02 Score 76.246 Data time: 0.3321, Forward time: 2.2804, Backward time: 3.1145, DDP time: 0.0045, Total iter time: 5.9857 [2020-11-05 16:39:54,800][root][INFO] - ===> Epoch[73](1875/26): Loss 1.0824, Sem 0.6745, dir -0.1619, norm 0.5697, swav 0.0000 LR: 8.296e-02 Score 79.330 Data time: 0.2757, Forward time: 2.2806, Backward time: 3.1142, DDP time: 0.0045, Total iter time: 5.4490 [2020-11-05 16:40:02,047][root][INFO] - ===> Epoch[73](1876/26): Loss 0.9373, Sem 0.6847, dir -0.2266, norm 0.4793, swav 0.0000 LR: 8.295e-02 Score 78.409 Data time: 0.1855, Forward time: 2.2804, Backward time: 3.1151, DDP time: 0.0045, Total iter time: 7.1027 [2020-11-05 16:40:07,972][root][INFO] - ===> Epoch[73](1877/26): Loss 0.9683, Sem 0.5936, dir -0.1754, norm 0.5502, swav 0.0000 LR: 8.294e-02 Score 81.265 Data time: 0.1992, Forward time: 2.2803, Backward time: 3.1153, DDP time: 0.0045, Total iter time: 5.8332 [2020-11-05 16:40:13,486][root][INFO] - ===> Epoch[73](1878/26): Loss 1.1774, Sem 0.7833, dir -0.2001, norm 0.5942, swav 0.0000 LR: 8.293e-02 Score 76.738 Data time: 0.2400, Forward time: 2.2803, Backward time: 3.1152, DDP time: 0.0045, Total iter time: 5.3965 [2020-11-05 16:40:18,406][root][INFO] - ===> Epoch[73](1879/26): Loss 1.0055, Sem 0.7350, dir -0.2673, norm 0.5378, swav 0.0000 LR: 8.292e-02 Score 76.915 Data time: 0.2323, Forward time: 2.2804, Backward time: 3.1146, DDP time: 0.0045, Total iter time: 4.8099 [2020-11-05 16:40:23,105][root][INFO] - ===> Epoch[73](1880/26): Loss 1.0228, Sem 0.7455, dir -0.2012, norm 0.4784, swav 0.0000 LR: 8.291e-02 Score 75.522 Data time: 0.2010, Forward time: 2.2803, Backward time: 3.1142, DDP time: 0.0045, Total iter time: 4.5736 [2020-11-05 16:40:28,816][root][INFO] - ===> Epoch[73](1881/26): Loss 1.0348, Sem 0.7055, dir -0.2271, norm 0.5564, swav 0.0000 LR: 8.290e-02 Score 78.763 Data time: 0.1771, Forward time: 2.2800, Backward time: 3.1144, DDP time: 0.0045, Total iter time: 5.6085 [2020-11-05 16:40:34,805][root][INFO] - ===> Epoch[73](1882/26): Loss 0.9210, Sem 0.6546, dir -0.2276, norm 0.4939, swav 0.0000 LR: 8.289e-02 Score 79.221 Data time: 0.1472, Forward time: 2.2797, Backward time: 3.1148, DDP time: 0.0045, Total iter time: 5.8699 [2020-11-05 16:40:41,521][root][INFO] - ===> Epoch[73](1883/26): Loss 1.0192, Sem 0.7125, dir -0.1922, norm 0.4989, swav 0.0000 LR: 8.288e-02 Score 77.187 Data time: 0.2304, Forward time: 2.2798, Backward time: 3.1152, DDP time: 0.0045, Total iter time: 6.6113 [2020-11-05 16:40:46,783][root][INFO] - ===> Epoch[73](1884/26): Loss 1.0179, Sem 0.6703, dir -0.1753, norm 0.5229, swav 0.0000 LR: 8.287e-02 Score 80.028 Data time: 0.2360, Forward time: 2.2798, Backward time: 3.1149, DDP time: 0.0045, Total iter time: 5.1136 [2020-11-05 16:40:52,341][root][INFO] - ===> Epoch[73](1885/26): Loss 1.1476, Sem 0.7718, dir -0.1742, norm 0.5500, swav 0.0000 LR: 8.286e-02 Score 77.669 Data time: 0.2214, Forward time: 2.2798, Backward time: 3.1147, DDP time: 0.0045, Total iter time: 5.4314 [2020-11-05 16:40:58,520][root][INFO] - ===> Epoch[73](1886/26): Loss 0.9734, Sem 0.6512, dir -0.1868, norm 0.5089, swav 0.0000 LR: 8.286e-02 Score 79.616 Data time: 0.2766, Forward time: 2.2800, Backward time: 3.1147, DDP time: 0.0045, Total iter time: 6.0651 [2020-11-05 16:41:03,862][root][INFO] - ===> Epoch[73](1887/26): Loss 0.9780, Sem 0.6266, dir -0.1704, norm 0.5219, swav 0.0000 LR: 8.285e-02 Score 81.562 Data time: 0.1904, Forward time: 2.2799, Backward time: 3.1146, DDP time: 0.0045, Total iter time: 5.1936 [2020-11-05 16:41:10,540][root][INFO] - ===> Epoch[73](1888/26): Loss 0.8494, Sem 0.6338, dir -0.1848, norm 0.4004, swav 0.0000 LR: 8.284e-02 Score 80.106 Data time: 0.2499, Forward time: 2.2800, Backward time: 3.1149, DDP time: 0.0045, Total iter time: 6.5559 [2020-11-05 16:41:15,755][root][INFO] - ===> Epoch[73](1889/26): Loss 0.9047, Sem 0.6309, dir -0.2105, norm 0.4843, swav 0.0000 LR: 8.283e-02 Score 80.662 Data time: 0.1821, Forward time: 2.2798, Backward time: 3.1147, DDP time: 0.0045, Total iter time: 5.0544 [2020-11-05 16:41:22,640][root][INFO] - ===> Epoch[73](1890/26): Loss 1.1158, Sem 0.7434, dir -0.1901, norm 0.5625, swav 0.0000 LR: 8.282e-02 Score 75.217 Data time: 0.2319, Forward time: 2.2799, Backward time: 3.1152, DDP time: 0.0045, Total iter time: 6.8077 [2020-11-05 16:41:29,975][root][INFO] - ===> Epoch[73](1891/26): Loss 0.8214, Sem 0.5663, dir -0.2213, norm 0.4764, swav 0.0000 LR: 8.281e-02 Score 82.690 Data time: 0.3065, Forward time: 2.2803, Backward time: 3.1155, DDP time: 0.0045, Total iter time: 7.1959 [2020-11-05 16:41:37,705][root][INFO] - ===> Epoch[73](1892/26): Loss 0.9096, Sem 0.6256, dir -0.2066, norm 0.4907, swav 0.0000 LR: 8.280e-02 Score 80.801 Data time: 0.2528, Forward time: 2.2803, Backward time: 3.1165, DDP time: 0.0045, Total iter time: 7.5873 [2020-11-05 16:41:43,681][root][INFO] - ===> Epoch[73](1893/26): Loss 1.0203, Sem 0.7105, dir -0.1642, norm 0.4740, swav 0.0000 LR: 8.279e-02 Score 76.555 Data time: 0.3047, Forward time: 2.2806, Backward time: 3.1162, DDP time: 0.0045, Total iter time: 5.8532 [2020-11-05 16:41:49,335][root][INFO] - ===> Epoch[73](1894/26): Loss 0.9203, Sem 0.6980, dir -0.2117, norm 0.4340, swav 0.0000 LR: 8.278e-02 Score 78.436 Data time: 0.1506, Forward time: 2.2804, Backward time: 3.1164, DDP time: 0.0045, Total iter time: 5.5457 [2020-11-05 16:41:54,884][root][INFO] - ===> Epoch[73](1895/26): Loss 0.9672, Sem 0.7030, dir -0.1721, norm 0.4363, swav 0.0000 LR: 8.277e-02 Score 78.507 Data time: 0.2295, Forward time: 2.2804, Backward time: 3.1163, DDP time: 0.0045, Total iter time: 5.4370 [2020-11-05 16:42:01,558][root][INFO] - ===> Epoch[73](1896/26): Loss 1.0029, Sem 0.7315, dir -0.1876, norm 0.4590, swav 0.0000 LR: 8.276e-02 Score 79.033 Data time: 0.2154, Forward time: 2.2803, Backward time: 3.1167, DDP time: 0.0045, Total iter time: 6.5547 [2020-11-05 16:42:06,489][root][INFO] - ===> Epoch[73](1897/26): Loss 0.9479, Sem 0.7419, dir -0.2184, norm 0.4243, swav 0.0000 LR: 8.275e-02 Score 76.465 Data time: 0.1781, Forward time: 2.2802, Backward time: 3.1165, DDP time: 0.0045, Total iter time: 4.8026 [2020-11-05 16:42:13,169][root][INFO] - ===> Epoch[73](1898/26): Loss 0.9548, Sem 0.6447, dir -0.2002, norm 0.5103, swav 0.0000 LR: 8.275e-02 Score 80.736 Data time: 0.1997, Forward time: 2.2801, Backward time: 3.1170, DDP time: 0.0045, Total iter time: 6.5626 [2020-11-05 16:42:19,292][root][INFO] - ===> Epoch[74](1899/26): Loss 0.8942, Sem 0.6208, dir -0.1788, norm 0.4523, swav 0.0000 LR: 8.274e-02 Score 81.579 Data time: 0.2308, Forward time: 2.2802, Backward time: 3.1171, DDP time: 0.0045, Total iter time: 6.0035 [2020-11-05 16:42:24,898][root][INFO] - ===> Epoch[74](1900/26): Loss 1.0133, Sem 0.6161, dir -0.1712, norm 0.5684, swav 0.0000 LR: 8.273e-02 Score 80.288 Data time: 0.2782, Forward time: 2.2805, Backward time: 3.1167, DDP time: 0.0045, Total iter time: 5.4806 [2020-11-05 16:42:29,635][root][INFO] - ===> Epoch[74](1901/26): Loss 1.0022, Sem 0.6999, dir -0.2086, norm 0.5109, swav 0.0000 LR: 8.272e-02 Score 78.429 Data time: 0.2166, Forward time: 2.2805, Backward time: 3.1161, DDP time: 0.0045, Total iter time: 4.6090 [2020-11-05 16:42:35,902][root][INFO] - ===> Epoch[74](1902/26): Loss 0.9781, Sem 0.7030, dir -0.1943, norm 0.4693, swav 0.0000 LR: 8.271e-02 Score 78.899 Data time: 0.2099, Forward time: 2.2805, Backward time: 3.1164, DDP time: 0.0045, Total iter time: 6.1594 [2020-11-05 16:42:41,599][root][INFO] - ===> Epoch[74](1903/26): Loss 0.9003, Sem 0.6340, dir -0.2086, norm 0.4748, swav 0.0000 LR: 8.270e-02 Score 79.214 Data time: 0.2193, Forward time: 2.2805, Backward time: 3.1163, DDP time: 0.0045, Total iter time: 5.5889 [2020-11-05 16:42:48,006][root][INFO] - ===> Epoch[74](1904/26): Loss 0.9277, Sem 0.6556, dir -0.2289, norm 0.5011, swav 0.0000 LR: 8.269e-02 Score 79.444 Data time: 0.2184, Forward time: 2.2806, Backward time: 3.1165, DDP time: 0.0045, Total iter time: 6.2868 [2020-11-05 16:42:53,347][root][INFO] - ===> Epoch[74](1905/26): Loss 0.9248, Sem 0.6832, dir -0.2474, norm 0.4890, swav 0.0000 LR: 8.268e-02 Score 78.884 Data time: 0.1454, Forward time: 2.2802, Backward time: 3.1167, DDP time: 0.0045, Total iter time: 5.2300 [2020-11-05 16:42:58,601][root][INFO] - ===> Epoch[74](1906/26): Loss 0.8693, Sem 0.6335, dir -0.2212, norm 0.4571, swav 0.0000 LR: 8.267e-02 Score 79.520 Data time: 0.2660, Forward time: 2.2803, Backward time: 3.1163, DDP time: 0.0045, Total iter time: 5.1489 [2020-11-05 16:43:05,483][root][INFO] - ===> Epoch[74](1907/26): Loss 0.8759, Sem 0.6364, dir -0.2088, norm 0.4482, swav 0.0000 LR: 8.266e-02 Score 79.278 Data time: 0.3343, Forward time: 2.2809, Backward time: 3.1162, DDP time: 0.0045, Total iter time: 6.7650 [2020-11-05 16:43:11,450][root][INFO] - ===> Epoch[74](1908/26): Loss 1.0505, Sem 0.7522, dir -0.1798, norm 0.4782, swav 0.0000 LR: 8.265e-02 Score 75.943 Data time: 0.1737, Forward time: 2.2808, Backward time: 3.1164, DDP time: 0.0045, Total iter time: 5.8382 [2020-11-05 16:43:17,566][root][INFO] - ===> Epoch[74](1909/26): Loss 0.9384, Sem 0.6689, dir -0.1844, norm 0.4538, swav 0.0000 LR: 8.264e-02 Score 77.833 Data time: 0.2712, Forward time: 2.2809, Backward time: 3.1165, DDP time: 0.0045, Total iter time: 6.0021 [2020-11-05 16:43:23,343][root][INFO] - ===> Epoch[74](1910/26): Loss 1.1215, Sem 0.7092, dir -0.1504, norm 0.5627, swav 0.0000 LR: 8.263e-02 Score 77.446 Data time: 0.2016, Forward time: 2.2809, Backward time: 3.1165, DDP time: 0.0045, Total iter time: 5.6331 [2020-11-05 16:43:28,123][root][INFO] - ===> Epoch[74](1911/26): Loss 1.1560, Sem 0.8364, dir -0.1865, norm 0.5062, swav 0.0000 LR: 8.263e-02 Score 74.809 Data time: 0.1385, Forward time: 2.2805, Backward time: 3.1163, DDP time: 0.0045, Total iter time: 4.6612 [2020-11-05 16:43:32,985][root][INFO] - ===> Epoch[74](1912/26): Loss 1.1688, Sem 0.8763, dir -0.2308, norm 0.5233, swav 0.0000 LR: 8.262e-02 Score 73.330 Data time: 0.1920, Forward time: 2.2804, Backward time: 3.1160, DDP time: 0.0045, Total iter time: 4.7937 [2020-11-05 16:43:37,672][root][INFO] - ===> Epoch[74](1913/26): Loss 1.0581, Sem 0.7783, dir -0.1843, norm 0.4642, swav 0.0000 LR: 8.261e-02 Score 77.662 Data time: 0.2021, Forward time: 2.2802, Backward time: 3.1156, DDP time: 0.0045, Total iter time: 4.5939 [2020-11-05 16:43:43,273][root][INFO] - ===> Epoch[74](1914/26): Loss 1.1076, Sem 0.7243, dir -0.1860, norm 0.5693, swav 0.0000 LR: 8.260e-02 Score 79.113 Data time: 0.1684, Forward time: 2.2800, Backward time: 3.1157, DDP time: 0.0045, Total iter time: 5.4930 [2020-11-05 16:43:49,001][root][INFO] - ===> Epoch[74](1915/26): Loss 1.0410, Sem 0.6999, dir -0.1788, norm 0.5198, swav 0.0000 LR: 8.259e-02 Score 78.732 Data time: 0.1717, Forward time: 2.2798, Backward time: 3.1159, DDP time: 0.0045, Total iter time: 5.6320 [2020-11-05 16:43:55,641][root][INFO] - ===> Epoch[74](1916/26): Loss 0.9469, Sem 0.6703, dir -0.2136, norm 0.4903, swav 0.0000 LR: 8.258e-02 Score 79.777 Data time: 0.2607, Forward time: 2.2801, Backward time: 3.1160, DDP time: 0.0045, Total iter time: 6.5597 [2020-11-05 16:44:02,313][root][INFO] - ===> Epoch[74](1917/26): Loss 0.9795, Sem 0.7024, dir -0.1903, norm 0.4674, swav 0.0000 LR: 8.257e-02 Score 77.382 Data time: 0.2124, Forward time: 2.2802, Backward time: 3.1164, DDP time: 0.0045, Total iter time: 6.5364 [2020-11-05 16:44:06,806][root][INFO] - ===> Epoch[74](1918/26): Loss 0.9648, Sem 0.7132, dir -0.2113, norm 0.4630, swav 0.0000 LR: 8.256e-02 Score 78.187 Data time: 0.1830, Forward time: 2.2801, Backward time: 3.1159, DDP time: 0.0045, Total iter time: 4.3761 [2020-11-05 16:44:12,270][root][INFO] - ===> Epoch[74](1919/26): Loss 1.0672, Sem 0.6826, dir -0.1877, norm 0.5722, swav 0.0000 LR: 8.255e-02 Score 79.358 Data time: 0.2073, Forward time: 2.2800, Backward time: 3.1158, DDP time: 0.0045, Total iter time: 5.3597 [2020-11-05 16:44:18,001][root][INFO] - ===> Epoch[74](1920/26): Loss 1.0533, Sem 0.7279, dir -0.1810, norm 0.5064, swav 0.0000 LR: 8.254e-02 Score 77.628 Data time: 0.2113, Forward time: 2.2799, Backward time: 3.1158, DDP time: 0.0045, Total iter time: 5.6048 [2020-11-05 16:44:24,168][root][INFO] - ===> Epoch[74](1921/26): Loss 0.7977, Sem 0.6000, dir -0.2104, norm 0.4080, swav 0.0000 LR: 8.253e-02 Score 79.361 Data time: 0.2570, Forward time: 2.2801, Backward time: 3.1159, DDP time: 0.0045, Total iter time: 6.0560 [2020-11-05 16:44:30,599][root][INFO] - ===> Epoch[74](1922/26): Loss 0.8548, Sem 0.5796, dir -0.1482, norm 0.4235, swav 0.0000 LR: 8.252e-02 Score 81.403 Data time: 0.2183, Forward time: 2.2801, Backward time: 3.1161, DDP time: 0.0045, Total iter time: 6.2925 [2020-11-05 16:44:36,006][root][INFO] - ===> Epoch[74](1923/26): Loss 0.9597, Sem 0.7433, dir -0.2676, norm 0.4840, swav 0.0000 LR: 8.252e-02 Score 76.596 Data time: 0.1901, Forward time: 2.2799, Backward time: 3.1161, DDP time: 0.0045, Total iter time: 5.2708 [2020-11-05 16:44:41,207][root][INFO] - ===> Epoch[74](1924/26): Loss 0.9462, Sem 0.6538, dir -0.1859, norm 0.4783, swav 0.0000 LR: 8.251e-02 Score 81.295 Data time: 0.1733, Forward time: 2.2797, Backward time: 3.1160, DDP time: 0.0045, Total iter time: 5.1242 [2020-11-05 16:44:47,184][root][INFO] - ===> Epoch[75](1925/26): Loss 1.0255, Sem 0.7558, dir -0.1791, norm 0.4488, swav 0.0000 LR: 8.250e-02 Score 77.196 Data time: 0.2254, Forward time: 2.2798, Backward time: 3.1160, DDP time: 0.0045, Total iter time: 5.8691 [2020-11-05 16:44:52,186][root][INFO] - ===> Epoch[75](1926/26): Loss 0.9745, Sem 0.7423, dir -0.2249, norm 0.4571, swav 0.0000 LR: 8.249e-02 Score 76.792 Data time: 0.2260, Forward time: 2.2799, Backward time: 3.1155, DDP time: 0.0045, Total iter time: 4.8693 [2020-11-05 16:44:56,817][root][INFO] - ===> Epoch[75](1927/26): Loss 1.0024, Sem 0.7488, dir -0.2059, norm 0.4595, swav 0.0000 LR: 8.248e-02 Score 77.093 Data time: 0.2137, Forward time: 2.2800, Backward time: 3.1149, DDP time: 0.0045, Total iter time: 4.5211 [2020-11-05 16:45:01,970][root][INFO] - ===> Epoch[75](1928/26): Loss 0.9741, Sem 0.7516, dir -0.2333, norm 0.4558, swav 0.0000 LR: 8.247e-02 Score 76.429 Data time: 0.2001, Forward time: 2.2799, Backward time: 3.1147, DDP time: 0.0045, Total iter time: 5.0371 [2020-11-05 16:45:07,330][root][INFO] - ===> Epoch[75](1929/26): Loss 0.9459, Sem 0.6495, dir -0.1993, norm 0.4958, swav 0.0000 LR: 8.246e-02 Score 80.788 Data time: 0.2567, Forward time: 2.2801, Backward time: 3.1142, DDP time: 0.0045, Total iter time: 5.2478 [2020-11-05 16:45:12,305][root][INFO] - ===> Epoch[75](1930/26): Loss 1.0624, Sem 0.7615, dir -0.1918, norm 0.4928, swav 0.0000 LR: 8.245e-02 Score 76.100 Data time: 0.2305, Forward time: 2.2802, Backward time: 3.1137, DDP time: 0.0045, Total iter time: 4.8520 [2020-11-05 16:45:19,286][root][INFO] - ===> Epoch[75](1931/26): Loss 0.8852, Sem 0.6651, dir -0.2037, norm 0.4238, swav 0.0000 LR: 8.244e-02 Score 80.288 Data time: 0.2727, Forward time: 2.2805, Backward time: 3.1140, DDP time: 0.0045, Total iter time: 6.8557 [2020-11-05 16:45:25,096][root][INFO] - ===> Epoch[75](1932/26): Loss 1.0640, Sem 0.8149, dir -0.2074, norm 0.4565, swav 0.0000 LR: 8.243e-02 Score 74.070 Data time: 0.2704, Forward time: 2.2808, Backward time: 3.1136, DDP time: 0.0045, Total iter time: 5.6628 [2020-11-05 16:45:30,014][root][INFO] - ===> Epoch[75](1933/26): Loss 0.9938, Sem 0.7118, dir -0.1974, norm 0.4794, swav 0.0000 LR: 8.242e-02 Score 79.909 Data time: 0.1863, Forward time: 2.2808, Backward time: 3.1133, DDP time: 0.0045, Total iter time: 4.7798 [2020-11-05 16:45:36,345][root][INFO] - ===> Epoch[75](1934/26): Loss 0.9553, Sem 0.7002, dir -0.2488, norm 0.5039, swav 0.0000 LR: 8.241e-02 Score 77.292 Data time: 0.1811, Forward time: 2.2804, Backward time: 3.1139, DDP time: 0.0045, Total iter time: 6.2146 [2020-11-05 16:45:41,832][root][INFO] - ===> Epoch[75](1935/26): Loss 1.0008, Sem 0.7468, dir -0.1989, norm 0.4530, swav 0.0000 LR: 8.240e-02 Score 76.006 Data time: 0.2217, Forward time: 2.2804, Backward time: 3.1138, DDP time: 0.0045, Total iter time: 5.4030 [2020-11-05 16:45:47,642][root][INFO] - ===> Epoch[75](1936/26): Loss 1.0249, Sem 0.7538, dir -0.2127, norm 0.4839, swav 0.0000 LR: 8.240e-02 Score 76.778 Data time: 0.2472, Forward time: 2.2806, Backward time: 3.1135, DDP time: 0.0045, Total iter time: 5.7009 [2020-11-05 16:45:54,591][root][INFO] - ===> Epoch[75](1937/26): Loss 1.0416, Sem 0.6526, dir -0.1568, norm 0.5458, swav 0.0000 LR: 8.239e-02 Score 79.559 Data time: 0.2013, Forward time: 2.2806, Backward time: 3.1141, DDP time: 0.0045, Total iter time: 6.8247 [2020-11-05 16:46:01,063][root][INFO] - ===> Epoch[75](1938/26): Loss 0.8876, Sem 0.6467, dir -0.1893, norm 0.4302, swav 0.0000 LR: 8.238e-02 Score 78.682 Data time: 0.2480, Forward time: 2.2808, Backward time: 3.1142, DDP time: 0.0045, Total iter time: 6.3581 [2020-11-05 16:46:06,084][root][INFO] - ===> Epoch[75](1939/26): Loss 1.0049, Sem 0.7662, dir -0.2101, norm 0.4488, swav 0.0000 LR: 8.237e-02 Score 78.006 Data time: 0.1748, Forward time: 2.2806, Backward time: 3.1140, DDP time: 0.0045, Total iter time: 4.8897 [2020-11-05 16:46:12,880][root][INFO] - ===> Epoch[75](1940/26): Loss 0.9678, Sem 0.7331, dir -0.2380, norm 0.4727, swav 0.0000 LR: 8.236e-02 Score 77.850 Data time: 0.1983, Forward time: 2.2805, Backward time: 3.1147, DDP time: 0.0045, Total iter time: 6.7159 [2020-11-05 16:46:18,132][root][INFO] - ===> Epoch[75](1941/26): Loss 0.9483, Sem 0.6689, dir -0.1854, norm 0.4648, swav 0.0000 LR: 8.235e-02 Score 78.434 Data time: 0.1926, Forward time: 2.2802, Backward time: 3.1147, DDP time: 0.0045, Total iter time: 5.1267 [2020-11-05 16:46:23,513][root][INFO] - ===> Epoch[75](1942/26): Loss 0.9504, Sem 0.6633, dir -0.2161, norm 0.5033, swav 0.0000 LR: 8.234e-02 Score 79.705 Data time: 0.1741, Forward time: 2.2800, Backward time: 3.1147, DDP time: 0.0045, Total iter time: 5.3095 [2020-11-05 16:46:29,704][root][INFO] - ===> Epoch[75](1943/26): Loss 0.8642, Sem 0.6700, dir -0.2513, norm 0.4455, swav 0.0000 LR: 8.233e-02 Score 79.200 Data time: 0.2893, Forward time: 2.2804, Backward time: 3.1145, DDP time: 0.0045, Total iter time: 6.1048 [2020-11-05 16:46:35,559][root][INFO] - ===> Epoch[75](1944/26): Loss 1.0577, Sem 0.7642, dir -0.1863, norm 0.4798, swav 0.0000 LR: 8.232e-02 Score 77.122 Data time: 0.2305, Forward time: 2.2805, Backward time: 3.1144, DDP time: 0.0045, Total iter time: 5.7162 [2020-11-05 16:46:40,868][root][INFO] - ===> Epoch[75](1945/26): Loss 0.9466, Sem 0.6508, dir -0.1711, norm 0.4669, swav 0.0000 LR: 8.231e-02 Score 79.374 Data time: 0.1886, Forward time: 2.2804, Backward time: 3.1143, DDP time: 0.0045, Total iter time: 5.1713 [2020-11-05 16:46:46,081][root][INFO] - ===> Epoch[75](1946/26): Loss 0.8955, Sem 0.6241, dir -0.2366, norm 0.5079, swav 0.0000 LR: 8.230e-02 Score 79.978 Data time: 0.2454, Forward time: 2.2805, Backward time: 3.1139, DDP time: 0.0045, Total iter time: 5.0895 [2020-11-05 16:46:52,723][root][INFO] - ===> Epoch[75](1947/26): Loss 0.9272, Sem 0.6394, dir -0.1517, norm 0.4395, swav 0.0000 LR: 8.229e-02 Score 80.398 Data time: 0.2609, Forward time: 2.2807, Backward time: 3.1141, DDP time: 0.0045, Total iter time: 6.5163 [2020-11-05 16:46:58,450][root][INFO] - ===> Epoch[75](1948/26): Loss 1.0490, Sem 0.7244, dir -0.2204, norm 0.5450, swav 0.0000 LR: 8.229e-02 Score 77.750 Data time: 0.2886, Forward time: 2.2810, Backward time: 3.1137, DDP time: 0.0045, Total iter time: 5.5873 [2020-11-05 16:47:04,052][root][INFO] - ===> Epoch[75](1949/26): Loss 0.8679, Sem 0.6522, dir -0.2021, norm 0.4178, swav 0.0000 LR: 8.228e-02 Score 79.505 Data time: 0.1987, Forward time: 2.2809, Backward time: 3.1137, DDP time: 0.0045, Total iter time: 5.4588 [2020-11-05 16:47:09,239][root][INFO] - ===> Epoch[75](1950/26): Loss 1.1026, Sem 0.8533, dir -0.2197, norm 0.4690, swav 0.0000 LR: 8.227e-02 Score 73.549 Data time: 0.2575, Forward time: 2.2811, Backward time: 3.1132, DDP time: 0.0045, Total iter time: 5.0780 [2020-11-05 16:47:15,488][root][INFO] - ===> Epoch[76](1951/26): Loss 0.9059, Sem 0.7018, dir -0.2360, norm 0.4401, swav 0.0000 LR: 8.226e-02 Score 76.607 Data time: 0.2186, Forward time: 2.2812, Backward time: 3.1134, DDP time: 0.0045, Total iter time: 6.1365 [2020-11-05 16:47:22,749][root][INFO] - ===> Epoch[76](1952/26): Loss 0.9724, Sem 0.7285, dir -0.2110, norm 0.4550, swav 0.0000 LR: 8.225e-02 Score 77.052 Data time: 0.2525, Forward time: 2.2814, Backward time: 3.1139, DDP time: 0.0045, Total iter time: 7.1465 [2020-11-05 16:47:27,565][root][INFO] - ===> Epoch[76](1953/26): Loss 0.9757, Sem 0.7450, dir -0.2244, norm 0.4551, swav 0.0000 LR: 8.224e-02 Score 77.062 Data time: 0.2086, Forward time: 2.2814, Backward time: 3.1133, DDP time: 0.0045, Total iter time: 4.6835 [2020-11-05 16:47:31,866][root][INFO] - ===> Epoch[76](1954/26): Loss 0.9606, Sem 0.6936, dir -0.1825, norm 0.4494, swav 0.0000 LR: 8.223e-02 Score 78.263 Data time: 0.1955, Forward time: 2.2814, Backward time: 3.1127, DDP time: 0.0045, Total iter time: 4.1903 [2020-11-05 16:47:36,966][root][INFO] - ===> Epoch[76](1955/26): Loss 0.9331, Sem 0.6691, dir -0.1706, norm 0.4346, swav 0.0000 LR: 8.222e-02 Score 78.900 Data time: 0.1714, Forward time: 2.2812, Backward time: 3.1125, DDP time: 0.0045, Total iter time: 4.9996 [2020-11-05 16:47:42,568][root][INFO] - ===> Epoch[76](1956/26): Loss 1.0031, Sem 0.6869, dir -0.1540, norm 0.4702, swav 0.0000 LR: 8.221e-02 Score 78.837 Data time: 0.1716, Forward time: 2.2809, Backward time: 3.1127, DDP time: 0.0045, Total iter time: 5.5109 [2020-11-05 16:47:48,065][root][INFO] - ===> Epoch[76](1957/26): Loss 1.0035, Sem 0.6564, dir -0.1843, norm 0.5314, swav 0.0000 LR: 8.220e-02 Score 78.762 Data time: 0.2407, Forward time: 2.2811, Backward time: 3.1124, DDP time: 0.0045, Total iter time: 5.4358 [2020-11-05 16:47:53,052][root][INFO] - ===> Epoch[76](1958/26): Loss 0.9715, Sem 0.6409, dir -0.1900, norm 0.5206, swav 0.0000 LR: 8.219e-02 Score 81.444 Data time: 0.1857, Forward time: 2.2810, Backward time: 3.1121, DDP time: 0.0045, Total iter time: 4.8511 [2020-11-05 16:47:58,799][root][INFO] - ===> Epoch[76](1959/26): Loss 1.0035, Sem 0.7141, dir -0.2349, norm 0.5243, swav 0.0000 LR: 8.218e-02 Score 78.594 Data time: 0.1613, Forward time: 2.2807, Backward time: 3.1124, DDP time: 0.0045, Total iter time: 5.6427 [2020-11-05 16:48:04,554][root][INFO] - ===> Epoch[76](1960/26): Loss 0.9959, Sem 0.6784, dir -0.2142, norm 0.5316, swav 0.0000 LR: 8.218e-02 Score 79.600 Data time: 0.2819, Forward time: 2.2808, Backward time: 3.1123, DDP time: 0.0045, Total iter time: 5.6674 [2020-11-05 16:48:09,326][root][INFO] - ===> Epoch[76](1961/26): Loss 1.0836, Sem 0.7072, dir -0.2203, norm 0.5966, swav 0.0000 LR: 8.217e-02 Score 78.683 Data time: 0.2056, Forward time: 2.2808, Backward time: 3.1118, DDP time: 0.0045, Total iter time: 4.6372 [2020-11-05 16:48:13,800][root][INFO] - ===> Epoch[76](1962/26): Loss 0.8958, Sem 0.6353, dir -0.2230, norm 0.4835, swav 0.0000 LR: 8.216e-02 Score 79.058 Data time: 0.1591, Forward time: 2.2805, Backward time: 3.1114, DDP time: 0.0045, Total iter time: 4.3699 [2020-11-05 16:48:21,387][root][INFO] - ===> Epoch[76](1963/26): Loss 1.1453, Sem 0.7480, dir -0.1839, norm 0.5812, swav 0.0000 LR: 8.215e-02 Score 77.274 Data time: 0.1834, Forward time: 2.2803, Backward time: 3.1125, DDP time: 0.0045, Total iter time: 7.5297 [2020-11-05 16:48:27,046][root][INFO] - ===> Epoch[76](1964/26): Loss 1.0277, Sem 0.6737, dir -0.1708, norm 0.5248, swav 0.0000 LR: 8.214e-02 Score 79.159 Data time: 0.2315, Forward time: 2.2803, Backward time: 3.1125, DDP time: 0.0045, Total iter time: 5.5546 [2020-11-05 16:48:34,573][root][INFO] - ===> Epoch[76](1965/26): Loss 0.9534, Sem 0.6747, dir -0.1980, norm 0.4766, swav 0.0000 LR: 8.213e-02 Score 78.543 Data time: 0.3697, Forward time: 2.2810, Backward time: 3.1125, DDP time: 0.0045, Total iter time: 7.3842 [2020-11-05 16:48:41,352][root][INFO] - ===> Epoch[76](1966/26): Loss 0.9629, Sem 0.6406, dir -0.2034, norm 0.5257, swav 0.0000 LR: 8.212e-02 Score 78.427 Data time: 0.2361, Forward time: 2.2811, Backward time: 3.1129, DDP time: 0.0045, Total iter time: 6.6257 [2020-11-05 16:48:47,359][root][INFO] - ===> Epoch[76](1967/26): Loss 1.0529, Sem 0.6573, dir -0.1946, norm 0.5902, swav 0.0000 LR: 8.211e-02 Score 80.206 Data time: 0.1858, Forward time: 2.2811, Backward time: 3.1130, DDP time: 0.0045, Total iter time: 5.8806 [2020-11-05 16:48:54,068][root][INFO] - ===> Epoch[76](1968/26): Loss 0.9767, Sem 0.7412, dir -0.2358, norm 0.4712, swav 0.0000 LR: 8.210e-02 Score 77.246 Data time: 0.1606, Forward time: 2.2807, Backward time: 3.1138, DDP time: 0.0045, Total iter time: 6.5841 [2020-11-05 16:48:59,532][root][INFO] - ===> Epoch[76](1969/26): Loss 0.9873, Sem 0.5966, dir -0.1902, norm 0.5809, swav 0.0000 LR: 8.209e-02 Score 80.802 Data time: 0.2439, Forward time: 2.2809, Backward time: 3.1135, DDP time: 0.0045, Total iter time: 5.3912 [2020-11-05 16:49:04,506][root][INFO] - ===> Epoch[76](1970/26): Loss 1.0672, Sem 0.7109, dir -0.1676, norm 0.5239, swav 0.0000 LR: 8.208e-02 Score 75.821 Data time: 0.2301, Forward time: 2.2809, Backward time: 3.1131, DDP time: 0.0045, Total iter time: 4.8385 [2020-11-05 16:49:09,752][root][INFO] - ===> Epoch[76](1971/26): Loss 0.8848, Sem 0.5822, dir -0.2101, norm 0.5127, swav 0.0000 LR: 8.207e-02 Score 80.291 Data time: 0.1778, Forward time: 2.2807, Backward time: 3.1130, DDP time: 0.0045, Total iter time: 5.1500 [2020-11-05 16:49:16,498][root][INFO] - ===> Epoch[76](1972/26): Loss 0.9442, Sem 0.6188, dir -0.1843, norm 0.5098, swav 0.0000 LR: 8.206e-02 Score 82.069 Data time: 0.2540, Forward time: 2.2807, Backward time: 3.1134, DDP time: 0.0045, Total iter time: 6.6480 [2020-11-05 16:49:22,088][root][INFO] - ===> Epoch[76](1973/26): Loss 1.0883, Sem 0.8203, dir -0.1942, norm 0.4623, swav 0.0000 LR: 8.206e-02 Score 75.131 Data time: 0.2397, Forward time: 2.2809, Backward time: 3.1131, DDP time: 0.0045, Total iter time: 5.4866 [2020-11-05 16:49:27,658][root][INFO] - ===> Epoch[76](1974/26): Loss 0.8712, Sem 0.6444, dir -0.2448, norm 0.4716, swav 0.0000 LR: 8.205e-02 Score 79.448 Data time: 0.2147, Forward time: 2.2807, Backward time: 3.1132, DDP time: 0.0045, Total iter time: 5.4523 [2020-11-05 16:49:32,928][root][INFO] - ===> Epoch[76](1975/26): Loss 1.0526, Sem 0.7229, dir -0.1499, norm 0.4796, swav 0.0000 LR: 8.204e-02 Score 76.565 Data time: 0.2048, Forward time: 2.2806, Backward time: 3.1130, DDP time: 0.0045, Total iter time: 5.1671 [2020-11-05 16:49:38,877][root][INFO] - ===> Epoch[76](1976/26): Loss 1.0297, Sem 0.6751, dir -0.1605, norm 0.5152, swav 0.0000 LR: 8.203e-02 Score 79.139 Data time: 0.2163, Forward time: 2.2806, Backward time: 3.1131, DDP time: 0.0045, Total iter time: 5.8483 [2020-11-05 16:49:46,997][root][INFO] - ===> Epoch[77](1977/26): Loss 0.8892, Sem 0.6073, dir -0.1853, norm 0.4672, swav 0.0000 LR: 8.202e-02 Score 79.686 Data time: 0.2115, Forward time: 2.2805, Backward time: 3.1143, DDP time: 0.0045, Total iter time: 7.9912 [2020-11-05 16:49:52,553][root][INFO] - ===> Epoch[77](1978/26): Loss 0.9959, Sem 0.6612, dir -0.1539, norm 0.4886, swav 0.0000 LR: 8.201e-02 Score 79.147 Data time: 0.2778, Forward time: 2.2808, Backward time: 3.1139, DDP time: 0.0045, Total iter time: 5.4540 [2020-11-05 16:49:57,325][root][INFO] - ===> Epoch[77](1979/26): Loss 1.1403, Sem 0.7772, dir -0.1894, norm 0.5525, swav 0.0000 LR: 8.200e-02 Score 75.830 Data time: 0.1670, Forward time: 2.2807, Backward time: 3.1135, DDP time: 0.0045, Total iter time: 4.6491 [2020-11-05 16:50:03,061][root][INFO] - ===> Epoch[77](1980/26): Loss 0.9337, Sem 0.5875, dir -0.1846, norm 0.5308, swav 0.0000 LR: 8.199e-02 Score 81.623 Data time: 0.2121, Forward time: 2.2807, Backward time: 3.1135, DDP time: 0.0045, Total iter time: 5.6318 [2020-11-05 16:50:08,315][root][INFO] - ===> Epoch[77](1981/26): Loss 1.0877, Sem 0.8208, dir -0.1939, norm 0.4607, swav 0.0000 LR: 8.198e-02 Score 74.211 Data time: 0.2228, Forward time: 2.2806, Backward time: 3.1133, DDP time: 0.0045, Total iter time: 5.1202 [2020-11-05 16:50:14,917][root][INFO] - ===> Epoch[77](1982/26): Loss 1.0537, Sem 0.6713, dir -0.1810, norm 0.5634, swav 0.0000 LR: 8.197e-02 Score 80.256 Data time: 0.3173, Forward time: 2.2811, Backward time: 3.1131, DDP time: 0.0045, Total iter time: 6.4604 [2020-11-05 16:50:19,851][root][INFO] - ===> Epoch[77](1983/26): Loss 0.8724, Sem 0.6732, dir -0.2473, norm 0.4465, swav 0.0000 LR: 8.196e-02 Score 79.002 Data time: 0.2098, Forward time: 2.2811, Backward time: 3.1127, DDP time: 0.0045, Total iter time: 4.7864 [2020-11-05 16:50:25,374][root][INFO] - ===> Epoch[77](1984/26): Loss 1.0505, Sem 0.7996, dir -0.2242, norm 0.4751, swav 0.0000 LR: 8.195e-02 Score 75.820 Data time: 0.2614, Forward time: 2.2814, Backward time: 3.1123, DDP time: 0.0045, Total iter time: 5.4103 [2020-11-05 16:50:30,637][root][INFO] - ===> Epoch[77](1985/26): Loss 0.9286, Sem 0.6341, dir -0.2043, norm 0.4988, swav 0.0000 LR: 8.195e-02 Score 79.218 Data time: 0.1718, Forward time: 2.2813, Backward time: 3.1121, DDP time: 0.0045, Total iter time: 5.1246 [2020-11-05 16:50:36,920][root][INFO] - ===> Epoch[77](1986/26): Loss 1.0240, Sem 0.6169, dir -0.1571, norm 0.5642, swav 0.0000 LR: 8.194e-02 Score 82.163 Data time: 0.2012, Forward time: 2.2812, Backward time: 3.1124, DDP time: 0.0045, Total iter time: 6.1727 [2020-11-05 16:50:41,504][root][INFO] - ===> Epoch[77](1987/26): Loss 0.8723, Sem 0.6842, dir -0.2250, norm 0.4130, swav 0.0000 LR: 8.193e-02 Score 78.027 Data time: 0.1354, Forward time: 2.2808, Backward time: 3.1123, DDP time: 0.0045, Total iter time: 4.4673 [2020-11-05 16:50:46,864][root][INFO] - ===> Epoch[77](1988/26): Loss 1.0082, Sem 0.7303, dir -0.2060, norm 0.4839, swav 0.0000 LR: 8.192e-02 Score 77.778 Data time: 0.2568, Forward time: 2.2810, Backward time: 3.1119, DDP time: 0.0045, Total iter time: 5.2735 [2020-11-05 16:50:52,703][root][INFO] - ===> Epoch[77](1989/26): Loss 0.8754, Sem 0.5700, dir -0.2063, norm 0.5117, swav 0.0000 LR: 8.191e-02 Score 83.270 Data time: 0.2568, Forward time: 2.2812, Backward time: 3.1117, DDP time: 0.0045, Total iter time: 5.7217 [2020-11-05 16:50:58,827][root][INFO] - ===> Epoch[77](1990/26): Loss 0.9990, Sem 0.7227, dir -0.1936, norm 0.4699, swav 0.0000 LR: 8.190e-02 Score 77.603 Data time: 0.1698, Forward time: 2.2810, Backward time: 3.1120, DDP time: 0.0045, Total iter time: 5.9909 [2020-11-05 16:51:04,994][root][INFO] - ===> Epoch[77](1991/26): Loss 0.9683, Sem 0.6053, dir -0.1945, norm 0.5575, swav 0.0000 LR: 8.189e-02 Score 82.144 Data time: 0.2210, Forward time: 2.2810, Backward time: 3.1122, DDP time: 0.0045, Total iter time: 6.0475 [2020-11-05 16:51:10,842][root][INFO] - ===> Epoch[77](1992/26): Loss 0.9026, Sem 0.6488, dir -0.2183, norm 0.4720, swav 0.0000 LR: 8.188e-02 Score 79.141 Data time: 0.2249, Forward time: 2.2810, Backward time: 3.1122, DDP time: 0.0045, Total iter time: 5.7196 [2020-11-05 16:51:18,304][root][INFO] - ===> Epoch[77](1993/26): Loss 1.1186, Sem 0.7363, dir -0.1653, norm 0.5477, swav 0.0000 LR: 8.187e-02 Score 76.662 Data time: 0.3115, Forward time: 2.2815, Backward time: 3.1125, DDP time: 0.0045, Total iter time: 7.3352 [2020-11-05 16:51:22,833][root][INFO] - ===> Epoch[77](1994/26): Loss 0.9256, Sem 0.6520, dir -0.1936, norm 0.4673, swav 0.0000 LR: 8.186e-02 Score 79.549 Data time: 0.1901, Forward time: 2.2814, Backward time: 3.1119, DDP time: 0.0045, Total iter time: 4.3816 [2020-11-05 16:51:28,115][root][INFO] - ===> Epoch[77](1995/26): Loss 0.9849, Sem 0.7326, dir -0.2529, norm 0.5053, swav 0.0000 LR: 8.185e-02 Score 76.158 Data time: 0.1628, Forward time: 2.2810, Backward time: 3.1121, DDP time: 0.0045, Total iter time: 5.1705 [2020-11-05 16:51:32,572][root][INFO] - ===> Epoch[77](1996/26): Loss 0.8947, Sem 0.6738, dir -0.2149, norm 0.4358, swav 0.0000 LR: 8.184e-02 Score 78.185 Data time: 0.1671, Forward time: 2.2808, Backward time: 3.1117, DDP time: 0.0045, Total iter time: 4.3630 [2020-11-05 16:51:37,723][root][INFO] - ===> Epoch[77](1997/26): Loss 0.8732, Sem 0.6175, dir -0.1848, norm 0.4406, swav 0.0000 LR: 8.183e-02 Score 82.080 Data time: 0.2358, Forward time: 2.2808, Backward time: 3.1114, DDP time: 0.0045, Total iter time: 5.0525 [2020-11-05 16:51:43,869][root][INFO] - ===> Epoch[77](1998/26): Loss 1.0265, Sem 0.7084, dir -0.1655, norm 0.4836, swav 0.0000 LR: 8.183e-02 Score 79.600 Data time: 0.2836, Forward time: 2.2812, Backward time: 3.1111, DDP time: 0.0045, Total iter time: 6.0200 [2020-11-05 16:51:49,886][root][INFO] - ===> Epoch[77](1999/26): Loss 0.9383, Sem 0.6517, dir -0.1779, norm 0.4645, swav 0.0000 LR: 8.182e-02 Score 80.189 Data time: 0.2885, Forward time: 2.2816, Backward time: 3.1108, DDP time: 0.0045, Total iter time: 5.8762 [2020-11-05 16:51:55,592][root][INFO] - ===> Epoch[77](2000/26): Loss 1.1296, Sem 0.8136, dir -0.2055, norm 0.5214, swav 0.0000 LR: 8.181e-02 Score 74.635 Data time: 0.2046, Forward time: 2.2816, Backward time: 3.1108, DDP time: 0.0045, Total iter time: 5.5726 [2020-11-05 16:51:56,685][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-11-05 16:51:56,991][root][INFO] - ===> Start testing [2020-11-05 16:53:19,434][root][INFO] - 101/312: Data time: 0.0053, Iter time: 0.3443 Loss 1.035 (AVG: 0.757) Score 71.084 (AVG: 77.919) mIOU 42.773 mAP 57.134 mAcc 55.706 IOU: 67.871 95.250 39.674 56.900 80.053 73.555 56.879 26.555 22.785 49.201 0.000 36.891 26.640 43.376 0.000 18.851 51.047 39.208 53.052 17.683 mAP: 69.427 95.727 45.564 73.778 85.056 82.197 68.819 40.571 43.877 57.559 8.816 40.678 46.233 69.504 28.700 60.918 67.477 58.087 58.561 41.133 mAcc: 83.785 97.207 54.926 72.238 92.725 80.015 77.997 53.336 25.149 57.639 0.000 74.504 42.972 73.923 0.000 25.532 52.094 55.412 73.316 21.343 [2020-11-05 16:54:43,280][root][INFO] - 201/312: Data time: 0.0123, Iter time: 0.2140 Loss 0.804 (AVG: 0.789) Score 71.029 (AVG: 76.827) mIOU 42.964 mAP 56.876 mAcc 55.479 IOU: 67.948 95.078 38.532 58.545 79.402 70.623 56.217 26.454 21.928 49.618 0.000 34.525 24.576 39.965 0.000 23.218 57.670 32.321 62.454 20.206 mAP: 71.399 95.568 46.919 65.235 82.591 76.737 63.468 43.551 43.728 57.641 9.440 44.130 42.384 69.481 32.066 53.092 75.524 53.484 72.288 38.793 mAcc: 84.375 97.044 55.136 69.956 90.926 80.282 74.332 52.090 24.759 59.443 0.000 71.103 43.535 64.697 0.000 32.132 59.630 45.383 80.480 24.273 [2020-11-05 16:56:11,549][root][INFO] - 301/312: Data time: 0.0067, Iter time: 0.2666 Loss 0.634 (AVG: 0.797) Score 75.918 (AVG: 76.700) mIOU 42.686 mAP 56.294 mAcc 55.472 IOU: 67.784 95.201 38.163 56.131 80.052 71.568 55.991 26.323 21.752 53.064 0.000 32.995 25.986 39.712 0.000 22.983 52.435 31.110 64.113 18.349 mAP: 70.491 95.729 47.178 64.196 82.812 77.254 63.709 41.608 42.453 57.009 10.427 45.315 44.598 67.415 27.979 52.170 71.723 51.680 73.613 38.527 mAcc: 85.184 97.181 56.985 71.128 90.663 81.357 74.197 49.511 24.380 63.197 0.000 71.891 45.181 64.801 0.000 32.884 54.268 43.366 81.795 21.463 [2020-11-05 16:56:18,209][root][INFO] - 312/312: Data time: 0.0024, Iter time: 0.1459 Loss 0.663 (AVG: 0.791) Score 76.709 (AVG: 76.881) mIOU 42.863 mAP 56.333 mAcc 55.660 IOU: 68.094 95.240 37.902 56.857 80.081 71.194 56.596 26.035 21.462 53.066 0.000 32.694 26.622 39.783 0.000 23.049 53.592 31.576 64.685 18.732 mAP: 70.643 95.806 46.643 64.561 82.539 77.254 63.547 41.242 41.492 57.238 10.343 45.315 45.272 66.803 27.514 52.599 72.685 52.184 74.242 38.732 mAcc: 85.283 97.206 56.781 71.780 90.532 81.357 74.682 49.157 24.091 63.070 0.000 71.891 45.824 65.249 0.000 32.956 55.397 43.768 82.271 21.897 [2020-11-05 16:56:18,209][root][INFO] - Finished test. Elapsed time: 261.2167 [2020-11-05 16:56:34,163][root][INFO] - [2020-11-05 16:56:34,164][root][INFO] - ################################################################ [2020-11-05 16:56:34,164][root][INFO] - what : AP AP_50% AP_25% [2020-11-05 16:56:34,164][root][INFO] - ################################################################ [2020-11-05 16:56:34,164][root][INFO] - cabinet : 0.013 0.052 0.188 [2020-11-05 16:56:34,164][root][INFO] - bed : 0.015 0.074 0.231 [2020-11-05 16:56:34,164][root][INFO] - chair : 0.292 0.521 0.672 [2020-11-05 16:56:34,164][root][INFO] - sofa : 0.099 0.285 0.519 [2020-11-05 16:56:34,164][root][INFO] - table : 0.024 0.075 0.281 [2020-11-05 16:56:34,164][root][INFO] - door : 0.008 0.038 0.186 [2020-11-05 16:56:34,164][root][INFO] - window : 0.003 0.011 0.073 [2020-11-05 16:56:34,164][root][INFO] - bookshelf : 0.004 0.014 0.197 [2020-11-05 16:56:34,164][root][INFO] - picture : 0.000 0.000 0.000 [2020-11-05 16:56:34,164][root][INFO] - counter : 0.000 0.000 0.040 [2020-11-05 16:56:34,164][root][INFO] - desk : 0.000 0.000 0.044 [2020-11-05 16:56:34,164][root][INFO] - curtain : 0.125 0.230 0.367 [2020-11-05 16:56:34,164][root][INFO] - refrigerator : 0.000 0.000 0.000 [2020-11-05 16:56:34,164][root][INFO] - shower curtain : 0.001 0.004 0.415 [2020-11-05 16:56:34,164][root][INFO] - toilet : 0.045 0.149 0.497 [2020-11-05 16:56:34,164][root][INFO] - sink : 0.000 0.000 0.009 [2020-11-05 16:56:34,165][root][INFO] - bathtub : 0.000 0.000 0.064 [2020-11-05 16:56:34,165][root][INFO] - otherfurniture : 0.066 0.169 0.334 [2020-11-05 16:56:34,165][root][INFO] - ---------------------------------------------------------------- [2020-11-05 16:56:34,165][root][INFO] - average : 0.039 0.090 0.229 [2020-11-05 16:56:34,165][root][INFO] - [2020-11-05 16:56:34,517][root][INFO] - Summary name validation/mAP@0.5 is illegal; using validation/mAP_0.5 instead. [2020-11-05 16:56:35,180][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34Cbest_val.pth [2020-11-05 16:56:35,425][root][INFO] - Current best mIoU: 42.863 at iter 2000 [2020-11-05 16:56:39,276][root][INFO] - ===> Epoch[77](2001/26): Loss 0.9405, Sem 0.7146, dir -0.2052, norm 0.4311, swav 0.0000 LR: 8.180e-02 Score 80.220 Data time: 0.1917, Forward time: 2.2814, Backward time: 3.1101, DDP time: 0.0045, Total iter time: 3.8440 [2020-11-05 16:56:46,166][root][INFO] - ===> Epoch[77](2002/26): Loss 1.0546, Sem 0.7247, dir -0.2035, norm 0.5334, swav 0.0000 LR: 8.179e-02 Score 78.221 Data time: 0.2231, Forward time: 2.2814, Backward time: 3.1106, DDP time: 0.0045, Total iter time: 6.7886 [2020-11-05 16:56:52,643][root][INFO] - ===> Epoch[78](2003/26): Loss 1.0042, Sem 0.6922, dir -0.2271, norm 0.5390, swav 0.0000 LR: 8.178e-02 Score 79.206 Data time: 0.3286, Forward time: 2.2819, Backward time: 3.1104, DDP time: 0.0045, Total iter time: 6.3461 [2020-11-05 16:56:58,121][root][INFO] - ===> Epoch[78](2004/26): Loss 1.0996, Sem 0.7567, dir -0.1833, norm 0.5261, swav 0.0000 LR: 8.177e-02 Score 78.563 Data time: 0.2357, Forward time: 2.2821, Backward time: 3.1101, DDP time: 0.0045, Total iter time: 5.3220 [2020-11-05 16:57:04,297][root][INFO] - ===> Epoch[78](2005/26): Loss 0.9416, Sem 0.6217, dir -0.1962, norm 0.5161, swav 0.0000 LR: 8.176e-02 Score 80.888 Data time: 0.3150, Forward time: 2.2825, Backward time: 3.1098, DDP time: 0.0045, Total iter time: 6.0378 [2020-11-05 16:57:10,916][root][INFO] - ===> Epoch[78](2006/26): Loss 1.0132, Sem 0.7091, dir -0.1746, norm 0.4787, swav 0.0000 LR: 8.175e-02 Score 78.388 Data time: 0.1695, Forward time: 2.2823, Backward time: 3.1104, DDP time: 0.0045, Total iter time: 6.4962 [2020-11-05 16:57:18,033][root][INFO] - ===> Epoch[78](2007/26): Loss 0.9351, Sem 0.6512, dir -0.1963, norm 0.4802, swav 0.0000 LR: 8.174e-02 Score 78.924 Data time: 0.2482, Forward time: 2.2825, Backward time: 3.1108, DDP time: 0.0045, Total iter time: 7.0407 [2020-11-05 16:57:24,299][root][INFO] - ===> Epoch[78](2008/26): Loss 0.9711, Sem 0.6198, dir -0.1890, norm 0.5403, swav 0.0000 LR: 8.173e-02 Score 80.219 Data time: 0.1721, Forward time: 2.2823, Backward time: 3.1113, DDP time: 0.0045, Total iter time: 6.1528 [2020-11-05 16:57:30,145][root][INFO] - ===> Epoch[78](2009/26): Loss 1.0918, Sem 0.7189, dir -0.1890, norm 0.5620, swav 0.0000 LR: 8.172e-02 Score 78.300 Data time: 0.1925, Forward time: 2.2822, Backward time: 3.1114, DDP time: 0.0045, Total iter time: 5.7579 [2020-11-05 16:57:36,355][root][INFO] - ===> Epoch[78](2010/26): Loss 0.9486, Sem 0.6905, dir -0.2206, norm 0.4788, swav 0.0000 LR: 8.172e-02 Score 79.014 Data time: 0.2163, Forward time: 2.2820, Backward time: 3.1118, DDP time: 0.0045, Total iter time: 6.1023 [2020-11-05 16:57:41,364][root][INFO] - ===> Epoch[78](2011/26): Loss 1.1233, Sem 0.7707, dir -0.2173, norm 0.5699, swav 0.0000 LR: 8.171e-02 Score 75.628 Data time: 0.2295, Forward time: 2.2821, Backward time: 3.1114, DDP time: 0.0045, Total iter time: 4.9158 [2020-11-05 16:57:47,125][root][INFO] - ===> Epoch[78](2012/26): Loss 0.9757, Sem 0.6463, dir -0.2162, norm 0.5456, swav 0.0000 LR: 8.170e-02 Score 80.077 Data time: 0.2260, Forward time: 2.2822, Backward time: 3.1113, DDP time: 0.0045, Total iter time: 5.6405 [2020-11-05 16:57:53,634][root][INFO] - ===> Epoch[78](2013/26): Loss 0.9977, Sem 0.7095, dir -0.1929, norm 0.4811, swav 0.0000 LR: 8.169e-02 Score 76.467 Data time: 0.1881, Forward time: 2.2819, Backward time: 3.1118, DDP time: 0.0045, Total iter time: 6.3953 [2020-11-05 16:58:00,183][root][INFO] - ===> Epoch[78](2014/26): Loss 0.9109, Sem 0.6228, dir -0.2163, norm 0.5044, swav 0.0000 LR: 8.168e-02 Score 80.365 Data time: 0.3131, Forward time: 2.2824, Backward time: 3.1117, DDP time: 0.0045, Total iter time: 6.4628 [2020-11-05 16:58:06,902][root][INFO] - ===> Epoch[78](2015/26): Loss 0.9571, Sem 0.6236, dir -0.1408, norm 0.4743, swav 0.0000 LR: 8.167e-02 Score 79.540 Data time: 0.1968, Forward time: 2.2823, Backward time: 3.1122, DDP time: 0.0045, Total iter time: 6.5748 [2020-11-05 16:58:12,365][root][INFO] - ===> Epoch[78](2016/26): Loss 0.9129, Sem 0.6691, dir -0.1751, norm 0.4190, swav 0.0000 LR: 8.166e-02 Score 77.288 Data time: 0.1312, Forward time: 2.2819, Backward time: 3.1125, DDP time: 0.0045, Total iter time: 5.3325 [2020-11-05 16:58:17,407][root][INFO] - ===> Epoch[78](2017/26): Loss 0.9174, Sem 0.6658, dir -0.2198, norm 0.4714, swav 0.0000 LR: 8.165e-02 Score 79.533 Data time: 0.2271, Forward time: 2.2820, Backward time: 3.1121, DDP time: 0.0045, Total iter time: 4.9696 [2020-11-05 16:58:23,299][root][INFO] - ===> Epoch[78](2018/26): Loss 0.9149, Sem 0.6610, dir -0.1825, norm 0.4363, swav 0.0000 LR: 8.164e-02 Score 80.022 Data time: 0.1501, Forward time: 2.2817, Backward time: 3.1124, DDP time: 0.0045, Total iter time: 5.7776 [2020-11-05 16:58:28,671][root][INFO] - ===> Epoch[78](2019/26): Loss 0.8738, Sem 0.6563, dir -0.2422, norm 0.4598, swav 0.0000 LR: 8.163e-02 Score 80.176 Data time: 0.1979, Forward time: 2.2816, Backward time: 3.1124, DDP time: 0.0045, Total iter time: 5.3028 [2020-11-05 16:58:33,671][root][INFO] - ===> Epoch[78](2020/26): Loss 1.1797, Sem 0.7748, dir -0.1706, norm 0.5754, swav 0.0000 LR: 8.162e-02 Score 77.029 Data time: 0.2532, Forward time: 2.2817, Backward time: 3.1119, DDP time: 0.0045, Total iter time: 4.8819 [2020-11-05 16:58:39,514][root][INFO] - ===> Epoch[78](2021/26): Loss 0.9630, Sem 0.6100, dir -0.1702, norm 0.5232, swav 0.0000 LR: 8.161e-02 Score 81.422 Data time: 0.2525, Forward time: 2.2820, Backward time: 3.1116, DDP time: 0.0045, Total iter time: 5.7324 [2020-11-05 16:58:45,600][root][INFO] - ===> Epoch[78](2022/26): Loss 0.9965, Sem 0.6481, dir -0.1664, norm 0.5148, swav 0.0000 LR: 8.160e-02 Score 80.392 Data time: 0.1752, Forward time: 2.2817, Backward time: 3.1120, DDP time: 0.0045, Total iter time: 5.9757 [2020-11-05 16:58:51,043][root][INFO] - ===> Epoch[78](2023/26): Loss 1.0658, Sem 0.7196, dir -0.1771, norm 0.5233, swav 0.0000 LR: 8.160e-02 Score 77.224 Data time: 0.1963, Forward time: 2.2816, Backward time: 3.1119, DDP time: 0.0045, Total iter time: 5.3547 [2020-11-05 16:58:57,438][root][INFO] - ===> Epoch[78](2024/26): Loss 1.1262, Sem 0.7212, dir -0.1402, norm 0.5452, swav 0.0000 LR: 8.159e-02 Score 79.197 Data time: 0.2212, Forward time: 2.2816, Backward time: 3.1122, DDP time: 0.0045, Total iter time: 6.2869 [2020-11-05 16:59:02,438][root][INFO] - ===> Epoch[78](2025/26): Loss 1.0573, Sem 0.7225, dir -0.1800, norm 0.5148, swav 0.0000 LR: 8.158e-02 Score 76.883 Data time: 0.2193, Forward time: 2.2816, Backward time: 3.1118, DDP time: 0.0045, Total iter time: 4.8612 [2020-11-05 16:59:08,370][root][INFO] - ===> Epoch[78](2026/26): Loss 0.8612, Sem 0.6398, dir -0.2313, norm 0.4527, swav 0.0000 LR: 8.157e-02 Score 80.419 Data time: 0.2677, Forward time: 2.2819, Backward time: 3.1116, DDP time: 0.0045, Total iter time: 5.8215 [2020-11-05 16:59:13,597][root][INFO] - ===> Epoch[78](2027/26): Loss 1.0102, Sem 0.7232, dir -0.1886, norm 0.4756, swav 0.0000 LR: 8.156e-02 Score 78.398 Data time: 0.1850, Forward time: 2.2818, Backward time: 3.1114, DDP time: 0.0045, Total iter time: 5.0985 [2020-11-05 16:59:19,658][root][INFO] - ===> Epoch[78](2028/26): Loss 1.1468, Sem 0.7747, dir -0.1858, norm 0.5579, swav 0.0000 LR: 8.155e-02 Score 76.386 Data time: 0.2811, Forward time: 2.2821, Backward time: 3.1113, DDP time: 0.0045, Total iter time: 5.9476 [2020-11-05 16:59:25,328][root][INFO] - ===> Epoch[79](2029/26): Loss 0.8850, Sem 0.5602, dir -0.2088, norm 0.5336, swav 0.0000 LR: 8.154e-02 Score 82.137 Data time: 0.2076, Forward time: 2.2821, Backward time: 3.1112, DDP time: 0.0045, Total iter time: 5.5182 [2020-11-05 16:59:31,223][root][INFO] - ===> Epoch[79](2030/26): Loss 1.0143, Sem 0.7308, dir -0.2119, norm 0.4954, swav 0.0000 LR: 8.153e-02 Score 78.758 Data time: 0.2154, Forward time: 2.2822, Backward time: 3.1112, DDP time: 0.0045, Total iter time: 5.7939 [2020-11-05 16:59:36,626][root][INFO] - ===> Epoch[79](2031/26): Loss 1.1421, Sem 0.7548, dir -0.1654, norm 0.5527, swav 0.0000 LR: 8.152e-02 Score 77.699 Data time: 0.1875, Forward time: 2.2820, Backward time: 3.1112, DDP time: 0.0045, Total iter time: 5.2723 [2020-11-05 16:59:42,987][root][INFO] - ===> Epoch[79](2032/26): Loss 0.8831, Sem 0.6081, dir -0.1796, norm 0.4546, swav 0.0000 LR: 8.151e-02 Score 80.347 Data time: 0.2270, Forward time: 2.2820, Backward time: 3.1114, DDP time: 0.0045, Total iter time: 6.2521 [2020-11-05 16:59:48,183][root][INFO] - ===> Epoch[79](2033/26): Loss 0.9864, Sem 0.6894, dir -0.1957, norm 0.4927, swav 0.0000 LR: 8.150e-02 Score 77.720 Data time: 0.2086, Forward time: 2.2821, Backward time: 3.1110, DDP time: 0.0045, Total iter time: 5.0652 [2020-11-05 16:59:53,483][root][INFO] - ===> Epoch[79](2034/26): Loss 0.9179, Sem 0.6401, dir -0.2132, norm 0.4910, swav 0.0000 LR: 8.149e-02 Score 80.353 Data time: 0.1565, Forward time: 2.2818, Backward time: 3.1111, DDP time: 0.0045, Total iter time: 5.1714 [2020-11-05 16:59:58,443][root][INFO] - ===> Epoch[79](2035/26): Loss 0.9846, Sem 0.7400, dir -0.2411, norm 0.4857, swav 0.0000 LR: 8.148e-02 Score 76.704 Data time: 0.2251, Forward time: 2.2818, Backward time: 3.1107, DDP time: 0.0045, Total iter time: 4.8596 [2020-11-05 17:00:03,911][root][INFO] - ===> Epoch[79](2036/26): Loss 0.8798, Sem 0.6508, dir -0.2397, norm 0.4687, swav 0.0000 LR: 8.148e-02 Score 78.805 Data time: 0.2235, Forward time: 2.2818, Backward time: 3.1105, DDP time: 0.0045, Total iter time: 5.3568 [2020-11-05 17:00:09,519][root][INFO] - ===> Epoch[79](2037/26): Loss 1.0105, Sem 0.6893, dir -0.1911, norm 0.5123, swav 0.0000 LR: 8.147e-02 Score 79.657 Data time: 0.2277, Forward time: 2.2819, Backward time: 3.1103, DDP time: 0.0045, Total iter time: 5.5004 [2020-11-05 17:00:14,784][root][INFO] - ===> Epoch[79](2038/26): Loss 0.8708, Sem 0.6516, dir -0.2238, norm 0.4431, swav 0.0000 LR: 8.146e-02 Score 80.830 Data time: 0.2642, Forward time: 2.2821, Backward time: 3.1098, DDP time: 0.0045, Total iter time: 5.1363 [2020-11-05 17:00:19,829][root][INFO] - ===> Epoch[79](2039/26): Loss 0.8134, Sem 0.6178, dir -0.2506, norm 0.4462, swav 0.0000 LR: 8.145e-02 Score 82.031 Data time: 0.2125, Forward time: 2.2821, Backward time: 3.1095, DDP time: 0.0045, Total iter time: 4.9138 [2020-11-05 17:00:25,644][root][INFO] - ===> Epoch[79](2040/26): Loss 1.0569, Sem 0.7028, dir -0.1473, norm 0.5015, swav 0.0000 LR: 8.144e-02 Score 79.083 Data time: 0.2239, Forward time: 2.2821, Backward time: 3.1095, DDP time: 0.0045, Total iter time: 5.6980 [2020-11-05 17:00:32,566][root][INFO] - ===> Epoch[79](2041/26): Loss 0.9206, Sem 0.5812, dir -0.1761, norm 0.5156, swav 0.0000 LR: 8.143e-02 Score 81.247 Data time: 0.2279, Forward time: 2.2822, Backward time: 3.1099, DDP time: 0.0045, Total iter time: 6.7802 [2020-11-05 17:00:37,893][root][INFO] - ===> Epoch[79](2042/26): Loss 0.9282, Sem 0.6298, dir -0.1959, norm 0.4943, swav 0.0000 LR: 8.142e-02 Score 80.674 Data time: 0.1678, Forward time: 2.2820, Backward time: 3.1099, DDP time: 0.0045, Total iter time: 5.1662 [2020-11-05 17:00:42,817][root][INFO] - ===> Epoch[79](2043/26): Loss 0.9573, Sem 0.6388, dir -0.1561, norm 0.4746, swav 0.0000 LR: 8.141e-02 Score 82.939 Data time: 0.1479, Forward time: 2.2817, Backward time: 3.1098, DDP time: 0.0045, Total iter time: 4.8386 [2020-11-05 17:00:49,279][root][INFO] - ===> Epoch[79](2044/26): Loss 1.1662, Sem 0.8093, dir -0.1618, norm 0.5187, swav 0.0000 LR: 8.140e-02 Score 76.349 Data time: 0.1942, Forward time: 2.2816, Backward time: 3.1103, DDP time: 0.0045, Total iter time: 6.3690 [2020-11-05 17:00:54,727][root][INFO] - ===> Epoch[79](2045/26): Loss 1.0019, Sem 0.7309, dir -0.2418, norm 0.5127, swav 0.0000 LR: 8.139e-02 Score 78.834 Data time: 0.1703, Forward time: 2.2813, Backward time: 3.1103, DDP time: 0.0045, Total iter time: 5.3309 [2020-11-05 17:01:00,152][root][INFO] - ===> Epoch[79](2046/26): Loss 0.9870, Sem 0.6877, dir -0.1889, norm 0.4881, swav 0.0000 LR: 8.138e-02 Score 79.455 Data time: 0.1684, Forward time: 2.2811, Backward time: 3.1104, DDP time: 0.0045, Total iter time: 5.3398 [2020-11-05 17:01:05,543][root][INFO] - ===> Epoch[79](2047/26): Loss 0.9041, Sem 0.6371, dir -0.2079, norm 0.4749, swav 0.0000 LR: 8.137e-02 Score 78.636 Data time: 0.2391, Forward time: 2.2813, Backward time: 3.1100, DDP time: 0.0045, Total iter time: 5.2847 [2020-11-05 17:01:12,433][root][INFO] - ===> Epoch[79](2048/26): Loss 0.9620, Sem 0.7033, dir -0.2171, norm 0.4758, swav 0.0000 LR: 8.137e-02 Score 77.718 Data time: 0.2070, Forward time: 2.2812, Backward time: 3.1106, DDP time: 0.0045, Total iter time: 6.7684 [2020-11-05 17:01:18,297][root][INFO] - ===> Epoch[79](2049/26): Loss 1.0770, Sem 0.7368, dir -0.1939, norm 0.5342, swav 0.0000 LR: 8.136e-02 Score 75.614 Data time: 0.1842, Forward time: 2.2810, Backward time: 3.1108, DDP time: 0.0045, Total iter time: 5.7323 [2020-11-05 17:01:23,961][root][INFO] - ===> Epoch[79](2050/26): Loss 0.9452, Sem 0.6674, dir -0.1918, norm 0.4696, swav 0.0000 LR: 8.135e-02 Score 79.152 Data time: 0.1424, Forward time: 2.2807, Backward time: 3.1111, DDP time: 0.0045, Total iter time: 5.5526 [2020-11-05 17:01:28,527][root][INFO] - ===> Epoch[79](2051/26): Loss 0.9185, Sem 0.6943, dir -0.2165, norm 0.4407, swav 0.0000 LR: 8.134e-02 Score 78.369 Data time: 0.2198, Forward time: 2.2806, Backward time: 3.1106, DDP time: 0.0045, Total iter time: 4.4706 [2020-11-05 17:01:34,170][root][INFO] - ===> Epoch[79](2052/26): Loss 0.7658, Sem 0.6066, dir -0.2463, norm 0.4056, swav 0.0000 LR: 8.133e-02 Score 81.520 Data time: 0.2697, Forward time: 2.2809, Backward time: 3.1103, DDP time: 0.0045, Total iter time: 5.5413 [2020-11-05 17:01:43,075][root][INFO] - ===> Epoch[79](2053/26): Loss 1.0243, Sem 0.7399, dir -0.1968, norm 0.4812, swav 0.0000 LR: 8.132e-02 Score 77.839 Data time: 0.1838, Forward time: 2.2808, Backward time: 3.1118, DDP time: 0.0045, Total iter time: 8.7763 [2020-11-05 17:01:48,180][root][INFO] - ===> Epoch[79](2054/26): Loss 0.9771, Sem 0.6986, dir -0.1771, norm 0.4556, swav 0.0000 LR: 8.131e-02 Score 77.202 Data time: 0.2263, Forward time: 2.2808, Backward time: 3.1115, DDP time: 0.0045, Total iter time: 5.0020 [2020-11-05 17:01:53,118][root][INFO] - ===> Epoch[80](2055/26): Loss 0.8079, Sem 0.5725, dir -0.2030, norm 0.4384, swav 0.0000 LR: 8.130e-02 Score 81.614 Data time: 0.1840, Forward time: 2.2807, Backward time: 3.1112, DDP time: 0.0045, Total iter time: 4.8228 [2020-11-05 17:01:59,568][root][INFO] - ===> Epoch[80](2056/26): Loss 0.9913, Sem 0.7204, dir -0.2437, norm 0.5147, swav 0.0000 LR: 8.129e-02 Score 77.138 Data time: 0.2107, Forward time: 2.2807, Backward time: 3.1116, DDP time: 0.0045, Total iter time: 6.3491 [2020-11-05 17:02:05,745][root][INFO] - ===> Epoch[80](2057/26): Loss 0.9160, Sem 0.6452, dir -0.2379, norm 0.5088, swav 0.0000 LR: 8.128e-02 Score 81.649 Data time: 0.1685, Forward time: 2.2805, Backward time: 3.1119, DDP time: 0.0045, Total iter time: 6.0440 [2020-11-05 17:02:11,243][root][INFO] - ===> Epoch[80](2058/26): Loss 0.9595, Sem 0.6980, dir -0.2170, norm 0.4786, swav 0.0000 LR: 8.127e-02 Score 77.357 Data time: 0.1482, Forward time: 2.2801, Backward time: 3.1122, DDP time: 0.0045, Total iter time: 5.4088 [2020-11-05 17:02:16,538][root][INFO] - ===> Epoch[80](2059/26): Loss 0.9106, Sem 0.6698, dir -0.2405, norm 0.4812, swav 0.0000 LR: 8.126e-02 Score 81.325 Data time: 0.2051, Forward time: 2.2802, Backward time: 3.1119, DDP time: 0.0045, Total iter time: 5.2292 [2020-11-05 17:02:21,519][root][INFO] - ===> Epoch[80](2060/26): Loss 0.8167, Sem 0.5891, dir -0.2633, norm 0.4909, swav 0.0000 LR: 8.125e-02 Score 82.437 Data time: 0.1649, Forward time: 2.2799, Backward time: 3.1118, DDP time: 0.0045, Total iter time: 4.8774 [2020-11-05 17:02:27,129][root][INFO] - ===> Epoch[80](2061/26): Loss 0.9889, Sem 0.6913, dir -0.2240, norm 0.5216, swav 0.0000 LR: 8.125e-02 Score 78.563 Data time: 0.1605, Forward time: 2.2797, Backward time: 3.1119, DDP time: 0.0045, Total iter time: 5.5264 [2020-11-05 17:02:32,614][root][INFO] - ===> Epoch[80](2062/26): Loss 0.9367, Sem 0.6952, dir -0.2029, norm 0.4443, swav 0.0000 LR: 8.124e-02 Score 79.233 Data time: 0.1918, Forward time: 2.2795, Backward time: 3.1120, DDP time: 0.0045, Total iter time: 5.3848 [2020-11-05 17:02:38,635][root][INFO] - ===> Epoch[80](2063/26): Loss 0.8533, Sem 0.5897, dir -0.1927, norm 0.4563, swav 0.0000 LR: 8.123e-02 Score 81.312 Data time: 0.2938, Forward time: 2.2798, Backward time: 3.1117, DDP time: 0.0045, Total iter time: 5.8837 [2020-11-05 17:02:44,166][root][INFO] - ===> Epoch[80](2064/26): Loss 1.0586, Sem 0.7506, dir -0.1945, norm 0.5024, swav 0.0000 LR: 8.122e-02 Score 78.430 Data time: 0.2034, Forward time: 2.2799, Backward time: 3.1115, DDP time: 0.0045, Total iter time: 5.4061 [2020-11-05 17:02:50,089][root][INFO] - ===> Epoch[80](2065/26): Loss 0.9811, Sem 0.7542, dir -0.2001, norm 0.4270, swav 0.0000 LR: 8.121e-02 Score 77.946 Data time: 0.1839, Forward time: 2.2797, Backward time: 3.1118, DDP time: 0.0045, Total iter time: 5.7771 [2020-11-05 17:02:55,701][root][INFO] - ===> Epoch[80](2066/26): Loss 0.9715, Sem 0.6933, dir -0.2323, norm 0.5106, swav 0.0000 LR: 8.120e-02 Score 76.985 Data time: 0.2012, Forward time: 2.2797, Backward time: 3.1117, DDP time: 0.0045, Total iter time: 5.5305 [2020-11-05 17:03:01,087][root][INFO] - ===> Epoch[80](2067/26): Loss 0.9506, Sem 0.6854, dir -0.2103, norm 0.4754, swav 0.0000 LR: 8.119e-02 Score 79.978 Data time: 0.1657, Forward time: 2.2795, Backward time: 3.1117, DDP time: 0.0045, Total iter time: 5.2411 [2020-11-05 17:03:06,439][root][INFO] - ===> Epoch[80](2068/26): Loss 0.9690, Sem 0.6515, dir -0.1914, norm 0.5089, swav 0.0000 LR: 8.118e-02 Score 80.531 Data time: 0.1634, Forward time: 2.2792, Backward time: 3.1118, DDP time: 0.0045, Total iter time: 5.2585 [2020-11-05 17:03:10,660][root][INFO] - ===> Epoch[80](2069/26): Loss 0.8661, Sem 0.6438, dir -0.2611, norm 0.4834, swav 0.0000 LR: 8.117e-02 Score 81.275 Data time: 0.1858, Forward time: 2.2792, Backward time: 3.1111, DDP time: 0.0045, Total iter time: 4.1107 [2020-11-05 17:03:16,217][root][INFO] - ===> Epoch[80](2070/26): Loss 0.8532, Sem 0.6296, dir -0.1982, norm 0.4218, swav 0.0000 LR: 8.116e-02 Score 79.085 Data time: 0.2031, Forward time: 2.2790, Backward time: 3.1111, DDP time: 0.0045, Total iter time: 5.4560 [2020-11-05 17:03:23,175][root][INFO] - ===> Epoch[80](2071/26): Loss 0.8922, Sem 0.6068, dir -0.2559, norm 0.5414, swav 0.0000 LR: 8.115e-02 Score 80.037 Data time: 0.2151, Forward time: 2.2790, Backward time: 3.1117, DDP time: 0.0045, Total iter time: 6.8413 [2020-11-05 17:03:29,118][root][INFO] - ===> Epoch[80](2072/26): Loss 0.9835, Sem 0.6704, dir -0.2051, norm 0.5182, swav 0.0000 LR: 8.114e-02 Score 80.640 Data time: 0.2878, Forward time: 2.2793, Backward time: 3.1114, DDP time: 0.0045, Total iter time: 5.8171 [2020-11-05 17:03:34,641][root][INFO] - ===> Epoch[80](2073/26): Loss 0.9145, Sem 0.6085, dir -0.1988, norm 0.5048, swav 0.0000 LR: 8.113e-02 Score 81.318 Data time: 0.1911, Forward time: 2.2793, Backward time: 3.1113, DDP time: 0.0045, Total iter time: 5.3829 [2020-11-05 17:03:40,296][root][INFO] - ===> Epoch[80](2074/26): Loss 0.7953, Sem 0.5909, dir -0.1697, norm 0.3741, swav 0.0000 LR: 8.113e-02 Score 81.714 Data time: 0.1944, Forward time: 2.2792, Backward time: 3.1113, DDP time: 0.0045, Total iter time: 5.5374 [2020-11-05 17:03:45,546][root][INFO] - ===> Epoch[80](2075/26): Loss 1.0287, Sem 0.7371, dir -0.1855, norm 0.4770, swav 0.0000 LR: 8.112e-02 Score 76.811 Data time: 0.1843, Forward time: 2.2791, Backward time: 3.1111, DDP time: 0.0045, Total iter time: 5.1253 [2020-11-05 17:03:50,558][root][INFO] - ===> Epoch[80](2076/26): Loss 0.9821, Sem 0.6677, dir -0.2272, norm 0.5416, swav 0.0000 LR: 8.111e-02 Score 77.993 Data time: 0.1858, Forward time: 2.2790, Backward time: 3.1109, DDP time: 0.0045, Total iter time: 4.8844 [2020-11-05 17:03:56,914][root][INFO] - ===> Epoch[80](2077/26): Loss 0.9009, Sem 0.6387, dir -0.2186, norm 0.4807, swav 0.0000 LR: 8.110e-02 Score 78.731 Data time: 0.2452, Forward time: 2.2791, Backward time: 3.1111, DDP time: 0.0045, Total iter time: 6.2545 [2020-11-05 17:04:02,741][root][INFO] - ===> Epoch[80](2078/26): Loss 1.0130, Sem 0.7126, dir -0.2081, norm 0.5085, swav 0.0000 LR: 8.109e-02 Score 76.943 Data time: 0.3028, Forward time: 2.2794, Backward time: 3.1107, DDP time: 0.0045, Total iter time: 5.7012 [2020-11-05 17:04:07,927][root][INFO] - ===> Epoch[80](2079/26): Loss 0.8480, Sem 0.6271, dir -0.2465, norm 0.4673, swav 0.0000 LR: 8.108e-02 Score 79.992 Data time: 0.2064, Forward time: 2.2795, Backward time: 3.1104, DDP time: 0.0045, Total iter time: 5.0640 [2020-11-05 17:04:14,625][root][INFO] - ===> Epoch[80](2080/26): Loss 0.9289, Sem 0.6526, dir -0.2101, norm 0.4865, swav 0.0000 LR: 8.107e-02 Score 82.178 Data time: 0.1773, Forward time: 2.2794, Backward time: 3.1109, DDP time: 0.0046, Total iter time: 6.5619 [2020-11-05 17:04:21,001][root][INFO] - ===> Epoch[81](2081/26): Loss 0.8216, Sem 0.6427, dir -0.2531, norm 0.4320, swav 0.0000 LR: 8.106e-02 Score 79.772 Data time: 0.2366, Forward time: 2.2792, Backward time: 3.1113, DDP time: 0.0046, Total iter time: 6.2824 [2020-11-05 17:04:27,098][root][INFO] - ===> Epoch[81](2082/26): Loss 0.9211, Sem 0.6221, dir -0.2189, norm 0.5180, swav 0.0000 LR: 8.105e-02 Score 78.829 Data time: 0.2827, Forward time: 2.2796, Backward time: 3.1111, DDP time: 0.0045, Total iter time: 5.9773 [2020-11-05 17:04:33,047][root][INFO] - ===> Epoch[81](2083/26): Loss 0.9375, Sem 0.6858, dir -0.2152, norm 0.4669, swav 0.0000 LR: 8.104e-02 Score 76.607 Data time: 0.1707, Forward time: 2.2795, Backward time: 3.1112, DDP time: 0.0046, Total iter time: 5.8304 [2020-11-05 17:04:39,108][root][INFO] - ===> Epoch[81](2084/26): Loss 0.9743, Sem 0.7249, dir -0.2084, norm 0.4578, swav 0.0000 LR: 8.103e-02 Score 78.441 Data time: 0.1947, Forward time: 2.2793, Backward time: 3.1115, DDP time: 0.0046, Total iter time: 5.9565 [2020-11-05 17:04:46,150][root][INFO] - ===> Epoch[81](2085/26): Loss 0.9597, Sem 0.6301, dir -0.1656, norm 0.4953, swav 0.0000 LR: 8.102e-02 Score 80.170 Data time: 0.2662, Forward time: 2.2796, Backward time: 3.1119, DDP time: 0.0046, Total iter time: 6.9447 [2020-11-05 17:04:52,545][root][INFO] - ===> Epoch[81](2086/26): Loss 0.8979, Sem 0.6990, dir -0.2570, norm 0.4559, swav 0.0000 LR: 8.102e-02 Score 78.419 Data time: 0.2914, Forward time: 2.2799, Backward time: 3.1117, DDP time: 0.0046, Total iter time: 6.2336 [2020-11-05 17:04:58,500][root][INFO] - ===> Epoch[81](2087/26): Loss 0.9004, Sem 0.6174, dir -0.2274, norm 0.5105, swav 0.0000 LR: 8.101e-02 Score 81.839 Data time: 0.2853, Forward time: 2.2803, Backward time: 3.1115, DDP time: 0.0046, Total iter time: 5.8068 [2020-11-05 17:05:04,089][root][INFO] - ===> Epoch[81](2088/26): Loss 0.7569, Sem 0.5637, dir -0.2545, norm 0.4477, swav 0.0000 LR: 8.100e-02 Score 82.880 Data time: 0.2322, Forward time: 2.2804, Backward time: 3.1112, DDP time: 0.0046, Total iter time: 5.4693 [2020-11-05 17:05:09,401][root][INFO] - ===> Epoch[81](2089/26): Loss 0.9860, Sem 0.6757, dir -0.1905, norm 0.5009, swav 0.0000 LR: 8.099e-02 Score 78.882 Data time: 0.2705, Forward time: 2.2806, Backward time: 3.1108, DDP time: 0.0046, Total iter time: 5.1883 [2020-11-05 17:05:15,533][root][INFO] - ===> Epoch[81](2090/26): Loss 0.9013, Sem 0.6219, dir -0.2173, norm 0.4967, swav 0.0000 LR: 8.098e-02 Score 82.702 Data time: 0.2454, Forward time: 2.2808, Backward time: 3.1108, DDP time: 0.0046, Total iter time: 6.0124 [2020-11-05 17:05:21,237][root][INFO] - ===> Epoch[81](2091/26): Loss 0.9511, Sem 0.6933, dir -0.1914, norm 0.4491, swav 0.0000 LR: 8.097e-02 Score 77.526 Data time: 0.1477, Forward time: 2.2805, Backward time: 3.1110, DDP time: 0.0046, Total iter time: 5.5850 [2020-11-05 17:05:26,594][root][INFO] - ===> Epoch[81](2092/26): Loss 0.9207, Sem 0.7039, dir -0.2583, norm 0.4750, swav 0.0000 LR: 8.096e-02 Score 77.518 Data time: 0.1630, Forward time: 2.2802, Backward time: 3.1111, DDP time: 0.0046, Total iter time: 5.2490 [2020-11-05 17:05:31,893][root][INFO] - ===> Epoch[81](2093/26): Loss 0.9082, Sem 0.6308, dir -0.2166, norm 0.4940, swav 0.0000 LR: 8.095e-02 Score 80.606 Data time: 0.2461, Forward time: 2.2804, Backward time: 3.1107, DDP time: 0.0046, Total iter time: 5.1901 [2020-11-05 17:05:38,864][root][INFO] - ===> Epoch[81](2094/26): Loss 0.8592, Sem 0.6473, dir -0.2354, norm 0.4473, swav 0.0000 LR: 8.094e-02 Score 81.086 Data time: 0.1907, Forward time: 2.2803, Backward time: 3.1113, DDP time: 0.0046, Total iter time: 6.8316 [2020-11-05 17:05:43,971][root][INFO] - ===> Epoch[81](2095/26): Loss 0.8479, Sem 0.6057, dir -0.2185, norm 0.4607, swav 0.0000 LR: 8.093e-02 Score 79.143 Data time: 0.2329, Forward time: 2.2804, Backward time: 3.1109, DDP time: 0.0046, Total iter time: 4.9795 [2020-11-05 17:05:48,876][root][INFO] - ===> Epoch[81](2096/26): Loss 0.7796, Sem 0.5908, dir -0.2092, norm 0.3981, swav 0.0000 LR: 8.092e-02 Score 82.349 Data time: 0.1845, Forward time: 2.2803, Backward time: 3.1106, DDP time: 0.0046, Total iter time: 4.7858 [2020-11-05 17:05:53,976][root][INFO] - ===> Epoch[81](2097/26): Loss 0.9561, Sem 0.6320, dir -0.2044, norm 0.5285, swav 0.0000 LR: 8.091e-02 Score 82.053 Data time: 0.2612, Forward time: 2.2804, Backward time: 3.1101, DDP time: 0.0046, Total iter time: 4.9845 [2020-11-05 17:05:59,572][root][INFO] - ===> Epoch[81](2098/26): Loss 0.9364, Sem 0.5979, dir -0.1850, norm 0.5235, swav 0.0000 LR: 8.090e-02 Score 82.001 Data time: 0.2557, Forward time: 2.2806, Backward time: 3.1098, DDP time: 0.0046, Total iter time: 5.4635 [2020-11-05 17:06:04,818][root][INFO] - ===> Epoch[81](2099/26): Loss 0.9567, Sem 0.6777, dir -0.2448, norm 0.5238, swav 0.0000 LR: 8.090e-02 Score 78.309 Data time: 0.1758, Forward time: 2.2805, Backward time: 3.1096, DDP time: 0.0046, Total iter time: 5.1196 [2020-11-05 17:06:10,322][root][INFO] - ===> Epoch[81](2100/26): Loss 0.8996, Sem 0.5852, dir -0.1710, norm 0.4854, swav 0.0000 LR: 8.089e-02 Score 82.239 Data time: 0.1707, Forward time: 2.2803, Backward time: 3.1097, DDP time: 0.0046, Total iter time: 5.4001 [2020-11-05 17:06:17,160][root][INFO] - ===> Epoch[81](2101/26): Loss 0.9581, Sem 0.6229, dir -0.1805, norm 0.5157, swav 0.0000 LR: 8.088e-02 Score 80.256 Data time: 0.1842, Forward time: 2.2802, Backward time: 3.1104, DDP time: 0.0046, Total iter time: 6.7465 [2020-11-05 17:06:22,337][root][INFO] - ===> Epoch[81](2102/26): Loss 0.9440, Sem 0.6631, dir -0.2576, norm 0.5384, swav 0.0000 LR: 8.087e-02 Score 78.244 Data time: 0.1717, Forward time: 2.2799, Backward time: 3.1104, DDP time: 0.0046, Total iter time: 5.0605 [2020-11-05 17:06:27,988][root][INFO] - ===> Epoch[81](2103/26): Loss 0.8811, Sem 0.5826, dir -0.1804, norm 0.4789, swav 0.0000 LR: 8.086e-02 Score 81.111 Data time: 0.2678, Forward time: 2.2800, Backward time: 3.1102, DDP time: 0.0046, Total iter time: 5.5335 [2020-11-05 17:06:33,396][root][INFO] - ===> Epoch[81](2104/26): Loss 1.1606, Sem 0.8259, dir -0.2108, norm 0.5456, swav 0.0000 LR: 8.085e-02 Score 76.324 Data time: 0.2634, Forward time: 2.2802, Backward time: 3.1098, DDP time: 0.0046, Total iter time: 5.2732 [2020-11-05 17:06:38,562][root][INFO] - ===> Epoch[81](2105/26): Loss 0.8704, Sem 0.6233, dir -0.2046, norm 0.4516, swav 0.0000 LR: 8.084e-02 Score 82.549 Data time: 0.2367, Forward time: 2.2804, Backward time: 3.1093, DDP time: 0.0046, Total iter time: 5.0280 [2020-11-05 17:06:43,436][root][INFO] - ===> Epoch[81](2106/26): Loss 0.9612, Sem 0.6968, dir -0.2333, norm 0.4977, swav 0.0000 LR: 8.083e-02 Score 78.911 Data time: 0.1745, Forward time: 2.2802, Backward time: 3.1091, DDP time: 0.0046, Total iter time: 4.7364 [2020-11-05 17:06:49,139][root][INFO] - ===> Epoch[82](2107/26): Loss 0.9713, Sem 0.6544, dir -0.1773, norm 0.4942, swav 0.0000 LR: 8.082e-02 Score 80.516 Data time: 0.2104, Forward time: 2.2801, Backward time: 3.1091, DDP time: 0.0046, Total iter time: 5.5881 [2020-11-05 17:06:54,286][root][INFO] - ===> Epoch[82](2108/26): Loss 0.8147, Sem 0.5990, dir -0.2273, norm 0.4429, swav 0.0000 LR: 8.081e-02 Score 80.955 Data time: 0.2134, Forward time: 2.2801, Backward time: 3.1088, DDP time: 0.0046, Total iter time: 5.0248 [2020-11-05 17:07:00,775][root][INFO] - ===> Epoch[82](2109/26): Loss 0.8172, Sem 0.5648, dir -0.1947, norm 0.4470, swav 0.0000 LR: 8.080e-02 Score 83.343 Data time: 0.2112, Forward time: 2.2800, Backward time: 3.1092, DDP time: 0.0046, Total iter time: 6.3806 [2020-11-05 17:07:06,734][root][INFO] - ===> Epoch[82](2110/26): Loss 0.8886, Sem 0.6395, dir -0.1946, norm 0.4437, swav 0.0000 LR: 8.079e-02 Score 82.021 Data time: 0.2410, Forward time: 2.2802, Backward time: 3.1091, DDP time: 0.0046, Total iter time: 5.8443 [2020-11-05 17:07:13,130][root][INFO] - ===> Epoch[82](2111/26): Loss 0.8490, Sem 0.6494, dir -0.2248, norm 0.4244, swav 0.0000 LR: 8.078e-02 Score 80.830 Data time: 0.2119, Forward time: 2.2802, Backward time: 3.1094, DDP time: 0.0046, Total iter time: 6.2582 [2020-11-05 17:07:19,408][root][INFO] - ===> Epoch[82](2112/26): Loss 0.9097, Sem 0.6806, dir -0.2175, norm 0.4466, swav 0.0000 LR: 8.078e-02 Score 78.806 Data time: 0.1561, Forward time: 2.2799, Backward time: 3.1099, DDP time: 0.0046, Total iter time: 6.1365 [2020-11-05 17:07:25,095][root][INFO] - ===> Epoch[82](2113/26): Loss 1.0243, Sem 0.6718, dir -0.1540, norm 0.5065, swav 0.0000 LR: 8.077e-02 Score 80.680 Data time: 0.2893, Forward time: 2.2801, Backward time: 3.1096, DDP time: 0.0046, Total iter time: 5.6084 [2020-11-05 17:07:31,777][root][INFO] - ===> Epoch[82](2114/26): Loss 0.9124, Sem 0.6633, dir -0.1940, norm 0.4432, swav 0.0000 LR: 8.076e-02 Score 78.051 Data time: 0.1635, Forward time: 2.2799, Backward time: 3.1102, DDP time: 0.0046, Total iter time: 6.5473 [2020-11-05 17:07:37,740][root][INFO] - ===> Epoch[82](2115/26): Loss 0.8328, Sem 0.5275, dir -0.1870, norm 0.4923, swav 0.0000 LR: 8.075e-02 Score 83.763 Data time: 0.1894, Forward time: 2.2797, Backward time: 3.1105, DDP time: 0.0046, Total iter time: 5.8868 [2020-11-05 17:07:43,497][root][INFO] - ===> Epoch[82](2116/26): Loss 0.9922, Sem 0.6521, dir -0.1464, norm 0.4865, swav 0.0000 LR: 8.074e-02 Score 81.670 Data time: 0.2710, Forward time: 2.2800, Backward time: 3.1102, DDP time: 0.0046, Total iter time: 5.6611 [2020-11-05 17:07:50,298][root][INFO] - ===> Epoch[82](2117/26): Loss 0.9280, Sem 0.6708, dir -0.2206, norm 0.4779, swav 0.0000 LR: 8.073e-02 Score 79.922 Data time: 0.2039, Forward time: 2.2797, Backward time: 3.1109, DDP time: 0.0046, Total iter time: 6.6705 [2020-11-05 17:07:56,968][root][INFO] - ===> Epoch[82](2118/26): Loss 1.0759, Sem 0.6037, dir -0.1455, norm 0.6177, swav 0.0000 LR: 8.072e-02 Score 80.682 Data time: 0.3607, Forward time: 2.2801, Backward time: 3.1108, DDP time: 0.0046, Total iter time: 6.5564 [2020-11-05 17:08:02,624][root][INFO] - ===> Epoch[82](2119/26): Loss 1.0769, Sem 0.5964, dir -0.1240, norm 0.6046, swav 0.0000 LR: 8.071e-02 Score 83.113 Data time: 0.2631, Forward time: 2.2804, Backward time: 3.1105, DDP time: 0.0046, Total iter time: 5.5137 [2020-11-05 17:08:07,073][root][INFO] - ===> Epoch[82](2120/26): Loss 1.0204, Sem 0.6356, dir -0.1814, norm 0.5663, swav 0.0000 LR: 8.070e-02 Score 78.766 Data time: 0.1945, Forward time: 2.2803, Backward time: 3.1099, DDP time: 0.0046, Total iter time: 4.3050 [2020-11-05 17:08:12,635][root][INFO] - ===> Epoch[82](2121/26): Loss 0.7262, Sem 0.5109, dir -0.2358, norm 0.4511, swav 0.0000 LR: 8.069e-02 Score 84.105 Data time: 0.2525, Forward time: 2.2805, Backward time: 3.1096, DDP time: 0.0046, Total iter time: 5.4409 [2020-11-05 17:08:17,108][root][INFO] - ===> Epoch[82](2122/26): Loss 1.1282, Sem 0.6863, dir -0.1807, norm 0.6226, swav 0.0000 LR: 8.068e-02 Score 78.591 Data time: 0.1588, Forward time: 2.2803, Backward time: 3.1093, DDP time: 0.0046, Total iter time: 4.3540 [2020-11-05 17:08:24,256][root][INFO] - ===> Epoch[82](2123/26): Loss 1.1301, Sem 0.6715, dir -0.1723, norm 0.6308, swav 0.0000 LR: 8.067e-02 Score 78.747 Data time: 0.3548, Forward time: 2.2809, Backward time: 3.1093, DDP time: 0.0046, Total iter time: 7.0405 [2020-11-05 17:08:30,016][root][INFO] - ===> Epoch[82](2124/26): Loss 1.0269, Sem 0.6453, dir -0.1811, norm 0.5628, swav 0.0000 LR: 8.067e-02 Score 79.640 Data time: 0.2624, Forward time: 2.2812, Backward time: 3.1090, DDP time: 0.0046, Total iter time: 5.6141 [2020-11-05 17:08:36,049][root][INFO] - ===> Epoch[82](2125/26): Loss 0.8464, Sem 0.5888, dir -0.2099, norm 0.4675, swav 0.0000 LR: 8.066e-02 Score 81.006 Data time: 0.2655, Forward time: 2.2815, Backward time: 3.1088, DDP time: 0.0046, Total iter time: 5.9087 [2020-11-05 17:08:42,311][root][INFO] - ===> Epoch[82](2126/26): Loss 1.0040, Sem 0.6711, dir -0.2036, norm 0.5365, swav 0.0000 LR: 8.065e-02 Score 80.143 Data time: 0.1843, Forward time: 2.2813, Backward time: 3.1091, DDP time: 0.0046, Total iter time: 6.1079 [2020-11-05 17:08:47,588][root][INFO] - ===> Epoch[82](2127/26): Loss 0.9101, Sem 0.5518, dir -0.1546, norm 0.5129, swav 0.0000 LR: 8.064e-02 Score 82.679 Data time: 0.2538, Forward time: 2.2815, Backward time: 3.1087, DDP time: 0.0046, Total iter time: 5.1885 [2020-11-05 17:08:53,659][root][INFO] - ===> Epoch[82](2128/26): Loss 1.0192, Sem 0.6757, dir -0.1893, norm 0.5327, swav 0.0000 LR: 8.063e-02 Score 79.858 Data time: 0.1749, Forward time: 2.2813, Backward time: 3.1090, DDP time: 0.0046, Total iter time: 5.9393 [2020-11-05 17:08:59,357][root][INFO] - ===> Epoch[82](2129/26): Loss 0.7616, Sem 0.4935, dir -0.2193, norm 0.4875, swav 0.0000 LR: 8.062e-02 Score 86.222 Data time: 0.1847, Forward time: 2.2811, Backward time: 3.1092, DDP time: 0.0046, Total iter time: 5.5746 [2020-11-05 17:09:05,403][root][INFO] - ===> Epoch[82](2130/26): Loss 1.0357, Sem 0.6751, dir -0.2165, norm 0.5771, swav 0.0000 LR: 8.061e-02 Score 78.191 Data time: 0.1577, Forward time: 2.2808, Backward time: 3.1095, DDP time: 0.0046, Total iter time: 5.9183 [2020-11-05 17:09:11,144][root][INFO] - ===> Epoch[82](2131/26): Loss 0.9411, Sem 0.6440, dir -0.2205, norm 0.5175, swav 0.0000 LR: 8.060e-02 Score 80.658 Data time: 0.2026, Forward time: 2.2807, Backward time: 3.1096, DDP time: 0.0046, Total iter time: 5.6334 [2020-11-05 17:09:17,237][root][INFO] - ===> Epoch[82](2132/26): Loss 0.8841, Sem 0.6450, dir -0.2360, norm 0.4751, swav 0.0000 LR: 8.059e-02 Score 78.648 Data time: 0.1790, Forward time: 2.2805, Backward time: 3.1100, DDP time: 0.0046, Total iter time: 5.9675 [2020-11-05 17:09:22,123][root][INFO] - ===> Epoch[83](2133/26): Loss 0.9704, Sem 0.6937, dir -0.2008, norm 0.4774, swav 0.0000 LR: 8.058e-02 Score 78.904 Data time: 0.2581, Forward time: 2.2805, Backward time: 3.1095, DDP time: 0.0046, Total iter time: 4.7909 [2020-11-05 17:09:28,284][root][INFO] - ===> Epoch[83](2134/26): Loss 0.9635, Sem 0.6948, dir -0.2411, norm 0.5099, swav 0.0000 LR: 8.057e-02 Score 77.862 Data time: 0.2855, Forward time: 2.2809, Backward time: 3.1093, DDP time: 0.0046, Total iter time: 6.0501 [2020-11-05 17:09:34,426][root][INFO] - ===> Epoch[83](2135/26): Loss 0.9927, Sem 0.6995, dir -0.2377, norm 0.5309, swav 0.0000 LR: 8.056e-02 Score 79.451 Data time: 0.2264, Forward time: 2.2808, Backward time: 3.1095, DDP time: 0.0046, Total iter time: 5.9997 [2020-11-05 17:09:39,884][root][INFO] - ===> Epoch[83](2136/26): Loss 0.9730, Sem 0.6590, dir -0.1920, norm 0.5060, swav 0.0000 LR: 8.055e-02 Score 81.054 Data time: 0.1447, Forward time: 2.2805, Backward time: 3.1097, DDP time: 0.0046, Total iter time: 5.3321 [2020-11-05 17:09:45,793][root][INFO] - ===> Epoch[83](2137/26): Loss 1.0263, Sem 0.7748, dir -0.2554, norm 0.5069, swav 0.0000 LR: 8.055e-02 Score 76.229 Data time: 0.1872, Forward time: 2.2803, Backward time: 3.1100, DDP time: 0.0046, Total iter time: 5.8178 [2020-11-05 17:09:52,609][root][INFO] - ===> Epoch[83](2138/26): Loss 0.9941, Sem 0.7051, dir -0.2296, norm 0.5186, swav 0.0000 LR: 8.054e-02 Score 77.376 Data time: 0.2164, Forward time: 2.2802, Backward time: 3.1105, DDP time: 0.0046, Total iter time: 6.6915 [2020-11-05 17:09:58,189][root][INFO] - ===> Epoch[83](2139/26): Loss 0.9446, Sem 0.6242, dir -0.2040, norm 0.5245, swav 0.0000 LR: 8.053e-02 Score 80.208 Data time: 0.2462, Forward time: 2.2803, Backward time: 3.1103, DDP time: 0.0046, Total iter time: 5.4483 [2020-11-05 17:10:03,813][root][INFO] - ===> Epoch[83](2140/26): Loss 0.9710, Sem 0.7189, dir -0.2134, norm 0.4655, swav 0.0000 LR: 8.052e-02 Score 76.840 Data time: 0.2523, Forward time: 2.2804, Backward time: 3.1101, DDP time: 0.0046, Total iter time: 5.5072 [2020-11-05 17:10:10,544][root][INFO] - ===> Epoch[83](2141/26): Loss 1.0038, Sem 0.6618, dir -0.1553, norm 0.4973, swav 0.0000 LR: 8.051e-02 Score 79.675 Data time: 0.3213, Forward time: 2.2809, Backward time: 3.1100, DDP time: 0.0046, Total iter time: 6.6053 [2020-11-05 17:10:17,590][root][INFO] - ===> Epoch[83](2142/26): Loss 0.9265, Sem 0.6503, dir -0.2200, norm 0.4961, swav 0.0000 LR: 8.050e-02 Score 81.184 Data time: 0.1758, Forward time: 2.2808, Backward time: 3.1106, DDP time: 0.0046, Total iter time: 6.8861 [2020-11-05 17:10:22,507][root][INFO] - ===> Epoch[83](2143/26): Loss 0.9395, Sem 0.6305, dir -0.2206, norm 0.5297, swav 0.0000 LR: 8.049e-02 Score 79.550 Data time: 0.1413, Forward time: 2.2805, Backward time: 3.1106, DDP time: 0.0046, Total iter time: 4.7912 [2020-11-05 17:10:28,185][root][INFO] - ===> Epoch[83](2144/26): Loss 0.8956, Sem 0.6436, dir -0.2388, norm 0.4909, swav 0.0000 LR: 8.048e-02 Score 77.786 Data time: 0.2271, Forward time: 2.2805, Backward time: 3.1105, DDP time: 0.0046, Total iter time: 5.5999 [2020-11-05 17:10:34,381][root][INFO] - ===> Epoch[83](2145/26): Loss 0.8716, Sem 0.6010, dir -0.1718, norm 0.4424, swav 0.0000 LR: 8.047e-02 Score 80.650 Data time: 0.2325, Forward time: 2.2806, Backward time: 3.1106, DDP time: 0.0046, Total iter time: 6.0594 [2020-11-05 17:10:39,747][root][INFO] - ===> Epoch[83](2146/26): Loss 0.9075, Sem 0.6155, dir -0.1932, norm 0.4852, swav 0.0000 LR: 8.046e-02 Score 80.967 Data time: 0.2533, Forward time: 2.2808, Backward time: 3.1102, DDP time: 0.0046, Total iter time: 5.2451 [2020-11-05 17:10:44,587][root][INFO] - ===> Epoch[83](2147/26): Loss 0.9884, Sem 0.6441, dir -0.2420, norm 0.5863, swav 0.0000 LR: 8.045e-02 Score 80.017 Data time: 0.2275, Forward time: 2.2809, Backward time: 3.1097, DDP time: 0.0046, Total iter time: 4.7236 [2020-11-05 17:10:50,333][root][INFO] - ===> Epoch[83](2148/26): Loss 0.9382, Sem 0.6687, dir -0.2158, norm 0.4853, swav 0.0000 LR: 8.044e-02 Score 78.385 Data time: 0.2046, Forward time: 2.2809, Backward time: 3.1097, DDP time: 0.0046, Total iter time: 5.6323 [2020-11-05 17:10:55,832][root][INFO] - ===> Epoch[83](2149/26): Loss 0.8457, Sem 0.5977, dir -0.2159, norm 0.4639, swav 0.0000 LR: 8.043e-02 Score 80.783 Data time: 0.1938, Forward time: 2.2807, Backward time: 3.1097, DDP time: 0.0046, Total iter time: 5.3801 [2020-11-05 17:11:01,438][root][INFO] - ===> Epoch[83](2150/26): Loss 0.8719, Sem 0.6017, dir -0.2036, norm 0.4738, swav 0.0000 LR: 8.043e-02 Score 81.022 Data time: 0.1840, Forward time: 2.2806, Backward time: 3.1098, DDP time: 0.0046, Total iter time: 5.5060 [2020-11-05 17:11:07,997][root][INFO] - ===> Epoch[83](2151/26): Loss 0.8979, Sem 0.6191, dir -0.2255, norm 0.5043, swav 0.0000 LR: 8.042e-02 Score 80.640 Data time: 0.1383, Forward time: 2.2802, Backward time: 3.1105, DDP time: 0.0046, Total iter time: 6.4516 [2020-11-05 17:11:13,982][root][INFO] - ===> Epoch[83](2152/26): Loss 0.8597, Sem 0.6076, dir -0.1890, norm 0.4412, swav 0.0000 LR: 8.041e-02 Score 81.403 Data time: 0.1852, Forward time: 2.2799, Backward time: 3.1109, DDP time: 0.0046, Total iter time: 5.9045 [2020-11-05 17:11:19,908][root][INFO] - ===> Epoch[83](2153/26): Loss 0.8829, Sem 0.6677, dir -0.2560, norm 0.4712, swav 0.0000 LR: 8.040e-02 Score 79.674 Data time: 0.1704, Forward time: 2.2796, Backward time: 3.1113, DDP time: 0.0046, Total iter time: 5.8216 [2020-11-05 17:11:26,023][root][INFO] - ===> Epoch[83](2154/26): Loss 0.9360, Sem 0.6598, dir -0.2161, norm 0.4923, swav 0.0000 LR: 8.039e-02 Score 79.702 Data time: 0.2042, Forward time: 2.2795, Backward time: 3.1115, DDP time: 0.0046, Total iter time: 6.0392 [2020-11-05 17:11:32,104][root][INFO] - ===> Epoch[83](2155/26): Loss 0.8227, Sem 0.5333, dir -0.2233, norm 0.5127, swav 0.0000 LR: 8.038e-02 Score 82.287 Data time: 0.2216, Forward time: 2.2796, Backward time: 3.1116, DDP time: 0.0046, Total iter time: 5.9723 [2020-11-05 17:11:38,134][root][INFO] - ===> Epoch[83](2156/26): Loss 0.8876, Sem 0.5884, dir -0.2067, norm 0.5059, swav 0.0000 LR: 8.037e-02 Score 82.436 Data time: 0.1820, Forward time: 2.2795, Backward time: 3.1118, DDP time: 0.0046, Total iter time: 5.8939 [2020-11-05 17:11:45,228][root][INFO] - ===> Epoch[83](2157/26): Loss 0.9844, Sem 0.6982, dir -0.1852, norm 0.4713, swav 0.0000 LR: 8.036e-02 Score 77.547 Data time: 0.2522, Forward time: 2.2796, Backward time: 3.1122, DDP time: 0.0046, Total iter time: 6.9671 [2020-11-05 17:11:52,079][root][INFO] - ===> Epoch[83](2158/26): Loss 0.8289, Sem 0.5892, dir -0.2461, norm 0.4857, swav 0.0000 LR: 8.035e-02 Score 82.684 Data time: 0.1205, Forward time: 2.2792, Backward time: 3.1132, DDP time: 0.0046, Total iter time: 6.6976 [2020-11-05 17:11:57,379][root][INFO] - ===> Epoch[84](2159/26): Loss 1.0575, Sem 0.7152, dir -0.2115, norm 0.5538, swav 0.0000 LR: 8.034e-02 Score 78.957 Data time: 0.1952, Forward time: 2.2790, Backward time: 3.1132, DDP time: 0.0046, Total iter time: 5.2091 [2020-11-05 17:12:03,121][root][INFO] - ===> Epoch[84](2160/26): Loss 0.9549, Sem 0.6660, dir -0.2488, norm 0.5377, swav 0.0000 LR: 8.033e-02 Score 80.582 Data time: 0.2037, Forward time: 2.2790, Backward time: 3.1131, DDP time: 0.0046, Total iter time: 5.6186 [2020-11-05 17:12:08,651][root][INFO] - ===> Epoch[84](2161/26): Loss 0.9153, Sem 0.6633, dir -0.2457, norm 0.4977, swav 0.0000 LR: 8.032e-02 Score 80.553 Data time: 0.1404, Forward time: 2.2787, Backward time: 3.1133, DDP time: 0.0046, Total iter time: 5.4034 [2020-11-05 17:12:14,082][root][INFO] - ===> Epoch[84](2162/26): Loss 1.0319, Sem 0.6966, dir -0.2079, norm 0.5431, swav 0.0000 LR: 8.031e-02 Score 79.073 Data time: 0.1510, Forward time: 2.2784, Backward time: 3.1135, DDP time: 0.0046, Total iter time: 5.3184 [2020-11-05 17:12:19,746][root][INFO] - ===> Epoch[84](2163/26): Loss 0.9616, Sem 0.6845, dir -0.2061, norm 0.4832, swav 0.0000 LR: 8.031e-02 Score 79.808 Data time: 0.1491, Forward time: 2.2781, Backward time: 3.1137, DDP time: 0.0046, Total iter time: 5.5474 [2020-11-05 17:12:26,719][root][INFO] - ===> Epoch[84](2164/26): Loss 0.9048, Sem 0.6626, dir -0.2430, norm 0.4853, swav 0.0000 LR: 8.030e-02 Score 78.792 Data time: 0.2182, Forward time: 2.2781, Backward time: 3.1142, DDP time: 0.0046, Total iter time: 6.8536 [2020-11-05 17:12:32,765][root][INFO] - ===> Epoch[84](2165/26): Loss 0.8965, Sem 0.6527, dir -0.2513, norm 0.4951, swav 0.0000 LR: 8.029e-02 Score 80.216 Data time: 0.2099, Forward time: 2.2781, Backward time: 3.1143, DDP time: 0.0046, Total iter time: 5.9182 [2020-11-05 17:12:38,533][root][INFO] - ===> Epoch[84](2166/26): Loss 0.9666, Sem 0.6462, dir -0.2014, norm 0.5219, swav 0.0000 LR: 8.028e-02 Score 78.296 Data time: 0.1605, Forward time: 2.2779, Backward time: 3.1146, DDP time: 0.0046, Total iter time: 5.6399 [2020-11-05 17:12:44,255][root][INFO] - ===> Epoch[84](2167/26): Loss 0.9332, Sem 0.6508, dir -0.2280, norm 0.5103, swav 0.0000 LR: 8.027e-02 Score 79.890 Data time: 0.1909, Forward time: 2.2777, Backward time: 3.1147, DDP time: 0.0046, Total iter time: 5.6254 [2020-11-05 17:12:48,980][root][INFO] - ===> Epoch[84](2168/26): Loss 0.9276, Sem 0.6751, dir -0.2390, norm 0.4916, swav 0.0000 LR: 8.026e-02 Score 78.634 Data time: 0.1743, Forward time: 2.2775, Backward time: 3.1144, DDP time: 0.0046, Total iter time: 4.6165 [2020-11-05 17:12:55,677][root][INFO] - ===> Epoch[84](2169/26): Loss 0.9836, Sem 0.6750, dir -0.2184, norm 0.5269, swav 0.0000 LR: 8.025e-02 Score 78.779 Data time: 0.2881, Forward time: 2.2779, Backward time: 3.1145, DDP time: 0.0046, Total iter time: 6.6111 [2020-11-05 17:13:02,238][root][INFO] - ===> Epoch[84](2170/26): Loss 0.8396, Sem 0.5947, dir -0.2307, norm 0.4757, swav 0.0000 LR: 8.024e-02 Score 81.779 Data time: 0.1752, Forward time: 2.2777, Backward time: 3.1150, DDP time: 0.0046, Total iter time: 6.4219 [2020-11-05 17:13:08,137][root][INFO] - ===> Epoch[84](2171/26): Loss 0.9256, Sem 0.6606, dir -0.2310, norm 0.4960, swav 0.0000 LR: 8.023e-02 Score 79.269 Data time: 0.1707, Forward time: 2.2775, Backward time: 3.1152, DDP time: 0.0046, Total iter time: 5.7975 [2020-11-05 17:13:14,324][root][INFO] - ===> Epoch[84](2172/26): Loss 0.8762, Sem 0.5965, dir -0.2185, norm 0.4983, swav 0.0000 LR: 8.022e-02 Score 81.311 Data time: 0.2606, Forward time: 2.2778, Backward time: 3.1151, DDP time: 0.0046, Total iter time: 6.0951 [2020-11-05 17:13:20,080][root][INFO] - ===> Epoch[84](2173/26): Loss 0.7565, Sem 0.5476, dir -0.2469, norm 0.4558, swav 0.0000 LR: 8.021e-02 Score 82.104 Data time: 0.1811, Forward time: 2.2777, Backward time: 3.1152, DDP time: 0.0046, Total iter time: 5.6231 [2020-11-05 17:13:25,923][root][INFO] - ===> Epoch[84](2174/26): Loss 0.8737, Sem 0.6626, dir -0.2231, norm 0.4342, swav 0.0000 LR: 8.020e-02 Score 79.817 Data time: 0.1982, Forward time: 2.2776, Backward time: 3.1153, DDP time: 0.0046, Total iter time: 5.7496 [2020-11-05 17:13:32,341][root][INFO] - ===> Epoch[84](2175/26): Loss 1.0010, Sem 0.6745, dir -0.1849, norm 0.5114, swav 0.0000 LR: 8.019e-02 Score 80.237 Data time: 0.2208, Forward time: 2.2776, Backward time: 3.1156, DDP time: 0.0046, Total iter time: 6.3209 [2020-11-05 17:13:40,087][root][INFO] - ===> Epoch[84](2176/26): Loss 1.0113, Sem 0.7063, dir -0.2004, norm 0.5054, swav 0.0000 LR: 8.019e-02 Score 78.398 Data time: 0.2902, Forward time: 2.2780, Backward time: 3.1160, DDP time: 0.0046, Total iter time: 7.6340 [2020-11-05 17:13:45,260][root][INFO] - ===> Epoch[84](2177/26): Loss 0.9456, Sem 0.6411, dir -0.1532, norm 0.4577, swav 0.0000 LR: 8.018e-02 Score 79.786 Data time: 0.1605, Forward time: 2.2779, Backward time: 3.1159, DDP time: 0.0046, Total iter time: 5.0310 [2020-11-05 17:13:52,297][root][INFO] - ===> Epoch[84](2178/26): Loss 0.9290, Sem 0.6449, dir -0.1962, norm 0.4803, swav 0.0000 LR: 8.017e-02 Score 80.011 Data time: 0.1774, Forward time: 2.2777, Backward time: 3.1166, DDP time: 0.0046, Total iter time: 6.9206 [2020-11-05 17:13:58,063][root][INFO] - ===> Epoch[84](2179/26): Loss 0.9193, Sem 0.6744, dir -0.2241, norm 0.4690, swav 0.0000 LR: 8.016e-02 Score 80.931 Data time: 0.1769, Forward time: 2.2775, Backward time: 3.1168, DDP time: 0.0046, Total iter time: 5.6534 [2020-11-05 17:14:03,769][root][INFO] - ===> Epoch[84](2180/26): Loss 1.0283, Sem 0.6865, dir -0.1895, norm 0.5313, swav 0.0000 LR: 8.015e-02 Score 79.418 Data time: 0.2079, Forward time: 2.2774, Backward time: 3.1169, DDP time: 0.0046, Total iter time: 5.5994 [2020-11-05 17:14:10,720][root][INFO] - ===> Epoch[84](2181/26): Loss 0.8801, Sem 0.6478, dir -0.2401, norm 0.4724, swav 0.0000 LR: 8.014e-02 Score 80.098 Data time: 0.2604, Forward time: 2.2776, Backward time: 3.1172, DDP time: 0.0046, Total iter time: 6.8319 [2020-11-05 17:14:15,627][root][INFO] - ===> Epoch[84](2182/26): Loss 0.8146, Sem 0.5408, dir -0.2461, norm 0.5198, swav 0.0000 LR: 8.013e-02 Score 82.629 Data time: 0.1620, Forward time: 2.2774, Backward time: 3.1170, DDP time: 0.0046, Total iter time: 4.7882 [2020-11-05 17:14:20,839][root][INFO] - ===> Epoch[84](2183/26): Loss 0.8073, Sem 0.5779, dir -0.2607, norm 0.4901, swav 0.0000 LR: 8.012e-02 Score 81.579 Data time: 0.2058, Forward time: 2.2774, Backward time: 3.1168, DDP time: 0.0046, Total iter time: 5.0898 [2020-11-05 17:14:26,127][root][INFO] - ===> Epoch[84](2184/26): Loss 0.7852, Sem 0.5451, dir -0.2328, norm 0.4730, swav 0.0000 LR: 8.011e-02 Score 82.008 Data time: 0.2210, Forward time: 2.2775, Backward time: 3.1164, DDP time: 0.0046, Total iter time: 5.1425 [2020-11-05 17:14:31,435][root][INFO] - ===> Epoch[85](2185/26): Loss 0.8393, Sem 0.5943, dir -0.2307, norm 0.4757, swav 0.0000 LR: 8.010e-02 Score 81.714 Data time: 0.1858, Forward time: 2.2774, Backward time: 3.1163, DDP time: 0.0046, Total iter time: 5.1781 [2020-11-05 17:14:36,227][root][INFO] - ===> Epoch[85](2186/26): Loss 0.8894, Sem 0.6300, dir -0.2109, norm 0.4703, swav 0.0000 LR: 8.009e-02 Score 81.314 Data time: 0.1965, Forward time: 2.2773, Backward time: 3.1159, DDP time: 0.0046, Total iter time: 4.6722 [2020-11-05 17:14:42,197][root][INFO] - ===> Epoch[85](2187/26): Loss 0.8458, Sem 0.5842, dir -0.2341, norm 0.4958, swav 0.0000 LR: 8.008e-02 Score 81.124 Data time: 0.2443, Forward time: 2.2772, Backward time: 3.1160, DDP time: 0.0046, Total iter time: 5.8667 [2020-11-05 17:14:48,141][root][INFO] - ===> Epoch[85](2188/26): Loss 1.0394, Sem 0.7312, dir -0.1873, norm 0.4955, swav 0.0000 LR: 8.008e-02 Score 78.500 Data time: 0.1815, Forward time: 2.2770, Backward time: 3.1163, DDP time: 0.0046, Total iter time: 5.8160 [2020-11-05 17:14:53,729][root][INFO] - ===> Epoch[85](2189/26): Loss 0.9387, Sem 0.6739, dir -0.2042, norm 0.4690, swav 0.0000 LR: 8.007e-02 Score 79.289 Data time: 0.1989, Forward time: 2.2770, Backward time: 3.1163, DDP time: 0.0046, Total iter time: 5.4839 [2020-11-05 17:14:59,744][root][INFO] - ===> Epoch[85](2190/26): Loss 0.9300, Sem 0.7106, dir -0.2060, norm 0.4253, swav 0.0000 LR: 8.006e-02 Score 77.375 Data time: 0.1722, Forward time: 2.2768, Backward time: 3.1165, DDP time: 0.0046, Total iter time: 5.8829 [2020-11-05 17:15:04,230][root][INFO] - ===> Epoch[85](2191/26): Loss 0.9464, Sem 0.7239, dir -0.2914, norm 0.5139, swav 0.0000 LR: 8.005e-02 Score 77.769 Data time: 0.2086, Forward time: 2.2768, Backward time: 3.1160, DDP time: 0.0046, Total iter time: 4.3677 [2020-11-05 17:15:10,148][root][INFO] - ===> Epoch[85](2192/26): Loss 0.8799, Sem 0.6364, dir -0.2204, norm 0.4639, swav 0.0000 LR: 8.004e-02 Score 80.622 Data time: 0.1627, Forward time: 2.2765, Backward time: 3.1163, DDP time: 0.0046, Total iter time: 5.8115 [2020-11-05 17:15:15,043][root][INFO] - ===> Epoch[85](2193/26): Loss 0.8972, Sem 0.6488, dir -0.1941, norm 0.4426, swav 0.0000 LR: 8.003e-02 Score 79.355 Data time: 0.1624, Forward time: 2.2763, Backward time: 3.1161, DDP time: 0.0046, Total iter time: 4.7880 [2020-11-05 17:15:21,981][root][INFO] - ===> Epoch[85](2194/26): Loss 0.9727, Sem 0.6673, dir -0.2072, norm 0.5127, swav 0.0000 LR: 8.002e-02 Score 79.816 Data time: 0.1923, Forward time: 2.2761, Backward time: 3.1168, DDP time: 0.0046, Total iter time: 6.8466 [2020-11-05 17:15:26,911][root][INFO] - ===> Epoch[85](2195/26): Loss 0.9101, Sem 0.6778, dir -0.2058, norm 0.4382, swav 0.0000 LR: 8.001e-02 Score 79.124 Data time: 0.1621, Forward time: 2.2759, Backward time: 3.1166, DDP time: 0.0046, Total iter time: 4.7691 [2020-11-05 17:15:32,820][root][INFO] - ===> Epoch[85](2196/26): Loss 0.8028, Sem 0.5673, dir -0.2116, norm 0.4471, swav 0.0000 LR: 8.000e-02 Score 81.558 Data time: 0.2215, Forward time: 2.2758, Backward time: 3.1168, DDP time: 0.0046, Total iter time: 5.7977 [2020-11-05 17:15:38,604][root][INFO] - ===> Epoch[85](2197/26): Loss 0.9574, Sem 0.7116, dir -0.1839, norm 0.4297, swav 0.0000 LR: 7.999e-02 Score 78.534 Data time: 0.2008, Forward time: 2.2757, Backward time: 3.1169, DDP time: 0.0046, Total iter time: 5.6674 [2020-11-05 17:15:44,856][root][INFO] - ===> Epoch[85](2198/26): Loss 1.0350, Sem 0.7283, dir -0.2203, norm 0.5270, swav 0.0000 LR: 7.998e-02 Score 78.948 Data time: 0.3388, Forward time: 2.2760, Backward time: 3.1167, DDP time: 0.0046, Total iter time: 6.1119 [2020-11-05 17:15:49,942][root][INFO] - ===> Epoch[85](2199/26): Loss 0.9488, Sem 0.6239, dir -0.1972, norm 0.5221, swav 0.0000 LR: 7.997e-02 Score 81.602 Data time: 0.2048, Forward time: 2.2760, Backward time: 3.1164, DDP time: 0.0046, Total iter time: 4.9419 [2020-11-05 17:15:56,011][root][INFO] - ===> Epoch[85](2200/26): Loss 0.9675, Sem 0.6821, dir -0.2656, norm 0.5510, swav 0.0000 LR: 7.996e-02 Score 78.848 Data time: 0.2478, Forward time: 2.2761, Backward time: 3.1164, DDP time: 0.0046, Total iter time: 5.9343 [2020-11-05 17:16:02,275][root][INFO] - ===> Epoch[85](2201/26): Loss 0.9642, Sem 0.6334, dir -0.1918, norm 0.5226, swav 0.0000 LR: 7.996e-02 Score 81.861 Data time: 0.2547, Forward time: 2.2764, Backward time: 3.1163, DDP time: 0.0046, Total iter time: 6.1228 [2020-11-05 17:16:07,976][root][INFO] - ===> Epoch[85](2202/26): Loss 0.7573, Sem 0.5556, dir -0.2293, norm 0.4310, swav 0.0000 LR: 7.995e-02 Score 82.793 Data time: 0.1142, Forward time: 2.2760, Backward time: 3.1168, DDP time: 0.0046, Total iter time: 5.5795 [2020-11-05 17:16:13,933][root][INFO] - ===> Epoch[85](2203/26): Loss 0.9905, Sem 0.6969, dir -0.2317, norm 0.5253, swav 0.0000 LR: 7.994e-02 Score 79.424 Data time: 0.1967, Forward time: 2.2759, Backward time: 3.1170, DDP time: 0.0046, Total iter time: 5.8875 [2020-11-05 17:16:19,908][root][INFO] - ===> Epoch[85](2204/26): Loss 0.9977, Sem 0.6822, dir -0.1959, norm 0.5113, swav 0.0000 LR: 7.993e-02 Score 78.761 Data time: 0.2927, Forward time: 2.2760, Backward time: 3.1169, DDP time: 0.0046, Total iter time: 5.8592 [2020-11-05 17:16:26,278][root][INFO] - ===> Epoch[85](2205/26): Loss 0.8594, Sem 0.5853, dir -0.2371, norm 0.5111, swav 0.0000 LR: 7.992e-02 Score 81.972 Data time: 0.3235, Forward time: 2.2764, Backward time: 3.1167, DDP time: 0.0046, Total iter time: 6.2536 [2020-11-05 17:16:31,477][root][INFO] - ===> Epoch[85](2206/26): Loss 1.0670, Sem 0.7568, dir -0.2181, norm 0.5282, swav 0.0000 LR: 7.991e-02 Score 74.936 Data time: 0.2476, Forward time: 2.2766, Backward time: 3.1163, DDP time: 0.0046, Total iter time: 5.0756 [2020-11-05 17:16:37,039][root][INFO] - ===> Epoch[85](2207/26): Loss 1.0498, Sem 0.6728, dir -0.1940, norm 0.5711, swav 0.0000 LR: 7.990e-02 Score 79.411 Data time: 0.2589, Forward time: 2.2768, Backward time: 3.1159, DDP time: 0.0046, Total iter time: 5.4471 [2020-11-05 17:16:43,114][root][INFO] - ===> Epoch[85](2208/26): Loss 0.9504, Sem 0.6526, dir -0.2610, norm 0.5588, swav 0.0000 LR: 7.989e-02 Score 80.736 Data time: 0.2325, Forward time: 2.2770, Backward time: 3.1159, DDP time: 0.0046, Total iter time: 5.9484 [2020-11-05 17:16:48,551][root][INFO] - ===> Epoch[85](2209/26): Loss 0.9973, Sem 0.7039, dir -0.2124, norm 0.5059, swav 0.0000 LR: 7.988e-02 Score 77.299 Data time: 0.1545, Forward time: 2.2767, Backward time: 3.1160, DDP time: 0.0046, Total iter time: 5.3235 [2020-11-05 17:16:54,127][root][INFO] - ===> Epoch[85](2210/26): Loss 1.0286, Sem 0.7172, dir -0.2110, norm 0.5225, swav 0.0000 LR: 7.987e-02 Score 78.434 Data time: 0.1771, Forward time: 2.2766, Backward time: 3.1161, DDP time: 0.0046, Total iter time: 5.5013 [2020-11-05 17:17:00,746][root][INFO] - ===> Epoch[86](2211/26): Loss 0.8556, Sem 0.6473, dir -0.2565, norm 0.4647, swav 0.0000 LR: 7.986e-02 Score 80.616 Data time: 0.1835, Forward time: 2.2765, Backward time: 3.1166, DDP time: 0.0046, Total iter time: 6.5180 [2020-11-05 17:17:07,685][root][INFO] - ===> Epoch[86](2212/26): Loss 0.9651, Sem 0.6604, dir -0.2181, norm 0.5229, swav 0.0000 LR: 7.985e-02 Score 79.224 Data time: 0.2084, Forward time: 2.2764, Backward time: 3.1171, DDP time: 0.0046, Total iter time: 6.8122 [2020-11-05 17:17:14,396][root][INFO] - ===> Epoch[86](2213/26): Loss 0.8746, Sem 0.5714, dir -0.2051, norm 0.5083, swav 0.0000 LR: 7.984e-02 Score 82.403 Data time: 0.2033, Forward time: 2.2763, Backward time: 3.1176, DDP time: 0.0046, Total iter time: 6.5668 [2020-11-05 17:17:20,117][root][INFO] - ===> Epoch[86](2214/26): Loss 0.9973, Sem 0.6550, dir -0.1688, norm 0.5111, swav 0.0000 LR: 7.984e-02 Score 80.598 Data time: 0.2621, Forward time: 2.2766, Backward time: 3.1173, DDP time: 0.0046, Total iter time: 5.6161 [2020-11-05 17:17:25,466][root][INFO] - ===> Epoch[86](2215/26): Loss 0.7953, Sem 0.5547, dir -0.2166, norm 0.4573, swav 0.0000 LR: 7.983e-02 Score 81.238 Data time: 0.1664, Forward time: 2.2764, Backward time: 3.1172, DDP time: 0.0046, Total iter time: 5.2280 [2020-11-05 17:17:30,969][root][INFO] - ===> Epoch[86](2216/26): Loss 0.8623, Sem 0.5939, dir -0.2265, norm 0.4949, swav 0.0000 LR: 7.982e-02 Score 81.458 Data time: 0.1664, Forward time: 2.2762, Backward time: 3.1174, DDP time: 0.0046, Total iter time: 5.3877 [2020-11-05 17:17:36,148][root][INFO] - ===> Epoch[86](2217/26): Loss 0.9729, Sem 0.6750, dir -0.1810, norm 0.4789, swav 0.0000 LR: 7.981e-02 Score 80.097 Data time: 0.1521, Forward time: 2.2759, Backward time: 3.1174, DDP time: 0.0046, Total iter time: 5.0671 [2020-11-05 17:17:42,081][root][INFO] - ===> Epoch[86](2218/26): Loss 1.0808, Sem 0.7134, dir -0.2055, norm 0.5729, swav 0.0000 LR: 7.980e-02 Score 77.499 Data time: 0.1895, Forward time: 2.2757, Backward time: 3.1177, DDP time: 0.0046, Total iter time: 5.8492 [2020-11-05 17:17:47,906][root][INFO] - ===> Epoch[86](2219/26): Loss 1.0992, Sem 0.7283, dir -0.1369, norm 0.5078, swav 0.0000 LR: 7.979e-02 Score 76.843 Data time: 0.2162, Forward time: 2.2758, Backward time: 3.1176, DDP time: 0.0046, Total iter time: 5.6941 [2020-11-05 17:17:53,336][root][INFO] - ===> Epoch[86](2220/26): Loss 0.9367, Sem 0.7010, dir -0.1992, norm 0.4349, swav 0.0000 LR: 7.978e-02 Score 78.837 Data time: 0.1832, Forward time: 2.2756, Backward time: 3.1176, DDP time: 0.0046, Total iter time: 5.2802 [2020-11-05 17:17:59,638][root][INFO] - ===> Epoch[86](2221/26): Loss 1.0114, Sem 0.7127, dir -0.1944, norm 0.4931, swav 0.0000 LR: 7.977e-02 Score 76.967 Data time: 0.2030, Forward time: 2.2756, Backward time: 3.1179, DDP time: 0.0046, Total iter time: 6.2010 [2020-11-05 17:18:05,126][root][INFO] - ===> Epoch[86](2222/26): Loss 0.9208, Sem 0.6029, dir -0.1661, norm 0.4839, swav 0.0000 LR: 7.976e-02 Score 82.850 Data time: 0.1634, Forward time: 2.2754, Backward time: 3.1179, DDP time: 0.0046, Total iter time: 5.3466 [2020-11-05 17:18:11,510][root][INFO] - ===> Epoch[86](2223/26): Loss 1.0632, Sem 0.7264, dir -0.1779, norm 0.5147, swav 0.0000 LR: 7.975e-02 Score 78.594 Data time: 0.1407, Forward time: 2.2751, Backward time: 3.1185, DDP time: 0.0046, Total iter time: 6.2861 [2020-11-05 17:18:16,491][root][INFO] - ===> Epoch[86](2224/26): Loss 0.8949, Sem 0.6624, dir -0.2411, norm 0.4735, swav 0.0000 LR: 7.974e-02 Score 79.340 Data time: 0.1695, Forward time: 2.2748, Backward time: 3.1184, DDP time: 0.0046, Total iter time: 4.9025 [2020-11-05 17:18:21,311][root][INFO] - ===> Epoch[86](2225/26): Loss 1.0441, Sem 0.6463, dir -0.1870, norm 0.5847, swav 0.0000 LR: 7.973e-02 Score 80.358 Data time: 0.2191, Forward time: 2.2749, Backward time: 3.1179, DDP time: 0.0046, Total iter time: 4.6889 [2020-11-05 17:18:26,990][root][INFO] - ===> Epoch[86](2226/26): Loss 0.9858, Sem 0.6491, dir -0.1451, norm 0.4818, swav 0.0000 LR: 7.972e-02 Score 79.252 Data time: 0.2593, Forward time: 2.2751, Backward time: 3.1176, DDP time: 0.0046, Total iter time: 5.5495 [2020-11-05 17:18:32,761][root][INFO] - ===> Epoch[86](2227/26): Loss 0.8689, Sem 0.5916, dir -0.2422, norm 0.5195, swav 0.0000 LR: 7.972e-02 Score 81.788 Data time: 0.2413, Forward time: 2.2753, Backward time: 3.1174, DDP time: 0.0046, Total iter time: 5.6589 [2020-11-05 17:18:38,947][root][INFO] - ===> Epoch[86](2228/26): Loss 0.8919, Sem 0.5807, dir -0.2175, norm 0.5286, swav 0.0000 LR: 7.971e-02 Score 81.918 Data time: 0.2147, Forward time: 2.2753, Backward time: 3.1175, DDP time: 0.0046, Total iter time: 6.0666 [2020-11-05 17:18:44,570][root][INFO] - ===> Epoch[86](2229/26): Loss 0.8725, Sem 0.5938, dir -0.1943, norm 0.4730, swav 0.0000 LR: 7.970e-02 Score 81.862 Data time: 0.1772, Forward time: 2.2752, Backward time: 3.1176, DDP time: 0.0046, Total iter time: 5.4789 [2020-11-05 17:18:49,921][root][INFO] - ===> Epoch[86](2230/26): Loss 0.8666, Sem 0.5436, dir -0.1910, norm 0.5140, swav 0.0000 LR: 7.969e-02 Score 83.626 Data time: 0.2353, Forward time: 2.2753, Backward time: 3.1173, DDP time: 0.0046, Total iter time: 5.2271 [2020-11-05 17:18:57,082][root][INFO] - ===> Epoch[86](2231/26): Loss 0.8921, Sem 0.6860, dir -0.2561, norm 0.4621, swav 0.0000 LR: 7.968e-02 Score 79.337 Data time: 0.2467, Forward time: 2.2755, Backward time: 3.1177, DDP time: 0.0046, Total iter time: 7.0360 [2020-11-05 17:19:02,463][root][INFO] - ===> Epoch[86](2232/26): Loss 1.0765, Sem 0.6827, dir -0.1790, norm 0.5728, swav 0.0000 LR: 7.967e-02 Score 78.917 Data time: 0.1797, Forward time: 2.2753, Backward time: 3.1177, DDP time: 0.0046, Total iter time: 5.2359 [2020-11-05 17:19:08,414][root][INFO] - ===> Epoch[86](2233/26): Loss 0.7701, Sem 0.5880, dir -0.2408, norm 0.4228, swav 0.0000 LR: 7.966e-02 Score 80.491 Data time: 0.1868, Forward time: 2.2750, Backward time: 3.1181, DDP time: 0.0046, Total iter time: 5.8747 [2020-11-05 17:19:15,489][root][INFO] - ===> Epoch[86](2234/26): Loss 0.8054, Sem 0.5517, dir -0.2400, norm 0.4937, swav 0.0000 LR: 7.965e-02 Score 82.058 Data time: 0.2143, Forward time: 2.2749, Backward time: 3.1187, DDP time: 0.0046, Total iter time: 7.0024 [2020-11-05 17:19:20,726][root][INFO] - ===> Epoch[86](2235/26): Loss 0.9896, Sem 0.7354, dir -0.2198, norm 0.4740, swav 0.0000 LR: 7.964e-02 Score 77.070 Data time: 0.2108, Forward time: 2.2749, Backward time: 3.1185, DDP time: 0.0046, Total iter time: 5.1505 [2020-11-05 17:19:26,049][root][INFO] - ===> Epoch[86](2236/26): Loss 0.8583, Sem 0.5960, dir -0.2217, norm 0.4840, swav 0.0000 LR: 7.963e-02 Score 82.783 Data time: 0.2165, Forward time: 2.2749, Backward time: 3.1182, DDP time: 0.0046, Total iter time: 5.2107 [2020-11-05 17:19:31,193][root][INFO] - ===> Epoch[87](2237/26): Loss 1.0342, Sem 0.7481, dir -0.2432, norm 0.5293, swav 0.0000 LR: 7.962e-02 Score 77.105 Data time: 0.1926, Forward time: 2.2749, Backward time: 3.1180, DDP time: 0.0046, Total iter time: 5.0076 [2020-11-05 17:19:37,364][root][INFO] - ===> Epoch[87](2238/26): Loss 0.8276, Sem 0.6105, dir -0.1772, norm 0.3944, swav 0.0000 LR: 7.961e-02 Score 80.006 Data time: 0.1633, Forward time: 2.2747, Backward time: 3.1184, DDP time: 0.0046, Total iter time: 6.0479 [2020-11-05 17:19:43,849][root][INFO] - ===> Epoch[87](2239/26): Loss 0.8873, Sem 0.7091, dir -0.2177, norm 0.3959, swav 0.0000 LR: 7.960e-02 Score 77.405 Data time: 0.2479, Forward time: 2.2747, Backward time: 3.1187, DDP time: 0.0046, Total iter time: 6.3977 [2020-11-05 17:19:50,530][root][INFO] - ===> Epoch[87](2240/26): Loss 0.8867, Sem 0.6660, dir -0.2363, norm 0.4570, swav 0.0000 LR: 7.960e-02 Score 78.112 Data time: 0.2055, Forward time: 2.2746, Backward time: 3.1191, DDP time: 0.0046, Total iter time: 6.5534 [2020-11-05 17:19:56,495][root][INFO] - ===> Epoch[87](2241/26): Loss 0.8547, Sem 0.5775, dir -0.2022, norm 0.4794, swav 0.0000 LR: 7.959e-02 Score 83.127 Data time: 0.2965, Forward time: 2.2749, Backward time: 3.1188, DDP time: 0.0046, Total iter time: 5.8412 [2020-11-05 17:20:01,699][root][INFO] - ===> Epoch[87](2242/26): Loss 0.8753, Sem 0.6306, dir -0.1863, norm 0.4310, swav 0.0000 LR: 7.958e-02 Score 81.603 Data time: 0.1965, Forward time: 2.2749, Backward time: 3.1186, DDP time: 0.0046, Total iter time: 5.0692 [2020-11-05 17:20:06,128][root][INFO] - ===> Epoch[87](2243/26): Loss 0.8651, Sem 0.6213, dir -0.2651, norm 0.5089, swav 0.0000 LR: 7.957e-02 Score 82.621 Data time: 0.2239, Forward time: 2.2749, Backward time: 3.1180, DDP time: 0.0046, Total iter time: 4.3015 [2020-11-05 17:20:11,804][root][INFO] - ===> Epoch[87](2244/26): Loss 0.9358, Sem 0.6102, dir -0.1559, norm 0.4815, swav 0.0000 LR: 7.956e-02 Score 79.684 Data time: 0.1622, Forward time: 2.2746, Backward time: 3.1182, DDP time: 0.0046, Total iter time: 5.5595 [2020-11-05 17:20:17,179][root][INFO] - ===> Epoch[87](2245/26): Loss 1.0137, Sem 0.6799, dir -0.1739, norm 0.5077, swav 0.0000 LR: 7.955e-02 Score 79.531 Data time: 0.1471, Forward time: 2.2743, Backward time: 3.1184, DDP time: 0.0046, Total iter time: 5.2831 [2020-11-05 17:20:22,339][root][INFO] - ===> Epoch[87](2246/26): Loss 0.9158, Sem 0.7198, dir -0.2601, norm 0.4561, swav 0.0000 LR: 7.954e-02 Score 78.278 Data time: 0.1667, Forward time: 2.2741, Backward time: 3.1184, DDP time: 0.0046, Total iter time: 5.0604 [2020-11-05 17:20:26,863][root][INFO] - ===> Epoch[87](2247/26): Loss 0.9847, Sem 0.6717, dir -0.1794, norm 0.4924, swav 0.0000 LR: 7.953e-02 Score 78.030 Data time: 0.1836, Forward time: 2.2740, Backward time: 3.1180, DDP time: 0.0046, Total iter time: 4.4093 [2020-11-05 17:20:31,899][root][INFO] - ===> Epoch[87](2248/26): Loss 0.9146, Sem 0.6380, dir -0.1989, norm 0.4755, swav 0.0000 LR: 7.952e-02 Score 80.593 Data time: 0.1991, Forward time: 2.2738, Backward time: 3.1178, DDP time: 0.0046, Total iter time: 4.9282 [2020-11-05 17:20:37,424][root][INFO] - ===> Epoch[87](2249/26): Loss 0.9739, Sem 0.7343, dir -0.2638, norm 0.5033, swav 0.0000 LR: 7.951e-02 Score 76.773 Data time: 0.2599, Forward time: 2.2741, Backward time: 3.1174, DDP time: 0.0046, Total iter time: 5.3912 [2020-11-05 17:20:42,747][root][INFO] - ===> Epoch[87](2250/26): Loss 1.0763, Sem 0.7180, dir -0.2101, norm 0.5684, swav 0.0000 LR: 7.950e-02 Score 77.947 Data time: 0.1962, Forward time: 2.2740, Backward time: 3.1173, DDP time: 0.0046, Total iter time: 5.1837 [2020-11-05 17:20:48,906][root][INFO] - ===> Epoch[87](2251/26): Loss 0.9524, Sem 0.6578, dir -0.2213, norm 0.5159, swav 0.0000 LR: 7.949e-02 Score 79.714 Data time: 0.3219, Forward time: 2.2742, Backward time: 3.1172, DDP time: 0.0046, Total iter time: 6.0366 [2020-11-05 17:20:55,418][root][INFO] - ===> Epoch[87](2252/26): Loss 0.8324, Sem 0.5484, dir -0.2044, norm 0.4884, swav 0.0000 LR: 7.948e-02 Score 83.066 Data time: 0.2488, Forward time: 2.2742, Backward time: 3.1174, DDP time: 0.0046, Total iter time: 6.3632 [2020-11-05 17:21:01,264][root][INFO] - ===> Epoch[87](2253/26): Loss 0.9056, Sem 0.6273, dir -0.2213, norm 0.4996, swav 0.0000 LR: 7.948e-02 Score 81.127 Data time: 0.2154, Forward time: 2.2743, Backward time: 3.1174, DDP time: 0.0046, Total iter time: 5.7148 [2020-11-05 17:21:06,050][root][INFO] - ===> Epoch[87](2254/26): Loss 0.9408, Sem 0.6966, dir -0.2505, norm 0.4948, swav 0.0000 LR: 7.947e-02 Score 77.476 Data time: 0.2317, Forward time: 2.2743, Backward time: 3.1169, DDP time: 0.0046, Total iter time: 4.6609 [2020-11-05 17:21:11,303][root][INFO] - ===> Epoch[87](2255/26): Loss 0.8618, Sem 0.6483, dir -0.1962, norm 0.4097, swav 0.0000 LR: 7.946e-02 Score 79.241 Data time: 0.2560, Forward time: 2.2745, Backward time: 3.1164, DDP time: 0.0046, Total iter time: 5.1349 [2020-11-05 17:21:17,337][root][INFO] - ===> Epoch[87](2256/26): Loss 0.9858, Sem 0.6914, dir -0.2544, norm 0.5488, swav 0.0000 LR: 7.945e-02 Score 78.609 Data time: 0.2491, Forward time: 2.2747, Backward time: 3.1163, DDP time: 0.0046, Total iter time: 5.9190 [2020-11-05 17:21:22,654][root][INFO] - ===> Epoch[87](2257/26): Loss 0.8285, Sem 0.5651, dir -0.1714, norm 0.4348, swav 0.0000 LR: 7.944e-02 Score 82.305 Data time: 0.1990, Forward time: 2.2747, Backward time: 3.1161, DDP time: 0.0046, Total iter time: 5.1767 [2020-11-05 17:21:27,909][root][INFO] - ===> Epoch[87](2258/26): Loss 0.8107, Sem 0.5717, dir -0.2301, norm 0.4692, swav 0.0000 LR: 7.943e-02 Score 81.740 Data time: 0.1811, Forward time: 2.2745, Backward time: 3.1161, DDP time: 0.0046, Total iter time: 5.1318 [2020-11-05 17:21:34,734][root][INFO] - ===> Epoch[87](2259/26): Loss 1.0024, Sem 0.7383, dir -0.2422, norm 0.5064, swav 0.0000 LR: 7.942e-02 Score 77.729 Data time: 0.2200, Forward time: 2.2746, Backward time: 3.1165, DDP time: 0.0046, Total iter time: 6.7236 [2020-11-05 17:21:39,705][root][INFO] - ===> Epoch[87](2260/26): Loss 0.9489, Sem 0.6724, dir -0.2222, norm 0.4988, swav 0.0000 LR: 7.941e-02 Score 77.321 Data time: 0.1826, Forward time: 2.2744, Backward time: 3.1163, DDP time: 0.0046, Total iter time: 4.8662 [2020-11-05 17:21:46,146][root][INFO] - ===> Epoch[87](2261/26): Loss 0.9480, Sem 0.6262, dir -0.2096, norm 0.5314, swav 0.0000 LR: 7.940e-02 Score 81.984 Data time: 0.1880, Forward time: 2.2743, Backward time: 3.1167, DDP time: 0.0046, Total iter time: 6.3182 [2020-11-05 17:21:51,498][root][INFO] - ===> Epoch[87](2262/26): Loss 0.9671, Sem 0.6469, dir -0.1777, norm 0.4979, swav 0.0000 LR: 7.939e-02 Score 79.814 Data time: 0.2790, Forward time: 2.2745, Backward time: 3.1163, DDP time: 0.0046, Total iter time: 5.2202 [2020-11-05 17:21:58,395][root][INFO] - ===> Epoch[88](2263/26): Loss 0.9982, Sem 0.6705, dir -0.1821, norm 0.5097, swav 0.0000 LR: 7.938e-02 Score 79.923 Data time: 0.1770, Forward time: 2.2743, Backward time: 3.1169, DDP time: 0.0046, Total iter time: 6.7696 [2020-11-05 17:22:04,542][root][INFO] - ===> Epoch[88](2264/26): Loss 0.9812, Sem 0.6921, dir -0.2281, norm 0.5172, swav 0.0000 LR: 7.937e-02 Score 79.175 Data time: 0.2163, Forward time: 2.2743, Backward time: 3.1171, DDP time: 0.0046, Total iter time: 6.0577 [2020-11-05 17:22:10,070][root][INFO] - ===> Epoch[88](2265/26): Loss 1.0059, Sem 0.7619, dir -0.2575, norm 0.5015, swav 0.0000 LR: 7.936e-02 Score 78.838 Data time: 0.2070, Forward time: 2.2742, Backward time: 3.1170, DDP time: 0.0046, Total iter time: 5.4078 [2020-11-05 17:22:15,896][root][INFO] - ===> Epoch[88](2266/26): Loss 0.9030, Sem 0.6366, dir -0.1818, norm 0.4482, swav 0.0000 LR: 7.936e-02 Score 79.588 Data time: 0.2835, Forward time: 2.2745, Backward time: 3.1167, DDP time: 0.0046, Total iter time: 5.7129 [2020-11-05 17:22:21,016][root][INFO] - ===> Epoch[88](2267/26): Loss 0.8981, Sem 0.6248, dir -0.2353, norm 0.5086, swav 0.0000 LR: 7.935e-02 Score 79.887 Data time: 0.2390, Forward time: 2.2747, Backward time: 3.1163, DDP time: 0.0046, Total iter time: 4.9928 [2020-11-05 17:22:26,358][root][INFO] - ===> Epoch[88](2268/26): Loss 1.0944, Sem 0.7269, dir -0.1887, norm 0.5561, swav 0.0000 LR: 7.934e-02 Score 76.983 Data time: 0.2463, Forward time: 2.2748, Backward time: 3.1159, DDP time: 0.0046, Total iter time: 5.2139 [2020-11-05 17:22:32,785][root][INFO] - ===> Epoch[88](2269/26): Loss 0.9076, Sem 0.5560, dir -0.1727, norm 0.5243, swav 0.0000 LR: 7.933e-02 Score 82.890 Data time: 0.2556, Forward time: 2.2750, Backward time: 3.1161, DDP time: 0.0046, Total iter time: 6.2980 [2020-11-05 17:22:38,439][root][INFO] - ===> Epoch[88](2270/26): Loss 0.9304, Sem 0.6447, dir -0.2237, norm 0.5094, swav 0.0000 LR: 7.932e-02 Score 79.241 Data time: 0.2556, Forward time: 2.2751, Backward time: 3.1159, DDP time: 0.0046, Total iter time: 5.5192 [2020-11-05 17:22:44,349][root][INFO] - ===> Epoch[88](2271/26): Loss 1.0069, Sem 0.6461, dir -0.1995, norm 0.5603, swav 0.0000 LR: 7.931e-02 Score 79.978 Data time: 0.2723, Forward time: 2.2754, Backward time: 3.1156, DDP time: 0.0046, Total iter time: 5.7841 [2020-11-05 17:22:51,129][root][INFO] - ===> Epoch[88](2272/26): Loss 1.1625, Sem 0.6669, dir -0.1578, norm 0.6533, swav 0.0000 LR: 7.930e-02 Score 78.135 Data time: 0.1984, Forward time: 2.2754, Backward time: 3.1161, DDP time: 0.0046, Total iter time: 6.6580 [2020-11-05 17:22:56,582][root][INFO] - ===> Epoch[88](2273/26): Loss 1.0709, Sem 0.6872, dir -0.1975, norm 0.5812, swav 0.0000 LR: 7.929e-02 Score 77.971 Data time: 0.1737, Forward time: 2.2752, Backward time: 3.1161, DDP time: 0.0046, Total iter time: 5.3273 [2020-11-05 17:23:03,000][root][INFO] - ===> Epoch[88](2274/26): Loss 0.8308, Sem 0.5856, dir -0.2353, norm 0.4805, swav 0.0000 LR: 7.928e-02 Score 80.826 Data time: 0.1782, Forward time: 2.2750, Backward time: 3.1165, DDP time: 0.0046, Total iter time: 6.3212 [2020-11-05 17:23:08,905][root][INFO] - ===> Epoch[88](2275/26): Loss 0.8964, Sem 0.6118, dir -0.2439, norm 0.5285, swav 0.0000 LR: 7.927e-02 Score 80.155 Data time: 0.1931, Forward time: 2.2749, Backward time: 3.1167, DDP time: 0.0046, Total iter time: 5.7917 [2020-11-05 17:23:14,497][root][INFO] - ===> Epoch[88](2276/26): Loss 1.0695, Sem 0.6718, dir -0.2041, norm 0.6017, swav 0.0000 LR: 7.926e-02 Score 81.324 Data time: 0.2049, Forward time: 2.2749, Backward time: 3.1166, DDP time: 0.0046, Total iter time: 5.4797 [2020-11-05 17:23:20,407][root][INFO] - ===> Epoch[88](2277/26): Loss 1.0049, Sem 0.7579, dir -0.2130, norm 0.4600, swav 0.0000 LR: 7.925e-02 Score 77.163 Data time: 0.1312, Forward time: 2.2746, Backward time: 3.1170, DDP time: 0.0046, Total iter time: 5.7861 [2020-11-05 17:23:27,107][root][INFO] - ===> Epoch[88](2278/26): Loss 0.9401, Sem 0.6690, dir -0.2565, norm 0.5276, swav 0.0000 LR: 7.924e-02 Score 80.046 Data time: 0.1717, Forward time: 2.2744, Backward time: 3.1176, DDP time: 0.0046, Total iter time: 6.5927 [2020-11-05 17:23:32,314][root][INFO] - ===> Epoch[88](2279/26): Loss 0.9705, Sem 0.6829, dir -0.2434, norm 0.5309, swav 0.0000 LR: 7.924e-02 Score 78.889 Data time: 0.2117, Forward time: 2.2744, Backward time: 3.1174, DDP time: 0.0046, Total iter time: 5.0843 [2020-11-05 17:23:38,928][root][INFO] - ===> Epoch[88](2280/26): Loss 1.0721, Sem 0.7137, dir -0.1866, norm 0.5450, swav 0.0000 LR: 7.923e-02 Score 77.657 Data time: 0.2047, Forward time: 2.2744, Backward time: 3.1177, DDP time: 0.0046, Total iter time: 6.4933 [2020-11-05 17:23:44,934][root][INFO] - ===> Epoch[88](2281/26): Loss 0.8754, Sem 0.5712, dir -0.2218, norm 0.5260, swav 0.0000 LR: 7.922e-02 Score 82.411 Data time: 0.2046, Forward time: 2.2743, Backward time: 3.1179, DDP time: 0.0046, Total iter time: 5.8670 [2020-11-05 17:23:50,876][root][INFO] - ===> Epoch[88](2282/26): Loss 0.8168, Sem 0.6513, dir -0.2597, norm 0.4252, swav 0.0000 LR: 7.921e-02 Score 78.920 Data time: 0.2314, Forward time: 2.2745, Backward time: 3.1177, DDP time: 0.0046, Total iter time: 5.8158 [2020-11-05 17:23:56,894][root][INFO] - ===> Epoch[88](2283/26): Loss 0.7042, Sem 0.5333, dir -0.2455, norm 0.4164, swav 0.0000 LR: 7.920e-02 Score 83.092 Data time: 0.1552, Forward time: 2.2742, Backward time: 3.1181, DDP time: 0.0046, Total iter time: 5.8944 [2020-11-05 17:24:02,653][root][INFO] - ===> Epoch[88](2284/26): Loss 0.7275, Sem 0.5218, dir -0.2693, norm 0.4749, swav 0.0000 LR: 7.919e-02 Score 83.072 Data time: 0.1849, Forward time: 2.2741, Backward time: 3.1182, DDP time: 0.0046, Total iter time: 5.6570 [2020-11-05 17:24:07,485][root][INFO] - ===> Epoch[88](2285/26): Loss 0.7674, Sem 0.5899, dir -0.2660, norm 0.4436, swav 0.0000 LR: 7.918e-02 Score 82.283 Data time: 0.1677, Forward time: 2.2739, Backward time: 3.1180, DDP time: 0.0046, Total iter time: 4.7323 [2020-11-05 17:24:12,634][root][INFO] - ===> Epoch[88](2286/26): Loss 0.9352, Sem 0.6779, dir -0.2054, norm 0.4627, swav 0.0000 LR: 7.917e-02 Score 79.697 Data time: 0.1701, Forward time: 2.2737, Backward time: 3.1179, DDP time: 0.0046, Total iter time: 5.0337 [2020-11-05 17:24:18,418][root][INFO] - ===> Epoch[88](2287/26): Loss 0.8670, Sem 0.6053, dir -0.2393, norm 0.5010, swav 0.0000 LR: 7.916e-02 Score 82.216 Data time: 0.1764, Forward time: 2.2735, Backward time: 3.1181, DDP time: 0.0046, Total iter time: 5.6920 [2020-11-05 17:24:24,295][root][INFO] - ===> Epoch[88](2288/26): Loss 0.8124, Sem 0.5537, dir -0.1948, norm 0.4535, swav 0.0000 LR: 7.915e-02 Score 83.435 Data time: 0.1740, Forward time: 2.2733, Backward time: 3.1183, DDP time: 0.0046, Total iter time: 5.7372 [2020-11-05 17:24:29,140][root][INFO] - ===> Epoch[89](2289/26): Loss 0.9098, Sem 0.6427, dir -0.1902, norm 0.4573, swav 0.0000 LR: 7.914e-02 Score 79.617 Data time: 0.1783, Forward time: 2.2732, Backward time: 3.1180, DDP time: 0.0046, Total iter time: 4.7424 [2020-11-05 17:24:34,558][root][INFO] - ===> Epoch[89](2290/26): Loss 0.9490, Sem 0.6406, dir -0.1772, norm 0.4855, swav 0.0000 LR: 7.913e-02 Score 78.557 Data time: 0.2193, Forward time: 2.2732, Backward time: 3.1178, DDP time: 0.0046, Total iter time: 5.3243 [2020-11-05 17:24:40,618][root][INFO] - ===> Epoch[89](2291/26): Loss 0.8419, Sem 0.5968, dir -0.2004, norm 0.4455, swav 0.0000 LR: 7.912e-02 Score 81.907 Data time: 0.1675, Forward time: 2.2730, Backward time: 3.1182, DDP time: 0.0046, Total iter time: 5.9437 [2020-11-05 17:24:47,232][root][INFO] - ===> Epoch[89](2292/26): Loss 0.9623, Sem 0.6517, dir -0.2055, norm 0.5160, swav 0.0000 LR: 7.912e-02 Score 80.155 Data time: 0.3219, Forward time: 2.2734, Backward time: 3.1181, DDP time: 0.0046, Total iter time: 6.5620 [2020-11-05 17:24:53,765][root][INFO] - ===> Epoch[89](2293/26): Loss 0.9192, Sem 0.6380, dir -0.1863, norm 0.4675, swav 0.0000 LR: 7.911e-02 Score 81.535 Data time: 0.2314, Forward time: 2.2736, Backward time: 3.1183, DDP time: 0.0046, Total iter time: 6.4116 [2020-11-05 17:24:59,873][root][INFO] - ===> Epoch[89](2294/26): Loss 0.8678, Sem 0.6345, dir -0.2464, norm 0.4797, swav 0.0000 LR: 7.910e-02 Score 79.719 Data time: 0.1767, Forward time: 2.2735, Backward time: 3.1185, DDP time: 0.0046, Total iter time: 5.9809 [2020-11-05 17:25:06,819][root][INFO] - ===> Epoch[89](2295/26): Loss 0.8762, Sem 0.5524, dir -0.2092, norm 0.5330, swav 0.0000 LR: 7.909e-02 Score 82.840 Data time: 0.1645, Forward time: 2.2732, Backward time: 3.1192, DDP time: 0.0046, Total iter time: 6.8464 [2020-11-05 17:25:10,992][root][INFO] - ===> Epoch[89](2296/26): Loss 0.8851, Sem 0.5491, dir -0.2136, norm 0.5496, swav 0.0000 LR: 7.908e-02 Score 82.614 Data time: 0.1840, Forward time: 2.2731, Backward time: 3.1187, DDP time: 0.0046, Total iter time: 4.0846 [2020-11-05 17:25:17,502][root][INFO] - ===> Epoch[89](2297/26): Loss 0.8833, Sem 0.6324, dir -0.2688, norm 0.5197, swav 0.0000 LR: 7.907e-02 Score 81.496 Data time: 0.2022, Forward time: 2.2730, Backward time: 3.1191, DDP time: 0.0046, Total iter time: 6.4054 [2020-11-05 17:25:23,521][root][INFO] - ===> Epoch[89](2298/26): Loss 0.8713, Sem 0.5799, dir -0.2184, norm 0.5098, swav 0.0000 LR: 7.906e-02 Score 82.799 Data time: 0.2301, Forward time: 2.2730, Backward time: 3.1191, DDP time: 0.0046, Total iter time: 5.8923 [2020-11-05 17:25:28,566][root][INFO] - ===> Epoch[89](2299/26): Loss 0.8280, Sem 0.5883, dir -0.2191, norm 0.4589, swav 0.0000 LR: 7.905e-02 Score 82.485 Data time: 0.2361, Forward time: 2.2731, Backward time: 3.1187, DDP time: 0.0046, Total iter time: 4.9046 [2020-11-05 17:25:34,303][root][INFO] - ===> Epoch[89](2300/26): Loss 0.8932, Sem 0.6039, dir -0.2447, norm 0.5339, swav 0.0000 LR: 7.904e-02 Score 81.585 Data time: 0.2610, Forward time: 2.2734, Backward time: 3.1184, DDP time: 0.0046, Total iter time: 5.6088 [2020-11-05 17:25:39,772][root][INFO] - ===> Epoch[89](2301/26): Loss 0.9009, Sem 0.6394, dir -0.2471, norm 0.5087, swav 0.0000 LR: 7.903e-02 Score 82.775 Data time: 0.2070, Forward time: 2.2734, Backward time: 3.1183, DDP time: 0.0046, Total iter time: 5.3329 [2020-11-05 17:25:45,711][root][INFO] - ===> Epoch[89](2302/26): Loss 0.8587, Sem 0.5634, dir -0.2167, norm 0.5120, swav 0.0000 LR: 7.902e-02 Score 83.529 Data time: 0.2305, Forward time: 2.2734, Backward time: 3.1183, DDP time: 0.0046, Total iter time: 5.8128 [2020-11-05 17:25:51,046][root][INFO] - ===> Epoch[89](2303/26): Loss 0.7584, Sem 0.5173, dir -0.2296, norm 0.4708, swav 0.0000 LR: 7.901e-02 Score 83.434 Data time: 0.2450, Forward time: 2.2736, Backward time: 3.1180, DDP time: 0.0046, Total iter time: 5.2049 [2020-11-05 17:25:56,138][root][INFO] - ===> Epoch[89](2304/26): Loss 0.8438, Sem 0.5660, dir -0.2286, norm 0.5064, swav 0.0000 LR: 7.900e-02 Score 82.275 Data time: 0.2128, Forward time: 2.2736, Backward time: 3.1176, DDP time: 0.0046, Total iter time: 4.9683 [2020-11-05 17:26:01,634][root][INFO] - ===> Epoch[89](2305/26): Loss 0.8242, Sem 0.5645, dir -0.2494, norm 0.5092, swav 0.0000 LR: 7.899e-02 Score 81.725 Data time: 0.2399, Forward time: 2.2738, Backward time: 3.1173, DDP time: 0.0046, Total iter time: 5.3750 [2020-11-05 17:26:06,699][root][INFO] - ===> Epoch[89](2306/26): Loss 0.8796, Sem 0.6958, dir -0.2235, norm 0.4073, swav 0.0000 LR: 7.899e-02 Score 77.084 Data time: 0.2364, Forward time: 2.2739, Backward time: 3.1169, DDP time: 0.0046, Total iter time: 4.9393 [2020-11-05 17:26:13,830][root][INFO] - ===> Epoch[89](2307/26): Loss 0.9122, Sem 0.6380, dir -0.2215, norm 0.4957, swav 0.0000 LR: 7.898e-02 Score 80.893 Data time: 0.2436, Forward time: 2.2740, Backward time: 3.1173, DDP time: 0.0046, Total iter time: 7.0111 [2020-11-05 17:26:19,458][root][INFO] - ===> Epoch[89](2308/26): Loss 1.0132, Sem 0.6705, dir -0.2296, norm 0.5724, swav 0.0000 LR: 7.897e-02 Score 80.171 Data time: 0.2246, Forward time: 2.2741, Backward time: 3.1172, DDP time: 0.0046, Total iter time: 5.4937 [2020-11-05 17:26:25,041][root][INFO] - ===> Epoch[89](2309/26): Loss 0.9418, Sem 0.6476, dir -0.2243, norm 0.5185, swav 0.0000 LR: 7.896e-02 Score 79.744 Data time: 0.1776, Forward time: 2.2740, Backward time: 3.1172, DDP time: 0.0046, Total iter time: 5.4546 [2020-11-05 17:26:29,905][root][INFO] - ===> Epoch[89](2310/26): Loss 0.9144, Sem 0.6757, dir -0.2362, norm 0.4749, swav 0.0000 LR: 7.895e-02 Score 76.959 Data time: 0.1544, Forward time: 2.2737, Backward time: 3.1171, DDP time: 0.0046, Total iter time: 4.7304 [2020-11-05 17:26:35,796][root][INFO] - ===> Epoch[89](2311/26): Loss 0.7658, Sem 0.5375, dir -0.2008, norm 0.4291, swav 0.0000 LR: 7.894e-02 Score 83.024 Data time: 0.1944, Forward time: 2.2736, Backward time: 3.1173, DDP time: 0.0046, Total iter time: 5.8051 [2020-11-05 17:26:42,445][root][INFO] - ===> Epoch[89](2312/26): Loss 0.8974, Sem 0.6088, dir -0.2026, norm 0.4912, swav 0.0000 LR: 7.893e-02 Score 81.015 Data time: 0.2021, Forward time: 2.2736, Backward time: 3.1177, DDP time: 0.0046, Total iter time: 6.5338 [2020-11-05 17:26:49,491][root][INFO] - ===> Epoch[89](2313/26): Loss 0.9319, Sem 0.6709, dir -0.2275, norm 0.4884, swav 0.0000 LR: 7.892e-02 Score 77.173 Data time: 0.1781, Forward time: 2.2735, Backward time: 3.1183, DDP time: 0.0046, Total iter time: 6.9270 [2020-11-05 17:26:55,618][root][INFO] - ===> Epoch[89](2314/26): Loss 0.8553, Sem 0.5885, dir -0.2107, norm 0.4776, swav 0.0000 LR: 7.891e-02 Score 82.256 Data time: 0.1909, Forward time: 2.2733, Backward time: 3.1186, DDP time: 0.0046, Total iter time: 6.0198 [2020-11-05 17:27:00,877][root][INFO] - ===> Epoch[90](2315/26): Loss 0.9633, Sem 0.7058, dir -0.2556, norm 0.5131, swav 0.0000 LR: 7.890e-02 Score 78.442 Data time: 0.2091, Forward time: 2.2733, Backward time: 3.1184, DDP time: 0.0046, Total iter time: 5.1435 [2020-11-05 17:27:07,510][root][INFO] - ===> Epoch[90](2316/26): Loss 0.6708, Sem 0.5092, dir -0.2327, norm 0.3942, swav 0.0000 LR: 7.889e-02 Score 84.005 Data time: 0.1661, Forward time: 2.2731, Backward time: 3.1189, DDP time: 0.0046, Total iter time: 6.5199 [2020-11-05 17:27:12,580][root][INFO] - ===> Epoch[90](2317/26): Loss 0.8798, Sem 0.5991, dir -0.2399, norm 0.5205, swav 0.0000 LR: 7.888e-02 Score 81.298 Data time: 0.1757, Forward time: 2.2729, Backward time: 3.1188, DDP time: 0.0046, Total iter time: 4.9508 [2020-11-05 17:27:18,748][root][INFO] - ===> Epoch[90](2318/26): Loss 0.7510, Sem 0.4564, dir -0.2135, norm 0.5081, swav 0.0000 LR: 7.887e-02 Score 86.144 Data time: 0.2827, Forward time: 2.2732, Backward time: 3.1187, DDP time: 0.0046, Total iter time: 6.0846 [2020-11-05 17:27:25,677][root][INFO] - ===> Epoch[90](2319/26): Loss 0.9116, Sem 0.6042, dir -0.1947, norm 0.5021, swav 0.0000 LR: 7.887e-02 Score 81.753 Data time: 0.2113, Forward time: 2.2732, Backward time: 3.1191, DDP time: 0.0046, Total iter time: 6.8068 [2020-11-05 17:27:31,136][root][INFO] - ===> Epoch[90](2320/26): Loss 0.8598, Sem 0.5852, dir -0.2194, norm 0.4940, swav 0.0000 LR: 7.886e-02 Score 80.996 Data time: 0.2227, Forward time: 2.2733, Backward time: 3.1189, DDP time: 0.0046, Total iter time: 5.3503 [2020-11-05 17:27:37,150][root][INFO] - ===> Epoch[90](2321/26): Loss 0.8599, Sem 0.5776, dir -0.1970, norm 0.4793, swav 0.0000 LR: 7.885e-02 Score 81.857 Data time: 0.2588, Forward time: 2.2735, Backward time: 3.1188, DDP time: 0.0046, Total iter time: 5.8876 [2020-11-05 17:27:42,575][root][INFO] - ===> Epoch[90](2322/26): Loss 0.8757, Sem 0.6038, dir -0.2076, norm 0.4795, swav 0.0000 LR: 7.884e-02 Score 79.426 Data time: 0.1908, Forward time: 2.2735, Backward time: 3.1187, DDP time: 0.0046, Total iter time: 5.3009 [2020-11-05 17:27:48,267][root][INFO] - ===> Epoch[90](2323/26): Loss 0.9750, Sem 0.6221, dir -0.1940, norm 0.5469, swav 0.0000 LR: 7.883e-02 Score 81.761 Data time: 0.1928, Forward time: 2.2734, Backward time: 3.1187, DDP time: 0.0046, Total iter time: 5.5858 [2020-11-05 17:27:53,814][root][INFO] - ===> Epoch[90](2324/26): Loss 0.9610, Sem 0.6860, dir -0.2271, norm 0.5022, swav 0.0000 LR: 7.882e-02 Score 78.120 Data time: 0.1253, Forward time: 2.2731, Backward time: 3.1190, DDP time: 0.0046, Total iter time: 5.4391 [2020-11-05 17:27:59,521][root][INFO] - ===> Epoch[90](2325/26): Loss 0.9763, Sem 0.6037, dir -0.2007, norm 0.5734, swav 0.0000 LR: 7.881e-02 Score 82.633 Data time: 0.2376, Forward time: 2.2729, Backward time: 3.1191, DDP time: 0.0046, Total iter time: 5.6190 [2020-11-05 17:28:05,705][root][INFO] - ===> Epoch[90](2326/26): Loss 0.9252, Sem 0.6175, dir -0.2049, norm 0.5125, swav 0.0000 LR: 7.880e-02 Score 81.705 Data time: 0.2974, Forward time: 2.2733, Backward time: 3.1189, DDP time: 0.0046, Total iter time: 6.0603 [2020-11-05 17:28:11,980][root][INFO] - ===> Epoch[90](2327/26): Loss 0.7659, Sem 0.5810, dir -0.2738, norm 0.4586, swav 0.0000 LR: 7.879e-02 Score 82.253 Data time: 0.2052, Forward time: 2.2733, Backward time: 3.1190, DDP time: 0.0046, Total iter time: 6.1626 [2020-11-05 17:28:17,861][root][INFO] - ===> Epoch[90](2328/26): Loss 0.8860, Sem 0.5834, dir -0.2467, norm 0.5494, swav 0.0000 LR: 7.878e-02 Score 83.710 Data time: 0.1924, Forward time: 2.2731, Backward time: 3.1192, DDP time: 0.0046, Total iter time: 5.7606 [2020-11-05 17:28:23,468][root][INFO] - ===> Epoch[90](2329/26): Loss 1.0104, Sem 0.6565, dir -0.2126, norm 0.5664, swav 0.0000 LR: 7.877e-02 Score 78.671 Data time: 0.2680, Forward time: 2.2734, Backward time: 3.1189, DDP time: 0.0046, Total iter time: 5.4990 [2020-11-05 17:28:31,526][root][INFO] - ===> Epoch[90](2330/26): Loss 0.8664, Sem 0.6354, dir -0.2514, norm 0.4824, swav 0.0000 LR: 7.876e-02 Score 80.422 Data time: 0.2059, Forward time: 2.2734, Backward time: 3.1198, DDP time: 0.0046, Total iter time: 7.9204 [2020-11-05 17:28:37,484][root][INFO] - ===> Epoch[90](2331/26): Loss 0.9590, Sem 0.6642, dir -0.2141, norm 0.5090, swav 0.0000 LR: 7.875e-02 Score 78.518 Data time: 0.1847, Forward time: 2.2732, Backward time: 3.1201, DDP time: 0.0046, Total iter time: 5.8462 [2020-11-05 17:28:42,568][root][INFO] - ===> Epoch[90](2332/26): Loss 0.9234, Sem 0.5902, dir -0.2324, norm 0.5655, swav 0.0000 LR: 7.875e-02 Score 82.769 Data time: 0.2342, Forward time: 2.2733, Backward time: 3.1197, DDP time: 0.0046, Total iter time: 4.9707 [2020-11-05 17:28:47,897][root][INFO] - ===> Epoch[90](2333/26): Loss 0.8131, Sem 0.5825, dir -0.2496, norm 0.4803, swav 0.0000 LR: 7.874e-02 Score 80.035 Data time: 0.1600, Forward time: 2.2731, Backward time: 3.1197, DDP time: 0.0046, Total iter time: 5.2138 [2020-11-05 17:28:53,586][root][INFO] - ===> Epoch[90](2334/26): Loss 0.9679, Sem 0.6546, dir -0.1920, norm 0.5054, swav 0.0000 LR: 7.873e-02 Score 80.229 Data time: 0.2542, Forward time: 2.2731, Backward time: 3.1197, DDP time: 0.0046, Total iter time: 5.5753 [2020-11-05 17:28:59,973][root][INFO] - ===> Epoch[90](2335/26): Loss 0.9174, Sem 0.6010, dir -0.1951, norm 0.5116, swav 0.0000 LR: 7.872e-02 Score 82.861 Data time: 0.2769, Forward time: 2.2732, Backward time: 3.1198, DDP time: 0.0046, Total iter time: 6.2543 [2020-11-05 17:29:06,150][root][INFO] - ===> Epoch[90](2336/26): Loss 0.9350, Sem 0.6593, dir -0.2303, norm 0.5060, swav 0.0000 LR: 7.871e-02 Score 78.052 Data time: 0.2529, Forward time: 2.2734, Backward time: 3.1197, DDP time: 0.0046, Total iter time: 6.0425 [2020-11-05 17:29:11,777][root][INFO] - ===> Epoch[90](2337/26): Loss 0.8054, Sem 0.5888, dir -0.2408, norm 0.4573, swav 0.0000 LR: 7.870e-02 Score 82.357 Data time: 0.1958, Forward time: 2.2733, Backward time: 3.1197, DDP time: 0.0046, Total iter time: 5.4555 [2020-11-05 17:29:17,908][root][INFO] - ===> Epoch[90](2338/26): Loss 0.8388, Sem 0.5571, dir -0.2250, norm 0.5067, swav 0.0000 LR: 7.869e-02 Score 82.464 Data time: 0.3045, Forward time: 2.2736, Backward time: 3.1195, DDP time: 0.0046, Total iter time: 6.0150 [2020-11-05 17:29:23,078][root][INFO] - ===> Epoch[90](2339/26): Loss 0.7876, Sem 0.5356, dir -0.2160, norm 0.4679, swav 0.0000 LR: 7.868e-02 Score 82.811 Data time: 0.2322, Forward time: 2.2737, Backward time: 3.1191, DDP time: 0.0046, Total iter time: 5.0339 [2020-11-05 17:29:28,566][root][INFO] - ===> Epoch[90](2340/26): Loss 0.9116, Sem 0.6385, dir -0.2055, norm 0.4787, swav 0.0000 LR: 7.867e-02 Score 79.426 Data time: 0.1977, Forward time: 2.2737, Backward time: 3.1190, DDP time: 0.0046, Total iter time: 5.3936 [2020-11-05 17:29:33,513][root][INFO] - ===> Epoch[91](2341/26): Loss 0.7151, Sem 0.4718, dir -0.2443, norm 0.4875, swav 0.0000 LR: 7.866e-02 Score 85.726 Data time: 0.1315, Forward time: 2.2733, Backward time: 3.1191, DDP time: 0.0046, Total iter time: 4.8355 [2020-11-05 17:29:39,497][root][INFO] - ===> Epoch[91](2342/26): Loss 0.7508, Sem 0.5814, dir -0.2667, norm 0.4362, swav 0.0000 LR: 7.865e-02 Score 80.932 Data time: 0.2149, Forward time: 2.2734, Backward time: 3.1192, DDP time: 0.0046, Total iter time: 5.8955 [2020-11-05 17:29:45,351][root][INFO] - ===> Epoch[91](2343/26): Loss 0.7914, Sem 0.5747, dir -0.2487, norm 0.4654, swav 0.0000 LR: 7.864e-02 Score 80.317 Data time: 0.1926, Forward time: 2.2732, Backward time: 3.1193, DDP time: 0.0046, Total iter time: 5.7282 [2020-11-05 17:29:51,313][root][INFO] - ===> Epoch[91](2344/26): Loss 0.7714, Sem 0.5239, dir -0.2076, norm 0.4551, swav 0.0000 LR: 7.863e-02 Score 83.992 Data time: 0.2372, Forward time: 2.2733, Backward time: 3.1193, DDP time: 0.0046, Total iter time: 5.8563 [2020-11-05 17:29:55,973][root][INFO] - ===> Epoch[91](2345/26): Loss 0.8743, Sem 0.6868, dir -0.2632, norm 0.4507, swav 0.0000 LR: 7.863e-02 Score 80.653 Data time: 0.2152, Forward time: 2.2733, Backward time: 3.1188, DDP time: 0.0046, Total iter time: 4.5182 [2020-11-05 17:30:01,152][root][INFO] - ===> Epoch[91](2346/26): Loss 0.8165, Sem 0.5659, dir -0.2156, norm 0.4662, swav 0.0000 LR: 7.862e-02 Score 82.409 Data time: 0.1049, Forward time: 2.2729, Backward time: 3.1190, DDP time: 0.0046, Total iter time: 5.0643 [2020-11-05 17:30:06,585][root][INFO] - ===> Epoch[91](2347/26): Loss 0.9171, Sem 0.6694, dir -0.2039, norm 0.4516, swav 0.0000 LR: 7.861e-02 Score 78.370 Data time: 0.1520, Forward time: 2.2726, Backward time: 3.1192, DDP time: 0.0046, Total iter time: 5.3567 [2020-11-05 17:30:11,729][root][INFO] - ===> Epoch[91](2348/26): Loss 0.8002, Sem 0.5528, dir -0.2511, norm 0.4986, swav 0.0000 LR: 7.860e-02 Score 82.975 Data time: 0.2207, Forward time: 2.2726, Backward time: 3.1189, DDP time: 0.0046, Total iter time: 5.0371 [2020-11-05 17:30:17,169][root][INFO] - ===> Epoch[91](2349/26): Loss 0.9931, Sem 0.6178, dir -0.1987, norm 0.5740, swav 0.0000 LR: 7.859e-02 Score 81.222 Data time: 0.1748, Forward time: 2.2724, Backward time: 3.1189, DDP time: 0.0046, Total iter time: 5.3144 [2020-11-05 17:30:22,790][root][INFO] - ===> Epoch[91](2350/26): Loss 0.7579, Sem 0.5569, dir -0.2279, norm 0.4290, swav 0.0000 LR: 7.858e-02 Score 84.105 Data time: 0.2565, Forward time: 2.2726, Backward time: 3.1187, DDP time: 0.0046, Total iter time: 5.4846 [2020-11-05 17:30:27,959][root][INFO] - ===> Epoch[91](2351/26): Loss 0.7719, Sem 0.5692, dir -0.2715, norm 0.4742, swav 0.0000 LR: 7.857e-02 Score 83.616 Data time: 0.1707, Forward time: 2.2725, Backward time: 3.1185, DDP time: 0.0046, Total iter time: 5.0416 [2020-11-05 17:30:34,188][root][INFO] - ===> Epoch[91](2352/26): Loss 0.8000, Sem 0.5680, dir -0.2334, norm 0.4654, swav 0.0000 LR: 7.856e-02 Score 82.481 Data time: 0.1538, Forward time: 2.2722, Backward time: 3.1190, DDP time: 0.0046, Total iter time: 6.1061 [2020-11-05 17:30:40,955][root][INFO] - ===> Epoch[91](2353/26): Loss 0.7957, Sem 0.5691, dir -0.2413, norm 0.4679, swav 0.0000 LR: 7.855e-02 Score 82.223 Data time: 0.1998, Forward time: 2.2722, Backward time: 3.1195, DDP time: 0.0046, Total iter time: 6.6989 [2020-11-05 17:30:47,157][root][INFO] - ===> Epoch[91](2354/26): Loss 0.8770, Sem 0.6004, dir -0.2489, norm 0.5254, swav 0.0000 LR: 7.854e-02 Score 81.497 Data time: 0.2277, Forward time: 2.2723, Backward time: 3.1195, DDP time: 0.0046, Total iter time: 6.0913 [2020-11-05 17:30:52,537][root][INFO] - ===> Epoch[91](2355/26): Loss 0.8389, Sem 0.5956, dir -0.2667, norm 0.5100, swav 0.0000 LR: 7.853e-02 Score 81.015 Data time: 0.1523, Forward time: 2.2720, Backward time: 3.1196, DDP time: 0.0046, Total iter time: 5.2289 [2020-11-05 17:30:57,631][root][INFO] - ===> Epoch[91](2356/26): Loss 0.8606, Sem 0.6386, dir -0.2455, norm 0.4675, swav 0.0000 LR: 7.852e-02 Score 80.431 Data time: 0.2146, Forward time: 2.2720, Backward time: 3.1193, DDP time: 0.0046, Total iter time: 4.9826 [2020-11-05 17:31:02,657][root][INFO] - ===> Epoch[91](2357/26): Loss 0.9781, Sem 0.6657, dir -0.2298, norm 0.5421, swav 0.0000 LR: 7.851e-02 Score 79.964 Data time: 0.2157, Forward time: 2.2720, Backward time: 3.1189, DDP time: 0.0046, Total iter time: 4.8902 [2020-11-05 17:31:07,817][root][INFO] - ===> Epoch[91](2358/26): Loss 0.7172, Sem 0.5270, dir -0.2644, norm 0.4546, swav 0.0000 LR: 7.851e-02 Score 85.175 Data time: 0.2174, Forward time: 2.2720, Backward time: 3.1187, DDP time: 0.0046, Total iter time: 5.0354 [2020-11-05 17:31:13,196][root][INFO] - ===> Epoch[91](2359/26): Loss 0.7853, Sem 0.5665, dir -0.2680, norm 0.4868, swav 0.0000 LR: 7.850e-02 Score 80.911 Data time: 0.2365, Forward time: 2.2721, Backward time: 3.1185, DDP time: 0.0046, Total iter time: 5.2424 [2020-11-05 17:31:18,629][root][INFO] - ===> Epoch[91](2360/26): Loss 0.7998, Sem 0.5338, dir -0.2668, norm 0.5328, swav 0.0000 LR: 7.849e-02 Score 84.634 Data time: 0.2559, Forward time: 2.2722, Backward time: 3.1181, DDP time: 0.0046, Total iter time: 5.3040 [2020-11-05 17:31:24,484][root][INFO] - ===> Epoch[91](2361/26): Loss 0.9449, Sem 0.6688, dir -0.2234, norm 0.4995, swav 0.0000 LR: 7.848e-02 Score 79.647 Data time: 0.2328, Forward time: 2.2722, Backward time: 3.1181, DDP time: 0.0046, Total iter time: 5.7162 [2020-11-05 17:31:29,859][root][INFO] - ===> Epoch[91](2362/26): Loss 0.7744, Sem 0.5832, dir -0.2779, norm 0.4691, swav 0.0000 LR: 7.847e-02 Score 81.656 Data time: 0.1950, Forward time: 2.2722, Backward time: 3.1181, DDP time: 0.0046, Total iter time: 5.2581 [2020-11-05 17:31:35,797][root][INFO] - ===> Epoch[91](2363/26): Loss 0.7828, Sem 0.5762, dir -0.2758, norm 0.4824, swav 0.0000 LR: 7.846e-02 Score 82.913 Data time: 0.2669, Forward time: 2.2724, Backward time: 3.1179, DDP time: 0.0046, Total iter time: 5.8147 [2020-11-05 17:31:41,238][root][INFO] - ===> Epoch[91](2364/26): Loss 0.9201, Sem 0.6854, dir -0.2580, norm 0.4927, swav 0.0000 LR: 7.845e-02 Score 81.243 Data time: 0.1740, Forward time: 2.2722, Backward time: 3.1179, DDP time: 0.0046, Total iter time: 5.3166 [2020-11-05 17:31:46,989][root][INFO] - ===> Epoch[91](2365/26): Loss 0.8174, Sem 0.6317, dir -0.2516, norm 0.4372, swav 0.0000 LR: 7.844e-02 Score 79.808 Data time: 0.2342, Forward time: 2.2723, Backward time: 3.1178, DDP time: 0.0046, Total iter time: 5.6332 [2020-11-05 17:31:54,146][root][INFO] - ===> Epoch[91](2366/26): Loss 0.8158, Sem 0.5749, dir -0.2449, norm 0.4858, swav 0.0000 LR: 7.843e-02 Score 82.414 Data time: 0.2149, Forward time: 2.2724, Backward time: 3.1183, DDP time: 0.0046, Total iter time: 7.0203 [2020-11-05 17:31:59,785][root][INFO] - ===> Epoch[92](2367/26): Loss 0.9169, Sem 0.6339, dir -0.2198, norm 0.5027, swav 0.0000 LR: 7.842e-02 Score 79.799 Data time: 0.1690, Forward time: 2.2722, Backward time: 3.1184, DDP time: 0.0046, Total iter time: 5.5022 [2020-11-05 17:32:05,383][root][INFO] - ===> Epoch[92](2368/26): Loss 0.7768, Sem 0.5822, dir -0.2530, norm 0.4476, swav 0.0000 LR: 7.841e-02 Score 81.410 Data time: 0.2624, Forward time: 2.2724, Backward time: 3.1181, DDP time: 0.0046, Total iter time: 5.5022 [2020-11-05 17:32:12,311][root][INFO] - ===> Epoch[92](2369/26): Loss 0.9486, Sem 0.6963, dir -0.2155, norm 0.4678, swav 0.0000 LR: 7.840e-02 Score 80.081 Data time: 0.2198, Forward time: 2.2725, Backward time: 3.1185, DDP time: 0.0046, Total iter time: 6.7994 [2020-11-05 17:32:18,173][root][INFO] - ===> Epoch[92](2370/26): Loss 0.8950, Sem 0.6604, dir -0.2590, norm 0.4936, swav 0.0000 LR: 7.839e-02 Score 79.915 Data time: 0.2303, Forward time: 2.2726, Backward time: 3.1184, DDP time: 0.0046, Total iter time: 5.7354 [2020-11-05 17:32:23,458][root][INFO] - ===> Epoch[92](2371/26): Loss 0.7773, Sem 0.5707, dir -0.2539, norm 0.4606, swav 0.0000 LR: 7.839e-02 Score 82.253 Data time: 0.2176, Forward time: 2.2725, Backward time: 3.1182, DDP time: 0.0046, Total iter time: 5.1587 [2020-11-05 17:32:31,000][root][INFO] - ===> Epoch[92](2372/26): Loss 0.8706, Sem 0.6184, dir -0.2145, norm 0.4667, swav 0.0000 LR: 7.838e-02 Score 79.778 Data time: 0.2187, Forward time: 2.2726, Backward time: 3.1189, DDP time: 0.0046, Total iter time: 7.4308 [2020-11-05 17:32:36,373][root][INFO] - ===> Epoch[92](2373/26): Loss 0.7326, Sem 0.5059, dir -0.2394, norm 0.4661, swav 0.0000 LR: 7.837e-02 Score 83.623 Data time: 0.1888, Forward time: 2.2724, Backward time: 3.1188, DDP time: 0.0046, Total iter time: 5.2375 [2020-11-05 17:32:42,526][root][INFO] - ===> Epoch[92](2374/26): Loss 0.9175, Sem 0.6711, dir -0.2463, norm 0.4928, swav 0.0000 LR: 7.836e-02 Score 79.618 Data time: 0.1744, Forward time: 2.2722, Backward time: 3.1192, DDP time: 0.0046, Total iter time: 6.0354 [2020-11-05 17:32:49,334][root][INFO] - ===> Epoch[92](2375/26): Loss 0.7721, Sem 0.5329, dir -0.2277, norm 0.4669, swav 0.0000 LR: 7.835e-02 Score 83.655 Data time: 0.3235, Forward time: 2.2725, Backward time: 3.1193, DDP time: 0.0046, Total iter time: 6.7125 [2020-11-05 17:32:55,156][root][INFO] - ===> Epoch[92](2376/26): Loss 0.7956, Sem 0.6256, dir -0.2565, norm 0.4265, swav 0.0000 LR: 7.834e-02 Score 81.513 Data time: 0.3060, Forward time: 2.2728, Backward time: 3.1190, DDP time: 0.0046, Total iter time: 5.6769 [2020-11-05 17:32:59,959][root][INFO] - ===> Epoch[92](2377/26): Loss 0.8671, Sem 0.5680, dir -0.2110, norm 0.5101, swav 0.0000 LR: 7.833e-02 Score 84.256 Data time: 0.1926, Forward time: 2.2727, Backward time: 3.1186, DDP time: 0.0046, Total iter time: 4.6862 [2020-11-05 17:33:06,099][root][INFO] - ===> Epoch[92](2378/26): Loss 0.9916, Sem 0.6387, dir -0.1264, norm 0.4793, swav 0.0000 LR: 7.832e-02 Score 80.619 Data time: 0.1721, Forward time: 2.2725, Backward time: 3.1190, DDP time: 0.0046, Total iter time: 6.0051 [2020-11-05 17:33:11,175][root][INFO] - ===> Epoch[92](2379/26): Loss 0.7888, Sem 0.6406, dir -0.2566, norm 0.4047, swav 0.0000 LR: 7.831e-02 Score 78.768 Data time: 0.1893, Forward time: 2.2725, Backward time: 3.1187, DDP time: 0.0046, Total iter time: 4.9878 [2020-11-05 17:33:17,658][root][INFO] - ===> Epoch[92](2380/26): Loss 0.9523, Sem 0.6459, dir -0.1981, norm 0.5045, swav 0.0000 LR: 7.830e-02 Score 78.947 Data time: 0.1749, Forward time: 2.2722, Backward time: 3.1193, DDP time: 0.0046, Total iter time: 6.3742 [2020-11-05 17:33:23,305][root][INFO] - ===> Epoch[92](2381/26): Loss 0.9933, Sem 0.6461, dir -0.2025, norm 0.5498, swav 0.0000 LR: 7.829e-02 Score 80.156 Data time: 0.1326, Forward time: 2.2719, Backward time: 3.1195, DDP time: 0.0046, Total iter time: 5.5597 [2020-11-05 17:33:30,333][root][INFO] - ===> Epoch[92](2382/26): Loss 0.9022, Sem 0.6152, dir -0.2119, norm 0.4989, swav 0.0000 LR: 7.828e-02 Score 81.957 Data time: 0.1858, Forward time: 2.2717, Backward time: 3.1202, DDP time: 0.0046, Total iter time: 6.9381 [2020-11-05 17:33:36,607][root][INFO] - ===> Epoch[92](2383/26): Loss 0.8313, Sem 0.6307, dir -0.2500, norm 0.4507, swav 0.0000 LR: 7.827e-02 Score 77.944 Data time: 0.3458, Forward time: 2.2721, Backward time: 3.1201, DDP time: 0.0046, Total iter time: 6.1627 [2020-11-05 17:33:42,923][root][INFO] - ===> Epoch[92](2384/26): Loss 0.8736, Sem 0.5898, dir -0.2167, norm 0.5004, swav 0.0000 LR: 7.826e-02 Score 82.154 Data time: 0.1576, Forward time: 2.2719, Backward time: 3.1204, DDP time: 0.0046, Total iter time: 6.1906 [2020-11-05 17:33:48,697][root][INFO] - ===> Epoch[92](2385/26): Loss 0.8421, Sem 0.6073, dir -0.2667, norm 0.5015, swav 0.0000 LR: 7.826e-02 Score 79.738 Data time: 0.1395, Forward time: 2.2716, Backward time: 3.1208, DDP time: 0.0046, Total iter time: 5.6593 [2020-11-05 17:33:53,826][root][INFO] - ===> Epoch[92](2386/26): Loss 0.9502, Sem 0.7339, dir -0.2877, norm 0.5039, swav 0.0000 LR: 7.825e-02 Score 79.479 Data time: 0.1918, Forward time: 2.2715, Backward time: 3.1206, DDP time: 0.0046, Total iter time: 5.0767 [2020-11-05 17:33:59,848][root][INFO] - ===> Epoch[92](2387/26): Loss 0.8908, Sem 0.6568, dir -0.2559, norm 0.4899, swav 0.0000 LR: 7.824e-02 Score 79.341 Data time: 0.1803, Forward time: 2.2713, Backward time: 3.1209, DDP time: 0.0046, Total iter time: 5.9281 [2020-11-05 17:34:05,912][root][INFO] - ===> Epoch[92](2388/26): Loss 0.8193, Sem 0.6136, dir -0.2671, norm 0.4727, swav 0.0000 LR: 7.823e-02 Score 82.832 Data time: 0.2617, Forward time: 2.2716, Backward time: 3.1208, DDP time: 0.0046, Total iter time: 5.9835 [2020-11-05 17:34:12,618][root][INFO] - ===> Epoch[92](2389/26): Loss 0.8900, Sem 0.5862, dir -0.2080, norm 0.5119, swav 0.0000 LR: 7.822e-02 Score 83.463 Data time: 0.2264, Forward time: 2.2718, Backward time: 3.1210, DDP time: 0.0046, Total iter time: 6.5484 [2020-11-05 17:34:17,801][root][INFO] - ===> Epoch[92](2390/26): Loss 0.8384, Sem 0.5549, dir -0.2224, norm 0.5059, swav 0.0000 LR: 7.821e-02 Score 83.421 Data time: 0.2476, Forward time: 2.2718, Backward time: 3.1207, DDP time: 0.0046, Total iter time: 5.0451 [2020-11-05 17:34:22,571][root][INFO] - ===> Epoch[92](2391/26): Loss 0.8271, Sem 0.6511, dir -0.2586, norm 0.4346, swav 0.0000 LR: 7.820e-02 Score 79.616 Data time: 0.2225, Forward time: 2.2718, Backward time: 3.1202, DDP time: 0.0046, Total iter time: 4.6588 [2020-11-05 17:34:27,577][root][INFO] - ===> Epoch[92](2392/26): Loss 0.9083, Sem 0.6480, dir -0.2132, norm 0.4735, swav 0.0000 LR: 7.819e-02 Score 78.785 Data time: 0.1751, Forward time: 2.2716, Backward time: 3.1201, DDP time: 0.0046, Total iter time: 4.8805 [2020-11-05 17:34:33,784][root][INFO] - ===> Epoch[93](2393/26): Loss 0.9531, Sem 0.6624, dir -0.2053, norm 0.4960, swav 0.0000 LR: 7.818e-02 Score 80.462 Data time: 0.1941, Forward time: 2.2716, Backward time: 3.1204, DDP time: 0.0046, Total iter time: 6.1126 [2020-11-05 17:34:38,616][root][INFO] - ===> Epoch[93](2394/26): Loss 0.7628, Sem 0.5583, dir -0.2506, norm 0.4551, swav 0.0000 LR: 7.817e-02 Score 82.014 Data time: 0.2096, Forward time: 2.2715, Backward time: 3.1200, DDP time: 0.0046, Total iter time: 4.7198 [2020-11-05 17:34:44,765][root][INFO] - ===> Epoch[93](2395/26): Loss 0.7686, Sem 0.5786, dir -0.2464, norm 0.4365, swav 0.0000 LR: 7.816e-02 Score 80.834 Data time: 0.2239, Forward time: 2.2715, Backward time: 3.1201, DDP time: 0.0046, Total iter time: 6.0337 [2020-11-05 17:34:52,763][root][INFO] - ===> Epoch[93](2396/26): Loss 0.9361, Sem 0.6248, dir -0.2423, norm 0.5536, swav 0.0000 LR: 7.815e-02 Score 80.845 Data time: 0.2605, Forward time: 2.2718, Backward time: 3.1208, DDP time: 0.0046, Total iter time: 7.8851 [2020-11-05 17:34:58,478][root][INFO] - ===> Epoch[93](2397/26): Loss 0.7392, Sem 0.4784, dir -0.1918, norm 0.4526, swav 0.0000 LR: 7.814e-02 Score 84.132 Data time: 0.2614, Forward time: 2.2720, Backward time: 3.1205, DDP time: 0.0046, Total iter time: 5.5676 [2020-11-05 17:35:03,897][root][INFO] - ===> Epoch[93](2398/26): Loss 0.9047, Sem 0.5574, dir -0.2172, norm 0.5645, swav 0.0000 LR: 7.814e-02 Score 81.004 Data time: 0.1995, Forward time: 2.2720, Backward time: 3.1204, DDP time: 0.0046, Total iter time: 5.2766 [2020-11-05 17:35:09,207][root][INFO] - ===> Epoch[93](2399/26): Loss 0.7569, Sem 0.5694, dir -0.2703, norm 0.4579, swav 0.0000 LR: 7.813e-02 Score 83.601 Data time: 0.2273, Forward time: 2.2720, Backward time: 3.1202, DDP time: 0.0046, Total iter time: 5.1947 [2020-11-05 17:35:14,853][root][INFO] - ===> Epoch[93](2400/26): Loss 0.8035, Sem 0.5379, dir -0.1668, norm 0.4324, swav 0.0000 LR: 7.812e-02 Score 81.577 Data time: 0.2469, Forward time: 2.2722, Backward time: 3.1199, DDP time: 0.0046, Total iter time: 5.5311 [2020-11-05 17:35:23,102][root][INFO] - ===> Epoch[93](2401/26): Loss 0.9694, Sem 0.5805, dir -0.1858, norm 0.5747, swav 0.0000 LR: 7.811e-02 Score 82.584 Data time: 0.2878, Forward time: 2.2723, Backward time: 3.1207, DDP time: 0.0046, Total iter time: 8.1350 [2020-11-05 17:35:28,484][root][INFO] - ===> Epoch[93](2402/26): Loss 0.7295, Sem 0.5489, dir -0.2385, norm 0.4190, swav 0.0000 LR: 7.810e-02 Score 82.477 Data time: 0.2130, Forward time: 2.2723, Backward time: 3.1205, DDP time: 0.0046, Total iter time: 5.2726 [2020-11-05 17:35:34,157][root][INFO] - ===> Epoch[93](2403/26): Loss 1.0599, Sem 0.7012, dir -0.1989, norm 0.5575, swav 0.0000 LR: 7.809e-02 Score 77.603 Data time: 0.2677, Forward time: 2.2726, Backward time: 3.1203, DDP time: 0.0046, Total iter time: 5.5717 [2020-11-05 17:35:39,455][root][INFO] - ===> Epoch[93](2404/26): Loss 0.8213, Sem 0.5748, dir -0.2060, norm 0.4525, swav 0.0000 LR: 7.808e-02 Score 80.078 Data time: 0.2354, Forward time: 2.2727, Backward time: 3.1199, DDP time: 0.0046, Total iter time: 5.1797 [2020-11-05 17:35:45,411][root][INFO] - ===> Epoch[93](2405/26): Loss 0.8231, Sem 0.5732, dir -0.2264, norm 0.4763, swav 0.0000 LR: 7.807e-02 Score 83.111 Data time: 0.1785, Forward time: 2.2726, Backward time: 3.1200, DDP time: 0.0046, Total iter time: 5.8586 [2020-11-05 17:35:50,247][root][INFO] - ===> Epoch[93](2406/26): Loss 0.8933, Sem 0.5841, dir -0.2158, norm 0.5249, swav 0.0000 LR: 7.806e-02 Score 81.926 Data time: 0.1449, Forward time: 2.2724, Backward time: 3.1200, DDP time: 0.0046, Total iter time: 4.7245 [2020-11-05 17:35:56,096][root][INFO] - ===> Epoch[93](2407/26): Loss 1.0175, Sem 0.6185, dir -0.1712, norm 0.5702, swav 0.0000 LR: 7.805e-02 Score 81.364 Data time: 0.1676, Forward time: 2.2722, Backward time: 3.1202, DDP time: 0.0046, Total iter time: 5.7884 [2020-11-05 17:36:01,913][root][INFO] - ===> Epoch[93](2408/26): Loss 0.9574, Sem 0.5892, dir -0.2321, norm 0.6003, swav 0.0000 LR: 7.804e-02 Score 83.241 Data time: 0.2004, Forward time: 2.2722, Backward time: 3.1202, DDP time: 0.0046, Total iter time: 5.7183 [2020-11-05 17:36:07,420][root][INFO] - ===> Epoch[93](2409/26): Loss 0.8219, Sem 0.6049, dir -0.2903, norm 0.5073, swav 0.0000 LR: 7.803e-02 Score 80.074 Data time: 0.1769, Forward time: 2.2720, Backward time: 3.1202, DDP time: 0.0046, Total iter time: 5.3814 [2020-11-05 17:36:13,373][root][INFO] - ===> Epoch[93](2410/26): Loss 0.7256, Sem 0.4998, dir -0.2171, norm 0.4428, swav 0.0000 LR: 7.802e-02 Score 85.374 Data time: 0.2364, Forward time: 2.2722, Backward time: 3.1202, DDP time: 0.0046, Total iter time: 5.8346 [2020-11-05 17:36:17,690][root][INFO] - ===> Epoch[93](2411/26): Loss 0.8922, Sem 0.6333, dir -0.2289, norm 0.4878, swav 0.0000 LR: 7.802e-02 Score 80.943 Data time: 0.1861, Forward time: 2.2721, Backward time: 3.1197, DDP time: 0.0046, Total iter time: 4.2032 [2020-11-05 17:36:23,609][root][INFO] - ===> Epoch[93](2412/26): Loss 0.8510, Sem 0.5964, dir -0.2218, norm 0.4764, swav 0.0000 LR: 7.801e-02 Score 82.119 Data time: 0.2186, Forward time: 2.2721, Backward time: 3.1197, DDP time: 0.0046, Total iter time: 5.8131 [2020-11-05 17:36:28,971][root][INFO] - ===> Epoch[93](2413/26): Loss 0.6807, Sem 0.4121, dir -0.2411, norm 0.5097, swav 0.0000 LR: 7.800e-02 Score 86.677 Data time: 0.2207, Forward time: 2.2720, Backward time: 3.1196, DDP time: 0.0046, Total iter time: 5.2375 [2020-11-05 17:36:33,956][root][INFO] - ===> Epoch[93](2414/26): Loss 0.7663, Sem 0.5451, dir -0.2469, norm 0.4681, swav 0.0000 LR: 7.799e-02 Score 82.385 Data time: 0.2199, Forward time: 2.2720, Backward time: 3.1193, DDP time: 0.0046, Total iter time: 4.8695 [2020-11-05 17:36:40,365][root][INFO] - ===> Epoch[93](2415/26): Loss 0.7935, Sem 0.6192, dir -0.2595, norm 0.4339, swav 0.0000 LR: 7.798e-02 Score 81.635 Data time: 0.2353, Forward time: 2.2721, Backward time: 3.1194, DDP time: 0.0046, Total iter time: 6.2868 [2020-11-05 17:36:46,335][root][INFO] - ===> Epoch[93](2416/26): Loss 0.7669, Sem 0.5861, dir -0.2697, norm 0.4506, swav 0.0000 LR: 7.797e-02 Score 81.759 Data time: 0.1902, Forward time: 2.2720, Backward time: 3.1196, DDP time: 0.0046, Total iter time: 5.8405 [2020-11-05 17:36:51,281][root][INFO] - ===> Epoch[93](2417/26): Loss 0.7235, Sem 0.5556, dir -0.2636, norm 0.4315, swav 0.0000 LR: 7.796e-02 Score 82.569 Data time: 0.1877, Forward time: 2.2719, Backward time: 3.1194, DDP time: 0.0046, Total iter time: 4.8385 [2020-11-05 17:36:57,123][root][INFO] - ===> Epoch[93](2418/26): Loss 0.7905, Sem 0.5916, dir -0.2244, norm 0.4233, swav 0.0000 LR: 7.795e-02 Score 81.690 Data time: 0.1920, Forward time: 2.2718, Backward time: 3.1195, DDP time: 0.0046, Total iter time: 5.7350 [2020-11-05 17:37:02,011][root][INFO] - ===> Epoch[94](2419/26): Loss 0.8704, Sem 0.5271, dir -0.1898, norm 0.5331, swav 0.0000 LR: 7.794e-02 Score 84.149 Data time: 0.2220, Forward time: 2.2718, Backward time: 3.1191, DDP time: 0.0046, Total iter time: 4.7885 [2020-11-05 17:37:06,927][root][INFO] - ===> Epoch[94](2420/26): Loss 0.9362, Sem 0.5471, dir -0.1508, norm 0.5399, swav 0.0000 LR: 7.793e-02 Score 82.445 Data time: 0.1562, Forward time: 2.2715, Backward time: 3.1190, DDP time: 0.0046, Total iter time: 4.7921 [2020-11-05 17:37:12,058][root][INFO] - ===> Epoch[94](2421/26): Loss 0.8288, Sem 0.6204, dir -0.2721, norm 0.4806, swav 0.0000 LR: 7.792e-02 Score 79.146 Data time: 0.2019, Forward time: 2.2714, Backward time: 3.1189, DDP time: 0.0046, Total iter time: 5.0358 [2020-11-05 17:37:17,887][root][INFO] - ===> Epoch[94](2422/26): Loss 1.0532, Sem 0.6839, dir -0.1986, norm 0.5678, swav 0.0000 LR: 7.791e-02 Score 79.966 Data time: 0.2708, Forward time: 2.2715, Backward time: 3.1188, DDP time: 0.0046, Total iter time: 5.7216 [2020-11-05 17:37:23,264][root][INFO] - ===> Epoch[94](2423/26): Loss 0.9515, Sem 0.6090, dir -0.1812, norm 0.5236, swav 0.0000 LR: 7.790e-02 Score 80.969 Data time: 0.2084, Forward time: 2.2715, Backward time: 3.1186, DDP time: 0.0046, Total iter time: 5.2250 [2020-11-05 17:37:29,640][root][INFO] - ===> Epoch[94](2424/26): Loss 0.9285, Sem 0.6185, dir -0.2179, norm 0.5279, swav 0.0000 LR: 7.789e-02 Score 79.406 Data time: 0.1934, Forward time: 2.2712, Backward time: 3.1191, DDP time: 0.0046, Total iter time: 6.2302 [2020-11-05 17:37:35,350][root][INFO] - ===> Epoch[94](2425/26): Loss 0.8277, Sem 0.5969, dir -0.2629, norm 0.4937, swav 0.0000 LR: 7.789e-02 Score 81.432 Data time: 0.2340, Forward time: 2.2713, Backward time: 3.1190, DDP time: 0.0046, Total iter time: 5.6103 [2020-11-05 17:37:42,654][root][INFO] - ===> Epoch[94](2426/26): Loss 0.9161, Sem 0.6126, dir -0.2495, norm 0.5530, swav 0.0000 LR: 7.788e-02 Score 80.779 Data time: 0.2301, Forward time: 2.2715, Backward time: 3.1194, DDP time: 0.0046, Total iter time: 7.1626 [2020-11-05 17:37:48,145][root][INFO] - ===> Epoch[94](2427/26): Loss 0.8005, Sem 0.5211, dir -0.2384, norm 0.5179, swav 0.0000 LR: 7.787e-02 Score 82.879 Data time: 0.2503, Forward time: 2.2717, Backward time: 3.1190, DDP time: 0.0046, Total iter time: 5.3438 [2020-11-05 17:37:53,070][root][INFO] - ===> Epoch[94](2428/26): Loss 0.9125, Sem 0.5673, dir -0.2270, norm 0.5722, swav 0.0000 LR: 7.786e-02 Score 81.726 Data time: 0.2245, Forward time: 2.2718, Backward time: 3.1185, DDP time: 0.0046, Total iter time: 4.8026 [2020-11-05 17:37:58,434][root][INFO] - ===> Epoch[94](2429/26): Loss 0.8775, Sem 0.5784, dir -0.2456, norm 0.5448, swav 0.0000 LR: 7.785e-02 Score 82.148 Data time: 0.2351, Forward time: 2.2719, Backward time: 3.1183, DDP time: 0.0046, Total iter time: 5.2373 [2020-11-05 17:38:03,669][root][INFO] - ===> Epoch[94](2430/26): Loss 0.6948, Sem 0.4834, dir -0.2327, norm 0.4441, swav 0.0000 LR: 7.784e-02 Score 83.625 Data time: 0.2407, Forward time: 2.2720, Backward time: 3.1180, DDP time: 0.0046, Total iter time: 5.1154 [2020-11-05 17:38:10,029][root][INFO] - ===> Epoch[94](2431/26): Loss 0.7810, Sem 0.5876, dir -0.2651, norm 0.4584, swav 0.0000 LR: 7.783e-02 Score 80.931 Data time: 0.2166, Forward time: 2.2721, Backward time: 3.1181, DDP time: 0.0046, Total iter time: 6.2239 [2020-11-05 17:38:15,520][root][INFO] - ===> Epoch[94](2432/26): Loss 0.8355, Sem 0.6208, dir -0.2194, norm 0.4342, swav 0.0000 LR: 7.782e-02 Score 81.030 Data time: 0.1851, Forward time: 2.2721, Backward time: 3.1180, DDP time: 0.0046, Total iter time: 5.3624 [2020-11-05 17:38:22,185][root][INFO] - ===> Epoch[94](2433/26): Loss 0.7449, Sem 0.5350, dir -0.2509, norm 0.4608, swav 0.0000 LR: 7.781e-02 Score 83.556 Data time: 0.1842, Forward time: 2.2719, Backward time: 3.1185, DDP time: 0.0046, Total iter time: 6.5375 [2020-11-05 17:38:27,341][root][INFO] - ===> Epoch[94](2434/26): Loss 0.7240, Sem 0.5228, dir -0.2541, norm 0.4553, swav 0.0000 LR: 7.780e-02 Score 83.376 Data time: 0.1786, Forward time: 2.2718, Backward time: 3.1184, DDP time: 0.0046, Total iter time: 5.0548 [2020-11-05 17:38:32,030][root][INFO] - ===> Epoch[94](2435/26): Loss 0.7928, Sem 0.5589, dir -0.2461, norm 0.4799, swav 0.0000 LR: 7.779e-02 Score 83.092 Data time: 0.1889, Forward time: 2.2717, Backward time: 3.1181, DDP time: 0.0046, Total iter time: 4.5643 [2020-11-05 17:38:36,948][root][INFO] - ===> Epoch[94](2436/26): Loss 0.9010, Sem 0.6176, dir -0.1944, norm 0.4779, swav 0.0000 LR: 7.778e-02 Score 82.058 Data time: 0.1950, Forward time: 2.2717, Backward time: 3.1177, DDP time: 0.0046, Total iter time: 4.7997 [2020-11-05 17:38:44,164][root][INFO] - ===> Epoch[94](2437/26): Loss 0.8544, Sem 0.5928, dir -0.2567, norm 0.5183, swav 0.0000 LR: 7.777e-02 Score 82.483 Data time: 0.3614, Forward time: 2.2722, Backward time: 3.1177, DDP time: 0.0046, Total iter time: 7.0877 [2020-11-05 17:38:49,488][root][INFO] - ===> Epoch[94](2438/26): Loss 0.7672, Sem 0.6201, dir -0.2605, norm 0.4075, swav 0.0000 LR: 7.777e-02 Score 82.238 Data time: 0.2285, Forward time: 2.2723, Backward time: 3.1175, DDP time: 0.0046, Total iter time: 5.1912 [2020-11-05 17:38:53,885][root][INFO] - ===> Epoch[94](2439/26): Loss 0.8566, Sem 0.5902, dir -0.2097, norm 0.4761, swav 0.0000 LR: 7.776e-02 Score 81.615 Data time: 0.2033, Forward time: 2.2723, Backward time: 3.1169, DDP time: 0.0046, Total iter time: 4.2688 [2020-11-05 17:38:58,501][root][INFO] - ===> Epoch[94](2440/26): Loss 0.8223, Sem 0.5731, dir -0.2580, norm 0.5072, swav 0.0000 LR: 7.775e-02 Score 82.603 Data time: 0.2063, Forward time: 2.2723, Backward time: 3.1165, DDP time: 0.0046, Total iter time: 4.5196 [2020-11-05 17:39:03,650][root][INFO] - ===> Epoch[94](2441/26): Loss 0.7632, Sem 0.5905, dir -0.2450, norm 0.4177, swav 0.0000 LR: 7.774e-02 Score 81.418 Data time: 0.1803, Forward time: 2.2721, Backward time: 3.1164, DDP time: 0.0046, Total iter time: 5.0272 [2020-11-05 17:39:08,637][root][INFO] - ===> Epoch[94](2442/26): Loss 0.6876, Sem 0.5284, dir -0.3048, norm 0.4640, swav 0.0000 LR: 7.773e-02 Score 84.227 Data time: 0.1978, Forward time: 2.2720, Backward time: 3.1162, DDP time: 0.0046, Total iter time: 4.8751 [2020-11-05 17:39:14,572][root][INFO] - ===> Epoch[94](2443/26): Loss 0.9057, Sem 0.6810, dir -0.2834, norm 0.5081, swav 0.0000 LR: 7.772e-02 Score 78.847 Data time: 0.2906, Forward time: 2.2723, Backward time: 3.1160, DDP time: 0.0046, Total iter time: 5.8226 [2020-11-05 17:39:20,459][root][INFO] - ===> Epoch[94](2444/26): Loss 0.6970, Sem 0.4893, dir -0.2671, norm 0.4748, swav 0.0000 LR: 7.771e-02 Score 85.384 Data time: 0.1804, Forward time: 2.2722, Backward time: 3.1161, DDP time: 0.0046, Total iter time: 5.7465 [2020-11-05 17:39:24,819][root][INFO] - ===> Epoch[95](2445/26): Loss 0.8172, Sem 0.6248, dir -0.2818, norm 0.4742, swav 0.0000 LR: 7.770e-02 Score 80.073 Data time: 0.1575, Forward time: 2.2719, Backward time: 3.1158, DDP time: 0.0046, Total iter time: 4.2538 [2020-11-05 17:39:31,674][root][INFO] - ===> Epoch[95](2446/26): Loss 0.7910, Sem 0.6196, dir -0.2676, norm 0.4390, swav 0.0000 LR: 7.769e-02 Score 81.419 Data time: 0.4566, Forward time: 2.2719, Backward time: 3.1162, DDP time: 0.0046, Total iter time: 6.7759 [2020-11-05 17:39:38,673][root][INFO] - ===> Epoch[95](2447/26): Loss 0.8030, Sem 0.6302, dir -0.2880, norm 0.4609, swav 0.0000 LR: 7.768e-02 Score 79.811 Data time: 0.3597, Forward time: 2.2724, Backward time: 3.1161, DDP time: 0.0046, Total iter time: 6.8682 [2020-11-05 17:39:44,341][root][INFO] - ===> Epoch[95](2448/26): Loss 0.9838, Sem 0.6943, dir -0.3042, norm 0.5937, swav 0.0000 LR: 7.767e-02 Score 78.038 Data time: 0.2476, Forward time: 2.2726, Backward time: 3.1159, DDP time: 0.0046, Total iter time: 5.5563 [2020-11-05 17:39:49,381][root][INFO] - ===> Epoch[95](2449/26): Loss 0.7352, Sem 0.5445, dir -0.2792, norm 0.4700, swav 0.0000 LR: 7.766e-02 Score 83.086 Data time: 0.2123, Forward time: 2.2726, Backward time: 3.1156, DDP time: 0.0046, Total iter time: 4.9341 [2020-11-05 17:39:55,912][root][INFO] - ===> Epoch[95](2450/26): Loss 0.9437, Sem 0.6959, dir -0.2652, norm 0.5130, swav 0.0000 LR: 7.765e-02 Score 79.023 Data time: 0.2643, Forward time: 2.2728, Backward time: 3.1157, DDP time: 0.0046, Total iter time: 6.4100 [2020-11-05 17:40:01,263][root][INFO] - ===> Epoch[95](2451/26): Loss 0.8617, Sem 0.5626, dir -0.2492, norm 0.5483, swav 0.0000 LR: 7.764e-02 Score 82.565 Data time: 0.1625, Forward time: 2.2726, Backward time: 3.1157, DDP time: 0.0046, Total iter time: 5.2037 [2020-11-05 17:40:06,712][root][INFO] - ===> Epoch[95](2452/26): Loss 0.7360, Sem 0.5838, dir -0.2590, norm 0.4111, swav 0.0000 LR: 7.764e-02 Score 82.043 Data time: 0.1854, Forward time: 2.2724, Backward time: 3.1158, DDP time: 0.0046, Total iter time: 5.3476 [2020-11-05 17:40:13,263][root][INFO] - ===> Epoch[95](2453/26): Loss 0.8751, Sem 0.6218, dir -0.2470, norm 0.5003, swav 0.0000 LR: 7.763e-02 Score 80.754 Data time: 0.2092, Forward time: 2.2724, Backward time: 3.1161, DDP time: 0.0046, Total iter time: 6.4404 [2020-11-05 17:40:20,126][root][INFO] - ===> Epoch[95](2454/26): Loss 0.8076, Sem 0.5962, dir -0.2388, norm 0.4502, swav 0.0000 LR: 7.762e-02 Score 80.213 Data time: 0.1813, Forward time: 2.2723, Backward time: 3.1166, DDP time: 0.0046, Total iter time: 6.7467 [2020-11-05 17:40:26,739][root][INFO] - ===> Epoch[95](2455/26): Loss 0.8305, Sem 0.6134, dir -0.2498, norm 0.4669, swav 0.0000 LR: 7.761e-02 Score 82.240 Data time: 0.2548, Forward time: 2.2723, Backward time: 3.1169, DDP time: 0.0046, Total iter time: 6.4943 [2020-11-05 17:40:32,461][root][INFO] - ===> Epoch[95](2456/26): Loss 0.7466, Sem 0.5391, dir -0.2883, norm 0.4957, swav 0.0000 LR: 7.760e-02 Score 83.476 Data time: 0.1913, Forward time: 2.2723, Backward time: 3.1169, DDP time: 0.0046, Total iter time: 5.5765 [2020-11-05 17:40:37,679][root][INFO] - ===> Epoch[95](2457/26): Loss 0.7929, Sem 0.5869, dir -0.2872, norm 0.4933, swav 0.0000 LR: 7.759e-02 Score 81.826 Data time: 0.1740, Forward time: 2.2721, Backward time: 3.1168, DDP time: 0.0046, Total iter time: 5.0935 [2020-11-05 17:40:41,907][root][INFO] - ===> Epoch[95](2458/26): Loss 0.7797, Sem 0.6445, dir -0.2496, norm 0.3848, swav 0.0000 LR: 7.758e-02 Score 77.939 Data time: 0.1555, Forward time: 2.2719, Backward time: 3.1165, DDP time: 0.0046, Total iter time: 4.1545 [2020-11-05 17:40:46,625][root][INFO] - ===> Epoch[95](2459/26): Loss 0.6488, Sem 0.4856, dir -0.2120, norm 0.3753, swav 0.0000 LR: 7.757e-02 Score 84.322 Data time: 0.1743, Forward time: 2.2717, Backward time: 3.1162, DDP time: 0.0046, Total iter time: 4.6236 [2020-11-05 17:40:51,692][root][INFO] - ===> Epoch[95](2460/26): Loss 0.7672, Sem 0.5666, dir -0.2269, norm 0.4275, swav 0.0000 LR: 7.756e-02 Score 83.448 Data time: 0.2353, Forward time: 2.2718, Backward time: 3.1159, DDP time: 0.0046, Total iter time: 4.9808 [2020-11-05 17:40:57,833][root][INFO] - ===> Epoch[95](2461/26): Loss 0.7956, Sem 0.5834, dir -0.2316, norm 0.4438, swav 0.0000 LR: 7.755e-02 Score 82.110 Data time: 0.1889, Forward time: 2.2717, Backward time: 3.1161, DDP time: 0.0046, Total iter time: 6.0242 [2020-11-05 17:41:02,569][root][INFO] - ===> Epoch[95](2462/26): Loss 0.8214, Sem 0.5931, dir -0.2577, norm 0.4860, swav 0.0000 LR: 7.754e-02 Score 82.770 Data time: 0.1850, Forward time: 2.2716, Backward time: 3.1158, DDP time: 0.0046, Total iter time: 4.6304 [2020-11-05 17:41:08,122][root][INFO] - ===> Epoch[95](2463/26): Loss 0.9091, Sem 0.5834, dir -0.1722, norm 0.4979, swav 0.0000 LR: 7.753e-02 Score 81.948 Data time: 0.2706, Forward time: 2.2717, Backward time: 3.1156, DDP time: 0.0046, Total iter time: 5.4573 [2020-11-05 17:41:15,160][root][INFO] - ===> Epoch[95](2464/26): Loss 0.9001, Sem 0.5530, dir -0.2060, norm 0.5530, swav 0.0000 LR: 7.752e-02 Score 83.038 Data time: 0.2641, Forward time: 2.2719, Backward time: 3.1159, DDP time: 0.0046, Total iter time: 6.9233 [2020-11-05 17:41:21,802][root][INFO] - ===> Epoch[95](2465/26): Loss 0.8049, Sem 0.5505, dir -0.2231, norm 0.4776, swav 0.0000 LR: 7.752e-02 Score 83.530 Data time: 0.2291, Forward time: 2.2720, Backward time: 3.1161, DDP time: 0.0046, Total iter time: 6.5004 [2020-11-05 17:41:29,265][root][INFO] - ===> Epoch[95](2466/26): Loss 0.8024, Sem 0.5846, dir -0.2329, norm 0.4508, swav 0.0000 LR: 7.751e-02 Score 82.510 Data time: 0.2198, Forward time: 2.2720, Backward time: 3.1167, DDP time: 0.0046, Total iter time: 7.3411 [2020-11-05 17:41:36,502][root][INFO] - ===> Epoch[95](2467/26): Loss 0.8590, Sem 0.5860, dir -0.1812, norm 0.4542, swav 0.0000 LR: 7.750e-02 Score 83.015 Data time: 0.2958, Forward time: 2.2724, Backward time: 3.1169, DDP time: 0.0046, Total iter time: 7.1197 [2020-11-05 17:41:41,805][root][INFO] - ===> Epoch[95](2468/26): Loss 0.6933, Sem 0.5165, dir -0.2160, norm 0.3928, swav 0.0000 LR: 7.749e-02 Score 85.122 Data time: 0.2298, Forward time: 2.2725, Backward time: 3.1167, DDP time: 0.0046, Total iter time: 5.1598 [2020-11-05 17:41:46,650][root][INFO] - ===> Epoch[95](2469/26): Loss 0.8753, Sem 0.6499, dir -0.2792, norm 0.5046, swav 0.0000 LR: 7.748e-02 Score 79.215 Data time: 0.1711, Forward time: 2.2723, Backward time: 3.1165, DDP time: 0.0046, Total iter time: 4.7447 [2020-11-05 17:41:52,416][root][INFO] - ===> Epoch[95](2470/26): Loss 0.8208, Sem 0.5225, dir -0.2106, norm 0.5089, swav 0.0000 LR: 7.747e-02 Score 86.151 Data time: 0.2109, Forward time: 2.2722, Backward time: 3.1165, DDP time: 0.0046, Total iter time: 5.6626 [2020-11-05 17:41:57,824][root][INFO] - ===> Epoch[96](2471/26): Loss 0.6502, Sem 0.4687, dir -0.2622, norm 0.4437, swav 0.0000 LR: 7.746e-02 Score 84.828 Data time: 0.2422, Forward time: 2.2724, Backward time: 3.1162, DDP time: 0.0046, Total iter time: 5.3056 [2020-11-05 17:42:03,012][root][INFO] - ===> Epoch[96](2472/26): Loss 0.8481, Sem 0.6034, dir -0.2572, norm 0.5019, swav 0.0000 LR: 7.745e-02 Score 79.574 Data time: 0.1706, Forward time: 2.2722, Backward time: 3.1161, DDP time: 0.0046, Total iter time: 5.0653 [2020-11-05 17:42:08,100][root][INFO] - ===> Epoch[96](2473/26): Loss 0.8499, Sem 0.6280, dir -0.2144, norm 0.4363, swav 0.0000 LR: 7.744e-02 Score 81.817 Data time: 0.1258, Forward time: 2.2719, Backward time: 3.1162, DDP time: 0.0046, Total iter time: 4.9918 [2020-11-05 17:42:13,547][root][INFO] - ===> Epoch[96](2474/26): Loss 0.8287, Sem 0.5594, dir -0.2369, norm 0.5062, swav 0.0000 LR: 7.743e-02 Score 82.463 Data time: 0.1780, Forward time: 2.2717, Backward time: 3.1162, DDP time: 0.0046, Total iter time: 5.3647 [2020-11-05 17:42:19,768][root][INFO] - ===> Epoch[96](2475/26): Loss 0.7959, Sem 0.6284, dir -0.2320, norm 0.3994, swav 0.0000 LR: 7.742e-02 Score 80.220 Data time: 0.2062, Forward time: 2.2716, Backward time: 3.1165, DDP time: 0.0046, Total iter time: 6.1184 [2020-11-05 17:42:26,441][root][INFO] - ===> Epoch[96](2476/26): Loss 0.7143, Sem 0.5290, dir -0.2714, norm 0.4568, swav 0.0000 LR: 7.741e-02 Score 83.437 Data time: 0.1618, Forward time: 2.2714, Backward time: 3.1171, DDP time: 0.0046, Total iter time: 6.5764 [2020-11-05 17:42:32,272][root][INFO] - ===> Epoch[96](2477/26): Loss 0.9004, Sem 0.6035, dir -0.1926, norm 0.4895, swav 0.0000 LR: 7.740e-02 Score 79.868 Data time: 0.2648, Forward time: 2.2714, Backward time: 3.1171, DDP time: 0.0046, Total iter time: 5.7230 [2020-11-05 17:42:38,600][root][INFO] - ===> Epoch[96](2478/26): Loss 0.8737, Sem 0.6403, dir -0.2878, norm 0.5213, swav 0.0000 LR: 7.739e-02 Score 80.931 Data time: 0.2901, Forward time: 2.2717, Backward time: 3.1169, DDP time: 0.0046, Total iter time: 6.1863 [2020-11-05 17:42:44,900][root][INFO] - ===> Epoch[96](2479/26): Loss 0.7757, Sem 0.5607, dir -0.2367, norm 0.4517, swav 0.0000 LR: 7.739e-02 Score 83.114 Data time: 0.1765, Forward time: 2.2716, Backward time: 3.1172, DDP time: 0.0046, Total iter time: 6.1505 [2020-11-05 17:42:51,061][root][INFO] - ===> Epoch[96](2480/26): Loss 0.7220, Sem 0.5316, dir -0.2696, norm 0.4600, swav 0.0000 LR: 7.738e-02 Score 82.626 Data time: 0.2766, Forward time: 2.2717, Backward time: 3.1173, DDP time: 0.0046, Total iter time: 6.0370 [2020-11-05 17:42:56,421][root][INFO] - ===> Epoch[96](2481/26): Loss 0.8516, Sem 0.6763, dir -0.2417, norm 0.4170, swav 0.0000 LR: 7.737e-02 Score 78.555 Data time: 0.2016, Forward time: 2.2717, Backward time: 3.1170, DDP time: 0.0046, Total iter time: 5.2376 [2020-11-05 17:43:03,529][root][INFO] - ===> Epoch[96](2482/26): Loss 0.8829, Sem 0.5985, dir -0.1991, norm 0.4836, swav 0.0000 LR: 7.736e-02 Score 81.337 Data time: 0.1517, Forward time: 2.2714, Backward time: 3.1178, DDP time: 0.0046, Total iter time: 6.9863 [2020-11-05 17:43:10,110][root][INFO] - ===> Epoch[96](2483/26): Loss 0.7973, Sem 0.6264, dir -0.2432, norm 0.4141, swav 0.0000 LR: 7.735e-02 Score 80.772 Data time: 0.2467, Forward time: 2.2716, Backward time: 3.1179, DDP time: 0.0046, Total iter time: 6.4774 [2020-11-05 17:43:16,016][root][INFO] - ===> Epoch[96](2484/26): Loss 0.8466, Sem 0.5745, dir -0.2228, norm 0.4949, swav 0.0000 LR: 7.734e-02 Score 81.478 Data time: 0.2291, Forward time: 2.2716, Backward time: 3.1180, DDP time: 0.0046, Total iter time: 5.7555 [2020-11-05 17:43:21,640][root][INFO] - ===> Epoch[96](2485/26): Loss 0.9254, Sem 0.5846, dir -0.2126, norm 0.5534, swav 0.0000 LR: 7.733e-02 Score 80.889 Data time: 0.2193, Forward time: 2.2715, Backward time: 3.1180, DDP time: 0.0046, Total iter time: 5.5013 [2020-11-05 17:43:26,445][root][INFO] - ===> Epoch[96](2486/26): Loss 0.8729, Sem 0.6667, dir -0.2930, norm 0.4992, swav 0.0000 LR: 7.732e-02 Score 80.076 Data time: 0.2125, Forward time: 2.2716, Backward time: 3.1176, DDP time: 0.0046, Total iter time: 4.7105 [2020-11-05 17:43:31,753][root][INFO] - ===> Epoch[96](2487/26): Loss 0.9168, Sem 0.6366, dir -0.2208, norm 0.5010, swav 0.0000 LR: 7.731e-02 Score 80.952 Data time: 0.2161, Forward time: 2.2717, Backward time: 3.1173, DDP time: 0.0046, Total iter time: 5.1956 [2020-11-05 17:43:38,801][root][INFO] - ===> Epoch[96](2488/26): Loss 0.7744, Sem 0.5504, dir -0.2719, norm 0.4958, swav 0.0000 LR: 7.730e-02 Score 82.739 Data time: 0.1858, Forward time: 2.2717, Backward time: 3.1178, DDP time: 0.0046, Total iter time: 6.9089 [2020-11-05 17:43:43,880][root][INFO] - ===> Epoch[96](2489/26): Loss 0.6100, Sem 0.4288, dir -0.2953, norm 0.4765, swav 0.0000 LR: 7.729e-02 Score 87.004 Data time: 0.2093, Forward time: 2.2716, Backward time: 3.1176, DDP time: 0.0046, Total iter time: 4.9558 [2020-11-05 17:43:49,025][root][INFO] - ===> Epoch[96](2490/26): Loss 0.7900, Sem 0.5569, dir -0.2738, norm 0.5069, swav 0.0000 LR: 7.728e-02 Score 82.413 Data time: 0.1928, Forward time: 2.2715, Backward time: 3.1174, DDP time: 0.0046, Total iter time: 5.0134 [2020-11-05 17:43:55,687][root][INFO] - ===> Epoch[96](2491/26): Loss 0.8029, Sem 0.6134, dir -0.2900, norm 0.4795, swav 0.0000 LR: 7.727e-02 Score 81.222 Data time: 0.2058, Forward time: 2.2715, Backward time: 3.1178, DDP time: 0.0046, Total iter time: 6.5454 [2020-11-05 17:44:01,142][root][INFO] - ===> Epoch[96](2492/26): Loss 0.7745, Sem 0.6147, dir -0.2752, norm 0.4351, swav 0.0000 LR: 7.727e-02 Score 82.220 Data time: 0.2017, Forward time: 2.2714, Backward time: 3.1177, DDP time: 0.0046, Total iter time: 5.3384 [2020-11-05 17:44:07,874][root][INFO] - ===> Epoch[96](2493/26): Loss 0.7017, Sem 0.5097, dir -0.2476, norm 0.4396, swav 0.0000 LR: 7.726e-02 Score 83.995 Data time: 0.1573, Forward time: 2.2712, Backward time: 3.1183, DDP time: 0.0046, Total iter time: 6.6043 [2020-11-05 17:44:12,873][root][INFO] - ===> Epoch[96](2494/26): Loss 0.9341, Sem 0.6693, dir -0.2537, norm 0.5185, swav 0.0000 LR: 7.725e-02 Score 77.054 Data time: 0.2089, Forward time: 2.2712, Backward time: 3.1180, DDP time: 0.0046, Total iter time: 4.8953 [2020-11-05 17:44:18,251][root][INFO] - ===> Epoch[96](2495/26): Loss 0.8200, Sem 0.6046, dir -0.2464, norm 0.4618, swav 0.0000 LR: 7.724e-02 Score 81.538 Data time: 0.2250, Forward time: 2.2713, Backward time: 3.1178, DDP time: 0.0046, Total iter time: 5.2554 [2020-11-05 17:44:23,554][root][INFO] - ===> Epoch[96](2496/26): Loss 0.9211, Sem 0.6230, dir -0.1988, norm 0.4968, swav 0.0000 LR: 7.723e-02 Score 82.788 Data time: 0.1814, Forward time: 2.2712, Backward time: 3.1177, DDP time: 0.0046, Total iter time: 5.1720 [2020-11-05 17:44:29,218][root][INFO] - ===> Epoch[97](2497/26): Loss 0.7605, Sem 0.5629, dir -0.2419, norm 0.4395, swav 0.0000 LR: 7.722e-02 Score 82.310 Data time: 0.1427, Forward time: 2.2709, Backward time: 3.1179, DDP time: 0.0046, Total iter time: 5.5540 [2020-11-05 17:44:35,188][root][INFO] - ===> Epoch[97](2498/26): Loss 0.7151, Sem 0.5447, dir -0.2295, norm 0.3999, swav 0.0000 LR: 7.721e-02 Score 81.917 Data time: 0.2457, Forward time: 2.2711, Backward time: 3.1179, DDP time: 0.0046, Total iter time: 5.9073 [2020-11-05 17:44:40,729][root][INFO] - ===> Epoch[97](2499/26): Loss 0.8013, Sem 0.5958, dir -0.2469, norm 0.4524, swav 0.0000 LR: 7.720e-02 Score 79.848 Data time: 0.2582, Forward time: 2.2713, Backward time: 3.1176, DDP time: 0.0046, Total iter time: 5.4284 [2020-11-05 17:44:46,271][root][INFO] - ===> Epoch[97](2500/26): Loss 0.7419, Sem 0.5323, dir -0.2603, norm 0.4699, swav 0.0000 LR: 7.719e-02 Score 83.968 Data time: 0.1906, Forward time: 2.2712, Backward time: 3.1176, DDP time: 0.0046, Total iter time: 5.4166 [2020-11-05 17:44:46,902][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-11-05 17:44:47,196][root][INFO] - ===> Start testing [2020-11-05 17:46:17,373][root][INFO] - 101/312: Data time: 0.0522, Iter time: 0.4409 Loss 0.544 (AVG: 0.757) Score 81.014 (AVG: 77.128) mIOU 45.998 mAP 61.053 mAcc 60.258 IOU: 69.287 95.604 36.521 46.320 80.341 62.343 54.875 32.945 37.246 47.341 0.000 14.863 29.692 41.382 28.995 37.633 82.402 35.429 63.366 23.372 mAP: 73.360 96.871 52.131 58.063 78.160 80.294 61.944 50.258 46.481 60.816 12.021 39.339 44.955 71.479 47.630 74.462 93.176 52.862 81.975 44.793 mAcc: 82.931 97.801 60.350 59.899 93.907 72.875 65.048 59.550 50.819 51.478 0.000 16.160 60.386 81.567 46.146 81.822 85.140 37.517 74.784 26.974 [2020-11-05 17:47:38,216][root][INFO] - 201/312: Data time: 0.0081, Iter time: 0.2123 Loss 0.739 (AVG: 0.763) Score 80.400 (AVG: 77.457) mIOU 45.901 mAP 59.159 mAcc 58.555 IOU: 69.147 95.652 36.893 59.148 79.361 63.894 57.332 32.413 35.529 52.584 0.000 13.793 31.380 37.656 28.083 24.398 76.184 34.935 65.536 24.099 mAP: 73.791 96.687 49.592 65.099 79.961 76.172 62.674 48.378 45.766 59.023 10.712 37.996 48.393 69.386 41.914 64.852 89.727 52.936 67.946 42.176 mAcc: 82.307 98.058 58.113 71.044 91.010 79.148 67.204 60.254 50.356 57.089 0.000 14.808 57.059 81.877 44.718 39.510 79.066 37.493 73.378 28.601 [2020-11-05 17:49:00,299][root][INFO] - 301/312: Data time: 0.0068, Iter time: 0.5609 Loss 0.546 (AVG: 0.752) Score 82.143 (AVG: 77.870) mIOU 46.268 mAP 59.931 mAcc 59.123 IOU: 69.771 95.615 36.185 58.753 78.679 66.175 57.622 31.404 37.934 50.273 0.000 13.965 32.266 36.236 26.147 28.473 77.373 35.035 69.110 24.345 mAP: 75.151 96.822 48.030 63.187 81.495 77.867 63.664 47.822 45.490 57.009 10.217 37.873 51.641 71.563 39.408 68.446 90.158 56.628 74.386 41.772 mAcc: 82.286 98.138 55.195 69.867 90.873 81.983 66.902 57.631 54.880 54.391 0.000 15.010 57.296 80.091 41.248 50.525 81.384 37.911 76.919 29.921 [2020-11-05 17:49:09,772][root][INFO] - 312/312: Data time: 0.0034, Iter time: 0.2874 Loss 1.274 (AVG: 0.755) Score 73.676 (AVG: 77.778) mIOU 46.240 mAP 59.900 mAcc 59.164 IOU: 69.723 95.573 36.640 58.942 78.756 65.783 57.639 31.331 36.689 49.948 0.000 13.844 32.326 36.613 25.951 28.764 77.214 35.572 68.696 24.791 mAP: 74.778 96.851 48.636 63.556 81.192 77.728 62.695 47.332 44.760 57.713 10.183 37.431 51.660 70.965 39.612 68.631 90.350 57.261 74.386 42.273 mAcc: 82.267 98.124 55.821 70.236 90.951 82.007 66.853 57.567 52.539 54.073 0.000 14.853 57.483 80.853 41.153 51.089 81.668 38.433 76.919 30.398 [2020-11-05 17:49:09,773][root][INFO] - Finished test. Elapsed time: 262.5754 [2020-11-05 17:49:25,232][root][INFO] - [2020-11-05 17:49:25,234][root][INFO] - ################################################################ [2020-11-05 17:49:25,234][root][INFO] - what : AP AP_50% AP_25% [2020-11-05 17:49:25,234][root][INFO] - ################################################################ [2020-11-05 17:49:25,234][root][INFO] - cabinet : 0.022 0.080 0.287 [2020-11-05 17:49:25,234][root][INFO] - bed : 0.025 0.106 0.275 [2020-11-05 17:49:25,234][root][INFO] - chair : 0.276 0.486 0.635 [2020-11-05 17:49:25,234][root][INFO] - sofa : 0.037 0.132 0.358 [2020-11-05 17:49:25,234][root][INFO] - table : 0.008 0.024 0.099 [2020-11-05 17:49:25,234][root][INFO] - door : 0.024 0.086 0.301 [2020-11-05 17:49:25,234][root][INFO] - window : 0.008 0.034 0.196 [2020-11-05 17:49:25,234][root][INFO] - bookshelf : 0.001 0.004 0.162 [2020-11-05 17:49:25,234][root][INFO] - picture : 0.000 0.000 0.000 [2020-11-05 17:49:25,234][root][INFO] - counter : 0.000 0.000 0.002 [2020-11-05 17:49:25,234][root][INFO] - desk : 0.000 0.001 0.097 [2020-11-05 17:49:25,234][root][INFO] - curtain : 0.072 0.185 0.305 [2020-11-05 17:49:25,234][root][INFO] - refrigerator : 0.009 0.029 0.126 [2020-11-05 17:49:25,235][root][INFO] - shower curtain : 0.211 0.459 0.569 [2020-11-05 17:49:25,235][root][INFO] - toilet : 0.313 0.590 0.817 [2020-11-05 17:49:25,235][root][INFO] - sink : 0.028 0.093 0.362 [2020-11-05 17:49:25,235][root][INFO] - bathtub : 0.000 0.001 0.090 [2020-11-05 17:49:25,235][root][INFO] - otherfurniture : 0.076 0.157 0.336 [2020-11-05 17:49:25,235][root][INFO] - ---------------------------------------------------------------- [2020-11-05 17:49:25,235][root][INFO] - average : 0.062 0.137 0.279 [2020-11-05 17:49:25,235][root][INFO] - [2020-11-05 17:49:25,604][root][INFO] - Summary name validation/mAP@0.5 is illegal; using validation/mAP_0.5 instead. [2020-11-05 17:49:26,227][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34Cbest_val.pth [2020-11-05 17:49:26,485][root][INFO] - Current best mIoU: 46.240 at iter 2500 [2020-11-05 17:49:31,710][root][INFO] - ===> Epoch[97](2501/26): Loss 0.9888, Sem 0.6585, dir -0.1781, norm 0.5083, swav 0.0000 LR: 7.718e-02 Score 78.813 Data time: 0.2340, Forward time: 2.2713, Backward time: 3.1173, DDP time: 0.0046, Total iter time: 5.2182 [2020-11-05 17:49:39,351][root][INFO] - ===> Epoch[97](2502/26): Loss 0.7548, Sem 0.5588, dir -0.2411, norm 0.4370, swav 0.0000 LR: 7.717e-02 Score 83.169 Data time: 0.3970, Forward time: 2.2719, Backward time: 3.1174, DDP time: 0.0046, Total iter time: 7.4960 [2020-11-05 17:49:44,298][root][INFO] - ===> Epoch[97](2503/26): Loss 0.8849, Sem 0.5985, dir -0.2093, norm 0.4957, swav 0.0000 LR: 7.716e-02 Score 81.968 Data time: 0.1673, Forward time: 2.2718, Backward time: 3.1171, DDP time: 0.0046, Total iter time: 4.8081 [2020-11-05 17:49:50,919][root][INFO] - ===> Epoch[97](2504/26): Loss 0.8639, Sem 0.5442, dir -0.1818, norm 0.5015, swav 0.0000 LR: 7.715e-02 Score 81.559 Data time: 0.1667, Forward time: 2.2716, Backward time: 3.1177, DDP time: 0.0046, Total iter time: 6.5053 [2020-11-05 17:49:56,746][root][INFO] - ===> Epoch[97](2505/26): Loss 0.8863, Sem 0.6075, dir -0.2084, norm 0.4873, swav 0.0000 LR: 7.714e-02 Score 81.274 Data time: 0.2242, Forward time: 2.2716, Backward time: 3.1176, DDP time: 0.0046, Total iter time: 5.7240 [2020-11-05 17:50:02,856][root][INFO] - ===> Epoch[97](2506/26): Loss 0.9411, Sem 0.6147, dir -0.2474, norm 0.5738, swav 0.0000 LR: 7.714e-02 Score 80.172 Data time: 0.2080, Forward time: 2.2716, Backward time: 3.1178, DDP time: 0.0046, Total iter time: 5.9701 [2020-11-05 17:50:09,013][root][INFO] - ===> Epoch[97](2507/26): Loss 0.9836, Sem 0.6667, dir -0.2401, norm 0.5570, swav 0.0000 LR: 7.713e-02 Score 77.362 Data time: 0.2421, Forward time: 2.2717, Backward time: 3.1178, DDP time: 0.0046, Total iter time: 6.0309 [2020-11-05 17:50:14,977][root][INFO] - ===> Epoch[97](2508/26): Loss 0.7966, Sem 0.5192, dir -0.2326, norm 0.5100, swav 0.0000 LR: 7.712e-02 Score 83.993 Data time: 0.2548, Forward time: 2.2719, Backward time: 3.1176, DDP time: 0.0046, Total iter time: 5.8087 [2020-11-05 17:50:20,289][root][INFO] - ===> Epoch[97](2509/26): Loss 0.8961, Sem 0.6806, dir -0.2909, norm 0.5064, swav 0.0000 LR: 7.711e-02 Score 79.547 Data time: 0.1768, Forward time: 2.2718, Backward time: 3.1176, DDP time: 0.0046, Total iter time: 5.1658 [2020-11-05 17:50:25,433][root][INFO] - ===> Epoch[97](2510/26): Loss 0.7556, Sem 0.5475, dir -0.3115, norm 0.5196, swav 0.0000 LR: 7.710e-02 Score 83.156 Data time: 0.2850, Forward time: 2.2719, Backward time: 3.1172, DDP time: 0.0046, Total iter time: 5.0350 [2020-11-05 17:50:30,626][root][INFO] - ===> Epoch[97](2511/26): Loss 0.7864, Sem 0.5545, dir -0.2408, norm 0.4727, swav 0.0000 LR: 7.709e-02 Score 81.927 Data time: 0.1446, Forward time: 2.2716, Backward time: 3.1172, DDP time: 0.0046, Total iter time: 5.0806 [2020-11-05 17:50:35,738][root][INFO] - ===> Epoch[97](2512/26): Loss 0.8551, Sem 0.5624, dir -0.2646, norm 0.5574, swav 0.0000 LR: 7.708e-02 Score 85.108 Data time: 0.2005, Forward time: 2.2716, Backward time: 3.1170, DDP time: 0.0046, Total iter time: 5.0182 [2020-11-05 17:50:41,892][root][INFO] - ===> Epoch[97](2513/26): Loss 0.8431, Sem 0.6690, dir -0.3309, norm 0.5050, swav 0.0000 LR: 7.707e-02 Score 80.722 Data time: 0.2228, Forward time: 2.2716, Backward time: 3.1172, DDP time: 0.0046, Total iter time: 6.0292 [2020-11-05 17:50:47,857][root][INFO] - ===> Epoch[97](2514/26): Loss 0.8768, Sem 0.5994, dir -0.2118, norm 0.4892, swav 0.0000 LR: 7.706e-02 Score 81.978 Data time: 0.3194, Forward time: 2.2718, Backward time: 3.1169, DDP time: 0.0046, Total iter time: 5.8420 [2020-11-05 17:50:54,189][root][INFO] - ===> Epoch[97](2515/26): Loss 0.8663, Sem 0.5460, dir -0.1735, norm 0.4937, swav 0.0000 LR: 7.705e-02 Score 82.868 Data time: 0.2150, Forward time: 2.2718, Backward time: 3.1171, DDP time: 0.0046, Total iter time: 6.2067 [2020-11-05 17:50:59,927][root][INFO] - ===> Epoch[97](2516/26): Loss 0.8709, Sem 0.6409, dir -0.2204, norm 0.4504, swav 0.0000 LR: 7.704e-02 Score 80.826 Data time: 0.2608, Forward time: 2.2721, Backward time: 3.1168, DDP time: 0.0046, Total iter time: 5.6171 [2020-11-05 17:51:06,255][root][INFO] - ===> Epoch[97](2517/26): Loss 0.6897, Sem 0.4924, dir -0.2458, norm 0.4430, swav 0.0000 LR: 7.703e-02 Score 84.374 Data time: 0.1727, Forward time: 2.2720, Backward time: 3.1172, DDP time: 0.0046, Total iter time: 6.2127 [2020-11-05 17:51:12,031][root][INFO] - ===> Epoch[97](2518/26): Loss 0.8721, Sem 0.6534, dir -0.2509, norm 0.4696, swav 0.0000 LR: 7.702e-02 Score 79.949 Data time: 0.2102, Forward time: 2.2720, Backward time: 3.1172, DDP time: 0.0046, Total iter time: 5.6844 [2020-11-05 17:51:17,358][root][INFO] - ===> Epoch[97](2519/26): Loss 0.7942, Sem 0.6287, dir -0.2579, norm 0.4233, swav 0.0000 LR: 7.702e-02 Score 79.701 Data time: 0.1811, Forward time: 2.2718, Backward time: 3.1172, DDP time: 0.0046, Total iter time: 5.2181 [2020-11-05 17:51:22,332][root][INFO] - ===> Epoch[97](2520/26): Loss 0.6640, Sem 0.4695, dir -0.2347, norm 0.4292, swav 0.0000 LR: 7.701e-02 Score 84.872 Data time: 0.1242, Forward time: 2.2715, Backward time: 3.1172, DDP time: 0.0046, Total iter time: 4.8698 [2020-11-05 17:51:27,858][root][INFO] - ===> Epoch[97](2521/26): Loss 0.7834, Sem 0.5919, dir -0.2361, norm 0.4277, swav 0.0000 LR: 7.700e-02 Score 81.909 Data time: 0.1962, Forward time: 2.2714, Backward time: 3.1172, DDP time: 0.0046, Total iter time: 5.4548 [2020-11-05 17:51:32,812][root][INFO] - ===> Epoch[97](2522/26): Loss 0.8710, Sem 0.6402, dir -0.2249, norm 0.4557, swav 0.0000 LR: 7.699e-02 Score 78.965 Data time: 0.1545, Forward time: 2.2712, Backward time: 3.1171, DDP time: 0.0046, Total iter time: 4.8527 [2020-11-05 17:51:38,573][root][INFO] - ===> Epoch[98](2523/26): Loss 0.9443, Sem 0.6295, dir -0.2325, norm 0.5474, swav 0.0000 LR: 7.698e-02 Score 80.861 Data time: 0.1979, Forward time: 2.2712, Backward time: 3.1171, DDP time: 0.0046, Total iter time: 5.6660 [2020-11-05 17:51:45,203][root][INFO] - ===> Epoch[98](2524/26): Loss 0.9159, Sem 0.6892, dir -0.2479, norm 0.4746, swav 0.0000 LR: 7.697e-02 Score 78.471 Data time: 0.3027, Forward time: 2.2715, Backward time: 3.1171, DDP time: 0.0046, Total iter time: 6.5207 [2020-11-05 17:51:51,416][root][INFO] - ===> Epoch[98](2525/26): Loss 1.0057, Sem 0.6250, dir -0.1960, norm 0.5767, swav 0.0000 LR: 7.696e-02 Score 80.990 Data time: 0.1943, Forward time: 2.2715, Backward time: 3.1172, DDP time: 0.0046, Total iter time: 6.0661 [2020-11-05 17:51:55,976][root][INFO] - ===> Epoch[98](2526/26): Loss 0.7508, Sem 0.5498, dir -0.2609, norm 0.4620, swav 0.0000 LR: 7.695e-02 Score 82.876 Data time: 0.1748, Forward time: 2.2714, Backward time: 3.1169, DDP time: 0.0046, Total iter time: 4.4356 [2020-11-05 17:52:01,060][root][INFO] - ===> Epoch[98](2527/26): Loss 0.9037, Sem 0.6632, dir -0.2680, norm 0.5085, swav 0.0000 LR: 7.694e-02 Score 78.720 Data time: 0.1897, Forward time: 2.2713, Backward time: 3.1167, DDP time: 0.0046, Total iter time: 4.9895 [2020-11-05 17:52:07,120][root][INFO] - ===> Epoch[98](2528/26): Loss 0.9089, Sem 0.6260, dir -0.2342, norm 0.5171, swav 0.0000 LR: 7.693e-02 Score 80.570 Data time: 0.2139, Forward time: 2.2713, Backward time: 3.1168, DDP time: 0.0046, Total iter time: 5.9463 [2020-11-05 17:52:12,249][root][INFO] - ===> Epoch[98](2529/26): Loss 0.8491, Sem 0.6066, dir -0.2386, norm 0.4811, swav 0.0000 LR: 7.692e-02 Score 80.934 Data time: 0.2276, Forward time: 2.2713, Backward time: 3.1166, DDP time: 0.0046, Total iter time: 5.0062 [2020-11-05 17:52:18,457][root][INFO] - ===> Epoch[98](2530/26): Loss 0.8128, Sem 0.5920, dir -0.2471, norm 0.4679, swav 0.0000 LR: 7.691e-02 Score 80.645 Data time: 0.2838, Forward time: 2.2716, Backward time: 3.1164, DDP time: 0.0046, Total iter time: 6.0825 [2020-11-05 17:52:23,589][root][INFO] - ===> Epoch[98](2531/26): Loss 0.7315, Sem 0.4774, dir -0.2293, norm 0.4834, swav 0.0000 LR: 7.690e-02 Score 84.600 Data time: 0.1789, Forward time: 2.2714, Backward time: 3.1163, DDP time: 0.0046, Total iter time: 4.9841 [2020-11-05 17:52:30,499][root][INFO] - ===> Epoch[98](2532/26): Loss 0.8036, Sem 0.6080, dir -0.2399, norm 0.4355, swav 0.0000 LR: 7.689e-02 Score 80.607 Data time: 0.3076, Forward time: 2.2718, Backward time: 3.1164, DDP time: 0.0046, Total iter time: 6.8189 [2020-11-05 17:52:36,857][root][INFO] - ===> Epoch[98](2533/26): Loss 0.7758, Sem 0.5574, dir -0.2317, norm 0.4501, swav 0.0000 LR: 7.689e-02 Score 80.967 Data time: 0.2882, Forward time: 2.2722, Backward time: 3.1162, DDP time: 0.0046, Total iter time: 6.2360 [2020-11-05 17:52:43,176][root][INFO] - ===> Epoch[98](2534/26): Loss 0.8739, Sem 0.6102, dir -0.2748, norm 0.5385, swav 0.0000 LR: 7.688e-02 Score 81.185 Data time: 0.1865, Forward time: 2.2721, Backward time: 3.1165, DDP time: 0.0046, Total iter time: 6.1841 [2020-11-05 17:52:48,509][root][INFO] - ===> Epoch[98](2535/26): Loss 0.7778, Sem 0.5969, dir -0.2846, norm 0.4655, swav 0.0000 LR: 7.687e-02 Score 80.008 Data time: 0.2126, Forward time: 2.2720, Backward time: 3.1164, DDP time: 0.0046, Total iter time: 5.2079 [2020-11-05 17:52:53,712][root][INFO] - ===> Epoch[98](2536/26): Loss 0.7990, Sem 0.5092, dir -0.2504, norm 0.5402, swav 0.0000 LR: 7.686e-02 Score 84.439 Data time: 0.2355, Forward time: 2.2721, Backward time: 3.1161, DDP time: 0.0046, Total iter time: 5.0789 [2020-11-05 17:52:58,589][root][INFO] - ===> Epoch[98](2537/26): Loss 0.8157, Sem 0.5930, dir -0.2360, norm 0.4587, swav 0.0000 LR: 7.685e-02 Score 82.636 Data time: 0.1986, Forward time: 2.2719, Backward time: 3.1160, DDP time: 0.0046, Total iter time: 4.7483 [2020-11-05 17:53:04,149][root][INFO] - ===> Epoch[98](2538/26): Loss 0.8630, Sem 0.5775, dir -0.2449, norm 0.5305, swav 0.0000 LR: 7.684e-02 Score 80.647 Data time: 0.2621, Forward time: 2.2721, Backward time: 3.1157, DDP time: 0.0046, Total iter time: 5.4690 [2020-11-05 17:53:09,264][root][INFO] - ===> Epoch[98](2539/26): Loss 0.8671, Sem 0.6115, dir -0.2316, norm 0.4872, swav 0.0000 LR: 7.683e-02 Score 81.723 Data time: 0.1920, Forward time: 2.2720, Backward time: 3.1155, DDP time: 0.0046, Total iter time: 4.9888 [2020-11-05 17:53:15,320][root][INFO] - ===> Epoch[98](2540/26): Loss 0.8185, Sem 0.5740, dir -0.2100, norm 0.4545, swav 0.0000 LR: 7.682e-02 Score 81.093 Data time: 0.2693, Forward time: 2.2723, Backward time: 3.1153, DDP time: 0.0046, Total iter time: 5.9465 [2020-11-05 17:53:21,260][root][INFO] - ===> Epoch[98](2541/26): Loss 0.8815, Sem 0.5941, dir -0.2489, norm 0.5363, swav 0.0000 LR: 7.681e-02 Score 80.956 Data time: 0.2474, Forward time: 2.2724, Backward time: 3.1152, DDP time: 0.0046, Total iter time: 5.8033 [2020-11-05 17:53:26,693][root][INFO] - ===> Epoch[98](2542/26): Loss 0.7871, Sem 0.5654, dir -0.2323, norm 0.4539, swav 0.0000 LR: 7.680e-02 Score 83.486 Data time: 0.2280, Forward time: 2.2724, Backward time: 3.1150, DDP time: 0.0046, Total iter time: 5.3129 [2020-11-05 17:53:32,251][root][INFO] - ===> Epoch[98](2543/26): Loss 0.8386, Sem 0.5708, dir -0.2392, norm 0.5070, swav 0.0000 LR: 7.679e-02 Score 81.122 Data time: 0.2487, Forward time: 2.2726, Backward time: 3.1147, DDP time: 0.0046, Total iter time: 5.4460 [2020-11-05 17:53:38,135][root][INFO] - ===> Epoch[98](2544/26): Loss 0.9183, Sem 0.5933, dir -0.2140, norm 0.5391, swav 0.0000 LR: 7.678e-02 Score 82.246 Data time: 0.1882, Forward time: 2.2726, Backward time: 3.1148, DDP time: 0.0046, Total iter time: 5.7506 [2020-11-05 17:53:43,126][root][INFO] - ===> Epoch[98](2545/26): Loss 0.7704, Sem 0.5833, dir -0.2681, norm 0.4552, swav 0.0000 LR: 7.677e-02 Score 81.799 Data time: 0.1977, Forward time: 2.2725, Backward time: 3.1146, DDP time: 0.0046, Total iter time: 4.8985 [2020-11-05 17:53:48,307][root][INFO] - ===> Epoch[98](2546/26): Loss 0.8223, Sem 0.5810, dir -0.2164, norm 0.4577, swav 0.0000 LR: 7.677e-02 Score 81.236 Data time: 0.2203, Forward time: 2.2726, Backward time: 3.1143, DDP time: 0.0046, Total iter time: 5.0870 [2020-11-05 17:53:54,284][root][INFO] - ===> Epoch[98](2547/26): Loss 0.8233, Sem 0.5652, dir -0.2526, norm 0.5107, swav 0.0000 LR: 7.676e-02 Score 84.622 Data time: 0.1389, Forward time: 2.2723, Backward time: 3.1146, DDP time: 0.0046, Total iter time: 5.8627 [2020-11-05 17:54:00,042][root][INFO] - ===> Epoch[98](2548/26): Loss 0.8197, Sem 0.5566, dir -0.2403, norm 0.5034, swav 0.0000 LR: 7.675e-02 Score 82.462 Data time: 0.2493, Forward time: 2.2724, Backward time: 3.1145, DDP time: 0.0046, Total iter time: 5.6884 [2020-11-05 17:54:06,223][root][INFO] - ===> Epoch[99](2549/26): Loss 0.8002, Sem 0.5720, dir -0.2306, norm 0.4588, swav 0.0000 LR: 7.674e-02 Score 84.133 Data time: 0.2973, Forward time: 2.2727, Backward time: 3.1144, DDP time: 0.0046, Total iter time: 6.0725 [2020-11-05 17:54:11,717][root][INFO] - ===> Epoch[99](2550/26): Loss 0.7613, Sem 0.5730, dir -0.2817, norm 0.4700, swav 0.0000 LR: 7.673e-02 Score 82.729 Data time: 0.2223, Forward time: 2.2729, Backward time: 3.1141, DDP time: 0.0046, Total iter time: 5.3535 [2020-11-05 17:54:18,052][root][INFO] - ===> Epoch[99](2551/26): Loss 0.6873, Sem 0.4737, dir -0.2191, norm 0.4327, swav 0.0000 LR: 7.672e-02 Score 84.892 Data time: 0.1101, Forward time: 2.2725, Backward time: 3.1148, DDP time: 0.0046, Total iter time: 6.2153 [2020-11-05 17:54:22,987][root][INFO] - ===> Epoch[99](2552/26): Loss 0.7987, Sem 0.5572, dir -0.2622, norm 0.5038, swav 0.0000 LR: 7.671e-02 Score 83.892 Data time: 0.2064, Forward time: 2.2724, Backward time: 3.1146, DDP time: 0.0046, Total iter time: 4.8876 [2020-11-05 17:54:28,595][root][INFO] - ===> Epoch[99](2553/26): Loss 0.7468, Sem 0.5665, dir -0.2907, norm 0.4710, swav 0.0000 LR: 7.670e-02 Score 81.167 Data time: 0.2248, Forward time: 2.2725, Backward time: 3.1145, DDP time: 0.0046, Total iter time: 5.5149 [2020-11-05 17:54:34,592][root][INFO] - ===> Epoch[99](2554/26): Loss 0.7415, Sem 0.4930, dir -0.2657, norm 0.5143, swav 0.0000 LR: 7.669e-02 Score 84.179 Data time: 0.2187, Forward time: 2.2725, Backward time: 3.1145, DDP time: 0.0046, Total iter time: 5.8702 [2020-11-05 17:54:40,183][root][INFO] - ===> Epoch[99](2555/26): Loss 0.7380, Sem 0.5528, dir -0.2844, norm 0.4696, swav 0.0000 LR: 7.668e-02 Score 83.514 Data time: 0.2661, Forward time: 2.2727, Backward time: 3.1142, DDP time: 0.0046, Total iter time: 5.4835 [2020-11-05 17:54:46,172][root][INFO] - ===> Epoch[99](2556/26): Loss 0.7697, Sem 0.5810, dir -0.3051, norm 0.4937, swav 0.0000 LR: 7.667e-02 Score 81.222 Data time: 0.1875, Forward time: 2.2727, Backward time: 3.1143, DDP time: 0.0046, Total iter time: 5.8713 [2020-11-05 17:54:51,258][root][INFO] - ===> Epoch[99](2557/26): Loss 0.8494, Sem 0.5803, dir -0.2003, norm 0.4694, swav 0.0000 LR: 7.666e-02 Score 83.135 Data time: 0.1596, Forward time: 2.2725, Backward time: 3.1143, DDP time: 0.0046, Total iter time: 4.9754 [2020-11-05 17:54:56,749][root][INFO] - ===> Epoch[99](2558/26): Loss 0.7448, Sem 0.5619, dir -0.2850, norm 0.4679, swav 0.0000 LR: 7.665e-02 Score 84.062 Data time: 0.2043, Forward time: 2.2724, Backward time: 3.1143, DDP time: 0.0046, Total iter time: 5.3989 [2020-11-05 17:55:03,816][root][INFO] - ===> Epoch[99](2559/26): Loss 0.7157, Sem 0.5283, dir -0.2393, norm 0.4267, swav 0.0000 LR: 7.664e-02 Score 83.468 Data time: 0.3724, Forward time: 2.2728, Backward time: 3.1143, DDP time: 0.0046, Total iter time: 6.9437 [2020-11-05 17:55:08,362][root][INFO] - ===> Epoch[99](2560/26): Loss 0.7246, Sem 0.5235, dir -0.2747, norm 0.4758, swav 0.0000 LR: 7.664e-02 Score 83.753 Data time: 0.1489, Forward time: 2.2727, Backward time: 3.1140, DDP time: 0.0046, Total iter time: 4.4137 [2020-11-05 17:55:14,645][root][INFO] - ===> Epoch[99](2561/26): Loss 0.7575, Sem 0.5980, dir -0.2651, norm 0.4246, swav 0.0000 LR: 7.663e-02 Score 80.739 Data time: 0.2025, Forward time: 2.2726, Backward time: 3.1142, DDP time: 0.0046, Total iter time: 6.1801 [2020-11-05 17:55:19,060][root][INFO] - ===> Epoch[99](2562/26): Loss 0.9388, Sem 0.7065, dir -0.2266, norm 0.4589, swav 0.0000 LR: 7.662e-02 Score 78.918 Data time: 0.2002, Forward time: 2.2725, Backward time: 3.1138, DDP time: 0.0046, Total iter time: 4.3120 [2020-11-05 17:55:25,229][root][INFO] - ===> Epoch[99](2563/26): Loss 0.8025, Sem 0.5378, dir -0.2234, norm 0.4881, swav 0.0000 LR: 7.661e-02 Score 82.278 Data time: 0.2248, Forward time: 2.2725, Backward time: 3.1139, DDP time: 0.0046, Total iter time: 6.0735 [2020-11-05 17:55:30,236][root][INFO] - ===> Epoch[99](2564/26): Loss 0.8636, Sem 0.6692, dir -0.2592, norm 0.4536, swav 0.0000 LR: 7.660e-02 Score 79.166 Data time: 0.2221, Forward time: 2.2726, Backward time: 3.1136, DDP time: 0.0046, Total iter time: 4.8919 [2020-11-05 17:55:36,091][root][INFO] - ===> Epoch[99](2565/26): Loss 0.8338, Sem 0.6220, dir -0.2671, norm 0.4788, swav 0.0000 LR: 7.659e-02 Score 80.171 Data time: 0.2104, Forward time: 2.2725, Backward time: 3.1136, DDP time: 0.0046, Total iter time: 5.7252 [2020-11-05 17:55:41,989][root][INFO] - ===> Epoch[99](2566/26): Loss 0.7444, Sem 0.5416, dir -0.2758, norm 0.4787, swav 0.0000 LR: 7.658e-02 Score 82.429 Data time: 0.2460, Forward time: 2.2726, Backward time: 3.1136, DDP time: 0.0046, Total iter time: 5.8024 [2020-11-05 17:55:49,333][root][INFO] - ===> Epoch[99](2567/26): Loss 0.8296, Sem 0.6252, dir -0.2426, norm 0.4469, swav 0.0000 LR: 7.657e-02 Score 81.394 Data time: 0.2864, Forward time: 2.2729, Backward time: 3.1139, DDP time: 0.0046, Total iter time: 7.2282 [2020-11-05 17:55:55,151][root][INFO] - ===> Epoch[99](2568/26): Loss 0.8055, Sem 0.5303, dir -0.2301, norm 0.5053, swav 0.0000 LR: 7.656e-02 Score 83.115 Data time: 0.2817, Forward time: 2.2732, Backward time: 3.1136, DDP time: 0.0046, Total iter time: 5.6675 [2020-11-05 17:55:59,615][root][INFO] - ===> Epoch[99](2569/26): Loss 0.7558, Sem 0.5506, dir -0.2921, norm 0.4973, swav 0.0000 LR: 7.655e-02 Score 81.269 Data time: 0.1438, Forward time: 2.2729, Backward time: 3.1134, DDP time: 0.0046, Total iter time: 4.3465 [2020-11-05 17:56:04,134][root][INFO] - ===> Epoch[99](2570/26): Loss 0.7509, Sem 0.5420, dir -0.2536, norm 0.4625, swav 0.0000 LR: 7.654e-02 Score 82.692 Data time: 0.2166, Forward time: 2.2728, Backward time: 3.1130, DDP time: 0.0046, Total iter time: 4.4186 [2020-11-05 17:56:10,419][root][INFO] - ===> Epoch[99](2571/26): Loss 0.7820, Sem 0.5446, dir -0.2294, norm 0.4668, swav 0.0000 LR: 7.653e-02 Score 84.740 Data time: 0.2974, Forward time: 2.2732, Backward time: 3.1128, DDP time: 0.0046, Total iter time: 6.1804 [2020-11-05 17:56:16,289][root][INFO] - ===> Epoch[99](2572/26): Loss 0.7492, Sem 0.5565, dir -0.2748, norm 0.4675, swav 0.0000 LR: 7.652e-02 Score 82.063 Data time: 0.2832, Forward time: 2.2734, Backward time: 3.1127, DDP time: 0.0046, Total iter time: 5.7396 [2020-11-05 17:56:21,746][root][INFO] - ===> Epoch[99](2573/26): Loss 0.7545, Sem 0.6038, dir -0.2501, norm 0.4008, swav 0.0000 LR: 7.651e-02 Score 81.093 Data time: 0.2198, Forward time: 2.2734, Backward time: 3.1125, DDP time: 0.0046, Total iter time: 5.3147 [2020-11-05 17:56:27,785][root][INFO] - ===> Epoch[99](2574/26): Loss 0.9715, Sem 0.6789, dir -0.2790, norm 0.5717, swav 0.0000 LR: 7.651e-02 Score 80.673 Data time: 0.2334, Forward time: 2.2734, Backward time: 3.1126, DDP time: 0.0046, Total iter time: 5.9353 [2020-11-05 17:56:33,562][root][INFO] - ===> Epoch[100](2575/26): Loss 0.7196, Sem 0.4992, dir -0.2515, norm 0.4719, swav 0.0000 LR: 7.650e-02 Score 84.497 Data time: 0.1877, Forward time: 2.2734, Backward time: 3.1126, DDP time: 0.0046, Total iter time: 5.6599 [2020-11-05 17:56:38,434][root][INFO] - ===> Epoch[100](2576/26): Loss 0.7366, Sem 0.5556, dir -0.2507, norm 0.4317, swav 0.0000 LR: 7.649e-02 Score 82.685 Data time: 0.1909, Forward time: 2.2733, Backward time: 3.1124, DDP time: 0.0046, Total iter time: 4.7841 [2020-11-05 17:56:44,354][root][INFO] - ===> Epoch[100](2577/26): Loss 0.7248, Sem 0.5549, dir -0.2744, norm 0.4443, swav 0.0000 LR: 7.648e-02 Score 84.376 Data time: 0.2605, Forward time: 2.2735, Backward time: 3.1122, DDP time: 0.0046, Total iter time: 5.8360 [2020-11-05 17:56:49,746][root][INFO] - ===> Epoch[100](2578/26): Loss 0.5895, Sem 0.4403, dir -0.2934, norm 0.4426, swav 0.0000 LR: 7.647e-02 Score 87.051 Data time: 0.2539, Forward time: 2.2735, Backward time: 3.1120, DDP time: 0.0046, Total iter time: 5.2562 [2020-11-05 17:56:56,590][root][INFO] - ===> Epoch[100](2579/26): Loss 0.8432, Sem 0.6256, dir -0.2334, norm 0.4510, swav 0.0000 LR: 7.646e-02 Score 81.196 Data time: 0.2159, Forward time: 2.2736, Backward time: 3.1123, DDP time: 0.0046, Total iter time: 6.7396 [2020-11-05 17:57:02,309][root][INFO] - ===> Epoch[100](2580/26): Loss 0.7989, Sem 0.6781, dir -0.2918, norm 0.4126, swav 0.0000 LR: 7.645e-02 Score 79.755 Data time: 0.0945, Forward time: 2.2732, Backward time: 3.1128, DDP time: 0.0046, Total iter time: 5.6048 [2020-11-05 17:57:08,026][root][INFO] - ===> Epoch[100](2581/26): Loss 0.7700, Sem 0.5387, dir -0.2976, norm 0.5288, swav 0.0000 LR: 7.644e-02 Score 82.859 Data time: 0.1381, Forward time: 2.2728, Backward time: 3.1131, DDP time: 0.0046, Total iter time: 5.6608 [2020-11-05 17:57:13,168][root][INFO] - ===> Epoch[100](2582/26): Loss 0.6578, Sem 0.5064, dir -0.2886, norm 0.4400, swav 0.0000 LR: 7.643e-02 Score 83.794 Data time: 0.2759, Forward time: 2.2729, Backward time: 3.1128, DDP time: 0.0046, Total iter time: 5.1005 [2020-11-05 17:57:19,232][root][INFO] - ===> Epoch[100](2583/26): Loss 0.8965, Sem 0.6070, dir -0.2483, norm 0.5379, swav 0.0000 LR: 7.642e-02 Score 81.541 Data time: 0.2141, Forward time: 2.2730, Backward time: 3.1128, DDP time: 0.0046, Total iter time: 5.9520 [2020-11-05 17:57:24,843][root][INFO] - ===> Epoch[100](2584/26): Loss 0.7051, Sem 0.5688, dir -0.3129, norm 0.4492, swav 0.0000 LR: 7.641e-02 Score 82.509 Data time: 0.2074, Forward time: 2.2730, Backward time: 3.1128, DDP time: 0.0046, Total iter time: 5.4930 [2020-11-05 17:57:31,164][root][INFO] - ===> Epoch[100](2585/26): Loss 0.6867, Sem 0.5023, dir -0.2538, norm 0.4382, swav 0.0000 LR: 7.640e-02 Score 84.783 Data time: 0.2276, Forward time: 2.2730, Backward time: 3.1130, DDP time: 0.0046, Total iter time: 6.2095 [2020-11-05 17:57:38,668][root][INFO] - ===> Epoch[100](2586/26): Loss 0.8055, Sem 0.5425, dir -0.2774, norm 0.5404, swav 0.0000 LR: 7.639e-02 Score 82.770 Data time: 0.2761, Forward time: 2.2734, Backward time: 3.1133, DDP time: 0.0046, Total iter time: 7.3901 [2020-11-05 17:57:44,011][root][INFO] - ===> Epoch[100](2587/26): Loss 0.8503, Sem 0.5665, dir -0.2289, norm 0.5127, swav 0.0000 LR: 7.639e-02 Score 81.939 Data time: 0.2310, Forward time: 2.2735, Backward time: 3.1130, DDP time: 0.0046, Total iter time: 5.2011 [2020-11-05 17:57:49,070][root][INFO] - ===> Epoch[100](2588/26): Loss 0.6823, Sem 0.4880, dir -0.2283, norm 0.4227, swav 0.0000 LR: 7.638e-02 Score 85.092 Data time: 0.2667, Forward time: 2.2735, Backward time: 3.1126, DDP time: 0.0046, Total iter time: 4.9333 [2020-11-05 17:57:57,091][root][INFO] - ===> Epoch[100](2589/26): Loss 1.0249, Sem 0.6315, dir -0.2007, norm 0.5941, swav 0.0000 LR: 7.637e-02 Score 78.476 Data time: 0.3958, Forward time: 2.2742, Backward time: 3.1128, DDP time: 0.0046, Total iter time: 7.9049 [2020-11-05 17:58:02,305][root][INFO] - ===> Epoch[100](2590/26): Loss 0.8272, Sem 0.5752, dir -0.2803, norm 0.5323, swav 0.0000 LR: 7.636e-02 Score 81.009 Data time: 0.1916, Forward time: 2.2742, Backward time: 3.1125, DDP time: 0.0046, Total iter time: 5.0568 [2020-11-05 17:58:09,544][root][INFO] - ===> Epoch[100](2591/26): Loss 0.6832, Sem 0.5194, dir -0.3015, norm 0.4654, swav 0.0000 LR: 7.635e-02 Score 83.976 Data time: 0.2163, Forward time: 2.2742, Backward time: 3.1130, DDP time: 0.0046, Total iter time: 7.1194 [2020-11-05 17:58:15,067][root][INFO] - ===> Epoch[100](2592/26): Loss 0.8017, Sem 0.5519, dir -0.2136, norm 0.4634, swav 0.0000 LR: 7.634e-02 Score 83.210 Data time: 0.2178, Forward time: 2.2744, Backward time: 3.1128, DDP time: 0.0046, Total iter time: 5.4069 [2020-11-05 17:58:20,684][root][INFO] - ===> Epoch[100](2593/26): Loss 0.8959, Sem 0.6112, dir -0.2287, norm 0.5134, swav 0.0000 LR: 7.633e-02 Score 80.514 Data time: 0.2012, Forward time: 2.2743, Backward time: 3.1127, DDP time: 0.0046, Total iter time: 5.4720 [2020-11-05 17:58:27,506][root][INFO] - ===> Epoch[100](2594/26): Loss 0.7657, Sem 0.5700, dir -0.2416, norm 0.4373, swav 0.0000 LR: 7.632e-02 Score 82.012 Data time: 0.1729, Forward time: 2.2742, Backward time: 3.1132, DDP time: 0.0046, Total iter time: 6.6914 [2020-11-05 17:58:32,716][root][INFO] - ===> Epoch[100](2595/26): Loss 0.8447, Sem 0.6364, dir -0.2879, norm 0.4961, swav 0.0000 LR: 7.631e-02 Score 80.039 Data time: 0.1586, Forward time: 2.2740, Backward time: 3.1133, DDP time: 0.0046, Total iter time: 5.1156 [2020-11-05 17:58:38,291][root][INFO] - ===> Epoch[100](2596/26): Loss 0.7986, Sem 0.5707, dir -0.2640, norm 0.4919, swav 0.0000 LR: 7.630e-02 Score 82.068 Data time: 0.2144, Forward time: 2.2741, Backward time: 3.1131, DDP time: 0.0046, Total iter time: 5.4818 [2020-11-05 17:58:44,057][root][INFO] - ===> Epoch[100](2597/26): Loss 0.7527, Sem 0.5675, dir -0.2567, norm 0.4419, swav 0.0000 LR: 7.629e-02 Score 81.987 Data time: 0.1546, Forward time: 2.2739, Backward time: 3.1133, DDP time: 0.0046, Total iter time: 5.6429 [2020-11-05 17:58:49,071][root][INFO] - ===> Epoch[100](2598/26): Loss 0.7478, Sem 0.5300, dir -0.2335, norm 0.4512, swav 0.0000 LR: 7.628e-02 Score 82.925 Data time: 0.1593, Forward time: 2.2736, Backward time: 3.1133, DDP time: 0.0046, Total iter time: 4.9273 [2020-11-05 17:58:55,597][root][INFO] - ===> Epoch[100](2599/26): Loss 0.7600, Sem 0.5611, dir -0.2290, norm 0.4278, swav 0.0000 LR: 7.627e-02 Score 81.153 Data time: 0.3154, Forward time: 2.2740, Backward time: 3.1132, DDP time: 0.0046, Total iter time: 6.4620 [2020-11-05 17:59:01,014][root][INFO] - ===> Epoch[100](2600/26): Loss 0.6108, Sem 0.4444, dir -0.2810, norm 0.4474, swav 0.0000 LR: 7.626e-02 Score 85.227 Data time: 0.1811, Forward time: 2.2740, Backward time: 3.1131, DDP time: 0.0046, Total iter time: 5.2452 [2020-11-05 17:59:06,969][root][INFO] - ===> Epoch[101](2601/26): Loss 0.7886, Sem 0.5508, dir -0.2130, norm 0.4508, swav 0.0000 LR: 7.626e-02 Score 81.287 Data time: 0.1776, Forward time: 2.2738, Backward time: 3.1133, DDP time: 0.0046, Total iter time: 5.8439 [2020-11-05 17:59:12,478][root][INFO] - ===> Epoch[101](2602/26): Loss 0.5729, Sem 0.4802, dir -0.2958, norm 0.3885, swav 0.0000 LR: 7.625e-02 Score 83.614 Data time: 0.2025, Forward time: 2.2738, Backward time: 3.1132, DDP time: 0.0046, Total iter time: 5.4219 [2020-11-05 17:59:18,515][root][INFO] - ===> Epoch[101](2603/26): Loss 0.8850, Sem 0.5802, dir -0.1992, norm 0.5039, swav 0.0000 LR: 7.624e-02 Score 81.856 Data time: 0.1579, Forward time: 2.2736, Backward time: 3.1135, DDP time: 0.0046, Total iter time: 5.9092 [2020-11-05 17:59:25,037][root][INFO] - ===> Epoch[101](2604/26): Loss 0.8879, Sem 0.5580, dir -0.2624, norm 0.5923, swav 0.0000 LR: 7.623e-02 Score 82.148 Data time: 0.3401, Forward time: 2.2740, Backward time: 3.1134, DDP time: 0.0046, Total iter time: 6.4383 [2020-11-05 17:59:30,300][root][INFO] - ===> Epoch[101](2605/26): Loss 0.6297, Sem 0.4665, dir -0.3011, norm 0.4642, swav 0.0000 LR: 7.622e-02 Score 85.010 Data time: 0.2145, Forward time: 2.2742, Backward time: 3.1130, DDP time: 0.0046, Total iter time: 5.1327 [2020-11-05 17:59:35,169][root][INFO] - ===> Epoch[101](2606/26): Loss 0.7972, Sem 0.4959, dir -0.2431, norm 0.5444, swav 0.0000 LR: 7.621e-02 Score 84.720 Data time: 0.1957, Forward time: 2.2742, Backward time: 3.1127, DDP time: 0.0046, Total iter time: 4.7340 [2020-11-05 17:59:40,134][root][INFO] - ===> Epoch[101](2607/26): Loss 0.7566, Sem 0.4885, dir -0.2327, norm 0.5009, swav 0.0000 LR: 7.620e-02 Score 84.155 Data time: 0.1793, Forward time: 2.2740, Backward time: 3.1126, DDP time: 0.0046, Total iter time: 4.8338 [2020-11-05 17:59:45,425][root][INFO] - ===> Epoch[101](2608/26): Loss 0.7650, Sem 0.5249, dir -0.2503, norm 0.4904, swav 0.0000 LR: 7.619e-02 Score 84.066 Data time: 0.2314, Forward time: 2.2740, Backward time: 3.1124, DDP time: 0.0046, Total iter time: 5.2030 [2020-11-05 17:59:50,493][root][INFO] - ===> Epoch[101](2609/26): Loss 0.6915, Sem 0.4974, dir -0.2796, norm 0.4737, swav 0.0000 LR: 7.618e-02 Score 84.419 Data time: 0.2089, Forward time: 2.2740, Backward time: 3.1122, DDP time: 0.0046, Total iter time: 4.9426 [2020-11-05 17:59:55,953][root][INFO] - ===> Epoch[101](2610/26): Loss 0.9619, Sem 0.6674, dir -0.2416, norm 0.5361, swav 0.0000 LR: 7.617e-02 Score 80.401 Data time: 0.2114, Forward time: 2.2739, Backward time: 3.1121, DDP time: 0.0046, Total iter time: 5.3656 [2020-11-05 18:00:01,664][root][INFO] - ===> Epoch[101](2611/26): Loss 0.7984, Sem 0.5771, dir -0.2418, norm 0.4631, swav 0.0000 LR: 7.616e-02 Score 82.739 Data time: 0.2484, Forward time: 2.2742, Backward time: 3.1118, DDP time: 0.0046, Total iter time: 5.5792 [2020-11-05 18:00:08,089][root][INFO] - ===> Epoch[101](2612/26): Loss 0.8871, Sem 0.6470, dir -0.2840, norm 0.5240, swav 0.0000 LR: 7.615e-02 Score 79.981 Data time: 0.1974, Forward time: 2.2741, Backward time: 3.1120, DDP time: 0.0046, Total iter time: 6.2841 [2020-11-05 18:00:14,005][root][INFO] - ===> Epoch[101](2613/26): Loss 0.7200, Sem 0.4871, dir -0.2327, norm 0.4657, swav 0.0000 LR: 7.614e-02 Score 85.160 Data time: 0.2011, Forward time: 2.2741, Backward time: 3.1121, DDP time: 0.0046, Total iter time: 5.7921 [2020-11-05 18:00:20,514][root][INFO] - ===> Epoch[101](2614/26): Loss 0.6339, Sem 0.4756, dir -0.2429, norm 0.4011, swav 0.0000 LR: 7.613e-02 Score 84.072 Data time: 0.1638, Forward time: 2.2740, Backward time: 3.1125, DDP time: 0.0046, Total iter time: 6.3871 [2020-11-05 18:00:25,507][root][INFO] - ===> Epoch[101](2615/26): Loss 0.7894, Sem 0.6253, dir -0.2812, norm 0.4453, swav 0.0000 LR: 7.613e-02 Score 81.268 Data time: 0.1880, Forward time: 2.2740, Backward time: 3.1122, DDP time: 0.0046, Total iter time: 4.9103 [2020-11-05 18:00:31,116][root][INFO] - ===> Epoch[101](2616/26): Loss 0.8704, Sem 0.5708, dir -0.2657, norm 0.5653, swav 0.0000 LR: 7.612e-02 Score 80.717 Data time: 0.1506, Forward time: 2.2737, Backward time: 3.1124, DDP time: 0.0046, Total iter time: 5.5128 [2020-11-05 18:00:37,364][root][INFO] - ===> Epoch[101](2617/26): Loss 0.8047, Sem 0.5828, dir -0.2636, norm 0.4855, swav 0.0000 LR: 7.611e-02 Score 81.808 Data time: 0.1956, Forward time: 2.2736, Backward time: 3.1127, DDP time: 0.0046, Total iter time: 6.1677 [2020-11-05 18:00:42,592][root][INFO] - ===> Epoch[101](2618/26): Loss 0.6704, Sem 0.4777, dir -0.2823, norm 0.4749, swav 0.0000 LR: 7.610e-02 Score 85.525 Data time: 0.2434, Forward time: 2.2737, Backward time: 3.1124, DDP time: 0.0046, Total iter time: 5.1147 [2020-11-05 18:00:47,894][root][INFO] - ===> Epoch[101](2619/26): Loss 0.8793, Sem 0.5580, dir -0.2090, norm 0.5304, swav 0.0000 LR: 7.609e-02 Score 82.336 Data time: 0.2268, Forward time: 2.2739, Backward time: 3.1121, DDP time: 0.0046, Total iter time: 5.1929 [2020-11-05 18:00:52,685][root][INFO] - ===> Epoch[101](2620/26): Loss 0.8656, Sem 0.6131, dir -0.2797, norm 0.5322, swav 0.0000 LR: 7.608e-02 Score 80.357 Data time: 0.2287, Forward time: 2.2739, Backward time: 3.1117, DDP time: 0.0046, Total iter time: 4.6503 [2020-11-05 18:00:57,742][root][INFO] - ===> Epoch[101](2621/26): Loss 0.8454, Sem 0.6658, dir -0.2953, norm 0.4749, swav 0.0000 LR: 7.607e-02 Score 78.550 Data time: 0.2076, Forward time: 2.2739, Backward time: 3.1114, DDP time: 0.0046, Total iter time: 4.9370 [2020-11-05 18:01:03,794][root][INFO] - ===> Epoch[101](2622/26): Loss 0.8476, Sem 0.5870, dir -0.2511, norm 0.5117, swav 0.0000 LR: 7.606e-02 Score 82.322 Data time: 0.1609, Forward time: 2.2737, Backward time: 3.1117, DDP time: 0.0046, Total iter time: 5.9513 [2020-11-05 18:01:10,844][root][INFO] - ===> Epoch[101](2623/26): Loss 0.6921, Sem 0.4792, dir -0.2548, norm 0.4677, swav 0.0000 LR: 7.605e-02 Score 83.924 Data time: 0.1589, Forward time: 2.2735, Backward time: 3.1123, DDP time: 0.0046, Total iter time: 6.9401 [2020-11-05 18:01:16,518][root][INFO] - ===> Epoch[101](2624/26): Loss 0.6771, Sem 0.4949, dir -0.2926, norm 0.4748, swav 0.0000 LR: 7.604e-02 Score 84.117 Data time: 0.1652, Forward time: 2.2733, Backward time: 3.1125, DDP time: 0.0046, Total iter time: 5.6105 [2020-11-05 18:01:22,549][root][INFO] - ===> Epoch[101](2625/26): Loss 0.7284, Sem 0.5195, dir -0.2893, norm 0.4983, swav 0.0000 LR: 7.603e-02 Score 83.540 Data time: 0.1932, Forward time: 2.2733, Backward time: 3.1127, DDP time: 0.0046, Total iter time: 5.9303 [2020-11-05 18:01:27,874][root][INFO] - ===> Epoch[101](2626/26): Loss 0.7380, Sem 0.5295, dir -0.2777, norm 0.4861, swav 0.0000 LR: 7.602e-02 Score 83.971 Data time: 0.2056, Forward time: 2.2732, Backward time: 3.1125, DDP time: 0.0046, Total iter time: 5.2016 [2020-11-05 18:01:33,080][root][INFO] - ===> Epoch[102](2627/26): Loss 0.8762, Sem 0.6132, dir -0.2579, norm 0.5210, swav 0.0000 LR: 7.601e-02 Score 80.534 Data time: 0.2513, Forward time: 2.2733, Backward time: 3.1122, DDP time: 0.0046, Total iter time: 5.0907 [2020-11-05 18:01:39,221][root][INFO] - ===> Epoch[102](2628/26): Loss 0.8330, Sem 0.5510, dir -0.2347, norm 0.5168, swav 0.0000 LR: 7.600e-02 Score 82.739 Data time: 0.2726, Forward time: 2.2736, Backward time: 3.1120, DDP time: 0.0046, Total iter time: 6.0138 [2020-11-05 18:01:44,560][root][INFO] - ===> Epoch[102](2629/26): Loss 0.7015, Sem 0.5946, dir -0.3233, norm 0.4302, swav 0.0000 LR: 7.600e-02 Score 81.614 Data time: 0.2308, Forward time: 2.2735, Backward time: 3.1119, DDP time: 0.0046, Total iter time: 5.2119 [2020-11-05 18:01:50,291][root][INFO] - ===> Epoch[102](2630/26): Loss 0.6852, Sem 0.5147, dir -0.2496, norm 0.4201, swav 0.0000 LR: 7.599e-02 Score 84.790 Data time: 0.2120, Forward time: 2.2736, Backward time: 3.1119, DDP time: 0.0046, Total iter time: 5.6400 [2020-11-05 18:01:56,192][root][INFO] - ===> Epoch[102](2631/26): Loss 0.8147, Sem 0.5636, dir -0.2392, norm 0.4903, swav 0.0000 LR: 7.598e-02 Score 82.250 Data time: 0.2074, Forward time: 2.2736, Backward time: 3.1119, DDP time: 0.0046, Total iter time: 5.7746 [2020-11-05 18:02:01,576][root][INFO] - ===> Epoch[102](2632/26): Loss 0.9244, Sem 0.6516, dir -0.2200, norm 0.4929, swav 0.0000 LR: 7.597e-02 Score 79.574 Data time: 0.1963, Forward time: 2.2735, Backward time: 3.1118, DDP time: 0.0046, Total iter time: 5.2846 [2020-11-05 18:02:07,732][root][INFO] - ===> Epoch[102](2633/26): Loss 0.7005, Sem 0.5161, dir -0.2964, norm 0.4808, swav 0.0000 LR: 7.596e-02 Score 84.313 Data time: 0.2908, Forward time: 2.2739, Backward time: 3.1116, DDP time: 0.0046, Total iter time: 6.0427 [2020-11-05 18:02:12,912][root][INFO] - ===> Epoch[102](2634/26): Loss 0.8869, Sem 0.6123, dir -0.2897, norm 0.5643, swav 0.0000 LR: 7.595e-02 Score 80.826 Data time: 0.1664, Forward time: 2.2737, Backward time: 3.1115, DDP time: 0.0046, Total iter time: 5.0563 [2020-11-05 18:02:18,815][root][INFO] - ===> Epoch[102](2635/26): Loss 0.8934, Sem 0.6207, dir -0.2648, norm 0.5375, swav 0.0000 LR: 7.594e-02 Score 80.013 Data time: 0.1947, Forward time: 2.2737, Backward time: 3.1117, DDP time: 0.0046, Total iter time: 5.8309 [2020-11-05 18:02:24,536][root][INFO] - ===> Epoch[102](2636/26): Loss 0.7646, Sem 0.5752, dir -0.2456, norm 0.4350, swav 0.0000 LR: 7.593e-02 Score 82.205 Data time: 0.2615, Forward time: 2.2739, Backward time: 3.1114, DDP time: 0.0046, Total iter time: 5.6031 [2020-11-05 18:02:31,898][root][INFO] - ===> Epoch[102](2637/26): Loss 0.6238, Sem 0.4898, dir -0.2859, norm 0.4199, swav 0.0000 LR: 7.592e-02 Score 84.592 Data time: 0.4214, Forward time: 2.2743, Backward time: 3.1115, DDP time: 0.0046, Total iter time: 7.2365 [2020-11-05 18:02:38,080][root][INFO] - ===> Epoch[102](2638/26): Loss 0.8322, Sem 0.6276, dir -0.2876, norm 0.4922, swav 0.0000 LR: 7.591e-02 Score 82.183 Data time: 0.2848, Forward time: 2.2746, Backward time: 3.1113, DDP time: 0.0046, Total iter time: 6.0479 [2020-11-05 18:02:43,926][root][INFO] - ===> Epoch[102](2639/26): Loss 0.7794, Sem 0.5738, dir -0.2574, norm 0.4629, swav 0.0000 LR: 7.590e-02 Score 82.707 Data time: 0.1510, Forward time: 2.2744, Backward time: 3.1116, DDP time: 0.0046, Total iter time: 5.7185 [2020-11-05 18:02:49,377][root][INFO] - ===> Epoch[102](2640/26): Loss 0.7704, Sem 0.5133, dir -0.2453, norm 0.5024, swav 0.0000 LR: 7.589e-02 Score 84.876 Data time: 0.2036, Forward time: 2.2744, Backward time: 3.1115, DDP time: 0.0046, Total iter time: 5.3449 [2020-11-05 18:02:55,442][root][INFO] - ===> Epoch[102](2641/26): Loss 0.6994, Sem 0.4973, dir -0.2745, norm 0.4767, swav 0.0000 LR: 7.588e-02 Score 84.076 Data time: 0.1968, Forward time: 2.2743, Backward time: 3.1117, DDP time: 0.0046, Total iter time: 5.9354 [2020-11-05 18:03:03,110][root][INFO] - ===> Epoch[102](2642/26): Loss 0.8309, Sem 0.6208, dir -0.2386, norm 0.4487, swav 0.0000 LR: 7.587e-02 Score 81.430 Data time: 0.2341, Forward time: 2.2744, Backward time: 3.1122, DDP time: 0.0046, Total iter time: 7.5436 [2020-11-05 18:03:08,119][root][INFO] - ===> Epoch[102](2643/26): Loss 0.8070, Sem 0.5519, dir -0.2230, norm 0.4781, swav 0.0000 LR: 7.587e-02 Score 82.781 Data time: 0.2027, Forward time: 2.2744, Backward time: 3.1120, DDP time: 0.0046, Total iter time: 4.8780 [2020-11-05 18:03:13,612][root][INFO] - ===> Epoch[102](2644/26): Loss 0.8347, Sem 0.5953, dir -0.2599, norm 0.4993, swav 0.0000 LR: 7.586e-02 Score 80.849 Data time: 0.1980, Forward time: 2.2744, Backward time: 3.1119, DDP time: 0.0046, Total iter time: 5.3788 [2020-11-05 18:03:20,993][root][INFO] - ===> Epoch[102](2645/26): Loss 0.8028, Sem 0.5566, dir -0.2148, norm 0.4609, swav 0.0000 LR: 7.585e-02 Score 82.744 Data time: 0.1711, Forward time: 2.2742, Backward time: 3.1127, DDP time: 0.0046, Total iter time: 7.2942 [2020-11-05 18:03:27,579][root][INFO] - ===> Epoch[102](2646/26): Loss 0.7102, Sem 0.5296, dir -0.3032, norm 0.4837, swav 0.0000 LR: 7.584e-02 Score 82.765 Data time: 0.2029, Forward time: 2.2742, Backward time: 3.1130, DDP time: 0.0046, Total iter time: 6.4735 [2020-11-05 18:03:32,109][root][INFO] - ===> Epoch[102](2647/26): Loss 0.7119, Sem 0.5842, dir -0.2819, norm 0.4096, swav 0.0000 LR: 7.583e-02 Score 82.413 Data time: 0.1716, Forward time: 2.2740, Backward time: 3.1127, DDP time: 0.0046, Total iter time: 4.4240 [2020-11-05 18:03:37,446][root][INFO] - ===> Epoch[102](2648/26): Loss 0.6946, Sem 0.4565, dir -0.2377, norm 0.4758, swav 0.0000 LR: 7.582e-02 Score 85.726 Data time: 0.1285, Forward time: 2.2737, Backward time: 3.1128, DDP time: 0.0046, Total iter time: 5.2451 [2020-11-05 18:03:43,037][root][INFO] - ===> Epoch[102](2649/26): Loss 0.8531, Sem 0.6121, dir -0.2596, norm 0.5006, swav 0.0000 LR: 7.581e-02 Score 80.868 Data time: 0.1995, Forward time: 2.2736, Backward time: 3.1129, DDP time: 0.0046, Total iter time: 5.5135 [2020-11-05 18:03:49,427][root][INFO] - ===> Epoch[102](2650/26): Loss 0.8560, Sem 0.6033, dir -0.2785, norm 0.5312, swav 0.0000 LR: 7.580e-02 Score 80.698 Data time: 0.2113, Forward time: 2.2736, Backward time: 3.1131, DDP time: 0.0046, Total iter time: 6.2637 [2020-11-05 18:03:54,546][root][INFO] - ===> Epoch[102](2651/26): Loss 0.8083, Sem 0.5876, dir -0.2550, norm 0.4757, swav 0.0000 LR: 7.579e-02 Score 82.832 Data time: 0.1955, Forward time: 2.2735, Backward time: 3.1129, DDP time: 0.0046, Total iter time: 4.9779 [2020-11-05 18:04:02,438][root][INFO] - ===> Epoch[102](2652/26): Loss 0.7702, Sem 0.5610, dir -0.2270, norm 0.4363, swav 0.0000 LR: 7.578e-02 Score 83.340 Data time: 0.2391, Forward time: 2.2736, Backward time: 3.1136, DDP time: 0.0046, Total iter time: 7.7821 [2020-11-05 18:04:08,647][root][INFO] - ===> Epoch[103](2653/26): Loss 0.6630, Sem 0.5781, dir -0.2819, norm 0.3667, swav 0.0000 LR: 7.577e-02 Score 81.321 Data time: 0.2285, Forward time: 2.2736, Backward time: 3.1137, DDP time: 0.0046, Total iter time: 6.0786 [2020-11-05 18:04:14,192][root][INFO] - ===> Epoch[103](2654/26): Loss 0.7686, Sem 0.5856, dir -0.2931, norm 0.4761, swav 0.0000 LR: 7.576e-02 Score 81.411 Data time: 0.2584, Forward time: 2.2738, Backward time: 3.1134, DDP time: 0.0046, Total iter time: 5.4171 [2020-11-05 18:04:20,022][root][INFO] - ===> Epoch[103](2655/26): Loss 0.7752, Sem 0.5603, dir -0.2639, norm 0.4789, swav 0.0000 LR: 7.575e-02 Score 81.646 Data time: 0.1722, Forward time: 2.2737, Backward time: 3.1136, DDP time: 0.0046, Total iter time: 5.7067 [2020-11-05 18:04:27,194][root][INFO] - ===> Epoch[103](2656/26): Loss 0.7254, Sem 0.5287, dir -0.2509, norm 0.4476, swav 0.0000 LR: 7.574e-02 Score 83.389 Data time: 0.2086, Forward time: 2.2737, Backward time: 3.1141, DDP time: 0.0046, Total iter time: 7.0516 [2020-11-05 18:04:33,452][root][INFO] - ===> Epoch[103](2657/26): Loss 0.8182, Sem 0.6035, dir -0.2800, norm 0.4947, swav 0.0000 LR: 7.574e-02 Score 79.811 Data time: 0.2071, Forward time: 2.2736, Backward time: 3.1143, DDP time: 0.0046, Total iter time: 6.1257 [2020-11-05 18:04:38,780][root][INFO] - ===> Epoch[103](2658/26): Loss 0.7138, Sem 0.5506, dir -0.2770, norm 0.4403, swav 0.0000 LR: 7.573e-02 Score 82.886 Data time: 0.1299, Forward time: 2.2733, Backward time: 3.1145, DDP time: 0.0046, Total iter time: 5.2085 [2020-11-05 18:04:44,403][root][INFO] - ===> Epoch[103](2659/26): Loss 0.8102, Sem 0.5762, dir -0.1947, norm 0.4288, swav 0.0000 LR: 7.572e-02 Score 82.004 Data time: 0.1859, Forward time: 2.2732, Backward time: 3.1146, DDP time: 0.0046, Total iter time: 5.5278 [2020-11-05 18:04:50,113][root][INFO] - ===> Epoch[103](2660/26): Loss 0.6811, Sem 0.5185, dir -0.3102, norm 0.4729, swav 0.0000 LR: 7.571e-02 Score 84.469 Data time: 0.1793, Forward time: 2.2730, Backward time: 3.1147, DDP time: 0.0046, Total iter time: 5.5967 [2020-11-05 18:04:55,570][root][INFO] - ===> Epoch[103](2661/26): Loss 0.9630, Sem 0.6884, dir -0.2101, norm 0.4847, swav 0.0000 LR: 7.570e-02 Score 78.895 Data time: 0.2305, Forward time: 2.2731, Backward time: 3.1145, DDP time: 0.0046, Total iter time: 5.3545 [2020-11-05 18:05:00,567][root][INFO] - ===> Epoch[103](2662/26): Loss 0.6413, Sem 0.4646, dir -0.2910, norm 0.4677, swav 0.0000 LR: 7.569e-02 Score 84.576 Data time: 0.1671, Forward time: 2.2730, Backward time: 3.1143, DDP time: 0.0046, Total iter time: 4.8720 [2020-11-05 18:05:06,177][root][INFO] - ===> Epoch[103](2663/26): Loss 0.6974, Sem 0.4991, dir -0.2463, norm 0.4446, swav 0.0000 LR: 7.568e-02 Score 82.465 Data time: 0.2416, Forward time: 2.2731, Backward time: 3.1142, DDP time: 0.0046, Total iter time: 5.5050 [2020-11-05 18:05:11,996][root][INFO] - ===> Epoch[103](2664/26): Loss 0.8064, Sem 0.5545, dir -0.2169, norm 0.4688, swav 0.0000 LR: 7.567e-02 Score 82.396 Data time: 0.2076, Forward time: 2.2730, Backward time: 3.1142, DDP time: 0.0046, Total iter time: 5.6966 [2020-11-05 18:05:17,788][root][INFO] - ===> Epoch[103](2665/26): Loss 0.7399, Sem 0.5398, dir -0.2261, norm 0.4262, swav 0.0000 LR: 7.566e-02 Score 82.272 Data time: 0.2177, Forward time: 2.2730, Backward time: 3.1142, DDP time: 0.0046, Total iter time: 5.6663 [2020-11-05 18:05:22,611][root][INFO] - ===> Epoch[103](2666/26): Loss 0.7401, Sem 0.5494, dir -0.2708, norm 0.4614, swav 0.0000 LR: 7.565e-02 Score 82.223 Data time: 0.1647, Forward time: 2.2729, Backward time: 3.1140, DDP time: 0.0046, Total iter time: 4.6931 [2020-11-05 18:05:28,470][root][INFO] - ===> Epoch[103](2667/26): Loss 0.8775, Sem 0.6728, dir -0.2954, norm 0.5000, swav 0.0000 LR: 7.564e-02 Score 79.682 Data time: 0.1484, Forward time: 2.2726, Backward time: 3.1143, DDP time: 0.0046, Total iter time: 5.7676 [2020-11-05 18:05:33,831][root][INFO] - ===> Epoch[103](2668/26): Loss 0.7480, Sem 0.5345, dir -0.2486, norm 0.4620, swav 0.0000 LR: 7.563e-02 Score 83.500 Data time: 0.2919, Forward time: 2.2728, Backward time: 3.1140, DDP time: 0.0046, Total iter time: 5.2796 [2020-11-05 18:05:39,810][root][INFO] - ===> Epoch[103](2669/26): Loss 0.8225, Sem 0.5704, dir -0.2713, norm 0.5234, swav 0.0000 LR: 7.562e-02 Score 81.369 Data time: 0.2268, Forward time: 2.2729, Backward time: 3.1139, DDP time: 0.0046, Total iter time: 5.8729 [2020-11-05 18:05:44,772][root][INFO] - ===> Epoch[103](2670/26): Loss 0.7486, Sem 0.5581, dir -0.2433, norm 0.4338, swav 0.0000 LR: 7.561e-02 Score 82.659 Data time: 0.2215, Forward time: 2.2730, Backward time: 3.1136, DDP time: 0.0046, Total iter time: 4.8394 [2020-11-05 18:05:50,599][root][INFO] - ===> Epoch[103](2671/26): Loss 0.7585, Sem 0.6364, dir -0.3061, norm 0.4282, swav 0.0000 LR: 7.561e-02 Score 79.537 Data time: 0.1821, Forward time: 2.2729, Backward time: 3.1137, DDP time: 0.0046, Total iter time: 5.7002 [2020-11-05 18:05:57,165][root][INFO] - ===> Epoch[103](2672/26): Loss 0.7823, Sem 0.5246, dir -0.2545, norm 0.5122, swav 0.0000 LR: 7.560e-02 Score 86.005 Data time: 0.2002, Forward time: 2.2728, Backward time: 3.1140, DDP time: 0.0046, Total iter time: 6.4507 [2020-11-05 18:06:01,986][root][INFO] - ===> Epoch[103](2673/26): Loss 0.7897, Sem 0.6008, dir -0.2429, norm 0.4318, swav 0.0000 LR: 7.559e-02 Score 81.833 Data time: 0.1980, Forward time: 2.2727, Backward time: 3.1138, DDP time: 0.0046, Total iter time: 4.6979 [2020-11-05 18:06:08,087][root][INFO] - ===> Epoch[103](2674/26): Loss 0.7337, Sem 0.5675, dir -0.2752, norm 0.4414, swav 0.0000 LR: 7.558e-02 Score 81.762 Data time: 0.2092, Forward time: 2.2727, Backward time: 3.1139, DDP time: 0.0046, Total iter time: 5.9952 [2020-11-05 18:06:15,574][root][INFO] - ===> Epoch[103](2675/26): Loss 0.7337, Sem 0.5308, dir -0.2297, norm 0.4326, swav 0.0000 LR: 7.557e-02 Score 83.152 Data time: 0.2753, Forward time: 2.2729, Backward time: 3.1143, DDP time: 0.0046, Total iter time: 7.3648 [2020-11-05 18:06:20,857][root][INFO] - ===> Epoch[103](2676/26): Loss 0.7313, Sem 0.5492, dir -0.2651, norm 0.4472, swav 0.0000 LR: 7.556e-02 Score 82.389 Data time: 0.2358, Forward time: 2.2730, Backward time: 3.1140, DDP time: 0.0046, Total iter time: 5.1330 [2020-11-05 18:06:27,741][root][INFO] - ===> Epoch[103](2677/26): Loss 0.8079, Sem 0.5598, dir -0.2528, norm 0.5009, swav 0.0000 LR: 7.555e-02 Score 83.621 Data time: 0.2865, Forward time: 2.2733, Backward time: 3.1141, DDP time: 0.0046, Total iter time: 6.7731 [2020-11-05 18:06:33,933][root][INFO] - ===> Epoch[103](2678/26): Loss 0.8390, Sem 0.6059, dir -0.2567, norm 0.4898, swav 0.0000 LR: 7.554e-02 Score 82.062 Data time: 0.2205, Forward time: 2.2734, Backward time: 3.1141, DDP time: 0.0046, Total iter time: 6.0419 [2020-11-05 18:06:38,687][root][INFO] - ===> Epoch[104](2679/26): Loss 0.7603, Sem 0.6233, dir -0.3289, norm 0.4660, swav 0.0000 LR: 7.553e-02 Score 80.032 Data time: 0.2235, Forward time: 2.2735, Backward time: 3.1137, DDP time: 0.0046, Total iter time: 4.6332 [2020-11-05 18:06:44,521][root][INFO] - ===> Epoch[104](2680/26): Loss 0.8914, Sem 0.6290, dir -0.2416, norm 0.5040, swav 0.0000 LR: 7.552e-02 Score 80.705 Data time: 0.2142, Forward time: 2.2735, Backward time: 3.1137, DDP time: 0.0046, Total iter time: 5.7246 [2020-11-05 18:06:49,523][root][INFO] - ===> Epoch[104](2681/26): Loss 0.6997, Sem 0.5732, dir -0.3018, norm 0.4283, swav 0.0000 LR: 7.551e-02 Score 81.193 Data time: 0.1803, Forward time: 2.2735, Backward time: 3.1134, DDP time: 0.0046, Total iter time: 4.8786 [2020-11-05 18:06:54,818][root][INFO] - ===> Epoch[104](2682/26): Loss 0.8836, Sem 0.6414, dir -0.2191, norm 0.4614, swav 0.0000 LR: 7.550e-02 Score 78.955 Data time: 0.1993, Forward time: 2.2734, Backward time: 3.1133, DDP time: 0.0046, Total iter time: 5.1850 [2020-11-05 18:07:00,617][root][INFO] - ===> Epoch[104](2683/26): Loss 0.7123, Sem 0.5552, dir -0.2725, norm 0.4296, swav 0.0000 LR: 7.549e-02 Score 83.447 Data time: 0.2242, Forward time: 2.2735, Backward time: 3.1132, DDP time: 0.0046, Total iter time: 5.6852 [2020-11-05 18:07:08,041][root][INFO] - ===> Epoch[104](2684/26): Loss 0.7117, Sem 0.5545, dir -0.2764, norm 0.4337, swav 0.0000 LR: 7.549e-02 Score 83.436 Data time: 0.2315, Forward time: 2.2734, Backward time: 3.1139, DDP time: 0.0046, Total iter time: 7.2897 [2020-11-05 18:07:14,840][root][INFO] - ===> Epoch[104](2685/26): Loss 0.6960, Sem 0.4631, dir -0.2731, norm 0.5060, swav 0.0000 LR: 7.548e-02 Score 85.905 Data time: 0.2852, Forward time: 2.2735, Backward time: 3.1141, DDP time: 0.0046, Total iter time: 6.6889 [2020-11-05 18:07:20,628][root][INFO] - ===> Epoch[104](2686/26): Loss 0.6662, Sem 0.5222, dir -0.2825, norm 0.4266, swav 0.0000 LR: 7.547e-02 Score 83.807 Data time: 0.2677, Forward time: 2.2738, Backward time: 3.1139, DDP time: 0.0046, Total iter time: 5.6350 [2020-11-05 18:07:26,445][root][INFO] - ===> Epoch[104](2687/26): Loss 0.7873, Sem 0.5659, dir -0.2532, norm 0.4746, swav 0.0000 LR: 7.546e-02 Score 84.148 Data time: 0.1541, Forward time: 2.2736, Backward time: 3.1141, DDP time: 0.0046, Total iter time: 5.6804 [2020-11-05 18:07:32,234][root][INFO] - ===> Epoch[104](2688/26): Loss 0.7953, Sem 0.6137, dir -0.2848, norm 0.4664, swav 0.0000 LR: 7.545e-02 Score 82.033 Data time: 0.2021, Forward time: 2.2734, Backward time: 3.1142, DDP time: 0.0046, Total iter time: 5.6848 [2020-11-05 18:07:38,026][root][INFO] - ===> Epoch[104](2689/26): Loss 0.7171, Sem 0.5523, dir -0.2868, norm 0.4516, swav 0.0000 LR: 7.544e-02 Score 83.635 Data time: 0.2840, Forward time: 2.2736, Backward time: 3.1140, DDP time: 0.0046, Total iter time: 5.6765 [2020-11-05 18:07:43,700][root][INFO] - ===> Epoch[104](2690/26): Loss 0.7568, Sem 0.5497, dir -0.3009, norm 0.5080, swav 0.0000 LR: 7.543e-02 Score 82.915 Data time: 0.2692, Forward time: 2.2739, Backward time: 3.1138, DDP time: 0.0046, Total iter time: 5.5552 [2020-11-05 18:07:50,646][root][INFO] - ===> Epoch[104](2691/26): Loss 0.7248, Sem 0.5743, dir -0.3221, norm 0.4725, swav 0.0000 LR: 7.542e-02 Score 79.872 Data time: 0.2003, Forward time: 2.2739, Backward time: 3.1141, DDP time: 0.0046, Total iter time: 6.8305 [2020-11-05 18:07:55,644][root][INFO] - ===> Epoch[104](2692/26): Loss 0.7324, Sem 0.5449, dir -0.2660, norm 0.4536, swav 0.0000 LR: 7.541e-02 Score 83.700 Data time: 0.1482, Forward time: 2.2737, Backward time: 3.1141, DDP time: 0.0046, Total iter time: 4.8593 [2020-11-05 18:08:01,284][root][INFO] - ===> Epoch[104](2693/26): Loss 0.8593, Sem 0.6279, dir -0.2808, norm 0.5122, swav 0.0000 LR: 7.540e-02 Score 79.150 Data time: 0.1690, Forward time: 2.2734, Backward time: 3.1143, DDP time: 0.0046, Total iter time: 5.5540 [2020-11-05 18:08:07,318][root][INFO] - ===> Epoch[104](2694/26): Loss 0.8070, Sem 0.6164, dir -0.2673, norm 0.4579, swav 0.0000 LR: 7.539e-02 Score 80.805 Data time: 0.2927, Forward time: 2.2737, Backward time: 3.1140, DDP time: 0.0046, Total iter time: 5.9152 [2020-11-05 18:08:13,328][root][INFO] - ===> Epoch[104](2695/26): Loss 0.8103, Sem 0.5705, dir -0.2438, norm 0.4836, swav 0.0000 LR: 7.538e-02 Score 81.153 Data time: 0.1104, Forward time: 2.2734, Backward time: 3.1145, DDP time: 0.0046, Total iter time: 5.8779 [2020-11-05 18:08:18,625][root][INFO] - ===> Epoch[104](2696/26): Loss 0.7222, Sem 0.5165, dir -0.3041, norm 0.5098, swav 0.0000 LR: 7.537e-02 Score 83.017 Data time: 0.1496, Forward time: 2.2731, Backward time: 3.1146, DDP time: 0.0046, Total iter time: 5.2169 [2020-11-05 18:08:24,418][root][INFO] - ===> Epoch[104](2697/26): Loss 0.7455, Sem 0.5272, dir -0.2818, norm 0.5001, swav 0.0000 LR: 7.536e-02 Score 83.122 Data time: 0.1789, Forward time: 2.2730, Backward time: 3.1148, DDP time: 0.0046, Total iter time: 5.7173 [2020-11-05 18:08:31,248][root][INFO] - ===> Epoch[104](2698/26): Loss 0.7025, Sem 0.5250, dir -0.2681, norm 0.4456, swav 0.0000 LR: 7.536e-02 Score 82.745 Data time: 0.1799, Forward time: 2.2729, Backward time: 3.1153, DDP time: 0.0046, Total iter time: 6.7158 [2020-11-05 18:08:36,333][root][INFO] - ===> Epoch[104](2699/26): Loss 0.8486, Sem 0.5597, dir -0.2415, norm 0.5304, swav 0.0000 LR: 7.535e-02 Score 82.316 Data time: 0.2379, Forward time: 2.2730, Backward time: 3.1149, DDP time: 0.0046, Total iter time: 4.9918 [2020-11-05 18:08:43,031][root][INFO] - ===> Epoch[104](2700/26): Loss 0.8043, Sem 0.5849, dir -0.2565, norm 0.4760, swav 0.0000 LR: 7.534e-02 Score 82.450 Data time: 0.2094, Forward time: 2.2730, Backward time: 3.1152, DDP time: 0.0046, Total iter time: 6.5707 [2020-11-05 18:08:49,143][root][INFO] - ===> Epoch[104](2701/26): Loss 0.6728, Sem 0.5097, dir -0.2512, norm 0.4144, swav 0.0000 LR: 7.533e-02 Score 83.905 Data time: 0.1688, Forward time: 2.2728, Backward time: 3.1155, DDP time: 0.0046, Total iter time: 5.9798 [2020-11-05 18:08:54,647][root][INFO] - ===> Epoch[104](2702/26): Loss 0.6893, Sem 0.5186, dir -0.2438, norm 0.4145, swav 0.0000 LR: 7.532e-02 Score 84.002 Data time: 0.2569, Forward time: 2.2730, Backward time: 3.1153, DDP time: 0.0046, Total iter time: 5.4077 [2020-11-05 18:09:01,091][root][INFO] - ===> Epoch[104](2703/26): Loss 0.7346, Sem 0.5523, dir -0.2825, norm 0.4648, swav 0.0000 LR: 7.531e-02 Score 83.443 Data time: 0.2112, Forward time: 2.2730, Backward time: 3.1155, DDP time: 0.0046, Total iter time: 6.3111 [2020-11-05 18:09:08,963][root][INFO] - ===> Epoch[104](2704/26): Loss 0.8822, Sem 0.6390, dir -0.2593, norm 0.5026, swav 0.0000 LR: 7.530e-02 Score 80.679 Data time: 0.2044, Forward time: 2.2730, Backward time: 3.1162, DDP time: 0.0046, Total iter time: 7.7531 [2020-11-05 18:09:14,293][root][INFO] - ===> Epoch[105](2705/26): Loss 0.7460, Sem 0.5282, dir -0.2747, norm 0.4924, swav 0.0000 LR: 7.529e-02 Score 82.256 Data time: 0.1820, Forward time: 2.2728, Backward time: 3.1162, DDP time: 0.0046, Total iter time: 5.1971 [2020-11-05 18:09:21,121][root][INFO] - ===> Epoch[105](2706/26): Loss 0.7758, Sem 0.5727, dir -0.2368, norm 0.4399, swav 0.0000 LR: 7.528e-02 Score 82.206 Data time: 0.1998, Forward time: 2.2728, Backward time: 3.1166, DDP time: 0.0046, Total iter time: 6.7445 [2020-11-05 18:09:26,427][root][INFO] - ===> Epoch[105](2707/26): Loss 0.7490, Sem 0.6216, dir -0.2997, norm 0.4270, swav 0.0000 LR: 7.527e-02 Score 79.664 Data time: 0.1763, Forward time: 2.2727, Backward time: 3.1166, DDP time: 0.0046, Total iter time: 5.1898 [2020-11-05 18:09:31,532][root][INFO] - ===> Epoch[105](2708/26): Loss 0.6514, Sem 0.4586, dir -0.2863, norm 0.4791, swav 0.0000 LR: 7.526e-02 Score 86.223 Data time: 0.1480, Forward time: 2.2724, Backward time: 3.1166, DDP time: 0.0046, Total iter time: 4.9960 [2020-11-05 18:09:36,420][root][INFO] - ===> Epoch[105](2709/26): Loss 0.8503, Sem 0.5861, dir -0.2382, norm 0.5024, swav 0.0000 LR: 7.525e-02 Score 81.835 Data time: 0.1957, Forward time: 2.2723, Backward time: 3.1164, DDP time: 0.0046, Total iter time: 4.8063 [2020-11-05 18:09:41,760][root][INFO] - ===> Epoch[105](2710/26): Loss 0.7392, Sem 0.5245, dir -0.2457, norm 0.4604, swav 0.0000 LR: 7.524e-02 Score 83.478 Data time: 0.1848, Forward time: 2.2723, Backward time: 3.1163, DDP time: 0.0046, Total iter time: 5.2319 [2020-11-05 18:09:48,053][root][INFO] - ===> Epoch[105](2711/26): Loss 0.6457, Sem 0.5074, dir -0.2971, norm 0.4355, swav 0.0000 LR: 7.523e-02 Score 84.093 Data time: 0.1719, Forward time: 2.2721, Backward time: 3.1166, DDP time: 0.0046, Total iter time: 6.1822 [2020-11-05 18:09:54,760][root][INFO] - ===> Epoch[105](2712/26): Loss 0.6687, Sem 0.4965, dir -0.3073, norm 0.4796, swav 0.0000 LR: 7.522e-02 Score 86.158 Data time: 0.2546, Forward time: 2.2723, Backward time: 3.1168, DDP time: 0.0046, Total iter time: 6.6154 [2020-11-05 18:10:01,103][root][INFO] - ===> Epoch[105](2713/26): Loss 0.7482, Sem 0.5660, dir -0.2802, norm 0.4624, swav 0.0000 LR: 7.522e-02 Score 80.753 Data time: 0.2657, Forward time: 2.2725, Backward time: 3.1168, DDP time: 0.0046, Total iter time: 6.2118 [2020-11-05 18:10:07,673][root][INFO] - ===> Epoch[105](2714/26): Loss 0.7085, Sem 0.5045, dir -0.2419, norm 0.4460, swav 0.0000 LR: 7.521e-02 Score 86.950 Data time: 0.2187, Forward time: 2.2726, Backward time: 3.1170, DDP time: 0.0046, Total iter time: 6.4181 [2020-11-05 18:10:14,143][root][INFO] - ===> Epoch[105](2715/26): Loss 0.8869, Sem 0.6205, dir -0.2275, norm 0.4939, swav 0.0000 LR: 7.520e-02 Score 81.226 Data time: 0.1807, Forward time: 2.2724, Backward time: 3.1173, DDP time: 0.0046, Total iter time: 6.3557 [2020-11-05 18:10:18,760][root][INFO] - ===> Epoch[105](2716/26): Loss 0.6604, Sem 0.5174, dir -0.3030, norm 0.4461, swav 0.0000 LR: 7.519e-02 Score 83.127 Data time: 0.1803, Forward time: 2.2723, Backward time: 3.1171, DDP time: 0.0046, Total iter time: 4.5319 [2020-11-05 18:10:23,814][root][INFO] - ===> Epoch[105](2717/26): Loss 0.7957, Sem 0.5846, dir -0.2422, norm 0.4533, swav 0.0000 LR: 7.518e-02 Score 82.098 Data time: 0.2271, Forward time: 2.2724, Backward time: 3.1167, DDP time: 0.0046, Total iter time: 4.9445 [2020-11-05 18:10:29,893][root][INFO] - ===> Epoch[105](2718/26): Loss 0.7355, Sem 0.5763, dir -0.2713, norm 0.4305, swav 0.0000 LR: 7.517e-02 Score 80.738 Data time: 0.1475, Forward time: 2.2721, Backward time: 3.1171, DDP time: 0.0046, Total iter time: 5.9601 [2020-11-05 18:10:35,603][root][INFO] - ===> Epoch[105](2719/26): Loss 0.8162, Sem 0.5950, dir -0.2716, norm 0.4928, swav 0.0000 LR: 7.516e-02 Score 81.721 Data time: 0.2547, Forward time: 2.2722, Backward time: 3.1170, DDP time: 0.0046, Total iter time: 5.6183 [2020-11-05 18:10:41,872][root][INFO] - ===> Epoch[105](2720/26): Loss 0.8499, Sem 0.6353, dir -0.2667, norm 0.4813, swav 0.0000 LR: 7.515e-02 Score 80.263 Data time: 0.2947, Forward time: 2.2725, Backward time: 3.1168, DDP time: 0.0046, Total iter time: 6.1374 [2020-11-05 18:10:48,000][root][INFO] - ===> Epoch[105](2721/26): Loss 0.7508, Sem 0.5607, dir -0.2982, norm 0.4884, swav 0.0000 LR: 7.514e-02 Score 81.910 Data time: 0.1613, Forward time: 2.2723, Backward time: 3.1171, DDP time: 0.0046, Total iter time: 5.9967 [2020-11-05 18:10:53,373][root][INFO] - ===> Epoch[105](2722/26): Loss 0.7499, Sem 0.5562, dir -0.2805, norm 0.4742, swav 0.0000 LR: 7.513e-02 Score 83.322 Data time: 0.1634, Forward time: 2.2721, Backward time: 3.1172, DDP time: 0.0046, Total iter time: 5.2605 [2020-11-05 18:10:58,813][root][INFO] - ===> Epoch[105](2723/26): Loss 0.6683, Sem 0.4783, dir -0.2760, norm 0.4660, swav 0.0000 LR: 7.512e-02 Score 84.705 Data time: 0.1659, Forward time: 2.2719, Backward time: 3.1173, DDP time: 0.0046, Total iter time: 5.3471 [2020-11-05 18:11:05,291][root][INFO] - ===> Epoch[105](2724/26): Loss 0.8340, Sem 0.6145, dir -0.2920, norm 0.5116, swav 0.0000 LR: 7.511e-02 Score 81.968 Data time: 0.2119, Forward time: 2.2720, Backward time: 3.1175, DDP time: 0.0046, Total iter time: 6.3865 [2020-11-05 18:11:11,906][root][INFO] - ===> Epoch[105](2725/26): Loss 0.7270, Sem 0.5133, dir -0.2573, norm 0.4710, swav 0.0000 LR: 7.510e-02 Score 84.219 Data time: 0.2863, Forward time: 2.2722, Backward time: 3.1175, DDP time: 0.0046, Total iter time: 6.4808 [2020-11-05 18:11:18,940][root][INFO] - ===> Epoch[105](2726/26): Loss 0.8354, Sem 0.5811, dir -0.2558, norm 0.5101, swav 0.0000 LR: 7.509e-02 Score 82.302 Data time: 0.3588, Forward time: 2.2726, Backward time: 3.1175, DDP time: 0.0046, Total iter time: 6.8754 [2020-11-05 18:11:25,278][root][INFO] - ===> Epoch[105](2727/26): Loss 0.6813, Sem 0.5437, dir -0.2893, norm 0.4270, swav 0.0000 LR: 7.509e-02 Score 82.229 Data time: 0.1657, Forward time: 2.2725, Backward time: 3.1178, DDP time: 0.0046, Total iter time: 6.2051 [2020-11-05 18:11:30,123][root][INFO] - ===> Epoch[105](2728/26): Loss 0.6328, Sem 0.4944, dir -0.2927, norm 0.4311, swav 0.0000 LR: 7.508e-02 Score 84.758 Data time: 0.2039, Forward time: 2.2725, Backward time: 3.1175, DDP time: 0.0046, Total iter time: 4.7422 [2020-11-05 18:11:35,255][root][INFO] - ===> Epoch[105](2729/26): Loss 0.5546, Sem 0.4543, dir -0.2872, norm 0.3876, swav 0.0000 LR: 7.507e-02 Score 84.901 Data time: 0.1830, Forward time: 2.2724, Backward time: 3.1173, DDP time: 0.0046, Total iter time: 5.0176 [2020-11-05 18:11:41,587][root][INFO] - ===> Epoch[105](2730/26): Loss 0.8104, Sem 0.6127, dir -0.3357, norm 0.5334, swav 0.0000 LR: 7.506e-02 Score 82.920 Data time: 0.1660, Forward time: 2.2722, Backward time: 3.1177, DDP time: 0.0046, Total iter time: 6.2323 [2020-11-05 18:11:46,699][root][INFO] - ===> Epoch[106](2731/26): Loss 0.7566, Sem 0.5496, dir -0.2603, norm 0.4672, swav 0.0000 LR: 7.505e-02 Score 83.616 Data time: 0.2238, Forward time: 2.2722, Backward time: 3.1175, DDP time: 0.0046, Total iter time: 4.9973 [2020-11-05 18:11:52,604][root][INFO] - ===> Epoch[106](2732/26): Loss 0.6507, Sem 0.4788, dir -0.2757, norm 0.4475, swav 0.0000 LR: 7.504e-02 Score 85.916 Data time: 0.1670, Forward time: 2.2720, Backward time: 3.1177, DDP time: 0.0046, Total iter time: 5.7979 [2020-11-05 18:11:58,373][root][INFO] - ===> Epoch[106](2733/26): Loss 0.7295, Sem 0.5532, dir -0.2508, norm 0.4270, swav 0.0000 LR: 7.503e-02 Score 80.281 Data time: 0.1863, Forward time: 2.2719, Backward time: 3.1178, DDP time: 0.0046, Total iter time: 5.6758 [2020-11-05 18:12:03,121][root][INFO] - ===> Epoch[106](2734/26): Loss 0.7006, Sem 0.5737, dir -0.2713, norm 0.3981, swav 0.0000 LR: 7.502e-02 Score 83.434 Data time: 0.1698, Forward time: 2.2717, Backward time: 3.1176, DDP time: 0.0046, Total iter time: 4.6460 [2020-11-05 18:12:09,090][root][INFO] - ===> Epoch[106](2735/26): Loss 1.1301, Sem 0.6320, dir -0.1182, norm 0.6163, swav 0.0000 LR: 7.501e-02 Score 79.854 Data time: 0.2918, Forward time: 2.2720, Backward time: 3.1174, DDP time: 0.0046, Total iter time: 5.8738 [2020-11-05 18:12:14,343][root][INFO] - ===> Epoch[106](2736/26): Loss 1.2023, Sem 0.6022, dir -0.0769, norm 0.6770, swav 0.0000 LR: 7.500e-02 Score 82.699 Data time: 0.1592, Forward time: 2.2718, Backward time: 3.1174, DDP time: 0.0046, Total iter time: 5.1131 [2020-11-05 18:12:21,744][root][INFO] - ===> Epoch[106](2737/26): Loss 1.2997, Sem 0.7334, dir -0.0991, norm 0.6654, swav 0.0000 LR: 7.499e-02 Score 77.373 Data time: 0.2010, Forward time: 2.2717, Backward time: 3.1181, DDP time: 0.0046, Total iter time: 7.2947 [2020-11-05 18:12:28,582][root][INFO] - ===> Epoch[106](2738/26): Loss 1.0955, Sem 0.6757, dir -0.1401, norm 0.5599, swav 0.0000 LR: 7.498e-02 Score 79.056 Data time: 0.3267, Forward time: 2.2721, Backward time: 3.1181, DDP time: 0.0046, Total iter time: 6.7139 [2020-11-05 18:12:35,273][root][INFO] - ===> Epoch[106](2739/26): Loss 1.4386, Sem 0.9506, dir -0.1441, norm 0.6321, swav 0.0000 LR: 7.497e-02 Score 73.912 Data time: 0.2105, Forward time: 2.2721, Backward time: 3.1183, DDP time: 0.0046, Total iter time: 6.5585 [2020-11-05 18:12:42,176][root][INFO] - ===> Epoch[106](2740/26): Loss 1.0658, Sem 0.6166, dir -0.1443, norm 0.5935, swav 0.0000 LR: 7.496e-02 Score 81.010 Data time: 0.2246, Forward time: 2.2722, Backward time: 3.1187, DDP time: 0.0046, Total iter time: 6.7824 [2020-11-05 18:12:48,129][root][INFO] - ===> Epoch[106](2741/26): Loss 1.3344, Sem 0.8082, dir -0.1431, norm 0.6692, swav 0.0000 LR: 7.496e-02 Score 75.079 Data time: 0.2458, Forward time: 2.2723, Backward time: 3.1186, DDP time: 0.0046, Total iter time: 5.8232 [2020-11-05 18:12:54,678][root][INFO] - ===> Epoch[106](2742/26): Loss 1.0206, Sem 0.6155, dir -0.1551, norm 0.5602, swav 0.0000 LR: 7.495e-02 Score 79.969 Data time: 0.3284, Forward time: 2.2726, Backward time: 3.1185, DDP time: 0.0046, Total iter time: 6.4119 [2020-11-05 18:12:59,587][root][INFO] - ===> Epoch[106](2743/26): Loss 1.1160, Sem 0.7422, dir -0.2107, norm 0.5844, swav 0.0000 LR: 7.494e-02 Score 77.922 Data time: 0.2145, Forward time: 2.2727, Backward time: 3.1181, DDP time: 0.0046, Total iter time: 4.7871 [2020-11-05 18:13:05,094][root][INFO] - ===> Epoch[106](2744/26): Loss 0.9561, Sem 0.6633, dir -0.2255, norm 0.5183, swav 0.0000 LR: 7.493e-02 Score 81.393 Data time: 0.1733, Forward time: 2.2725, Backward time: 3.1181, DDP time: 0.0046, Total iter time: 5.3861 [2020-11-05 18:13:11,313][root][INFO] - ===> Epoch[106](2745/26): Loss 0.8595, Sem 0.6177, dir -0.2460, norm 0.4877, swav 0.0000 LR: 7.492e-02 Score 80.635 Data time: 0.2280, Forward time: 2.2726, Backward time: 3.1182, DDP time: 0.0046, Total iter time: 6.1145 [2020-11-05 18:13:16,968][root][INFO] - ===> Epoch[106](2746/26): Loss 1.0346, Sem 0.6598, dir -0.1978, norm 0.5726, swav 0.0000 LR: 7.491e-02 Score 79.627 Data time: 0.2425, Forward time: 2.2726, Backward time: 3.1182, DDP time: 0.0046, Total iter time: 5.5401 [2020-11-05 18:13:22,437][root][INFO] - ===> Epoch[106](2747/26): Loss 1.0454, Sem 0.7498, dir -0.2405, norm 0.5361, swav 0.0000 LR: 7.490e-02 Score 76.844 Data time: 0.1744, Forward time: 2.2724, Backward time: 3.1183, DDP time: 0.0046, Total iter time: 5.3674 [2020-11-05 18:13:28,950][root][INFO] - ===> Epoch[106](2748/26): Loss 1.0095, Sem 0.7588, dir -0.2227, norm 0.4734, swav 0.0000 LR: 7.489e-02 Score 76.549 Data time: 0.1882, Forward time: 2.2723, Backward time: 3.1186, DDP time: 0.0046, Total iter time: 6.4170 [2020-11-05 18:13:34,987][root][INFO] - ===> Epoch[106](2749/26): Loss 0.8824, Sem 0.5736, dir -0.2224, norm 0.5312, swav 0.0000 LR: 7.488e-02 Score 81.549 Data time: 0.2103, Forward time: 2.2722, Backward time: 3.1188, DDP time: 0.0046, Total iter time: 5.9289 [2020-11-05 18:13:41,157][root][INFO] - ===> Epoch[106](2750/26): Loss 1.0978, Sem 0.8250, dir -0.2151, norm 0.4878, swav 0.0000 LR: 7.487e-02 Score 76.335 Data time: 0.2782, Forward time: 2.2725, Backward time: 3.1186, DDP time: 0.0046, Total iter time: 6.0610 [2020-11-05 18:13:46,637][root][INFO] - ===> Epoch[106](2751/26): Loss 0.8869, Sem 0.6001, dir -0.2165, norm 0.5033, swav 0.0000 LR: 7.486e-02 Score 82.830 Data time: 0.2228, Forward time: 2.2726, Backward time: 3.1184, DDP time: 0.0046, Total iter time: 5.3629 [2020-11-05 18:13:52,768][root][INFO] - ===> Epoch[106](2752/26): Loss 0.9507, Sem 0.6506, dir -0.2573, norm 0.5574, swav 0.0000 LR: 7.485e-02 Score 79.514 Data time: 0.2958, Forward time: 2.2729, Backward time: 3.1183, DDP time: 0.0046, Total iter time: 6.0261 [2020-11-05 18:13:58,711][root][INFO] - ===> Epoch[106](2753/26): Loss 0.9937, Sem 0.6522, dir -0.1968, norm 0.5383, swav 0.0000 LR: 7.484e-02 Score 79.750 Data time: 0.2595, Forward time: 2.2731, Backward time: 3.1181, DDP time: 0.0046, Total iter time: 5.8210 [2020-11-05 18:14:04,785][root][INFO] - ===> Epoch[106](2754/26): Loss 1.0217, Sem 0.7453, dir -0.2144, norm 0.4908, swav 0.0000 LR: 7.483e-02 Score 77.789 Data time: 0.1944, Forward time: 2.2731, Backward time: 3.1182, DDP time: 0.0046, Total iter time: 5.9655 [2020-11-05 18:14:10,192][root][INFO] - ===> Epoch[106](2755/26): Loss 0.8752, Sem 0.6692, dir -0.2239, norm 0.4299, swav 0.0000 LR: 7.483e-02 Score 78.186 Data time: 0.1860, Forward time: 2.2730, Backward time: 3.1182, DDP time: 0.0046, Total iter time: 5.3037 [2020-11-05 18:14:15,484][root][INFO] - ===> Epoch[106](2756/26): Loss 0.9193, Sem 0.6737, dir -0.2180, norm 0.4635, swav 0.0000 LR: 7.482e-02 Score 79.669 Data time: 0.2023, Forward time: 2.2729, Backward time: 3.1181, DDP time: 0.0046, Total iter time: 5.2165 [2020-11-05 18:14:20,924][root][INFO] - ===> Epoch[107](2757/26): Loss 0.9035, Sem 0.6183, dir -0.2066, norm 0.4918, swav 0.0000 LR: 7.481e-02 Score 81.810 Data time: 0.2597, Forward time: 2.2731, Backward time: 3.1178, DDP time: 0.0046, Total iter time: 5.3273 [2020-11-05 18:14:25,590][root][INFO] - ===> Epoch[107](2758/26): Loss 0.7562, Sem 0.5609, dir -0.2397, norm 0.4350, swav 0.0000 LR: 7.480e-02 Score 82.326 Data time: 0.1876, Forward time: 2.2730, Backward time: 3.1175, DDP time: 0.0046, Total iter time: 4.5360 [2020-11-05 18:14:30,636][root][INFO] - ===> Epoch[107](2759/26): Loss 0.8937, Sem 0.6305, dir -0.2028, norm 0.4660, swav 0.0000 LR: 7.479e-02 Score 80.924 Data time: 0.1797, Forward time: 2.2729, Backward time: 3.1173, DDP time: 0.0046, Total iter time: 4.9549 [2020-11-05 18:14:38,087][root][INFO] - ===> Epoch[107](2760/26): Loss 0.9320, Sem 0.7314, dir -0.2542, norm 0.4548, swav 0.0000 LR: 7.478e-02 Score 77.222 Data time: 0.2096, Forward time: 2.2729, Backward time: 3.1180, DDP time: 0.0046, Total iter time: 7.3705 [2020-11-05 18:14:44,089][root][INFO] - ===> Epoch[107](2761/26): Loss 0.8074, Sem 0.6312, dir -0.3004, norm 0.4766, swav 0.0000 LR: 7.477e-02 Score 80.832 Data time: 0.2250, Forward time: 2.2729, Backward time: 3.1180, DDP time: 0.0046, Total iter time: 5.8659 [2020-11-05 18:14:49,599][root][INFO] - ===> Epoch[107](2762/26): Loss 1.0502, Sem 0.8396, dir -0.2562, norm 0.4668, swav 0.0000 LR: 7.476e-02 Score 75.071 Data time: 0.2971, Forward time: 2.2731, Backward time: 3.1177, DDP time: 0.0046, Total iter time: 5.3882 [2020-11-05 18:14:55,760][root][INFO] - ===> Epoch[107](2763/26): Loss 0.9499, Sem 0.6480, dir -0.2390, norm 0.5410, swav 0.0000 LR: 7.475e-02 Score 80.151 Data time: 0.2287, Forward time: 2.2732, Backward time: 3.1178, DDP time: 0.0046, Total iter time: 6.0277 [2020-11-05 18:15:02,548][root][INFO] - ===> Epoch[107](2764/26): Loss 0.8028, Sem 0.5311, dir -0.2336, norm 0.5053, swav 0.0000 LR: 7.474e-02 Score 83.196 Data time: 0.3300, Forward time: 2.2735, Backward time: 3.1177, DDP time: 0.0046, Total iter time: 6.6697 [2020-11-05 18:15:08,225][root][INFO] - ===> Epoch[107](2765/26): Loss 0.8001, Sem 0.6257, dir -0.2840, norm 0.4583, swav 0.0000 LR: 7.473e-02 Score 82.205 Data time: 0.1696, Forward time: 2.2735, Backward time: 3.1177, DDP time: 0.0046, Total iter time: 5.5251 [2020-11-05 18:15:14,931][root][INFO] - ===> Epoch[107](2766/26): Loss 0.9932, Sem 0.6951, dir -0.2094, norm 0.5076, swav 0.0000 LR: 7.472e-02 Score 78.405 Data time: 0.1600, Forward time: 2.2732, Backward time: 3.1183, DDP time: 0.0046, Total iter time: 6.5727 [2020-11-05 18:15:20,054][root][INFO] - ===> Epoch[107](2767/26): Loss 0.8260, Sem 0.5726, dir -0.2462, norm 0.4995, swav 0.0000 LR: 7.471e-02 Score 81.784 Data time: 0.2058, Forward time: 2.2732, Backward time: 3.1181, DDP time: 0.0046, Total iter time: 5.0198 [2020-11-05 18:15:27,594][root][INFO] - ===> Epoch[107](2768/26): Loss 1.0185, Sem 0.6953, dir -0.2092, norm 0.5324, swav 0.0000 LR: 7.470e-02 Score 78.675 Data time: 0.2009, Forward time: 2.2731, Backward time: 3.1188, DDP time: 0.0046, Total iter time: 7.4057 [2020-11-05 18:15:32,293][root][INFO] - ===> Epoch[107](2769/26): Loss 0.8400, Sem 0.6082, dir -0.2271, norm 0.4589, swav 0.0000 LR: 7.470e-02 Score 80.303 Data time: 0.1802, Forward time: 2.2729, Backward time: 3.1186, DDP time: 0.0046, Total iter time: 4.6008 [2020-11-05 18:15:37,621][root][INFO] - ===> Epoch[107](2770/26): Loss 0.8987, Sem 0.6512, dir -0.2131, norm 0.4607, swav 0.0000 LR: 7.469e-02 Score 80.274 Data time: 0.2533, Forward time: 2.2730, Backward time: 3.1183, DDP time: 0.0046, Total iter time: 5.2301 [2020-11-05 18:15:44,010][root][INFO] - ===> Epoch[107](2771/26): Loss 0.9384, Sem 0.6286, dir -0.2392, norm 0.5490, swav 0.0000 LR: 7.468e-02 Score 81.276 Data time: 0.2245, Forward time: 2.2730, Backward time: 3.1185, DDP time: 0.0046, Total iter time: 6.2672 [2020-11-05 18:15:49,669][root][INFO] - ===> Epoch[107](2772/26): Loss 0.8187, Sem 0.6155, dir -0.2575, norm 0.4608, swav 0.0000 LR: 7.467e-02 Score 80.984 Data time: 0.1850, Forward time: 2.2730, Backward time: 3.1185, DDP time: 0.0046, Total iter time: 5.5336 [2020-11-05 18:15:56,131][root][INFO] - ===> Epoch[107](2773/26): Loss 0.7972, Sem 0.5820, dir -0.2183, norm 0.4335, swav 0.0000 LR: 7.466e-02 Score 82.501 Data time: 0.1432, Forward time: 2.2727, Backward time: 3.1190, DDP time: 0.0046, Total iter time: 6.3497 [2020-11-05 18:16:01,685][root][INFO] - ===> Epoch[107](2774/26): Loss 0.7305, Sem 0.5625, dir -0.2560, norm 0.4239, swav 0.0000 LR: 7.465e-02 Score 83.000 Data time: 0.1649, Forward time: 2.2725, Backward time: 3.1192, DDP time: 0.0046, Total iter time: 5.4707 [2020-11-05 18:16:06,755][root][INFO] - ===> Epoch[107](2775/26): Loss 1.0532, Sem 0.7077, dir -0.2209, norm 0.5663, swav 0.0000 LR: 7.464e-02 Score 78.943 Data time: 0.2233, Forward time: 2.2726, Backward time: 3.1189, DDP time: 0.0046, Total iter time: 4.9862 [2020-11-05 18:16:12,255][root][INFO] - ===> Epoch[107](2776/26): Loss 0.9602, Sem 0.6564, dir -0.1974, norm 0.5012, swav 0.0000 LR: 7.463e-02 Score 81.110 Data time: 0.1317, Forward time: 2.2723, Backward time: 3.1190, DDP time: 0.0046, Total iter time: 5.3880 [2020-11-05 18:16:18,331][root][INFO] - ===> Epoch[107](2777/26): Loss 0.9502, Sem 0.7272, dir -0.2446, norm 0.4675, swav 0.0000 LR: 7.462e-02 Score 78.124 Data time: 0.1662, Forward time: 2.2721, Backward time: 3.1193, DDP time: 0.0046, Total iter time: 6.0017 [2020-11-05 18:16:24,162][root][INFO] - ===> Epoch[107](2778/26): Loss 0.9043, Sem 0.6196, dir -0.2163, norm 0.5010, swav 0.0000 LR: 7.461e-02 Score 80.877 Data time: 0.2144, Forward time: 2.2721, Backward time: 3.1193, DDP time: 0.0046, Total iter time: 5.7113 [2020-11-05 18:16:29,428][root][INFO] - ===> Epoch[107](2779/26): Loss 0.7293, Sem 0.5704, dir -0.3064, norm 0.4654, swav 0.0000 LR: 7.460e-02 Score 84.057 Data time: 0.1660, Forward time: 2.2720, Backward time: 3.1193, DDP time: 0.0046, Total iter time: 5.1304 [2020-11-05 18:16:34,439][root][INFO] - ===> Epoch[107](2780/26): Loss 0.7019, Sem 0.5090, dir -0.2494, norm 0.4423, swav 0.0000 LR: 7.459e-02 Score 83.629 Data time: 0.1723, Forward time: 2.2718, Backward time: 3.1192, DDP time: 0.0046, Total iter time: 4.9111 [2020-11-05 18:16:40,422][root][INFO] - ===> Epoch[107](2781/26): Loss 0.7699, Sem 0.6179, dir -0.2809, norm 0.4329, swav 0.0000 LR: 7.458e-02 Score 81.645 Data time: 0.2090, Forward time: 2.2717, Backward time: 3.1193, DDP time: 0.0046, Total iter time: 5.8904 [2020-11-05 18:16:46,640][root][INFO] - ===> Epoch[107](2782/26): Loss 1.0404, Sem 0.7794, dir -0.2647, norm 0.5257, swav 0.0000 LR: 7.457e-02 Score 76.137 Data time: 0.2090, Forward time: 2.2717, Backward time: 3.1195, DDP time: 0.0046, Total iter time: 6.0991 [2020-11-05 18:16:53,504][root][INFO] - ===> Epoch[108](2783/26): Loss 1.0256, Sem 0.7255, dir -0.2346, norm 0.5347, swav 0.0000 LR: 7.457e-02 Score 77.990 Data time: 0.3199, Forward time: 2.2721, Backward time: 3.1195, DDP time: 0.0046, Total iter time: 6.7514 [2020-11-05 18:17:00,139][root][INFO] - ===> Epoch[108](2784/26): Loss 0.8824, Sem 0.7063, dir -0.2952, norm 0.4713, swav 0.0000 LR: 7.456e-02 Score 78.333 Data time: 0.1978, Forward time: 2.2721, Backward time: 3.1198, DDP time: 0.0046, Total iter time: 6.4736 [2020-11-05 18:17:06,804][root][INFO] - ===> Epoch[108](2785/26): Loss 0.7299, Sem 0.5390, dir -0.2382, norm 0.4290, swav 0.0000 LR: 7.455e-02 Score 83.812 Data time: 0.2140, Forward time: 2.2721, Backward time: 3.1200, DDP time: 0.0046, Total iter time: 6.5250 [2020-11-05 18:17:13,464][root][INFO] - ===> Epoch[108](2786/26): Loss 0.7752, Sem 0.5250, dir -0.2485, norm 0.4988, swav 0.0000 LR: 7.454e-02 Score 84.499 Data time: 0.1741, Forward time: 2.2720, Backward time: 3.1204, DDP time: 0.0046, Total iter time: 6.5466 [2020-11-05 18:17:19,590][root][INFO] - ===> Epoch[108](2787/26): Loss 0.8978, Sem 0.6563, dir -0.2466, norm 0.4881, swav 0.0000 LR: 7.453e-02 Score 80.666 Data time: 0.1041, Forward time: 2.2716, Backward time: 3.1210, DDP time: 0.0046, Total iter time: 6.0051 [2020-11-05 18:17:24,479][root][INFO] - ===> Epoch[108](2788/26): Loss 0.7095, Sem 0.5066, dir -0.2409, norm 0.4438, swav 0.0000 LR: 7.452e-02 Score 85.799 Data time: 0.1748, Forward time: 2.2714, Backward time: 3.1209, DDP time: 0.0046, Total iter time: 4.8350 [2020-11-05 18:17:30,013][root][INFO] - ===> Epoch[108](2789/26): Loss 0.8643, Sem 0.6503, dir -0.2847, norm 0.4987, swav 0.0000 LR: 7.451e-02 Score 80.578 Data time: 0.1662, Forward time: 2.2712, Backward time: 3.1210, DDP time: 0.0046, Total iter time: 5.4191 [2020-11-05 18:17:35,093][root][INFO] - ===> Epoch[108](2790/26): Loss 0.7424, Sem 0.5694, dir -0.2474, norm 0.4204, swav 0.0000 LR: 7.450e-02 Score 82.767 Data time: 0.1424, Forward time: 2.2709, Backward time: 3.1211, DDP time: 0.0046, Total iter time: 4.9972 [2020-11-05 18:17:40,536][root][INFO] - ===> Epoch[108](2791/26): Loss 0.8799, Sem 0.6151, dir -0.2035, norm 0.4683, swav 0.0000 LR: 7.449e-02 Score 82.619 Data time: 0.2580, Forward time: 2.2711, Backward time: 3.1208, DDP time: 0.0046, Total iter time: 5.3676 [2020-11-05 18:17:46,900][root][INFO] - ===> Epoch[108](2792/26): Loss 0.8335, Sem 0.6098, dir -0.2709, norm 0.4945, swav 0.0000 LR: 7.448e-02 Score 81.206 Data time: 0.2054, Forward time: 2.2711, Backward time: 3.1210, DDP time: 0.0046, Total iter time: 6.2230 [2020-11-05 18:17:52,487][root][INFO] - ===> Epoch[108](2793/26): Loss 0.7351, Sem 0.5396, dir -0.2294, norm 0.4249, swav 0.0000 LR: 7.447e-02 Score 82.939 Data time: 0.1717, Forward time: 2.2709, Backward time: 3.1211, DDP time: 0.0046, Total iter time: 5.4486 [2020-11-05 18:17:59,033][root][INFO] - ===> Epoch[108](2794/26): Loss 0.6807, Sem 0.4919, dir -0.2688, norm 0.4576, swav 0.0000 LR: 7.446e-02 Score 84.887 Data time: 0.3748, Forward time: 2.2713, Backward time: 3.1210, DDP time: 0.0046, Total iter time: 6.4556 [2020-11-05 18:18:04,772][root][INFO] - ===> Epoch[108](2795/26): Loss 0.7061, Sem 0.5142, dir -0.2884, norm 0.4803, swav 0.0000 LR: 7.445e-02 Score 85.019 Data time: 0.2947, Forward time: 2.2715, Backward time: 3.1207, DDP time: 0.0046, Total iter time: 5.6104 [2020-11-05 18:18:10,525][root][INFO] - ===> Epoch[108](2796/26): Loss 0.9484, Sem 0.6840, dir -0.2262, norm 0.4906, swav 0.0000 LR: 7.444e-02 Score 79.416 Data time: 0.2326, Forward time: 2.2715, Backward time: 3.1206, DDP time: 0.0046, Total iter time: 5.6250 [2020-11-05 18:18:17,020][root][INFO] - ===> Epoch[108](2797/26): Loss 0.8857, Sem 0.6047, dir -0.2492, norm 0.5302, swav 0.0000 LR: 7.444e-02 Score 81.500 Data time: 0.2638, Forward time: 2.2717, Backward time: 3.1207, DDP time: 0.0046, Total iter time: 6.3775 [2020-11-05 18:18:22,522][root][INFO] - ===> Epoch[108](2798/26): Loss 0.9657, Sem 0.6785, dir -0.2800, norm 0.5672, swav 0.0000 LR: 7.443e-02 Score 79.306 Data time: 0.2536, Forward time: 2.2719, Backward time: 3.1204, DDP time: 0.0046, Total iter time: 5.3570 [2020-11-05 18:18:29,059][root][INFO] - ===> Epoch[108](2799/26): Loss 0.7861, Sem 0.5648, dir -0.2668, norm 0.4882, swav 0.0000 LR: 7.442e-02 Score 83.335 Data time: 0.1851, Forward time: 2.2719, Backward time: 3.1207, DDP time: 0.0046, Total iter time: 6.4056 [2020-11-05 18:18:36,267][root][INFO] - ===> Epoch[108](2800/26): Loss 0.8844, Sem 0.6700, dir -0.2553, norm 0.4698, swav 0.0000 LR: 7.441e-02 Score 79.106 Data time: 0.1802, Forward time: 2.2717, Backward time: 3.1213, DDP time: 0.0046, Total iter time: 7.1050 [2020-11-05 18:18:42,645][root][INFO] - ===> Epoch[108](2801/26): Loss 0.8418, Sem 0.6078, dir -0.2413, norm 0.4753, swav 0.0000 LR: 7.440e-02 Score 81.964 Data time: 0.2167, Forward time: 2.2718, Backward time: 3.1215, DDP time: 0.0046, Total iter time: 6.3010 [2020-11-05 18:18:49,196][root][INFO] - ===> Epoch[108](2802/26): Loss 0.7867, Sem 0.6064, dir -0.2794, norm 0.4597, swav 0.0000 LR: 7.439e-02 Score 80.235 Data time: 0.2605, Forward time: 2.2719, Backward time: 3.1216, DDP time: 0.0046, Total iter time: 6.4174 [2020-11-05 18:18:54,581][root][INFO] - ===> Epoch[108](2803/26): Loss 0.7018, Sem 0.5263, dir -0.2688, norm 0.4443, swav 0.0000 LR: 7.438e-02 Score 83.291 Data time: 0.1943, Forward time: 2.2719, Backward time: 3.1215, DDP time: 0.0046, Total iter time: 5.2458 [2020-11-05 18:18:59,073][root][INFO] - ===> Epoch[108](2804/26): Loss 0.7365, Sem 0.5624, dir -0.2723, norm 0.4464, swav 0.0000 LR: 7.437e-02 Score 81.068 Data time: 0.1932, Forward time: 2.2718, Backward time: 3.1211, DDP time: 0.0046, Total iter time: 4.4032 [2020-11-05 18:19:04,980][root][INFO] - ===> Epoch[108](2805/26): Loss 0.7532, Sem 0.5481, dir -0.2526, norm 0.4577, swav 0.0000 LR: 7.436e-02 Score 80.868 Data time: 0.1902, Forward time: 2.2718, Backward time: 3.1212, DDP time: 0.0046, Total iter time: 5.8045 [2020-11-05 18:19:11,463][root][INFO] - ===> Epoch[108](2806/26): Loss 0.8609, Sem 0.6395, dir -0.2745, norm 0.4959, swav 0.0000 LR: 7.435e-02 Score 79.618 Data time: 0.1764, Forward time: 2.2716, Backward time: 3.1216, DDP time: 0.0046, Total iter time: 6.3634 [2020-11-05 18:19:17,404][root][INFO] - ===> Epoch[108](2807/26): Loss 0.8242, Sem 0.5836, dir -0.2589, norm 0.4994, swav 0.0000 LR: 7.434e-02 Score 81.640 Data time: 0.1963, Forward time: 2.2716, Backward time: 3.1217, DDP time: 0.0046, Total iter time: 5.8923 [2020-11-05 18:19:23,256][root][INFO] - ===> Epoch[108](2808/26): Loss 0.7844, Sem 0.5840, dir -0.2549, norm 0.4552, swav 0.0000 LR: 7.433e-02 Score 82.946 Data time: 0.1686, Forward time: 2.2714, Backward time: 3.1219, DDP time: 0.0046, Total iter time: 5.7407 [2020-11-05 18:19:29,053][root][INFO] - ===> Epoch[109](2809/26): Loss 0.8579, Sem 0.6487, dir -0.2410, norm 0.4503, swav 0.0000 LR: 7.432e-02 Score 80.040 Data time: 0.2060, Forward time: 2.2714, Backward time: 3.1220, DDP time: 0.0046, Total iter time: 5.6999 [2020-11-05 18:19:34,336][root][INFO] - ===> Epoch[109](2810/26): Loss 0.7940, Sem 0.5169, dir -0.2149, norm 0.4919, swav 0.0000 LR: 7.431e-02 Score 83.755 Data time: 0.1951, Forward time: 2.2714, Backward time: 3.1218, DDP time: 0.0046, Total iter time: 5.1696 [2020-11-05 18:19:41,190][root][INFO] - ===> Epoch[109](2811/26): Loss 0.7421, Sem 0.5621, dir -0.3114, norm 0.4914, swav 0.0000 LR: 7.430e-02 Score 83.845 Data time: 0.1470, Forward time: 2.2712, Backward time: 3.1224, DDP time: 0.0046, Total iter time: 6.7440 [2020-11-05 18:19:46,982][root][INFO] - ===> Epoch[109](2812/26): Loss 0.7757, Sem 0.5556, dir -0.2517, norm 0.4719, swav 0.0000 LR: 7.430e-02 Score 82.496 Data time: 0.2159, Forward time: 2.2711, Backward time: 3.1224, DDP time: 0.0046, Total iter time: 5.6852 [2020-11-05 18:19:52,939][root][INFO] - ===> Epoch[109](2813/26): Loss 0.7618, Sem 0.5447, dir -0.2486, norm 0.4657, swav 0.0000 LR: 7.429e-02 Score 83.425 Data time: 0.1635, Forward time: 2.2710, Backward time: 3.1226, DDP time: 0.0046, Total iter time: 5.8385 [2020-11-05 18:19:58,057][root][INFO] - ===> Epoch[109](2814/26): Loss 0.9288, Sem 0.6120, dir -0.2244, norm 0.5412, swav 0.0000 LR: 7.428e-02 Score 81.327 Data time: 0.1414, Forward time: 2.2707, Backward time: 3.1227, DDP time: 0.0046, Total iter time: 5.0471 [2020-11-05 18:20:03,683][root][INFO] - ===> Epoch[109](2815/26): Loss 0.7561, Sem 0.4967, dir -0.2243, norm 0.4837, swav 0.0000 LR: 7.427e-02 Score 85.732 Data time: 0.3110, Forward time: 2.2709, Backward time: 3.1224, DDP time: 0.0046, Total iter time: 5.5604 [2020-11-05 18:20:09,122][root][INFO] - ===> Epoch[109](2816/26): Loss 0.8733, Sem 0.6086, dir -0.2357, norm 0.5004, swav 0.0000 LR: 7.426e-02 Score 80.907 Data time: 0.2082, Forward time: 2.2707, Backward time: 3.1225, DDP time: 0.0046, Total iter time: 5.3223 [2020-11-05 18:20:14,458][root][INFO] - ===> Epoch[109](2817/26): Loss 0.7813, Sem 0.5626, dir -0.2809, norm 0.4996, swav 0.0000 LR: 7.425e-02 Score 82.449 Data time: 0.1871, Forward time: 2.2706, Backward time: 3.1224, DDP time: 0.0046, Total iter time: 5.2321 [2020-11-05 18:20:19,886][root][INFO] - ===> Epoch[109](2818/26): Loss 0.8822, Sem 0.6197, dir -0.2835, norm 0.5459, swav 0.0000 LR: 7.424e-02 Score 82.122 Data time: 0.2246, Forward time: 2.2707, Backward time: 3.1222, DDP time: 0.0046, Total iter time: 5.3080 [2020-11-05 18:20:24,601][root][INFO] - ===> Epoch[109](2819/26): Loss 0.8204, Sem 0.6412, dir -0.2877, norm 0.4669, swav 0.0000 LR: 7.423e-02 Score 80.085 Data time: 0.1441, Forward time: 2.2705, Backward time: 3.1221, DDP time: 0.0046, Total iter time: 4.5880 [2020-11-05 18:20:29,470][root][INFO] - ===> Epoch[109](2820/26): Loss 0.7219, Sem 0.5406, dir -0.2970, norm 0.4783, swav 0.0000 LR: 7.422e-02 Score 82.657 Data time: 0.1884, Forward time: 2.2704, Backward time: 3.1219, DDP time: 0.0046, Total iter time: 4.8088 [2020-11-05 18:20:34,673][root][INFO] - ===> Epoch[109](2821/26): Loss 0.7053, Sem 0.5760, dir -0.3092, norm 0.4386, swav 0.0000 LR: 7.421e-02 Score 83.310 Data time: 0.2015, Forward time: 2.2703, Backward time: 3.1218, DDP time: 0.0046, Total iter time: 5.0866 [2020-11-05 18:20:40,756][root][INFO] - ===> Epoch[109](2822/26): Loss 0.7555, Sem 0.5458, dir -0.2668, norm 0.4765, swav 0.0000 LR: 7.420e-02 Score 82.513 Data time: 0.1822, Forward time: 2.2702, Backward time: 3.1220, DDP time: 0.0046, Total iter time: 5.9536 [2020-11-05 18:20:45,708][root][INFO] - ===> Epoch[109](2823/26): Loss 0.7877, Sem 0.6262, dir -0.2901, norm 0.4517, swav 0.0000 LR: 7.419e-02 Score 80.200 Data time: 0.1908, Forward time: 2.2701, Backward time: 3.1218, DDP time: 0.0046, Total iter time: 4.8431 [2020-11-05 18:20:52,035][root][INFO] - ===> Epoch[109](2824/26): Loss 0.7190, Sem 0.5196, dir -0.1928, norm 0.3923, swav 0.0000 LR: 7.418e-02 Score 84.808 Data time: 0.1954, Forward time: 2.2701, Backward time: 3.1220, DDP time: 0.0046, Total iter time: 6.2136 [2020-11-05 18:20:57,548][root][INFO] - ===> Epoch[109](2825/26): Loss 0.7927, Sem 0.5608, dir -0.2433, norm 0.4752, swav 0.0000 LR: 7.417e-02 Score 82.280 Data time: 0.2134, Forward time: 2.2701, Backward time: 3.1219, DDP time: 0.0046, Total iter time: 5.3896 [2020-11-05 18:21:02,973][root][INFO] - ===> Epoch[109](2826/26): Loss 0.7123, Sem 0.5603, dir -0.2529, norm 0.4049, swav 0.0000 LR: 7.417e-02 Score 81.720 Data time: 0.1847, Forward time: 2.2700, Backward time: 3.1218, DDP time: 0.0046, Total iter time: 5.2986 [2020-11-05 18:21:08,015][root][INFO] - ===> Epoch[109](2827/26): Loss 0.8313, Sem 0.5756, dir -0.2338, norm 0.4894, swav 0.0000 LR: 7.416e-02 Score 83.416 Data time: 0.1776, Forward time: 2.2699, Backward time: 3.1217, DDP time: 0.0046, Total iter time: 4.9301 [2020-11-05 18:21:14,406][root][INFO] - ===> Epoch[109](2828/26): Loss 0.7206, Sem 0.5804, dir -0.2775, norm 0.4177, swav 0.0000 LR: 7.415e-02 Score 82.053 Data time: 0.1901, Forward time: 2.2698, Backward time: 3.1220, DDP time: 0.0046, Total iter time: 6.2672 [2020-11-05 18:21:21,341][root][INFO] - ===> Epoch[109](2829/26): Loss 0.9453, Sem 0.6039, dir -0.2343, norm 0.5756, swav 0.0000 LR: 7.414e-02 Score 82.522 Data time: 0.1968, Forward time: 2.2697, Backward time: 3.1224, DDP time: 0.0046, Total iter time: 6.8147 [2020-11-05 18:21:28,064][root][INFO] - ===> Epoch[109](2830/26): Loss 0.8473, Sem 0.6237, dir -0.2461, norm 0.4697, swav 0.0000 LR: 7.413e-02 Score 80.756 Data time: 0.1913, Forward time: 2.2697, Backward time: 3.1228, DDP time: 0.0046, Total iter time: 6.6197 [2020-11-05 18:21:33,568][root][INFO] - ===> Epoch[109](2831/26): Loss 0.8915, Sem 0.6344, dir -0.2442, norm 0.5013, swav 0.0000 LR: 7.412e-02 Score 79.983 Data time: 0.2310, Forward time: 2.2697, Backward time: 3.1227, DDP time: 0.0046, Total iter time: 5.3956 [2020-11-05 18:21:39,040][root][INFO] - ===> Epoch[109](2832/26): Loss 0.8504, Sem 0.6337, dir -0.2581, norm 0.4747, swav 0.0000 LR: 7.411e-02 Score 79.361 Data time: 0.2305, Forward time: 2.2698, Backward time: 3.1225, DDP time: 0.0046, Total iter time: 5.3609 [2020-11-05 18:21:44,501][root][INFO] - ===> Epoch[109](2833/26): Loss 0.7741, Sem 0.6055, dir -0.3005, norm 0.4690, swav 0.0000 LR: 7.410e-02 Score 82.203 Data time: 0.1594, Forward time: 2.2696, Backward time: 3.1225, DDP time: 0.0046, Total iter time: 5.3140 [2020-11-05 18:21:49,192][root][INFO] - ===> Epoch[109](2834/26): Loss 0.8001, Sem 0.6270, dir -0.2796, norm 0.4527, swav 0.0000 LR: 7.409e-02 Score 80.091 Data time: 0.1843, Forward time: 2.2695, Backward time: 3.1223, DDP time: 0.0046, Total iter time: 4.5887 [2020-11-05 18:21:56,389][root][INFO] - ===> Epoch[110](2835/26): Loss 0.7044, Sem 0.5135, dir -0.2458, norm 0.4366, swav 0.0000 LR: 7.408e-02 Score 83.970 Data time: 0.1870, Forward time: 2.2694, Backward time: 3.1228, DDP time: 0.0046, Total iter time: 7.0877 [2020-11-05 18:22:02,736][root][INFO] - ===> Epoch[110](2836/26): Loss 0.7973, Sem 0.5901, dir -0.2635, norm 0.4707, swav 0.0000 LR: 7.407e-02 Score 81.319 Data time: 0.2212, Forward time: 2.2693, Backward time: 3.1231, DDP time: 0.0046, Total iter time: 6.2482 [2020-11-05 18:22:07,709][root][INFO] - ===> Epoch[110](2837/26): Loss 0.8053, Sem 0.5543, dir -0.2553, norm 0.5064, swav 0.0000 LR: 7.406e-02 Score 81.400 Data time: 0.1533, Forward time: 2.2691, Backward time: 3.1231, DDP time: 0.0046, Total iter time: 4.8549 [2020-11-05 18:22:12,632][root][INFO] - ===> Epoch[110](2838/26): Loss 0.7874, Sem 0.5655, dir -0.2880, norm 0.5099, swav 0.0000 LR: 7.405e-02 Score 82.288 Data time: 0.2189, Forward time: 2.2691, Backward time: 3.1227, DDP time: 0.0046, Total iter time: 4.8300 [2020-11-05 18:22:19,019][root][INFO] - ===> Epoch[110](2839/26): Loss 0.9076, Sem 0.6342, dir -0.2495, norm 0.5230, swav 0.0000 LR: 7.404e-02 Score 80.979 Data time: 0.2582, Forward time: 2.2693, Backward time: 3.1228, DDP time: 0.0046, Total iter time: 6.2743 [2020-11-05 18:22:24,957][root][INFO] - ===> Epoch[110](2840/26): Loss 0.8389, Sem 0.5612, dir -0.2376, norm 0.5153, swav 0.0000 LR: 7.404e-02 Score 82.403 Data time: 0.2537, Forward time: 2.2695, Backward time: 3.1227, DDP time: 0.0046, Total iter time: 5.8054 [2020-11-05 18:22:31,321][root][INFO] - ===> Epoch[110](2841/26): Loss 0.8278, Sem 0.5643, dir -0.2739, norm 0.5375, swav 0.0000 LR: 7.403e-02 Score 82.476 Data time: 0.1863, Forward time: 2.2693, Backward time: 3.1230, DDP time: 0.0046, Total iter time: 6.2217 [2020-11-05 18:22:37,945][root][INFO] - ===> Epoch[110](2842/26): Loss 0.7211, Sem 0.5022, dir -0.2630, norm 0.4819, swav 0.0000 LR: 7.402e-02 Score 83.152 Data time: 0.2472, Forward time: 2.2695, Backward time: 3.1231, DDP time: 0.0046, Total iter time: 6.5337 [2020-11-05 18:22:43,414][root][INFO] - ===> Epoch[110](2843/26): Loss 0.7324, Sem 0.5576, dir -0.2890, norm 0.4638, swav 0.0000 LR: 7.401e-02 Score 83.638 Data time: 0.1650, Forward time: 2.2694, Backward time: 3.1231, DDP time: 0.0046, Total iter time: 5.3215 [2020-11-05 18:22:48,651][root][INFO] - ===> Epoch[110](2844/26): Loss 0.8048, Sem 0.5476, dir -0.2473, norm 0.5045, swav 0.0000 LR: 7.400e-02 Score 82.871 Data time: 0.1988, Forward time: 2.2694, Backward time: 3.1230, DDP time: 0.0046, Total iter time: 5.1586 [2020-11-05 18:22:54,108][root][INFO] - ===> Epoch[110](2845/26): Loss 0.6939, Sem 0.5593, dir -0.2674, norm 0.4021, swav 0.0000 LR: 7.399e-02 Score 81.526 Data time: 0.2111, Forward time: 2.2693, Backward time: 3.1229, DDP time: 0.0046, Total iter time: 5.3486 [2020-11-05 18:23:01,287][root][INFO] - ===> Epoch[110](2846/26): Loss 0.7901, Sem 0.5942, dir -0.2720, norm 0.4678, swav 0.0000 LR: 7.398e-02 Score 82.132 Data time: 0.2368, Forward time: 2.2693, Backward time: 3.1233, DDP time: 0.0046, Total iter time: 7.0704 [2020-11-05 18:23:06,868][root][INFO] - ===> Epoch[110](2847/26): Loss 0.7605, Sem 0.5470, dir -0.2250, norm 0.4385, swav 0.0000 LR: 7.397e-02 Score 82.277 Data time: 0.2547, Forward time: 2.2694, Backward time: 3.1231, DDP time: 0.0046, Total iter time: 5.4478 [2020-11-05 18:23:12,746][root][INFO] - ===> Epoch[110](2848/26): Loss 0.7991, Sem 0.6074, dir -0.2396, norm 0.4313, swav 0.0000 LR: 7.396e-02 Score 81.199 Data time: 0.2044, Forward time: 2.2695, Backward time: 3.1231, DDP time: 0.0046, Total iter time: 5.7544 [2020-11-05 18:23:17,626][root][INFO] - ===> Epoch[110](2849/26): Loss 0.8432, Sem 0.5860, dir -0.2552, norm 0.5124, swav 0.0000 LR: 7.395e-02 Score 81.026 Data time: 0.2040, Forward time: 2.2694, Backward time: 3.1228, DDP time: 0.0046, Total iter time: 4.7647 [2020-11-05 18:23:23,049][root][INFO] - ===> Epoch[110](2850/26): Loss 0.7598, Sem 0.5520, dir -0.2397, norm 0.4476, swav 0.0000 LR: 7.394e-02 Score 83.895 Data time: 0.2327, Forward time: 2.2695, Backward time: 3.1226, DDP time: 0.0046, Total iter time: 5.3121 [2020-11-05 18:23:28,466][root][INFO] - ===> Epoch[110](2851/26): Loss 0.7415, Sem 0.5509, dir -0.2607, norm 0.4512, swav 0.0000 LR: 7.393e-02 Score 82.962 Data time: 0.2054, Forward time: 2.2696, Backward time: 3.1225, DDP time: 0.0046, Total iter time: 5.2892 [2020-11-05 18:23:33,795][root][INFO] - ===> Epoch[110](2852/26): Loss 0.8344, Sem 0.6099, dir -0.2350, norm 0.4596, swav 0.0000 LR: 7.392e-02 Score 81.706 Data time: 0.2102, Forward time: 2.2695, Backward time: 3.1223, DDP time: 0.0046, Total iter time: 5.1886 [2020-11-05 18:23:39,427][root][INFO] - ===> Epoch[110](2853/26): Loss 0.7984, Sem 0.5580, dir -0.2393, norm 0.4797, swav 0.0000 LR: 7.391e-02 Score 83.005 Data time: 0.2113, Forward time: 2.2696, Backward time: 3.1222, DDP time: 0.0046, Total iter time: 5.5326 [2020-11-05 18:23:43,903][root][INFO] - ===> Epoch[110](2854/26): Loss 0.8827, Sem 0.6169, dir -0.2265, norm 0.4922, swav 0.0000 LR: 7.390e-02 Score 80.281 Data time: 0.2026, Forward time: 2.2695, Backward time: 3.1218, DDP time: 0.0046, Total iter time: 4.3462 [2020-11-05 18:23:49,189][root][INFO] - ===> Epoch[110](2855/26): Loss 0.7545, Sem 0.5384, dir -0.2565, norm 0.4726, swav 0.0000 LR: 7.390e-02 Score 82.926 Data time: 0.2462, Forward time: 2.2696, Backward time: 3.1216, DDP time: 0.0046, Total iter time: 5.1739 [2020-11-05 18:23:55,060][root][INFO] - ===> Epoch[110](2856/26): Loss 0.8580, Sem 0.6223, dir -0.2341, norm 0.4698, swav 0.0000 LR: 7.389e-02 Score 79.050 Data time: 0.2742, Forward time: 2.2699, Backward time: 3.1213, DDP time: 0.0046, Total iter time: 5.7300 [2020-11-05 18:24:00,215][root][INFO] - ===> Epoch[110](2857/26): Loss 0.8504, Sem 0.6231, dir -0.3054, norm 0.5327, swav 0.0000 LR: 7.388e-02 Score 82.237 Data time: 0.2198, Forward time: 2.2699, Backward time: 3.1211, DDP time: 0.0046, Total iter time: 5.0240 [2020-11-05 18:24:05,404][root][INFO] - ===> Epoch[110](2858/26): Loss 0.7217, Sem 0.5362, dir -0.2770, norm 0.4626, swav 0.0000 LR: 7.387e-02 Score 81.155 Data time: 0.2143, Forward time: 2.2699, Backward time: 3.1209, DDP time: 0.0046, Total iter time: 5.0769 [2020-11-05 18:24:10,506][root][INFO] - ===> Epoch[110](2859/26): Loss 0.8012, Sem 0.5135, dir -0.2575, norm 0.5453, swav 0.0000 LR: 7.386e-02 Score 83.903 Data time: 0.2161, Forward time: 2.2698, Backward time: 3.1207, DDP time: 0.0046, Total iter time: 4.9876 [2020-11-05 18:24:16,159][root][INFO] - ===> Epoch[110](2860/26): Loss 0.7298, Sem 0.5256, dir -0.2788, norm 0.4830, swav 0.0000 LR: 7.385e-02 Score 84.352 Data time: 0.2504, Forward time: 2.2700, Backward time: 3.1205, DDP time: 0.0046, Total iter time: 5.5282 [2020-11-05 18:24:22,552][root][INFO] - ===> Epoch[111](2861/26): Loss 0.7495, Sem 0.5154, dir -0.2411, norm 0.4752, swav 0.0000 LR: 7.384e-02 Score 84.182 Data time: 0.1892, Forward time: 2.2699, Backward time: 3.1208, DDP time: 0.0046, Total iter time: 6.2684 [2020-11-05 18:24:28,023][root][INFO] - ===> Epoch[111](2862/26): Loss 0.8812, Sem 0.6021, dir -0.2244, norm 0.5035, swav 0.0000 LR: 7.383e-02 Score 81.313 Data time: 0.2801, Forward time: 2.2701, Backward time: 3.1205, DDP time: 0.0046, Total iter time: 5.3617 [2020-11-05 18:24:34,873][root][INFO] - ===> Epoch[111](2863/26): Loss 0.7794, Sem 0.5683, dir -0.2510, norm 0.4621, swav 0.0000 LR: 7.382e-02 Score 83.338 Data time: 0.3152, Forward time: 2.2704, Backward time: 3.1206, DDP time: 0.0046, Total iter time: 6.7295 [2020-11-05 18:24:40,468][root][INFO] - ===> Epoch[111](2864/26): Loss 0.8336, Sem 0.5865, dir -0.2957, norm 0.5428, swav 0.0000 LR: 7.381e-02 Score 83.116 Data time: 0.2480, Forward time: 2.2706, Backward time: 3.1203, DDP time: 0.0046, Total iter time: 5.4431 [2020-11-05 18:24:46,328][root][INFO] - ===> Epoch[111](2865/26): Loss 0.7477, Sem 0.5836, dir -0.2641, norm 0.4282, swav 0.0000 LR: 7.380e-02 Score 83.400 Data time: 0.1516, Forward time: 2.2704, Backward time: 3.1205, DDP time: 0.0046, Total iter time: 5.7170 [2020-11-05 18:24:52,928][root][INFO] - ===> Epoch[111](2866/26): Loss 0.8920, Sem 0.5918, dir -0.2542, norm 0.5544, swav 0.0000 LR: 7.379e-02 Score 81.278 Data time: 0.1917, Forward time: 2.2703, Backward time: 3.1208, DDP time: 0.0046, Total iter time: 6.5080 [2020-11-05 18:24:57,893][root][INFO] - ===> Epoch[111](2867/26): Loss 0.7985, Sem 0.5825, dir -0.2807, norm 0.4967, swav 0.0000 LR: 7.378e-02 Score 82.469 Data time: 0.2097, Forward time: 2.2703, Backward time: 3.1205, DDP time: 0.0046, Total iter time: 4.8488 [2020-11-05 18:25:03,197][root][INFO] - ===> Epoch[111](2868/26): Loss 0.7104, Sem 0.5601, dir -0.3149, norm 0.4652, swav 0.0000 LR: 7.377e-02 Score 83.077 Data time: 0.2001, Forward time: 2.2703, Backward time: 3.1204, DDP time: 0.0046, Total iter time: 5.1789 [2020-11-05 18:25:08,713][root][INFO] - ===> Epoch[111](2869/26): Loss 0.8988, Sem 0.6505, dir -0.2795, norm 0.5279, swav 0.0000 LR: 7.377e-02 Score 80.832 Data time: 0.2049, Forward time: 2.2703, Backward time: 3.1203, DDP time: 0.0046, Total iter time: 5.4223 [2020-11-05 18:25:13,791][root][INFO] - ===> Epoch[111](2870/26): Loss 0.6943, Sem 0.5248, dir -0.2698, norm 0.4393, swav 0.0000 LR: 7.376e-02 Score 84.062 Data time: 0.1491, Forward time: 2.2700, Backward time: 3.1203, DDP time: 0.0046, Total iter time: 4.9634 [2020-11-05 18:25:19,172][root][INFO] - ===> Epoch[111](2871/26): Loss 0.7775, Sem 0.5996, dir -0.3223, norm 0.5002, swav 0.0000 LR: 7.375e-02 Score 81.215 Data time: 0.2054, Forward time: 2.2699, Backward time: 3.1203, DDP time: 0.0046, Total iter time: 5.2985 [2020-11-05 18:25:24,317][root][INFO] - ===> Epoch[111](2872/26): Loss 0.8520, Sem 0.6341, dir -0.2691, norm 0.4870, swav 0.0000 LR: 7.374e-02 Score 80.667 Data time: 0.2474, Forward time: 2.2701, Backward time: 3.1199, DDP time: 0.0046, Total iter time: 5.0286 [2020-11-05 18:25:31,301][root][INFO] - ===> Epoch[111](2873/26): Loss 0.6711, Sem 0.5235, dir -0.2629, norm 0.4105, swav 0.0000 LR: 7.373e-02 Score 83.544 Data time: 0.2826, Forward time: 2.2703, Backward time: 3.1200, DDP time: 0.0046, Total iter time: 6.8322 [2020-11-05 18:25:38,098][root][INFO] - ===> Epoch[111](2874/26): Loss 0.7114, Sem 0.5113, dir -0.2804, norm 0.4806, swav 0.0000 LR: 7.372e-02 Score 82.328 Data time: 0.2822, Forward time: 2.2706, Backward time: 3.1201, DDP time: 0.0046, Total iter time: 6.6289 [2020-11-05 18:25:46,501][root][INFO] - ===> Epoch[111](2875/26): Loss 0.7255, Sem 0.5833, dir -0.2814, norm 0.4236, swav 0.0000 LR: 7.371e-02 Score 82.743 Data time: 0.2380, Forward time: 2.2707, Backward time: 3.1209, DDP time: 0.0046, Total iter time: 8.2603 [2020-11-05 18:25:52,834][root][INFO] - ===> Epoch[111](2876/26): Loss 0.7433, Sem 0.5072, dir -0.2796, norm 0.5157, swav 0.0000 LR: 7.370e-02 Score 83.799 Data time: 0.2160, Forward time: 2.2707, Backward time: 3.1211, DDP time: 0.0046, Total iter time: 6.2121 [2020-11-05 18:25:58,936][root][INFO] - ===> Epoch[111](2877/26): Loss 0.8231, Sem 0.6024, dir -0.2828, norm 0.5036, swav 0.0000 LR: 7.369e-02 Score 81.469 Data time: 0.2881, Forward time: 2.2709, Backward time: 3.1209, DDP time: 0.0046, Total iter time: 5.9990 [2020-11-05 18:26:03,796][root][INFO] - ===> Epoch[111](2878/26): Loss 0.7348, Sem 0.5153, dir -0.2369, norm 0.4564, swav 0.0000 LR: 7.368e-02 Score 83.337 Data time: 0.2337, Forward time: 2.2710, Backward time: 3.1205, DDP time: 0.0046, Total iter time: 4.7163 [2020-11-05 18:26:09,138][root][INFO] - ===> Epoch[111](2879/26): Loss 0.8622, Sem 0.6152, dir -0.2585, norm 0.5055, swav 0.0000 LR: 7.367e-02 Score 79.689 Data time: 0.2466, Forward time: 2.2712, Backward time: 3.1202, DDP time: 0.0046, Total iter time: 5.2257 [2020-11-05 18:26:14,248][root][INFO] - ===> Epoch[111](2880/26): Loss 0.6433, Sem 0.4732, dir -0.2305, norm 0.4007, swav 0.0000 LR: 7.366e-02 Score 84.199 Data time: 0.1960, Forward time: 2.2712, Backward time: 3.1200, DDP time: 0.0046, Total iter time: 5.0024 [2020-11-05 18:26:20,331][root][INFO] - ===> Epoch[111](2881/26): Loss 0.8756, Sem 0.5946, dir -0.2272, norm 0.5082, swav 0.0000 LR: 7.365e-02 Score 80.369 Data time: 0.1566, Forward time: 2.2710, Backward time: 3.1203, DDP time: 0.0046, Total iter time: 5.9836 [2020-11-05 18:26:26,954][root][INFO] - ===> Epoch[111](2882/26): Loss 0.7941, Sem 0.6013, dir -0.2713, norm 0.4641, swav 0.0000 LR: 7.364e-02 Score 81.820 Data time: 0.1976, Forward time: 2.2710, Backward time: 3.1206, DDP time: 0.0046, Total iter time: 6.5465 [2020-11-05 18:26:31,865][root][INFO] - ===> Epoch[111](2883/26): Loss 0.7080, Sem 0.5050, dir -0.2758, norm 0.4788, swav 0.0000 LR: 7.363e-02 Score 83.675 Data time: 0.1743, Forward time: 2.2708, Backward time: 3.1204, DDP time: 0.0046, Total iter time: 4.7830 [2020-11-05 18:26:37,469][root][INFO] - ===> Epoch[111](2884/26): Loss 0.7594, Sem 0.5213, dir -0.2507, norm 0.4887, swav 0.0000 LR: 7.363e-02 Score 84.853 Data time: 0.2690, Forward time: 2.2710, Backward time: 3.1202, DDP time: 0.0046, Total iter time: 5.5061 [2020-11-05 18:26:42,810][root][INFO] - ===> Epoch[111](2885/26): Loss 0.7705, Sem 0.5714, dir -0.2772, norm 0.4763, swav 0.0000 LR: 7.362e-02 Score 82.280 Data time: 0.2574, Forward time: 2.2712, Backward time: 3.1199, DDP time: 0.0046, Total iter time: 5.2195 [2020-11-05 18:26:50,056][root][INFO] - ===> Epoch[111](2886/26): Loss 0.8195, Sem 0.5310, dir -0.2355, norm 0.5240, swav 0.0000 LR: 7.361e-02 Score 82.821 Data time: 0.1936, Forward time: 2.2711, Backward time: 3.1204, DDP time: 0.0046, Total iter time: 7.1024 [2020-11-05 18:26:55,961][root][INFO] - ===> Epoch[112](2887/26): Loss 0.7825, Sem 0.5728, dir -0.2938, norm 0.5035, swav 0.0000 LR: 7.360e-02 Score 82.478 Data time: 0.1666, Forward time: 2.2709, Backward time: 3.1206, DDP time: 0.0046, Total iter time: 5.7776 [2020-11-05 18:27:00,455][root][INFO] - ===> Epoch[112](2888/26): Loss 0.7568, Sem 0.4786, dir -0.2286, norm 0.5069, swav 0.0000 LR: 7.359e-02 Score 85.964 Data time: 0.1682, Forward time: 2.2708, Backward time: 3.1203, DDP time: 0.0046, Total iter time: 4.4026 [2020-11-05 18:27:06,856][root][INFO] - ===> Epoch[112](2889/26): Loss 0.8041, Sem 0.5498, dir -0.2429, norm 0.4972, swav 0.0000 LR: 7.358e-02 Score 82.378 Data time: 0.2200, Forward time: 2.2708, Backward time: 3.1205, DDP time: 0.0046, Total iter time: 6.2910 [2020-11-05 18:27:12,885][root][INFO] - ===> Epoch[112](2890/26): Loss 0.8475, Sem 0.5718, dir -0.2412, norm 0.5169, swav 0.0000 LR: 7.357e-02 Score 80.318 Data time: 0.2863, Forward time: 2.2710, Backward time: 3.1204, DDP time: 0.0046, Total iter time: 5.9003 [2020-11-05 18:27:19,196][root][INFO] - ===> Epoch[112](2891/26): Loss 0.8953, Sem 0.6830, dir -0.2932, norm 0.5054, swav 0.0000 LR: 7.356e-02 Score 78.585 Data time: 0.2411, Forward time: 2.2711, Backward time: 3.1205, DDP time: 0.0046, Total iter time: 6.1689 [2020-11-05 18:27:23,942][root][INFO] - ===> Epoch[112](2892/26): Loss 0.7175, Sem 0.5703, dir -0.2748, norm 0.4220, swav 0.0000 LR: 7.355e-02 Score 82.221 Data time: 0.1739, Forward time: 2.2710, Backward time: 3.1202, DDP time: 0.0046, Total iter time: 4.6304 [2020-11-05 18:27:30,639][root][INFO] - ===> Epoch[112](2893/26): Loss 0.6720, Sem 0.5161, dir -0.3050, norm 0.4609, swav 0.0000 LR: 7.354e-02 Score 82.510 Data time: 0.1462, Forward time: 2.2707, Backward time: 3.1208, DDP time: 0.0046, Total iter time: 6.6036 [2020-11-05 18:27:35,247][root][INFO] - ===> Epoch[112](2894/26): Loss 0.6431, Sem 0.4898, dir -0.2703, norm 0.4236, swav 0.0000 LR: 7.353e-02 Score 84.661 Data time: 0.1662, Forward time: 2.2705, Backward time: 3.1206, DDP time: 0.0046, Total iter time: 4.5009 [2020-11-05 18:27:40,582][root][INFO] - ===> Epoch[112](2895/26): Loss 0.7879, Sem 0.5481, dir -0.2686, norm 0.5084, swav 0.0000 LR: 7.352e-02 Score 82.050 Data time: 0.1723, Forward time: 2.2704, Backward time: 3.1206, DDP time: 0.0046, Total iter time: 5.2314 [2020-11-05 18:27:46,146][root][INFO] - ===> Epoch[112](2896/26): Loss 0.6834, Sem 0.5108, dir -0.2327, norm 0.4053, swav 0.0000 LR: 7.351e-02 Score 84.419 Data time: 0.1905, Forward time: 2.2703, Backward time: 3.1206, DDP time: 0.0046, Total iter time: 5.4406 [2020-11-05 18:27:52,484][root][INFO] - ===> Epoch[112](2897/26): Loss 0.5817, Sem 0.4456, dir -0.2658, norm 0.4019, swav 0.0000 LR: 7.350e-02 Score 86.374 Data time: 0.2936, Forward time: 2.2706, Backward time: 3.1205, DDP time: 0.0046, Total iter time: 6.1894 [2020-11-05 18:27:58,089][root][INFO] - ===> Epoch[112](2898/26): Loss 0.7230, Sem 0.4923, dir -0.2374, norm 0.4681, swav 0.0000 LR: 7.350e-02 Score 84.896 Data time: 0.2208, Forward time: 2.2706, Backward time: 3.1204, DDP time: 0.0046, Total iter time: 5.4686 [2020-11-05 18:28:03,615][root][INFO] - ===> Epoch[112](2899/26): Loss 0.7325, Sem 0.5337, dir -0.2546, norm 0.4534, swav 0.0000 LR: 7.349e-02 Score 82.599 Data time: 0.2249, Forward time: 2.2706, Backward time: 3.1203, DDP time: 0.0046, Total iter time: 5.4179 [2020-11-05 18:28:10,546][root][INFO] - ===> Epoch[112](2900/26): Loss 0.7653, Sem 0.5807, dir -0.2453, norm 0.4299, swav 0.0000 LR: 7.348e-02 Score 80.609 Data time: 0.3530, Forward time: 2.2710, Backward time: 3.1203, DDP time: 0.0046, Total iter time: 6.7865 [2020-11-05 18:28:16,666][root][INFO] - ===> Epoch[112](2901/26): Loss 0.8153, Sem 0.5907, dir -0.2330, norm 0.4576, swav 0.0000 LR: 7.347e-02 Score 81.770 Data time: 0.1520, Forward time: 2.2709, Backward time: 3.1205, DDP time: 0.0046, Total iter time: 5.9642 [2020-11-05 18:28:23,452][root][INFO] - ===> Epoch[112](2902/26): Loss 0.9002, Sem 0.6796, dir -0.2987, norm 0.5193, swav 0.0000 LR: 7.346e-02 Score 79.097 Data time: 0.1695, Forward time: 2.2707, Backward time: 3.1210, DDP time: 0.0046, Total iter time: 6.6746 [2020-11-05 18:28:29,334][root][INFO] - ===> Epoch[112](2903/26): Loss 0.6546, Sem 0.4827, dir -0.2904, norm 0.4622, swav 0.0000 LR: 7.345e-02 Score 84.857 Data time: 0.1709, Forward time: 2.2705, Backward time: 3.1212, DDP time: 0.0046, Total iter time: 5.7890 [2020-11-05 18:28:35,365][root][INFO] - ===> Epoch[112](2904/26): Loss 0.7612, Sem 0.5029, dir -0.3004, norm 0.5587, swav 0.0000 LR: 7.344e-02 Score 84.300 Data time: 0.2178, Forward time: 2.2706, Backward time: 3.1212, DDP time: 0.0046, Total iter time: 5.9202 [2020-11-05 18:28:41,998][root][INFO] - ===> Epoch[112](2905/26): Loss 0.7190, Sem 0.5745, dir -0.2616, norm 0.4061, swav 0.0000 LR: 7.343e-02 Score 80.929 Data time: 0.1906, Forward time: 2.2705, Backward time: 3.1216, DDP time: 0.0046, Total iter time: 6.4879 [2020-11-05 18:28:49,772][root][INFO] - ===> Epoch[112](2906/26): Loss 0.7677, Sem 0.5642, dir -0.3022, norm 0.5057, swav 0.0000 LR: 7.342e-02 Score 81.713 Data time: 0.2007, Forward time: 2.2705, Backward time: 3.1223, DDP time: 0.0046, Total iter time: 7.6427 [2020-11-05 18:28:55,531][root][INFO] - ===> Epoch[112](2907/26): Loss 0.8528, Sem 0.6080, dir -0.2416, norm 0.4864, swav 0.0000 LR: 7.341e-02 Score 80.157 Data time: 0.2297, Forward time: 2.2705, Backward time: 3.1222, DDP time: 0.0046, Total iter time: 5.6340 [2020-11-05 18:29:00,430][root][INFO] - ===> Epoch[112](2908/26): Loss 0.6023, Sem 0.4369, dir -0.2919, norm 0.4573, swav 0.0000 LR: 7.340e-02 Score 86.096 Data time: 0.1728, Forward time: 2.2704, Backward time: 3.1220, DDP time: 0.0046, Total iter time: 4.7698 [2020-11-05 18:29:05,660][root][INFO] - ===> Epoch[112](2909/26): Loss 0.6894, Sem 0.4964, dir -0.2806, norm 0.4736, swav 0.0000 LR: 7.339e-02 Score 84.935 Data time: 0.2635, Forward time: 2.2705, Backward time: 3.1217, DDP time: 0.0046, Total iter time: 5.1445 [2020-11-05 18:29:11,728][root][INFO] - ===> Epoch[112](2910/26): Loss 0.7402, Sem 0.5349, dir -0.2439, norm 0.4492, swav 0.0000 LR: 7.338e-02 Score 83.665 Data time: 0.2512, Forward time: 2.2707, Backward time: 3.1216, DDP time: 0.0046, Total iter time: 5.9565 [2020-11-05 18:29:16,505][root][INFO] - ===> Epoch[112](2911/26): Loss 0.7309, Sem 0.4800, dir -0.2822, norm 0.5331, swav 0.0000 LR: 7.337e-02 Score 83.613 Data time: 0.2157, Forward time: 2.2707, Backward time: 3.1213, DDP time: 0.0046, Total iter time: 4.6524 [2020-11-05 18:29:22,139][root][INFO] - ===> Epoch[112](2912/26): Loss 0.7973, Sem 0.5785, dir -0.2993, norm 0.5181, swav 0.0000 LR: 7.336e-02 Score 82.528 Data time: 0.1681, Forward time: 2.2706, Backward time: 3.1213, DDP time: 0.0046, Total iter time: 5.5174 [2020-11-05 18:29:27,469][root][INFO] - ===> Epoch[113](2913/26): Loss 0.7520, Sem 0.5618, dir -0.2857, norm 0.4759, swav 0.0000 LR: 7.336e-02 Score 84.062 Data time: 0.1306, Forward time: 2.2703, Backward time: 3.1215, DDP time: 0.0046, Total iter time: 5.2060 [2020-11-05 18:29:33,625][root][INFO] - ===> Epoch[113](2914/26): Loss 0.7029, Sem 0.5435, dir -0.3260, norm 0.4854, swav 0.0000 LR: 7.335e-02 Score 83.627 Data time: 0.2235, Forward time: 2.2702, Backward time: 3.1218, DDP time: 0.0046, Total iter time: 6.0919 [2020-11-05 18:29:39,170][root][INFO] - ===> Epoch[113](2915/26): Loss 0.7112, Sem 0.5232, dir -0.2859, norm 0.4739, swav 0.0000 LR: 7.334e-02 Score 84.241 Data time: 0.2433, Forward time: 2.2703, Backward time: 3.1215, DDP time: 0.0046, Total iter time: 5.4393 [2020-11-05 18:29:44,669][root][INFO] - ===> Epoch[113](2916/26): Loss 0.7343, Sem 0.5287, dir -0.2879, norm 0.4935, swav 0.0000 LR: 7.333e-02 Score 83.347 Data time: 0.2485, Forward time: 2.2703, Backward time: 3.1214, DDP time: 0.0046, Total iter time: 5.3737 [2020-11-05 18:29:50,520][root][INFO] - ===> Epoch[113](2917/26): Loss 0.7156, Sem 0.5133, dir -0.2583, norm 0.4606, swav 0.0000 LR: 7.332e-02 Score 85.200 Data time: 0.2797, Forward time: 2.2705, Backward time: 3.1212, DDP time: 0.0046, Total iter time: 5.7415 [2020-11-05 18:29:55,272][root][INFO] - ===> Epoch[113](2918/26): Loss 0.8188, Sem 0.6082, dir -0.3025, norm 0.5131, swav 0.0000 LR: 7.331e-02 Score 82.727 Data time: 0.2095, Forward time: 2.2706, Backward time: 3.1208, DDP time: 0.0046, Total iter time: 4.6204 [2020-11-05 18:30:00,124][root][INFO] - ===> Epoch[113](2919/26): Loss 0.6873, Sem 0.5409, dir -0.3013, norm 0.4478, swav 0.0000 LR: 7.330e-02 Score 83.245 Data time: 0.1706, Forward time: 2.2705, Backward time: 3.1206, DDP time: 0.0046, Total iter time: 4.7464 [2020-11-05 18:30:06,020][root][INFO] - ===> Epoch[113](2920/26): Loss 0.8156, Sem 0.5884, dir -0.2575, norm 0.4847, swav 0.0000 LR: 7.329e-02 Score 80.903 Data time: 0.1913, Forward time: 2.2704, Backward time: 3.1208, DDP time: 0.0046, Total iter time: 5.7991 [2020-11-05 18:30:12,501][root][INFO] - ===> Epoch[113](2921/26): Loss 0.6433, Sem 0.4790, dir -0.3212, norm 0.4856, swav 0.0000 LR: 7.328e-02 Score 83.948 Data time: 0.2438, Forward time: 2.2704, Backward time: 3.1210, DDP time: 0.0046, Total iter time: 6.3698 [2020-11-05 18:30:17,812][root][INFO] - ===> Epoch[113](2922/26): Loss 0.7690, Sem 0.5915, dir -0.2622, norm 0.4398, swav 0.0000 LR: 7.327e-02 Score 81.377 Data time: 0.2295, Forward time: 2.2705, Backward time: 3.1207, DDP time: 0.0046, Total iter time: 5.1755 [2020-11-05 18:30:24,468][root][INFO] - ===> Epoch[113](2923/26): Loss 0.7179, Sem 0.5705, dir -0.3292, norm 0.4766, swav 0.0000 LR: 7.326e-02 Score 81.800 Data time: 0.1738, Forward time: 2.2703, Backward time: 3.1212, DDP time: 0.0046, Total iter time: 6.5368 [2020-11-05 18:30:29,904][root][INFO] - ===> Epoch[113](2924/26): Loss 0.7834, Sem 0.5901, dir -0.2913, norm 0.4846, swav 0.0000 LR: 7.325e-02 Score 82.202 Data time: 0.1916, Forward time: 2.2703, Backward time: 3.1211, DDP time: 0.0046, Total iter time: 5.3293 [2020-11-05 18:30:34,831][root][INFO] - ===> Epoch[113](2925/26): Loss 0.7577, Sem 0.5886, dir -0.2873, norm 0.4564, swav 0.0000 LR: 7.324e-02 Score 80.845 Data time: 0.2025, Forward time: 2.2702, Backward time: 3.1209, DDP time: 0.0046, Total iter time: 4.8053 [2020-11-05 18:30:40,813][root][INFO] - ===> Epoch[113](2926/26): Loss 0.6919, Sem 0.5090, dir -0.2878, norm 0.4707, swav 0.0000 LR: 7.323e-02 Score 85.213 Data time: 0.1868, Forward time: 2.2701, Backward time: 3.1210, DDP time: 0.0046, Total iter time: 5.8597 [2020-11-05 18:30:47,573][root][INFO] - ===> Epoch[113](2927/26): Loss 0.8376, Sem 0.5828, dir -0.2436, norm 0.4985, swav 0.0000 LR: 7.323e-02 Score 81.584 Data time: 0.2241, Forward time: 2.2701, Backward time: 3.1214, DDP time: 0.0046, Total iter time: 6.6543 [2020-11-05 18:30:54,052][root][INFO] - ===> Epoch[113](2928/26): Loss 0.7104, Sem 0.5787, dir -0.3136, norm 0.4453, swav 0.0000 LR: 7.322e-02 Score 82.083 Data time: 0.3411, Forward time: 2.2704, Backward time: 3.1213, DDP time: 0.0046, Total iter time: 6.3605 [2020-11-05 18:30:59,340][root][INFO] - ===> Epoch[113](2929/26): Loss 0.6927, Sem 0.5224, dir -0.2983, norm 0.4686, swav 0.0000 LR: 7.321e-02 Score 83.252 Data time: 0.2586, Forward time: 2.2705, Backward time: 3.1210, DDP time: 0.0046, Total iter time: 5.1578 [2020-11-05 18:31:05,352][root][INFO] - ===> Epoch[113](2930/26): Loss 0.8013, Sem 0.5388, dir -0.2671, norm 0.5297, swav 0.0000 LR: 7.320e-02 Score 82.655 Data time: 0.2410, Forward time: 2.2706, Backward time: 3.1209, DDP time: 0.0046, Total iter time: 5.8805 [2020-11-05 18:31:10,998][root][INFO] - ===> Epoch[113](2931/26): Loss 0.7447, Sem 0.5790, dir -0.3197, norm 0.4855, swav 0.0000 LR: 7.319e-02 Score 81.134 Data time: 0.2227, Forward time: 2.2706, Backward time: 3.1209, DDP time: 0.0046, Total iter time: 5.5206 [2020-11-05 18:31:16,773][root][INFO] - ===> Epoch[113](2932/26): Loss 0.8676, Sem 0.6239, dir -0.2277, norm 0.4714, swav 0.0000 LR: 7.318e-02 Score 81.665 Data time: 0.2091, Forward time: 2.2707, Backward time: 3.1208, DDP time: 0.0046, Total iter time: 5.6362 [2020-11-05 18:31:22,804][root][INFO] - ===> Epoch[113](2933/26): Loss 0.7899, Sem 0.5448, dir -0.1982, norm 0.4432, swav 0.0000 LR: 7.317e-02 Score 80.774 Data time: 0.2153, Forward time: 2.2707, Backward time: 3.1209, DDP time: 0.0046, Total iter time: 5.8964 [2020-11-05 18:31:28,278][root][INFO] - ===> Epoch[113](2934/26): Loss 0.7145, Sem 0.5424, dir -0.2656, norm 0.4377, swav 0.0000 LR: 7.316e-02 Score 83.026 Data time: 0.1904, Forward time: 2.2706, Backward time: 3.1208, DDP time: 0.0046, Total iter time: 5.3388 [2020-11-05 18:31:34,476][root][INFO] - ===> Epoch[113](2935/26): Loss 0.7427, Sem 0.5594, dir -0.2842, norm 0.4675, swav 0.0000 LR: 7.315e-02 Score 83.810 Data time: 0.2261, Forward time: 2.2706, Backward time: 3.1210, DDP time: 0.0046, Total iter time: 6.0878 [2020-11-05 18:31:39,816][root][INFO] - ===> Epoch[113](2936/26): Loss 0.8837, Sem 0.6440, dir -0.2500, norm 0.4898, swav 0.0000 LR: 7.314e-02 Score 78.888 Data time: 0.2575, Forward time: 2.2708, Backward time: 3.1207, DDP time: 0.0046, Total iter time: 5.2383 [2020-11-05 18:31:46,485][root][INFO] - ===> Epoch[113](2937/26): Loss 0.7124, Sem 0.5412, dir -0.2505, norm 0.4216, swav 0.0000 LR: 7.313e-02 Score 82.654 Data time: 0.2235, Forward time: 2.2708, Backward time: 3.1209, DDP time: 0.0046, Total iter time: 6.5525 [2020-11-05 18:31:52,922][root][INFO] - ===> Epoch[113](2938/26): Loss 0.8379, Sem 0.6393, dir -0.2775, norm 0.4761, swav 0.0000 LR: 7.312e-02 Score 80.947 Data time: 0.1453, Forward time: 2.2706, Backward time: 3.1213, DDP time: 0.0046, Total iter time: 6.3286 [2020-11-05 18:31:58,618][root][INFO] - ===> Epoch[114](2939/26): Loss 0.7584, Sem 0.5626, dir -0.2708, norm 0.4665, swav 0.0000 LR: 7.311e-02 Score 82.531 Data time: 0.2079, Forward time: 2.2705, Backward time: 3.1214, DDP time: 0.0046, Total iter time: 5.6214 [2020-11-05 18:32:04,501][root][INFO] - ===> Epoch[114](2940/26): Loss 0.8918, Sem 0.6500, dir -0.2847, norm 0.5265, swav 0.0000 LR: 7.310e-02 Score 79.977 Data time: 0.1989, Forward time: 2.2705, Backward time: 3.1214, DDP time: 0.0046, Total iter time: 5.7826 [2020-11-05 18:32:09,534][root][INFO] - ===> Epoch[114](2941/26): Loss 0.8482, Sem 0.6438, dir -0.2876, norm 0.4920, swav 0.0000 LR: 7.309e-02 Score 82.013 Data time: 0.2006, Forward time: 2.2705, Backward time: 3.1212, DDP time: 0.0046, Total iter time: 4.9203 [2020-11-05 18:32:16,552][root][INFO] - ===> Epoch[114](2942/26): Loss 0.8037, Sem 0.5633, dir -0.2706, norm 0.5110, swav 0.0000 LR: 7.309e-02 Score 83.663 Data time: 0.1602, Forward time: 2.2703, Backward time: 3.1218, DDP time: 0.0046, Total iter time: 6.9190 [2020-11-05 18:32:21,379][root][INFO] - ===> Epoch[114](2943/26): Loss 0.6868, Sem 0.5575, dir -0.3448, norm 0.4741, swav 0.0000 LR: 7.308e-02 Score 83.302 Data time: 0.1875, Forward time: 2.2701, Backward time: 3.1216, DDP time: 0.0046, Total iter time: 4.7530 [2020-11-05 18:32:28,457][root][INFO] - ===> Epoch[114](2944/26): Loss 0.8171, Sem 0.5979, dir -0.2348, norm 0.4541, swav 0.0000 LR: 7.307e-02 Score 81.745 Data time: 0.1705, Forward time: 2.2700, Backward time: 3.1222, DDP time: 0.0046, Total iter time: 6.9780 [2020-11-05 18:32:34,855][root][INFO] - ===> Epoch[114](2945/26): Loss 0.7325, Sem 0.6178, dir -0.2932, norm 0.4079, swav 0.0000 LR: 7.306e-02 Score 81.064 Data time: 0.1678, Forward time: 2.2698, Backward time: 3.1226, DDP time: 0.0046, Total iter time: 6.2839 [2020-11-05 18:32:40,915][root][INFO] - ===> Epoch[114](2946/26): Loss 0.6400, Sem 0.4832, dir -0.2583, norm 0.4151, swav 0.0000 LR: 7.305e-02 Score 84.935 Data time: 0.2033, Forward time: 2.2698, Backward time: 3.1227, DDP time: 0.0046, Total iter time: 5.9529 [2020-11-05 18:32:46,474][root][INFO] - ===> Epoch[114](2947/26): Loss 0.6765, Sem 0.5599, dir -0.2808, norm 0.3974, swav 0.0000 LR: 7.304e-02 Score 82.117 Data time: 0.2208, Forward time: 2.2698, Backward time: 3.1226, DDP time: 0.0046, Total iter time: 5.4358 [2020-11-05 18:32:53,787][root][INFO] - ===> Epoch[114](2948/26): Loss 0.8680, Sem 0.6612, dir -0.2645, norm 0.4713, swav 0.0000 LR: 7.303e-02 Score 79.082 Data time: 0.2241, Forward time: 2.2697, Backward time: 3.1232, DDP time: 0.0046, Total iter time: 7.1749 [2020-11-05 18:32:59,843][root][INFO] - ===> Epoch[114](2949/26): Loss 0.7422, Sem 0.5283, dir -0.2227, norm 0.4366, swav 0.0000 LR: 7.302e-02 Score 83.525 Data time: 0.2310, Forward time: 2.2698, Backward time: 3.1231, DDP time: 0.0046, Total iter time: 5.9201 [2020-11-05 18:33:05,520][root][INFO] - ===> Epoch[114](2950/26): Loss 0.7990, Sem 0.6070, dir -0.2916, norm 0.4836, swav 0.0000 LR: 7.301e-02 Score 81.289 Data time: 0.2546, Forward time: 2.2700, Backward time: 3.1229, DDP time: 0.0046, Total iter time: 5.5371 [2020-11-05 18:33:10,846][root][INFO] - ===> Epoch[114](2951/26): Loss 0.6653, Sem 0.4629, dir -0.2683, norm 0.4707, swav 0.0000 LR: 7.300e-02 Score 84.717 Data time: 0.2232, Forward time: 2.2700, Backward time: 3.1228, DDP time: 0.0046, Total iter time: 5.1864 [2020-11-05 18:33:16,818][root][INFO] - ===> Epoch[114](2952/26): Loss 0.7941, Sem 0.6060, dir -0.3036, norm 0.4918, swav 0.0000 LR: 7.299e-02 Score 81.745 Data time: 0.2871, Forward time: 2.2703, Backward time: 3.1226, DDP time: 0.0046, Total iter time: 5.8611 [2020-11-05 18:33:22,453][root][INFO] - ===> Epoch[114](2953/26): Loss 0.7521, Sem 0.5106, dir -0.2685, norm 0.5099, swav 0.0000 LR: 7.298e-02 Score 84.062 Data time: 0.2230, Forward time: 2.2703, Backward time: 3.1225, DDP time: 0.0046, Total iter time: 5.4960 [2020-11-05 18:33:28,937][root][INFO] - ===> Epoch[114](2954/26): Loss 0.6415, Sem 0.4757, dir -0.2775, norm 0.4433, swav 0.0000 LR: 7.297e-02 Score 85.493 Data time: 0.3425, Forward time: 2.2706, Backward time: 3.1224, DDP time: 0.0046, Total iter time: 6.3736 [2020-11-05 18:33:36,982][root][INFO] - ===> Epoch[114](2955/26): Loss 0.7413, Sem 0.5963, dir -0.3166, norm 0.4616, swav 0.0000 LR: 7.296e-02 Score 80.887 Data time: 0.3896, Forward time: 2.2712, Backward time: 3.1225, DDP time: 0.0046, Total iter time: 7.9121 [2020-11-05 18:33:42,265][root][INFO] - ===> Epoch[114](2956/26): Loss 0.9367, Sem 0.6211, dir -0.2826, norm 0.5982, swav 0.0000 LR: 7.295e-02 Score 81.480 Data time: 0.1657, Forward time: 2.2711, Backward time: 3.1224, DDP time: 0.0046, Total iter time: 5.1472 [2020-11-05 18:33:48,451][root][INFO] - ===> Epoch[114](2957/26): Loss 0.7316, Sem 0.5608, dir -0.2885, norm 0.4594, swav 0.0000 LR: 7.295e-02 Score 82.397 Data time: 0.2116, Forward time: 2.2711, Backward time: 3.1226, DDP time: 0.0046, Total iter time: 6.0800 [2020-11-05 18:33:54,853][root][INFO] - ===> Epoch[114](2958/26): Loss 0.7429, Sem 0.5516, dir -0.2838, norm 0.4751, swav 0.0000 LR: 7.294e-02 Score 83.810 Data time: 0.1557, Forward time: 2.2709, Backward time: 3.1230, DDP time: 0.0046, Total iter time: 6.2827 [2020-11-05 18:33:59,789][root][INFO] - ===> Epoch[114](2959/26): Loss 0.8835, Sem 0.6427, dir -0.3246, norm 0.5653, swav 0.0000 LR: 7.293e-02 Score 79.923 Data time: 0.2153, Forward time: 2.2708, Backward time: 3.1227, DDP time: 0.0046, Total iter time: 4.8501 [2020-11-05 18:34:05,889][root][INFO] - ===> Epoch[114](2960/26): Loss 0.7541, Sem 0.5290, dir -0.2571, norm 0.4821, swav 0.0000 LR: 7.292e-02 Score 83.835 Data time: 0.2185, Forward time: 2.2709, Backward time: 3.1228, DDP time: 0.0046, Total iter time: 5.9823 [2020-11-05 18:34:11,392][root][INFO] - ===> Epoch[114](2961/26): Loss 0.6967, Sem 0.5522, dir -0.2884, norm 0.4328, swav 0.0000 LR: 7.291e-02 Score 83.625 Data time: 0.2398, Forward time: 2.2709, Backward time: 3.1227, DDP time: 0.0046, Total iter time: 5.3675 [2020-11-05 18:34:16,722][root][INFO] - ===> Epoch[114](2962/26): Loss 0.7104, Sem 0.5470, dir -0.2750, norm 0.4385, swav 0.0000 LR: 7.290e-02 Score 81.910 Data time: 0.2133, Forward time: 2.2709, Backward time: 3.1225, DDP time: 0.0046, Total iter time: 5.2213 [2020-11-05 18:34:21,490][root][INFO] - ===> Epoch[114](2963/26): Loss 0.6811, Sem 0.5313, dir -0.3053, norm 0.4551, swav 0.0000 LR: 7.289e-02 Score 83.295 Data time: 0.2116, Forward time: 2.2709, Backward time: 3.1222, DDP time: 0.0046, Total iter time: 4.6382 [2020-11-05 18:34:27,189][root][INFO] - ===> Epoch[114](2964/26): Loss 0.6544, Sem 0.5021, dir -0.3242, norm 0.4765, swav 0.0000 LR: 7.288e-02 Score 84.950 Data time: 0.2134, Forward time: 2.2709, Backward time: 3.1221, DDP time: 0.0046, Total iter time: 5.5679 [2020-11-05 18:34:32,408][root][INFO] - ===> Epoch[115](2965/26): Loss 0.7979, Sem 0.5889, dir -0.2627, norm 0.4718, swav 0.0000 LR: 7.287e-02 Score 81.923 Data time: 0.2270, Forward time: 2.2709, Backward time: 3.1219, DDP time: 0.0046, Total iter time: 5.0937 [2020-11-05 18:34:38,057][root][INFO] - ===> Epoch[115](2966/26): Loss 0.7841, Sem 0.6020, dir -0.2783, norm 0.4604, swav 0.0000 LR: 7.286e-02 Score 81.084 Data time: 0.2206, Forward time: 2.2710, Backward time: 3.1218, DDP time: 0.0046, Total iter time: 5.5277 [2020-11-05 18:34:45,061][root][INFO] - ===> Epoch[115](2967/26): Loss 0.7111, Sem 0.5372, dir -0.2658, norm 0.4397, swav 0.0000 LR: 7.285e-02 Score 82.842 Data time: 0.1343, Forward time: 2.2707, Backward time: 3.1226, DDP time: 0.0046, Total iter time: 6.8649 [2020-11-05 18:34:50,421][root][INFO] - ===> Epoch[115](2968/26): Loss 0.7737, Sem 0.5643, dir -0.3045, norm 0.5139, swav 0.0000 LR: 7.284e-02 Score 81.095 Data time: 0.2106, Forward time: 2.2706, Backward time: 3.1225, DDP time: 0.0046, Total iter time: 5.2671 [2020-11-05 18:34:55,851][root][INFO] - ===> Epoch[115](2969/26): Loss 0.8460, Sem 0.6188, dir -0.2825, norm 0.5098, swav 0.0000 LR: 7.283e-02 Score 78.951 Data time: 0.2538, Forward time: 2.2708, Backward time: 3.1222, DDP time: 0.0046, Total iter time: 5.3252 [2020-11-05 18:35:01,517][root][INFO] - ===> Epoch[115](2970/26): Loss 0.7513, Sem 0.6283, dir -0.2966, norm 0.4196, swav 0.0000 LR: 7.282e-02 Score 80.614 Data time: 0.2140, Forward time: 2.2708, Backward time: 3.1221, DDP time: 0.0046, Total iter time: 5.5273 [2020-11-05 18:35:07,078][root][INFO] - ===> Epoch[115](2971/26): Loss 0.7825, Sem 0.5848, dir -0.2967, norm 0.4944, swav 0.0000 LR: 7.281e-02 Score 80.571 Data time: 0.2433, Forward time: 2.2709, Backward time: 3.1220, DDP time: 0.0046, Total iter time: 5.4425 [2020-11-05 18:35:13,570][root][INFO] - ===> Epoch[115](2972/26): Loss 0.6704, Sem 0.5363, dir -0.2618, norm 0.3959, swav 0.0000 LR: 7.281e-02 Score 84.062 Data time: 0.2796, Forward time: 2.2711, Backward time: 3.1220, DDP time: 0.0046, Total iter time: 6.3623 [2020-11-05 18:35:19,891][root][INFO] - ===> Epoch[115](2973/26): Loss 0.7320, Sem 0.5357, dir -0.2568, norm 0.4532, swav 0.0000 LR: 7.280e-02 Score 82.540 Data time: 0.1554, Forward time: 2.2707, Backward time: 3.1225, DDP time: 0.0046, Total iter time: 6.1931 [2020-11-05 18:35:25,824][root][INFO] - ===> Epoch[115](2974/26): Loss 0.7757, Sem 0.5871, dir -0.3040, norm 0.4926, swav 0.0000 LR: 7.279e-02 Score 81.068 Data time: 0.2760, Forward time: 2.2709, Backward time: 3.1224, DDP time: 0.0046, Total iter time: 5.8486 [2020-11-05 18:35:30,938][root][INFO] - ===> Epoch[115](2975/26): Loss 0.5969, Sem 0.4807, dir -0.3197, norm 0.4359, swav 0.0000 LR: 7.278e-02 Score 84.936 Data time: 0.1934, Forward time: 2.2709, Backward time: 3.1222, DDP time: 0.0046, Total iter time: 4.9860 [2020-11-05 18:35:37,164][root][INFO] - ===> Epoch[115](2976/26): Loss 0.6574, Sem 0.5072, dir -0.3151, norm 0.4652, swav 0.0000 LR: 7.277e-02 Score 84.072 Data time: 0.1522, Forward time: 2.2707, Backward time: 3.1225, DDP time: 0.0046, Total iter time: 6.1228 [2020-11-05 18:35:41,999][root][INFO] - ===> Epoch[115](2977/26): Loss 0.6002, Sem 0.4207, dir -0.2622, norm 0.4416, swav 0.0000 LR: 7.276e-02 Score 86.760 Data time: 0.1955, Forward time: 2.2706, Backward time: 3.1223, DDP time: 0.0046, Total iter time: 4.7751 [2020-11-05 18:35:48,700][root][INFO] - ===> Epoch[115](2978/26): Loss 0.7233, Sem 0.5040, dir -0.2595, norm 0.4788, swav 0.0000 LR: 7.275e-02 Score 84.700 Data time: 0.2284, Forward time: 2.2707, Backward time: 3.1225, DDP time: 0.0046, Total iter time: 6.6032 [2020-11-05 18:35:56,109][root][INFO] - ===> Epoch[115](2979/26): Loss 0.8465, Sem 0.6429, dir -0.3025, norm 0.5060, swav 0.0000 LR: 7.274e-02 Score 80.879 Data time: 0.1888, Forward time: 2.2707, Backward time: 3.1231, DDP time: 0.0046, Total iter time: 7.2973 [2020-11-05 18:36:01,095][root][INFO] - ===> Epoch[115](2980/26): Loss 0.6241, Sem 0.4692, dir -0.2624, norm 0.4173, swav 0.0000 LR: 7.273e-02 Score 84.572 Data time: 0.2062, Forward time: 2.2707, Backward time: 3.1228, DDP time: 0.0046, Total iter time: 4.8754 [2020-11-05 18:36:06,200][root][INFO] - ===> Epoch[115](2981/26): Loss 0.8168, Sem 0.5973, dir -0.2650, norm 0.4844, swav 0.0000 LR: 7.272e-02 Score 81.968 Data time: 0.2461, Forward time: 2.2708, Backward time: 3.1225, DDP time: 0.0046, Total iter time: 4.9935 [2020-11-05 18:36:12,232][root][INFO] - ===> Epoch[115](2982/26): Loss 0.8100, Sem 0.6040, dir -0.3021, norm 0.5081, swav 0.0000 LR: 7.271e-02 Score 81.232 Data time: 0.2204, Forward time: 2.2708, Backward time: 3.1225, DDP time: 0.0046, Total iter time: 5.9330 [2020-11-05 18:36:19,858][root][INFO] - ===> Epoch[115](2983/26): Loss 0.7122, Sem 0.5354, dir -0.2728, norm 0.4496, swav 0.0000 LR: 7.270e-02 Score 84.213 Data time: 0.1716, Forward time: 2.2707, Backward time: 3.1232, DDP time: 0.0046, Total iter time: 7.5099 [2020-11-05 18:36:25,415][root][INFO] - ===> Epoch[115](2984/26): Loss 0.6369, Sem 0.4836, dir -0.3117, norm 0.4650, swav 0.0000 LR: 7.269e-02 Score 84.649 Data time: 0.1727, Forward time: 2.2706, Backward time: 3.1233, DDP time: 0.0046, Total iter time: 5.4784 [2020-11-05 18:36:30,657][root][INFO] - ===> Epoch[115](2985/26): Loss 0.6626, Sem 0.4972, dir -0.2894, norm 0.4548, swav 0.0000 LR: 7.268e-02 Score 85.246 Data time: 0.2092, Forward time: 2.2705, Backward time: 3.1232, DDP time: 0.0046, Total iter time: 5.1670 [2020-11-05 18:36:37,981][root][INFO] - ===> Epoch[115](2986/26): Loss 0.7181, Sem 0.5011, dir -0.3022, norm 0.5191, swav 0.0000 LR: 7.268e-02 Score 85.386 Data time: 0.3851, Forward time: 2.2710, Backward time: 3.1232, DDP time: 0.0046, Total iter time: 7.2171 [2020-11-05 18:36:43,230][root][INFO] - ===> Epoch[115](2987/26): Loss 0.7434, Sem 0.4932, dir -0.2317, norm 0.4819, swav 0.0000 LR: 7.267e-02 Score 83.880 Data time: 0.2330, Forward time: 2.2711, Backward time: 3.1229, DDP time: 0.0046, Total iter time: 5.1182 [2020-11-05 18:36:48,496][root][INFO] - ===> Epoch[115](2988/26): Loss 0.7783, Sem 0.5373, dir -0.2946, norm 0.5356, swav 0.0000 LR: 7.266e-02 Score 82.209 Data time: 0.2132, Forward time: 2.2710, Backward time: 3.1228, DDP time: 0.0046, Total iter time: 5.1537 [2020-11-05 18:36:54,670][root][INFO] - ===> Epoch[115](2989/26): Loss 0.6737, Sem 0.4924, dir -0.2274, norm 0.4087, swav 0.0000 LR: 7.265e-02 Score 85.566 Data time: 0.3055, Forward time: 2.2713, Backward time: 3.1226, DDP time: 0.0046, Total iter time: 6.0607 [2020-11-05 18:37:00,472][root][INFO] - ===> Epoch[115](2990/26): Loss 0.8767, Sem 0.6234, dir -0.2498, norm 0.5031, swav 0.0000 LR: 7.264e-02 Score 82.443 Data time: 0.1751, Forward time: 2.2713, Backward time: 3.1227, DDP time: 0.0046, Total iter time: 5.6850 [2020-11-05 18:37:05,681][root][INFO] - ===> Epoch[116](2991/26): Loss 0.7402, Sem 0.5132, dir -0.2304, norm 0.4574, swav 0.0000 LR: 7.263e-02 Score 83.465 Data time: 0.1925, Forward time: 2.2712, Backward time: 3.1225, DDP time: 0.0046, Total iter time: 5.0773 [2020-11-05 18:37:11,099][root][INFO] - ===> Epoch[116](2992/26): Loss 0.7481, Sem 0.5749, dir -0.3116, norm 0.4848, swav 0.0000 LR: 7.262e-02 Score 83.257 Data time: 0.1653, Forward time: 2.2711, Backward time: 3.1226, DDP time: 0.0046, Total iter time: 5.3088 [2020-11-05 18:37:16,480][root][INFO] - ===> Epoch[116](2993/26): Loss 0.8385, Sem 0.6313, dir -0.2979, norm 0.5051, swav 0.0000 LR: 7.261e-02 Score 80.150 Data time: 0.2215, Forward time: 2.2711, Backward time: 3.1224, DDP time: 0.0046, Total iter time: 5.2667 [2020-11-05 18:37:22,803][root][INFO] - ===> Epoch[116](2994/26): Loss 0.7392, Sem 0.5333, dir -0.2534, norm 0.4592, swav 0.0000 LR: 7.260e-02 Score 82.686 Data time: 0.2199, Forward time: 2.2710, Backward time: 3.1226, DDP time: 0.0046, Total iter time: 6.2004 [2020-11-05 18:37:27,790][root][INFO] - ===> Epoch[116](2995/26): Loss 0.7357, Sem 0.5484, dir -0.3022, norm 0.4896, swav 0.0000 LR: 7.259e-02 Score 84.472 Data time: 0.2233, Forward time: 2.2711, Backward time: 3.1223, DDP time: 0.0046, Total iter time: 4.8841 [2020-11-05 18:37:33,316][root][INFO] - ===> Epoch[116](2996/26): Loss 0.6709, Sem 0.5005, dir -0.2941, norm 0.4646, swav 0.0000 LR: 7.258e-02 Score 83.790 Data time: 0.1888, Forward time: 2.2710, Backward time: 3.1223, DDP time: 0.0046, Total iter time: 5.4197 [2020-11-05 18:37:39,187][root][INFO] - ===> Epoch[116](2997/26): Loss 0.6888, Sem 0.5412, dir -0.3085, norm 0.4561, swav 0.0000 LR: 7.257e-02 Score 83.989 Data time: 0.1945, Forward time: 2.2710, Backward time: 3.1223, DDP time: 0.0046, Total iter time: 5.7619 [2020-11-05 18:37:44,387][root][INFO] - ===> Epoch[116](2998/26): Loss 0.6281, Sem 0.4421, dir -0.2779, norm 0.4640, swav 0.0000 LR: 7.256e-02 Score 86.866 Data time: 0.1916, Forward time: 2.2709, Backward time: 3.1222, DDP time: 0.0046, Total iter time: 5.0848 [2020-11-05 18:37:50,893][root][INFO] - ===> Epoch[116](2999/26): Loss 0.7512, Sem 0.6164, dir -0.2603, norm 0.3951, swav 0.0000 LR: 7.255e-02 Score 79.740 Data time: 0.2251, Forward time: 2.2708, Backward time: 3.1225, DDP time: 0.0046, Total iter time: 6.3780 [2020-11-05 18:37:55,570][root][INFO] - ===> Epoch[116](3000/26): Loss 0.7136, Sem 0.5466, dir -0.3149, norm 0.4819, swav 0.0000 LR: 7.254e-02 Score 82.351 Data time: 0.2108, Forward time: 2.2708, Backward time: 3.1222, DDP time: 0.0046, Total iter time: 4.5720 [2020-11-05 18:37:56,209][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-11-05 18:37:56,486][root][INFO] - ===> Start testing [2020-11-05 18:39:21,841][root][INFO] - 101/312: Data time: 0.0098, Iter time: 0.5596 Loss 1.007 (AVG: 0.738) Score 68.903 (AVG: 79.223) mIOU 47.582 mAP 60.587 mAcc 61.789 IOU: 71.216 95.896 38.171 59.358 74.555 55.092 62.690 33.263 34.912 67.214 0.000 27.678 38.021 30.172 17.171 39.951 76.277 29.772 73.642 26.597 mAP: 72.350 96.551 49.107 57.644 80.889 72.868 57.187 50.780 43.214 70.040 9.801 47.200 50.330 55.168 32.964 84.361 85.176 73.730 79.854 42.536 mAcc: 92.236 98.368 46.549 76.288 78.928 91.239 72.034 40.234 43.460 79.074 0.000 46.217 51.019 40.724 22.496 60.485 87.691 87.922 86.977 33.837 [2020-11-05 18:40:44,665][root][INFO] - 201/312: Data time: 0.0048, Iter time: 0.2314 Loss 0.244 (AVG: 0.725) Score 93.258 (AVG: 79.940) mIOU 48.211 mAP 61.466 mAcc 62.500 IOU: 72.293 95.688 40.112 60.792 77.163 56.493 61.973 29.604 36.288 64.619 0.000 29.374 38.146 42.405 25.114 35.050 75.940 31.198 65.706 26.262 mAP: 74.694 96.660 48.478 60.855 82.717 73.725 65.817 48.469 44.639 62.131 8.999 49.038 50.915 63.276 37.636 86.477 88.081 71.398 70.698 44.622 mAcc: 92.297 98.310 50.033 75.104 81.371 92.088 71.557 36.316 47.009 79.991 0.000 43.952 53.120 52.700 31.710 52.794 89.424 87.378 82.170 32.672 [2020-11-05 18:42:04,271][root][INFO] - 301/312: Data time: 0.0068, Iter time: 0.3003 Loss 0.419 (AVG: 0.715) Score 89.543 (AVG: 80.130) mIOU 49.431 mAP 62.031 mAcc 63.347 IOU: 72.484 95.713 43.060 62.043 77.546 53.558 62.455 29.148 35.386 65.577 0.000 32.046 37.659 42.641 30.062 38.806 77.771 30.960 73.685 28.026 mAP: 74.552 96.563 51.543 59.601 81.986 73.699 65.251 48.668 46.318 63.475 10.016 48.622 50.700 64.935 41.273 82.529 89.640 69.416 76.746 45.084 mAcc: 92.118 98.237 53.678 75.235 81.620 93.075 71.217 36.537 46.554 81.257 0.000 46.832 53.185 51.837 40.055 55.938 90.133 78.194 86.434 34.807 [2020-11-05 18:42:15,343][root][INFO] - 312/312: Data time: 0.0061, Iter time: 0.7685 Loss 0.616 (AVG: 0.714) Score 81.436 (AVG: 80.081) mIOU 49.706 mAP 62.058 mAcc 63.611 IOU: 72.587 95.712 43.715 62.074 77.444 53.696 61.832 29.072 35.121 65.350 0.000 33.656 37.628 45.296 30.333 40.438 77.557 30.383 74.662 27.568 mAP: 74.730 96.566 51.565 60.660 82.273 74.047 64.255 48.470 45.987 63.544 9.705 48.990 49.904 66.489 41.023 82.342 89.402 68.175 78.043 44.996 mAcc: 92.089 98.220 54.431 74.755 81.600 93.196 70.552 36.588 46.447 81.535 0.000 48.710 53.447 54.038 40.632 57.932 90.066 76.263 87.328 34.392 [2020-11-05 18:42:15,344][root][INFO] - Finished test. Elapsed time: 258.8563 [2020-11-05 18:42:28,860][root][INFO] - [2020-11-05 18:42:28,861][root][INFO] - ################################################################ [2020-11-05 18:42:28,861][root][INFO] - what : AP AP_50% AP_25% [2020-11-05 18:42:28,861][root][INFO] - ################################################################ [2020-11-05 18:42:28,861][root][INFO] - cabinet : 0.007 0.029 0.257 [2020-11-05 18:42:28,861][root][INFO] - bed : 0.026 0.136 0.402 [2020-11-05 18:42:28,861][root][INFO] - chair : 0.298 0.486 0.629 [2020-11-05 18:42:28,861][root][INFO] - sofa : 0.074 0.208 0.472 [2020-11-05 18:42:28,861][root][INFO] - table : 0.020 0.058 0.165 [2020-11-05 18:42:28,861][root][INFO] - door : 0.015 0.061 0.194 [2020-11-05 18:42:28,861][root][INFO] - window : 0.009 0.031 0.171 [2020-11-05 18:42:28,862][root][INFO] - bookshelf : 0.018 0.071 0.228 [2020-11-05 18:42:28,862][root][INFO] - picture : 0.000 0.000 0.000 [2020-11-05 18:42:28,862][root][INFO] - counter : 0.000 0.000 0.016 [2020-11-05 18:42:28,862][root][INFO] - desk : 0.000 0.000 0.027 [2020-11-05 18:42:28,862][root][INFO] - curtain : 0.040 0.085 0.236 [2020-11-05 18:42:28,862][root][INFO] - refrigerator : 0.012 0.028 0.183 [2020-11-05 18:42:28,862][root][INFO] - shower curtain : 0.247 0.556 0.638 [2020-11-05 18:42:28,862][root][INFO] - toilet : 0.449 0.850 0.911 [2020-11-05 18:42:28,862][root][INFO] - sink : 0.065 0.155 0.447 [2020-11-05 18:42:28,862][root][INFO] - bathtub : 0.022 0.086 0.468 [2020-11-05 18:42:28,862][root][INFO] - otherfurniture : 0.086 0.199 0.404 [2020-11-05 18:42:28,862][root][INFO] - ---------------------------------------------------------------- [2020-11-05 18:42:28,862][root][INFO] - average : 0.077 0.169 0.325 [2020-11-05 18:42:28,862][root][INFO] - [2020-11-05 18:42:29,194][root][INFO] - Summary name validation/mAP@0.5 is illegal; using validation/mAP_0.5 instead. [2020-11-05 18:42:29,856][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34Cbest_val.pth [2020-11-05 18:42:30,123][root][INFO] - Current best mIoU: 49.706 at iter 3000 [2020-11-05 18:42:33,747][root][INFO] - ===> Epoch[116](3001/26): Loss 0.7351, Sem 0.4882, dir -0.2232, norm 0.4702, swav 0.0000 LR: 7.254e-02 Score 85.463 Data time: 0.1777, Forward time: 2.2707, Backward time: 3.1217, DDP time: 0.0046, Total iter time: 3.6179 [2020-11-05 18:42:40,565][root][INFO] - ===> Epoch[116](3002/26): Loss 0.7419, Sem 0.5160, dir -0.2866, norm 0.5125, swav 0.0000 LR: 7.253e-02 Score 83.685 Data time: 0.4277, Forward time: 2.2709, Backward time: 3.1217, DDP time: 0.0046, Total iter time: 6.6912 [2020-11-05 18:42:48,151][root][INFO] - ===> Epoch[116](3003/26): Loss 0.8774, Sem 0.6469, dir -0.2559, norm 0.4864, swav 0.0000 LR: 7.252e-02 Score 81.122 Data time: 0.3754, Forward time: 2.2714, Backward time: 3.1218, DDP time: 0.0046, Total iter time: 7.4185 [2020-11-05 18:42:53,610][root][INFO] - ===> Epoch[116](3004/26): Loss 0.6447, Sem 0.5027, dir -0.3220, norm 0.4640, swav 0.0000 LR: 7.251e-02 Score 83.298 Data time: 0.2250, Forward time: 2.2715, Backward time: 3.1215, DDP time: 0.0046, Total iter time: 5.3219 [2020-11-05 18:42:59,439][root][INFO] - ===> Epoch[116](3005/26): Loss 0.6839, Sem 0.4347, dir -0.2663, norm 0.5155, swav 0.0000 LR: 7.250e-02 Score 86.867 Data time: 0.2581, Forward time: 2.2717, Backward time: 3.1213, DDP time: 0.0046, Total iter time: 5.7170 [2020-11-05 18:43:05,137][root][INFO] - ===> Epoch[116](3006/26): Loss 0.7918, Sem 0.6025, dir -0.2672, norm 0.4565, swav 0.0000 LR: 7.249e-02 Score 80.278 Data time: 0.1811, Forward time: 2.2717, Backward time: 3.1214, DDP time: 0.0046, Total iter time: 5.5721 [2020-11-05 18:43:10,634][root][INFO] - ===> Epoch[116](3007/26): Loss 0.7082, Sem 0.5243, dir -0.3227, norm 0.5067, swav 0.0000 LR: 7.248e-02 Score 83.776 Data time: 0.1850, Forward time: 2.2716, Backward time: 3.1213, DDP time: 0.0046, Total iter time: 5.4016 [2020-11-05 18:43:15,989][root][INFO] - ===> Epoch[116](3008/26): Loss 0.7814, Sem 0.5711, dir -0.2621, norm 0.4724, swav 0.0000 LR: 7.247e-02 Score 82.821 Data time: 0.1595, Forward time: 2.2714, Backward time: 3.1214, DDP time: 0.0046, Total iter time: 5.2395 [2020-11-05 18:43:22,040][root][INFO] - ===> Epoch[116](3009/26): Loss 0.6259, Sem 0.5065, dir -0.3173, norm 0.4366, swav 0.0000 LR: 7.246e-02 Score 83.570 Data time: 0.2280, Forward time: 2.2715, Backward time: 3.1214, DDP time: 0.0046, Total iter time: 5.9676 [2020-11-05 18:43:29,093][root][INFO] - ===> Epoch[116](3010/26): Loss 0.7734, Sem 0.5683, dir -0.2552, norm 0.4602, swav 0.0000 LR: 7.245e-02 Score 81.952 Data time: 0.2149, Forward time: 2.2714, Backward time: 3.1219, DDP time: 0.0046, Total iter time: 6.9295 [2020-11-05 18:43:35,919][root][INFO] - ===> Epoch[116](3011/26): Loss 0.7404, Sem 0.5277, dir -0.2756, norm 0.4883, swav 0.0000 LR: 7.244e-02 Score 85.035 Data time: 0.1552, Forward time: 2.2712, Backward time: 3.1225, DDP time: 0.0046, Total iter time: 6.7263 [2020-11-05 18:43:40,674][root][INFO] - ===> Epoch[116](3012/26): Loss 0.8478, Sem 0.6433, dir -0.2674, norm 0.4719, swav 0.0000 LR: 7.243e-02 Score 81.185 Data time: 0.1804, Forward time: 2.2711, Backward time: 3.1223, DDP time: 0.0046, Total iter time: 4.6818 [2020-11-05 18:43:46,495][root][INFO] - ===> Epoch[116](3013/26): Loss 0.6726, Sem 0.4922, dir -0.2552, norm 0.4357, swav 0.0000 LR: 7.242e-02 Score 85.035 Data time: 0.2033, Forward time: 2.2711, Backward time: 3.1222, DDP time: 0.0046, Total iter time: 5.7012 [2020-11-05 18:43:51,855][root][INFO] - ===> Epoch[116](3014/26): Loss 0.8231, Sem 0.6022, dir -0.2573, norm 0.4782, swav 0.0000 LR: 7.241e-02 Score 81.952 Data time: 0.1532, Forward time: 2.2709, Backward time: 3.1223, DDP time: 0.0046, Total iter time: 5.2440 [2020-11-05 18:43:57,670][root][INFO] - ===> Epoch[116](3015/26): Loss 0.8383, Sem 0.6035, dir -0.2835, norm 0.5183, swav 0.0000 LR: 7.240e-02 Score 82.030 Data time: 0.1952, Forward time: 2.2708, Backward time: 3.1224, DDP time: 0.0046, Total iter time: 5.7151 [2020-11-05 18:44:04,266][root][INFO] - ===> Epoch[116](3016/26): Loss 0.8801, Sem 0.5902, dir -0.2515, norm 0.5414, swav 0.0000 LR: 7.240e-02 Score 82.669 Data time: 0.2683, Forward time: 2.2709, Backward time: 3.1225, DDP time: 0.0046, Total iter time: 6.4630 [2020-11-05 18:44:10,661][root][INFO] - ===> Epoch[117](3017/26): Loss 0.7847, Sem 0.5809, dir -0.2810, norm 0.4848, swav 0.0000 LR: 7.239e-02 Score 81.798 Data time: 0.2912, Forward time: 2.2711, Backward time: 3.1225, DDP time: 0.0046, Total iter time: 6.2548 [2020-11-05 18:44:17,421][root][INFO] - ===> Epoch[117](3018/26): Loss 0.6801, Sem 0.5092, dir -0.2833, norm 0.4541, swav 0.0000 LR: 7.238e-02 Score 84.110 Data time: 0.1753, Forward time: 2.2710, Backward time: 3.1229, DDP time: 0.0046, Total iter time: 6.6186 [2020-11-05 18:44:23,673][root][INFO] - ===> Epoch[117](3019/26): Loss 0.7544, Sem 0.5360, dir -0.3057, norm 0.5241, swav 0.0000 LR: 7.237e-02 Score 83.728 Data time: 0.2124, Forward time: 2.2710, Backward time: 3.1230, DDP time: 0.0046, Total iter time: 6.1356 [2020-11-05 18:44:32,602][root][INFO] - ===> Epoch[117](3020/26): Loss 0.9116, Sem 0.6797, dir -0.2697, norm 0.5016, swav 0.0000 LR: 7.236e-02 Score 80.017 Data time: 0.2077, Forward time: 2.2710, Backward time: 3.1241, DDP time: 0.0046, Total iter time: 8.7861 [2020-11-05 18:44:38,246][root][INFO] - ===> Epoch[117](3021/26): Loss 0.6720, Sem 0.5021, dir -0.2748, norm 0.4447, swav 0.0000 LR: 7.235e-02 Score 82.825 Data time: 0.2664, Forward time: 2.2711, Backward time: 3.1238, DDP time: 0.0046, Total iter time: 5.5268 [2020-11-05 18:44:43,485][root][INFO] - ===> Epoch[117](3022/26): Loss 0.9885, Sem 0.6578, dir -0.2646, norm 0.5953, swav 0.0000 LR: 7.234e-02 Score 79.265 Data time: 0.2106, Forward time: 2.2712, Backward time: 3.1236, DDP time: 0.0046, Total iter time: 5.1126 [2020-11-05 18:44:49,006][root][INFO] - ===> Epoch[117](3023/26): Loss 0.8143, Sem 0.5845, dir -0.2618, norm 0.4916, swav 0.0000 LR: 7.233e-02 Score 82.528 Data time: 0.2579, Forward time: 2.2713, Backward time: 3.1234, DDP time: 0.0046, Total iter time: 5.3750 [2020-11-05 18:44:55,499][root][INFO] - ===> Epoch[117](3024/26): Loss 0.7881, Sem 0.6241, dir -0.2430, norm 0.4069, swav 0.0000 LR: 7.232e-02 Score 80.047 Data time: 0.2159, Forward time: 2.2714, Backward time: 3.1235, DDP time: 0.0046, Total iter time: 6.3641 [2020-11-05 18:45:00,859][root][INFO] - ===> Epoch[117](3025/26): Loss 0.6033, Sem 0.4682, dir -0.3137, norm 0.4488, swav 0.0000 LR: 7.231e-02 Score 86.107 Data time: 0.2793, Forward time: 2.2714, Backward time: 3.1233, DDP time: 0.0046, Total iter time: 5.2270 [2020-11-05 18:45:04,899][root][INFO] - ===> Epoch[117](3026/26): Loss 0.7748, Sem 0.6016, dir -0.3249, norm 0.4981, swav 0.0000 LR: 7.230e-02 Score 81.300 Data time: 0.1830, Forward time: 2.2714, Backward time: 3.1228, DDP time: 0.0046, Total iter time: 3.9303 [2020-11-05 18:45:11,978][root][INFO] - ===> Epoch[117](3027/26): Loss 0.7287, Sem 0.5565, dir -0.2950, norm 0.4671, swav 0.0000 LR: 7.229e-02 Score 83.216 Data time: 0.1952, Forward time: 2.2713, Backward time: 3.1233, DDP time: 0.0046, Total iter time: 6.9865 [2020-11-05 18:45:17,944][root][INFO] - ===> Epoch[117](3028/26): Loss 0.6768, Sem 0.5256, dir -0.3255, norm 0.4767, swav 0.0000 LR: 7.228e-02 Score 83.842 Data time: 0.2813, Forward time: 2.2715, Backward time: 3.1231, DDP time: 0.0046, Total iter time: 5.8630 [2020-11-05 18:45:23,227][root][INFO] - ===> Epoch[117](3029/26): Loss 0.8654, Sem 0.6792, dir -0.3172, norm 0.5034, swav 0.0000 LR: 7.227e-02 Score 80.306 Data time: 0.1802, Forward time: 2.2714, Backward time: 3.1231, DDP time: 0.0046, Total iter time: 5.1724 [2020-11-05 18:45:29,903][root][INFO] - ===> Epoch[117](3030/26): Loss 0.6230, Sem 0.4688, dir -0.2967, norm 0.4509, swav 0.0000 LR: 7.226e-02 Score 84.384 Data time: 0.3532, Forward time: 2.2718, Backward time: 3.1230, DDP time: 0.0046, Total iter time: 6.5693 [2020-11-05 18:45:35,743][root][INFO] - ===> Epoch[117](3031/26): Loss 0.7093, Sem 0.5585, dir -0.2773, norm 0.4281, swav 0.0000 LR: 7.226e-02 Score 82.580 Data time: 0.2205, Forward time: 2.2717, Backward time: 3.1230, DDP time: 0.0046, Total iter time: 5.6948 [2020-11-05 18:45:41,817][root][INFO] - ===> Epoch[117](3032/26): Loss 0.6552, Sem 0.5284, dir -0.2865, norm 0.4133, swav 0.0000 LR: 7.225e-02 Score 83.010 Data time: 0.2019, Forward time: 2.2717, Backward time: 3.1232, DDP time: 0.0046, Total iter time: 5.9552 [2020-11-05 18:45:47,331][root][INFO] - ===> Epoch[117](3033/26): Loss 0.7968, Sem 0.5695, dir -0.2457, norm 0.4730, swav 0.0000 LR: 7.224e-02 Score 83.087 Data time: 0.2136, Forward time: 2.2717, Backward time: 3.1231, DDP time: 0.0046, Total iter time: 5.3918 [2020-11-05 18:45:54,246][root][INFO] - ===> Epoch[117](3034/26): Loss 0.7757, Sem 0.5510, dir -0.2410, norm 0.4657, swav 0.0000 LR: 7.223e-02 Score 81.381 Data time: 0.1583, Forward time: 2.2714, Backward time: 3.1236, DDP time: 0.0046, Total iter time: 6.7746 [2020-11-05 18:46:00,753][root][INFO] - ===> Epoch[117](3035/26): Loss 0.6253, Sem 0.4964, dir -0.3012, norm 0.4300, swav 0.0000 LR: 7.222e-02 Score 84.406 Data time: 0.2530, Forward time: 2.2715, Backward time: 3.1238, DDP time: 0.0046, Total iter time: 6.4171 [2020-11-05 18:46:06,529][root][INFO] - ===> Epoch[117](3036/26): Loss 0.7822, Sem 0.5402, dir -0.2756, norm 0.5175, swav 0.0000 LR: 7.221e-02 Score 83.700 Data time: 0.2122, Forward time: 2.2715, Backward time: 3.1238, DDP time: 0.0046, Total iter time: 5.6620 [2020-11-05 18:46:12,365][root][INFO] - ===> Epoch[117](3037/26): Loss 0.6857, Sem 0.5337, dir -0.2731, norm 0.4251, swav 0.0000 LR: 7.220e-02 Score 83.039 Data time: 0.2907, Forward time: 2.2717, Backward time: 3.1236, DDP time: 0.0046, Total iter time: 5.7274 [2020-11-05 18:46:18,815][root][INFO] - ===> Epoch[117](3038/26): Loss 0.7866, Sem 0.5141, dir -0.2174, norm 0.4899, swav 0.0000 LR: 7.219e-02 Score 85.439 Data time: 0.2955, Forward time: 2.2720, Backward time: 3.1235, DDP time: 0.0046, Total iter time: 6.3254 [2020-11-05 18:46:24,292][root][INFO] - ===> Epoch[117](3039/26): Loss 0.6910, Sem 0.4802, dir -0.2910, norm 0.5018, swav 0.0000 LR: 7.218e-02 Score 84.451 Data time: 0.2192, Forward time: 2.2721, Backward time: 3.1233, DDP time: 0.0046, Total iter time: 5.3431 [2020-11-05 18:46:29,390][root][INFO] - ===> Epoch[117](3040/26): Loss 0.7794, Sem 0.5584, dir -0.2736, norm 0.4947, swav 0.0000 LR: 7.217e-02 Score 82.432 Data time: 0.2790, Forward time: 2.2722, Backward time: 3.1230, DDP time: 0.0046, Total iter time: 4.9894 [2020-11-05 18:46:34,674][root][INFO] - ===> Epoch[117](3041/26): Loss 0.7938, Sem 0.6519, dir -0.2822, norm 0.4242, swav 0.0000 LR: 7.216e-02 Score 80.057 Data time: 0.1704, Forward time: 2.2720, Backward time: 3.1230, DDP time: 0.0046, Total iter time: 5.1843 [2020-11-05 18:46:40,387][root][INFO] - ===> Epoch[117](3042/26): Loss 0.6978, Sem 0.5359, dir -0.3147, norm 0.4767, swav 0.0000 LR: 7.215e-02 Score 82.710 Data time: 0.2632, Forward time: 2.2722, Backward time: 3.1228, DDP time: 0.0046, Total iter time: 5.6318 [2020-11-05 18:46:46,605][root][INFO] - ===> Epoch[118](3043/26): Loss 0.6203, Sem 0.4777, dir -0.3147, norm 0.4573, swav 0.0000 LR: 7.214e-02 Score 85.041 Data time: 0.1653, Forward time: 2.2721, Backward time: 3.1230, DDP time: 0.0046, Total iter time: 6.0856 [2020-11-05 18:46:51,728][root][INFO] - ===> Epoch[118](3044/26): Loss 0.7619, Sem 0.5885, dir -0.3100, norm 0.4834, swav 0.0000 LR: 7.213e-02 Score 80.748 Data time: 0.1512, Forward time: 2.2719, Backward time: 3.1231, DDP time: 0.0046, Total iter time: 5.0470 [2020-11-05 18:46:57,789][root][INFO] - ===> Epoch[118](3045/26): Loss 0.6244, Sem 0.4332, dir -0.2546, norm 0.4458, swav 0.0000 LR: 7.212e-02 Score 86.082 Data time: 0.2821, Forward time: 2.2721, Backward time: 3.1229, DDP time: 0.0046, Total iter time: 5.9708 [2020-11-05 18:47:05,835][root][INFO] - ===> Epoch[118](3046/26): Loss 0.6284, Sem 0.5013, dir -0.3142, norm 0.4412, swav 0.0000 LR: 7.212e-02 Score 84.602 Data time: 0.2077, Forward time: 2.2721, Backward time: 3.1236, DDP time: 0.0046, Total iter time: 7.9137 [2020-11-05 18:47:12,256][root][INFO] - ===> Epoch[118](3047/26): Loss 0.7228, Sem 0.5185, dir -0.2726, norm 0.4769, swav 0.0000 LR: 7.211e-02 Score 83.855 Data time: 0.1807, Forward time: 2.2720, Backward time: 3.1239, DDP time: 0.0046, Total iter time: 6.3182 [2020-11-05 18:47:16,976][root][INFO] - ===> Epoch[118](3048/26): Loss 0.6806, Sem 0.4814, dir -0.3069, norm 0.5061, swav 0.0000 LR: 7.210e-02 Score 85.692 Data time: 0.1764, Forward time: 2.2718, Backward time: 3.1238, DDP time: 0.0046, Total iter time: 4.6253 [2020-11-05 18:47:25,799][root][INFO] - ===> Epoch[118](3049/26): Loss 0.7067, Sem 0.5297, dir -0.3150, norm 0.4921, swav 0.0000 LR: 7.209e-02 Score 83.978 Data time: 0.1938, Forward time: 2.2717, Backward time: 3.1248, DDP time: 0.0046, Total iter time: 8.7477 [2020-11-05 18:47:31,546][root][INFO] - ===> Epoch[118](3050/26): Loss 0.6321, Sem 0.4609, dir -0.2882, norm 0.4593, swav 0.0000 LR: 7.208e-02 Score 84.969 Data time: 0.2307, Forward time: 2.2718, Backward time: 3.1247, DDP time: 0.0046, Total iter time: 5.6023 [2020-11-05 18:47:37,352][root][INFO] - ===> Epoch[118](3051/26): Loss 0.6839, Sem 0.5289, dir -0.3060, norm 0.4610, swav 0.0000 LR: 7.207e-02 Score 84.110 Data time: 0.2678, Forward time: 2.2720, Backward time: 3.1245, DDP time: 0.0046, Total iter time: 5.6560 [2020-11-05 18:47:42,628][root][INFO] - ===> Epoch[118](3052/26): Loss 0.7104, Sem 0.5730, dir -0.3239, norm 0.4613, swav 0.0000 LR: 7.206e-02 Score 82.433 Data time: 0.1622, Forward time: 2.2719, Backward time: 3.1244, DDP time: 0.0046, Total iter time: 5.1286 [2020-11-05 18:47:47,704][root][INFO] - ===> Epoch[118](3053/26): Loss 0.5898, Sem 0.4883, dir -0.3219, norm 0.4234, swav 0.0000 LR: 7.205e-02 Score 83.789 Data time: 0.1939, Forward time: 2.2718, Backward time: 3.1243, DDP time: 0.0046, Total iter time: 4.9794 [2020-11-05 18:47:53,401][root][INFO] - ===> Epoch[118](3054/26): Loss 0.8066, Sem 0.6196, dir -0.2733, norm 0.4603, swav 0.0000 LR: 7.204e-02 Score 80.943 Data time: 0.1885, Forward time: 2.2717, Backward time: 3.1244, DDP time: 0.0046, Total iter time: 5.5934 [2020-11-05 18:47:59,946][root][INFO] - ===> Epoch[118](3055/26): Loss 0.6436, Sem 0.4961, dir -0.2869, norm 0.4345, swav 0.0000 LR: 7.203e-02 Score 85.024 Data time: 0.2379, Forward time: 2.2718, Backward time: 3.1245, DDP time: 0.0046, Total iter time: 6.4591 [2020-11-05 18:48:05,631][root][INFO] - ===> Epoch[118](3056/26): Loss 0.6725, Sem 0.5142, dir -0.2878, norm 0.4461, swav 0.0000 LR: 7.202e-02 Score 82.355 Data time: 0.2351, Forward time: 2.2719, Backward time: 3.1244, DDP time: 0.0046, Total iter time: 5.5558 [2020-11-05 18:48:12,193][root][INFO] - ===> Epoch[118](3057/26): Loss 0.7112, Sem 0.4788, dir -0.2633, norm 0.4956, swav 0.0000 LR: 7.201e-02 Score 85.098 Data time: 0.2379, Forward time: 2.2720, Backward time: 3.1245, DDP time: 0.0046, Total iter time: 6.4407 [2020-11-05 18:48:17,620][root][INFO] - ===> Epoch[118](3058/26): Loss 0.6894, Sem 0.4646, dir -0.3258, norm 0.5507, swav 0.0000 LR: 7.200e-02 Score 85.433 Data time: 0.2522, Forward time: 2.2721, Backward time: 3.1242, DDP time: 0.0046, Total iter time: 5.3052 [2020-11-05 18:48:22,947][root][INFO] - ===> Epoch[118](3059/26): Loss 0.6954, Sem 0.4670, dir -0.2404, norm 0.4687, swav 0.0000 LR: 7.199e-02 Score 83.665 Data time: 0.2209, Forward time: 2.2722, Backward time: 3.1240, DDP time: 0.0046, Total iter time: 5.1924 [2020-11-05 18:48:28,696][root][INFO] - ===> Epoch[118](3060/26): Loss 0.6566, Sem 0.4811, dir -0.2656, norm 0.4411, swav 0.0000 LR: 7.198e-02 Score 84.739 Data time: 0.2574, Forward time: 2.2723, Backward time: 3.1239, DDP time: 0.0046, Total iter time: 5.6256 [2020-11-05 18:48:35,268][root][INFO] - ===> Epoch[118](3061/26): Loss 0.7507, Sem 0.5765, dir -0.2371, norm 0.4113, swav 0.0000 LR: 7.198e-02 Score 81.785 Data time: 0.2601, Forward time: 2.2725, Backward time: 3.1240, DDP time: 0.0046, Total iter time: 6.4382 [2020-11-05 18:48:41,306][root][INFO] - ===> Epoch[118](3062/26): Loss 0.5984, Sem 0.4918, dir -0.3070, norm 0.4135, swav 0.0000 LR: 7.197e-02 Score 84.114 Data time: 0.2491, Forward time: 2.2724, Backward time: 3.1241, DDP time: 0.0046, Total iter time: 5.8971 [2020-11-05 18:48:47,895][root][INFO] - ===> Epoch[118](3063/26): Loss 0.9634, Sem 0.6439, dir -0.2405, norm 0.5601, swav 0.0000 LR: 7.196e-02 Score 81.162 Data time: 0.2969, Forward time: 2.2727, Backward time: 3.1241, DDP time: 0.0046, Total iter time: 6.4779 [2020-11-05 18:48:53,893][root][INFO] - ===> Epoch[118](3064/26): Loss 0.7199, Sem 0.5206, dir -0.2705, norm 0.4698, swav 0.0000 LR: 7.195e-02 Score 83.228 Data time: 0.2226, Forward time: 2.2727, Backward time: 3.1241, DDP time: 0.0046, Total iter time: 5.8667 [2020-11-05 18:48:59,095][root][INFO] - ===> Epoch[118](3065/26): Loss 0.7375, Sem 0.5573, dir -0.2437, norm 0.4239, swav 0.0000 LR: 7.194e-02 Score 83.358 Data time: 0.2402, Forward time: 2.2728, Backward time: 3.1238, DDP time: 0.0046, Total iter time: 5.0752 [2020-11-05 18:49:04,343][root][INFO] - ===> Epoch[118](3066/26): Loss 0.6814, Sem 0.4371, dir -0.2852, norm 0.5295, swav 0.0000 LR: 7.193e-02 Score 85.694 Data time: 0.2217, Forward time: 2.2729, Backward time: 3.1235, DDP time: 0.0046, Total iter time: 5.1223 [2020-11-05 18:49:09,063][root][INFO] - ===> Epoch[118](3067/26): Loss 0.6720, Sem 0.5307, dir -0.2831, norm 0.4244, swav 0.0000 LR: 7.192e-02 Score 83.440 Data time: 0.1721, Forward time: 2.2727, Backward time: 3.1234, DDP time: 0.0046, Total iter time: 4.6044 [2020-11-05 18:49:14,109][root][INFO] - ===> Epoch[118](3068/26): Loss 0.7005, Sem 0.5350, dir -0.3396, norm 0.5051, swav 0.0000 LR: 7.191e-02 Score 82.307 Data time: 0.1948, Forward time: 2.2726, Backward time: 3.1232, DDP time: 0.0046, Total iter time: 4.9416 [2020-11-05 18:49:20,447][root][INFO] - ===> Epoch[119](3069/26): Loss 0.6488, Sem 0.4613, dir -0.2866, norm 0.4741, swav 0.0000 LR: 7.190e-02 Score 85.702 Data time: 0.1928, Forward time: 2.2725, Backward time: 3.1235, DDP time: 0.0046, Total iter time: 6.2217 [2020-11-05 18:49:26,673][root][INFO] - ===> Epoch[119](3070/26): Loss 0.6059, Sem 0.5165, dir -0.3204, norm 0.4098, swav 0.0000 LR: 7.189e-02 Score 82.255 Data time: 0.2021, Forward time: 2.2725, Backward time: 3.1237, DDP time: 0.0046, Total iter time: 6.1039 [2020-11-05 18:49:33,477][root][INFO] - ===> Epoch[119](3071/26): Loss 0.8043, Sem 0.5436, dir -0.2295, norm 0.4902, swav 0.0000 LR: 7.188e-02 Score 83.059 Data time: 0.1836, Forward time: 2.2724, Backward time: 3.1240, DDP time: 0.0046, Total iter time: 6.6801 [2020-11-05 18:49:38,946][root][INFO] - ===> Epoch[119](3072/26): Loss 0.6168, Sem 0.4594, dir -0.3152, norm 0.4726, swav 0.0000 LR: 7.187e-02 Score 85.814 Data time: 0.2225, Forward time: 2.2724, Backward time: 3.1239, DDP time: 0.0046, Total iter time: 5.3633 [2020-11-05 18:49:45,551][root][INFO] - ===> Epoch[119](3073/26): Loss 0.6755, Sem 0.5490, dir -0.3247, norm 0.4512, swav 0.0000 LR: 7.186e-02 Score 83.185 Data time: 0.2003, Forward time: 2.2724, Backward time: 3.1242, DDP time: 0.0046, Total iter time: 6.4618 [2020-11-05 18:49:49,970][root][INFO] - ===> Epoch[119](3074/26): Loss 0.6701, Sem 0.4810, dir -0.2684, norm 0.4575, swav 0.0000 LR: 7.185e-02 Score 84.470 Data time: 0.2079, Forward time: 2.2724, Backward time: 3.1238, DDP time: 0.0046, Total iter time: 4.3059 [2020-11-05 18:49:55,546][root][INFO] - ===> Epoch[119](3075/26): Loss 0.7194, Sem 0.4685, dir -0.2969, norm 0.5478, swav 0.0000 LR: 7.184e-02 Score 84.698 Data time: 0.2506, Forward time: 2.2725, Backward time: 3.1236, DDP time: 0.0046, Total iter time: 5.4736 [2020-11-05 18:50:02,528][root][INFO] - ===> Epoch[119](3076/26): Loss 0.7062, Sem 0.5190, dir -0.2668, norm 0.4539, swav 0.0000 LR: 7.184e-02 Score 83.432 Data time: 0.2186, Forward time: 2.2726, Backward time: 3.1239, DDP time: 0.0046, Total iter time: 6.8450 [2020-11-05 18:50:07,423][root][INFO] - ===> Epoch[119](3077/26): Loss 0.6898, Sem 0.5076, dir -0.2973, norm 0.4795, swav 0.0000 LR: 7.183e-02 Score 82.801 Data time: 0.2327, Forward time: 2.2726, Backward time: 3.1235, DDP time: 0.0046, Total iter time: 4.7721 [2020-11-05 18:50:13,816][root][INFO] - ===> Epoch[119](3078/26): Loss 0.7354, Sem 0.4858, dir -0.2486, norm 0.4983, swav 0.0000 LR: 7.182e-02 Score 85.286 Data time: 0.2413, Forward time: 2.2728, Backward time: 3.1236, DDP time: 0.0046, Total iter time: 6.2777 [2020-11-05 18:50:20,940][root][INFO] - ===> Epoch[119](3079/26): Loss 0.6347, Sem 0.4820, dir -0.2930, norm 0.4457, swav 0.0000 LR: 7.181e-02 Score 84.521 Data time: 0.1994, Forward time: 2.2728, Backward time: 3.1240, DDP time: 0.0046, Total iter time: 6.9808 [2020-11-05 18:50:27,326][root][INFO] - ===> Epoch[119](3080/26): Loss 0.7041, Sem 0.5200, dir -0.2812, norm 0.4653, swav 0.0000 LR: 7.180e-02 Score 83.130 Data time: 0.3605, Forward time: 2.2730, Backward time: 3.1239, DDP time: 0.0046, Total iter time: 6.2682 [2020-11-05 18:50:32,080][root][INFO] - ===> Epoch[119](3081/26): Loss 0.6438, Sem 0.4495, dir -0.2845, norm 0.4788, swav 0.0000 LR: 7.179e-02 Score 86.005 Data time: 0.1811, Forward time: 2.2728, Backward time: 3.1237, DDP time: 0.0046, Total iter time: 4.6182 [2020-11-05 18:50:36,694][root][INFO] - ===> Epoch[119](3082/26): Loss 0.7179, Sem 0.5181, dir -0.2321, norm 0.4320, swav 0.0000 LR: 7.178e-02 Score 84.513 Data time: 0.1812, Forward time: 2.2728, Backward time: 3.1234, DDP time: 0.0046, Total iter time: 4.5284 [2020-11-05 18:50:42,480][root][INFO] - ===> Epoch[119](3083/26): Loss 0.5671, Sem 0.4736, dir -0.2992, norm 0.3927, swav 0.0000 LR: 7.177e-02 Score 85.007 Data time: 0.1811, Forward time: 2.2727, Backward time: 3.1235, DDP time: 0.0046, Total iter time: 5.6653 [2020-11-05 18:50:49,554][root][INFO] - ===> Epoch[119](3084/26): Loss 0.7952, Sem 0.5757, dir -0.3137, norm 0.5332, swav 0.0000 LR: 7.176e-02 Score 82.726 Data time: 0.2063, Forward time: 2.2726, Backward time: 3.1240, DDP time: 0.0046, Total iter time: 6.9799 [2020-11-05 18:50:55,258][root][INFO] - ===> Epoch[119](3085/26): Loss 0.7339, Sem 0.5445, dir -0.2461, norm 0.4355, swav 0.0000 LR: 7.175e-02 Score 83.079 Data time: 0.2698, Forward time: 2.2728, Backward time: 3.1238, DDP time: 0.0046, Total iter time: 5.5844 [2020-11-05 18:51:00,087][root][INFO] - ===> Epoch[119](3086/26): Loss 0.6690, Sem 0.5034, dir -0.2489, norm 0.4145, swav 0.0000 LR: 7.174e-02 Score 84.294 Data time: 0.2052, Forward time: 2.2728, Backward time: 3.1235, DDP time: 0.0046, Total iter time: 4.7015 [2020-11-05 18:51:06,305][root][INFO] - ===> Epoch[119](3087/26): Loss 0.7548, Sem 0.5496, dir -0.2583, norm 0.4635, swav 0.0000 LR: 7.173e-02 Score 83.167 Data time: 0.2879, Forward time: 2.2730, Backward time: 3.1233, DDP time: 0.0046, Total iter time: 6.0918 [2020-11-05 18:51:11,931][root][INFO] - ===> Epoch[119](3088/26): Loss 0.7647, Sem 0.5545, dir -0.2797, norm 0.4898, swav 0.0000 LR: 7.172e-02 Score 84.822 Data time: 0.2386, Forward time: 2.2730, Backward time: 3.1233, DDP time: 0.0046, Total iter time: 5.5047 [2020-11-05 18:51:18,910][root][INFO] - ===> Epoch[119](3089/26): Loss 0.7844, Sem 0.5409, dir -0.2621, norm 0.5056, swav 0.0000 LR: 7.171e-02 Score 82.067 Data time: 0.1567, Forward time: 2.2728, Backward time: 3.1238, DDP time: 0.0046, Total iter time: 6.8537 [2020-11-05 18:51:25,495][root][INFO] - ===> Epoch[119](3090/26): Loss 0.7215, Sem 0.5386, dir -0.3200, norm 0.5030, swav 0.0000 LR: 7.170e-02 Score 83.786 Data time: 0.2364, Forward time: 2.2729, Backward time: 3.1240, DDP time: 0.0046, Total iter time: 6.4977 [2020-11-05 18:51:31,870][root][INFO] - ===> Epoch[119](3091/26): Loss 0.5347, Sem 0.4333, dir -0.3520, norm 0.4534, swav 0.0000 LR: 7.170e-02 Score 85.004 Data time: 0.3211, Forward time: 2.2732, Backward time: 3.1239, DDP time: 0.0046, Total iter time: 6.2433 [2020-11-05 18:51:38,674][root][INFO] - ===> Epoch[119](3092/26): Loss 0.6224, Sem 0.4811, dir -0.3101, norm 0.4514, swav 0.0000 LR: 7.169e-02 Score 84.598 Data time: 0.2062, Forward time: 2.2731, Backward time: 3.1243, DDP time: 0.0046, Total iter time: 6.6681 [2020-11-05 18:51:44,729][root][INFO] - ===> Epoch[119](3093/26): Loss 0.5873, Sem 0.4574, dir -0.3219, norm 0.4517, swav 0.0000 LR: 7.168e-02 Score 85.098 Data time: 0.3034, Forward time: 2.2734, Backward time: 3.1241, DDP time: 0.0046, Total iter time: 5.9555 [2020-11-05 18:51:52,500][root][INFO] - ===> Epoch[119](3094/26): Loss 0.6990, Sem 0.5181, dir -0.2994, norm 0.4803, swav 0.0000 LR: 7.167e-02 Score 85.729 Data time: 0.4020, Forward time: 2.2739, Backward time: 3.1242, DDP time: 0.0046, Total iter time: 7.6521 [2020-11-05 18:51:57,663][root][INFO] - ===> Epoch[120](3095/26): Loss 0.6508, Sem 0.4558, dir -0.3048, norm 0.4998, swav 0.0000 LR: 7.166e-02 Score 85.461 Data time: 0.2426, Forward time: 2.2740, Backward time: 3.1238, DDP time: 0.0046, Total iter time: 5.0286 [2020-11-05 18:52:04,270][root][INFO] - ===> Epoch[120](3096/26): Loss 0.6912, Sem 0.5641, dir -0.3007, norm 0.4278, swav 0.0000 LR: 7.165e-02 Score 82.484 Data time: 0.1883, Forward time: 2.2740, Backward time: 3.1241, DDP time: 0.0046, Total iter time: 6.4704 [2020-11-05 18:52:08,905][root][INFO] - ===> Epoch[120](3097/26): Loss 0.5907, Sem 0.4561, dir -0.3031, norm 0.4378, swav 0.0000 LR: 7.164e-02 Score 85.451 Data time: 0.2099, Forward time: 2.2739, Backward time: 3.1238, DDP time: 0.0046, Total iter time: 4.5290 [2020-11-05 18:52:14,920][root][INFO] - ===> Epoch[120](3098/26): Loss 0.7155, Sem 0.4849, dir -0.2333, norm 0.4638, swav 0.0000 LR: 7.163e-02 Score 83.381 Data time: 0.1599, Forward time: 2.2737, Backward time: 3.1240, DDP time: 0.0046, Total iter time: 5.9200 [2020-11-05 18:52:20,946][root][INFO] - ===> Epoch[120](3099/26): Loss 0.6692, Sem 0.4519, dir -0.2290, norm 0.4463, swav 0.0000 LR: 7.162e-02 Score 85.932 Data time: 0.2205, Forward time: 2.2738, Backward time: 3.1241, DDP time: 0.0046, Total iter time: 5.9538 [2020-11-05 18:52:26,805][root][INFO] - ===> Epoch[120](3100/26): Loss 0.6204, Sem 0.4740, dir -0.2897, norm 0.4360, swav 0.0000 LR: 7.161e-02 Score 84.755 Data time: 0.1861, Forward time: 2.2737, Backward time: 3.1242, DDP time: 0.0046, Total iter time: 5.7510 [2020-11-05 18:52:32,290][root][INFO] - ===> Epoch[120](3101/26): Loss 0.6698, Sem 0.4988, dir -0.3125, norm 0.4835, swav 0.0000 LR: 7.160e-02 Score 85.602 Data time: 0.2585, Forward time: 2.2738, Backward time: 3.1240, DDP time: 0.0046, Total iter time: 5.3717 [2020-11-05 18:52:38,099][root][INFO] - ===> Epoch[120](3102/26): Loss 0.7042, Sem 0.5414, dir -0.3158, norm 0.4786, swav 0.0000 LR: 7.159e-02 Score 83.876 Data time: 0.2250, Forward time: 2.2738, Backward time: 3.1240, DDP time: 0.0046, Total iter time: 5.6855 [2020-11-05 18:52:45,091][root][INFO] - ===> Epoch[120](3103/26): Loss 0.6246, Sem 0.4365, dir -0.2926, norm 0.4807, swav 0.0000 LR: 7.158e-02 Score 87.145 Data time: 0.1927, Forward time: 2.2738, Backward time: 3.1244, DDP time: 0.0046, Total iter time: 6.8679 [2020-11-05 18:52:50,434][root][INFO] - ===> Epoch[120](3104/26): Loss 0.7121, Sem 0.5526, dir -0.2840, norm 0.4434, swav 0.0000 LR: 7.157e-02 Score 82.469 Data time: 0.2139, Forward time: 2.2738, Backward time: 3.1243, DDP time: 0.0047, Total iter time: 5.2526 [2020-11-05 18:52:56,819][root][INFO] - ===> Epoch[120](3105/26): Loss 0.6765, Sem 0.5007, dir -0.3025, norm 0.4783, swav 0.0000 LR: 7.156e-02 Score 84.361 Data time: 0.3392, Forward time: 2.2741, Backward time: 3.1241, DDP time: 0.0046, Total iter time: 6.2875 [2020-11-05 18:53:03,052][root][INFO] - ===> Epoch[120](3106/26): Loss 0.8647, Sem 0.6681, dir -0.2800, norm 0.4766, swav 0.0000 LR: 7.156e-02 Score 78.672 Data time: 0.2005, Forward time: 2.2741, Backward time: 3.1242, DDP time: 0.0046, Total iter time: 6.0997 [2020-11-05 18:53:09,464][root][INFO] - ===> Epoch[120](3107/26): Loss 0.8439, Sem 0.6149, dir -0.2942, norm 0.5231, swav 0.0000 LR: 7.155e-02 Score 81.550 Data time: 0.2528, Forward time: 2.2742, Backward time: 3.1243, DDP time: 0.0046, Total iter time: 6.2954 [2020-11-05 18:53:15,437][root][INFO] - ===> Epoch[120](3108/26): Loss 0.8008, Sem 0.5379, dir -0.2728, norm 0.5358, swav 0.0000 LR: 7.154e-02 Score 82.550 Data time: 0.2870, Forward time: 2.2744, Backward time: 3.1241, DDP time: 0.0046, Total iter time: 5.8609 [2020-11-05 18:53:20,623][root][INFO] - ===> Epoch[120](3109/26): Loss 0.7589, Sem 0.5404, dir -0.2565, norm 0.4750, swav 0.0000 LR: 7.153e-02 Score 81.895 Data time: 0.2371, Forward time: 2.2745, Backward time: 3.1239, DDP time: 0.0046, Total iter time: 5.0745 [2020-11-05 18:53:26,922][root][INFO] - ===> Epoch[120](3110/26): Loss 0.6513, Sem 0.4893, dir -0.3319, norm 0.4938, swav 0.0000 LR: 7.152e-02 Score 84.434 Data time: 0.2452, Forward time: 2.2746, Backward time: 3.1239, DDP time: 0.0046, Total iter time: 6.1904 [2020-11-05 18:53:32,111][root][INFO] - ===> Epoch[120](3111/26): Loss 0.6533, Sem 0.4864, dir -0.2924, norm 0.4593, swav 0.0000 LR: 7.151e-02 Score 84.937 Data time: 0.2236, Forward time: 2.2746, Backward time: 3.1237, DDP time: 0.0046, Total iter time: 5.0691 [2020-11-05 18:53:38,381][root][INFO] - ===> Epoch[120](3112/26): Loss 0.6990, Sem 0.5147, dir -0.3126, norm 0.4969, swav 0.0000 LR: 7.150e-02 Score 84.735 Data time: 0.1641, Forward time: 2.2745, Backward time: 3.1240, DDP time: 0.0046, Total iter time: 6.1614 [2020-11-05 18:53:44,211][root][INFO] - ===> Epoch[120](3113/26): Loss 0.6696, Sem 0.5379, dir -0.2932, norm 0.4249, swav 0.0000 LR: 7.149e-02 Score 83.298 Data time: 0.2514, Forward time: 2.2746, Backward time: 3.1239, DDP time: 0.0046, Total iter time: 5.7670 [2020-11-05 18:53:49,609][root][INFO] - ===> Epoch[120](3114/26): Loss 0.7186, Sem 0.5354, dir -0.2765, norm 0.4597, swav 0.0000 LR: 7.148e-02 Score 83.972 Data time: 0.2493, Forward time: 2.2747, Backward time: 3.1236, DDP time: 0.0046, Total iter time: 5.2712 [2020-11-05 18:53:55,535][root][INFO] - ===> Epoch[120](3115/26): Loss 0.6428, Sem 0.5052, dir -0.2905, norm 0.4281, swav 0.0000 LR: 7.147e-02 Score 82.501 Data time: 0.1292, Forward time: 2.2745, Backward time: 3.1240, DDP time: 0.0046, Total iter time: 5.8135 [2020-11-05 18:54:01,157][root][INFO] - ===> Epoch[120](3116/26): Loss 0.6657, Sem 0.5490, dir -0.3209, norm 0.4376, swav 0.0000 LR: 7.146e-02 Score 84.845 Data time: 0.2120, Forward time: 2.2744, Backward time: 3.1240, DDP time: 0.0046, Total iter time: 5.5505 [2020-11-05 18:54:07,198][root][INFO] - ===> Epoch[120](3117/26): Loss 0.6071, Sem 0.4574, dir -0.3116, norm 0.4613, swav 0.0000 LR: 7.145e-02 Score 86.389 Data time: 0.1943, Forward time: 2.2744, Backward time: 3.1241, DDP time: 0.0046, Total iter time: 5.9269 [2020-11-05 18:54:12,858][root][INFO] - ===> Epoch[120](3118/26): Loss 0.6818, Sem 0.5286, dir -0.2991, norm 0.4523, swav 0.0000 LR: 7.144e-02 Score 82.742 Data time: 0.1572, Forward time: 2.2742, Backward time: 3.1242, DDP time: 0.0047, Total iter time: 5.5623 [2020-11-05 18:54:18,571][root][INFO] - ===> Epoch[120](3119/26): Loss 0.5953, Sem 0.4204, dir -0.2816, norm 0.4565, swav 0.0000 LR: 7.143e-02 Score 87.600 Data time: 0.2268, Forward time: 2.2743, Backward time: 3.1242, DDP time: 0.0047, Total iter time: 5.6487 [2020-11-05 18:54:24,641][root][INFO] - ===> Epoch[120](3120/26): Loss 0.6480, Sem 0.5395, dir -0.2887, norm 0.3972, swav 0.0000 LR: 7.142e-02 Score 84.169 Data time: 0.2828, Forward time: 2.2746, Backward time: 3.1240, DDP time: 0.0047, Total iter time: 5.9607 [2020-11-05 18:54:30,888][root][INFO] - ===> Epoch[121](3121/26): Loss 0.7336, Sem 0.5710, dir -0.2907, norm 0.4534, swav 0.0000 LR: 7.142e-02 Score 82.422 Data time: 0.2578, Forward time: 2.2747, Backward time: 3.1239, DDP time: 0.0047, Total iter time: 6.1191 [2020-11-05 18:54:37,810][root][INFO] - ===> Epoch[121](3122/26): Loss 0.7540, Sem 0.5559, dir -0.2614, norm 0.4594, swav 0.0000 LR: 7.141e-02 Score 83.152 Data time: 0.2280, Forward time: 2.2748, Backward time: 3.1242, DDP time: 0.0047, Total iter time: 6.7988 [2020-11-05 18:54:43,667][root][INFO] - ===> Epoch[121](3123/26): Loss 0.5103, Sem 0.4350, dir -0.3229, norm 0.3982, swav 0.0000 LR: 7.140e-02 Score 87.050 Data time: 0.1731, Forward time: 2.2746, Backward time: 3.1244, DDP time: 0.0047, Total iter time: 5.7477 [2020-11-05 18:54:48,484][root][INFO] - ===> Epoch[121](3124/26): Loss 0.6427, Sem 0.5090, dir -0.2494, norm 0.3831, swav 0.0000 LR: 7.139e-02 Score 83.777 Data time: 0.1973, Forward time: 2.2745, Backward time: 3.1242, DDP time: 0.0047, Total iter time: 4.7248 [2020-11-05 18:54:54,015][root][INFO] - ===> Epoch[121](3125/26): Loss 0.8731, Sem 0.5943, dir -0.2934, norm 0.5722, swav 0.0000 LR: 7.138e-02 Score 81.715 Data time: 0.2601, Forward time: 2.2747, Backward time: 3.1239, DDP time: 0.0047, Total iter time: 5.4322 [2020-11-05 18:54:59,569][root][INFO] - ===> Epoch[121](3126/26): Loss 0.6488, Sem 0.4989, dir -0.2801, norm 0.4300, swav 0.0000 LR: 7.137e-02 Score 85.558 Data time: 0.2485, Forward time: 2.2749, Backward time: 3.1237, DDP time: 0.0047, Total iter time: 5.4356 [2020-11-05 18:55:04,696][root][INFO] - ===> Epoch[121](3127/26): Loss 0.7370, Sem 0.5010, dir -0.2401, norm 0.4761, swav 0.0000 LR: 7.136e-02 Score 83.367 Data time: 0.2219, Forward time: 2.2749, Backward time: 3.1235, DDP time: 0.0047, Total iter time: 5.0160 [2020-11-05 18:55:10,739][root][INFO] - ===> Epoch[121](3128/26): Loss 0.6879, Sem 0.5396, dir -0.2814, norm 0.4297, swav 0.0000 LR: 7.135e-02 Score 82.695 Data time: 0.2330, Forward time: 2.2750, Backward time: 3.1234, DDP time: 0.0047, Total iter time: 5.9317 [2020-11-05 18:55:15,923][root][INFO] - ===> Epoch[121](3129/26): Loss 0.7832, Sem 0.5461, dir -0.2560, norm 0.4931, swav 0.0000 LR: 7.134e-02 Score 83.004 Data time: 0.2179, Forward time: 2.2751, Backward time: 3.1232, DDP time: 0.0047, Total iter time: 5.0649 [2020-11-05 18:55:22,774][root][INFO] - ===> Epoch[121](3130/26): Loss 0.5283, Sem 0.4435, dir -0.2978, norm 0.3826, swav 0.0000 LR: 7.133e-02 Score 86.629 Data time: 0.2589, Forward time: 2.2752, Backward time: 3.1233, DDP time: 0.0047, Total iter time: 6.7370 [2020-11-05 18:55:28,364][root][INFO] - ===> Epoch[121](3131/26): Loss 0.5822, Sem 0.4204, dir -0.2581, norm 0.4198, swav 0.0000 LR: 7.132e-02 Score 86.801 Data time: 0.2500, Forward time: 2.2754, Backward time: 3.1231, DDP time: 0.0047, Total iter time: 5.4603 [2020-11-05 18:55:32,974][root][INFO] - ===> Epoch[121](3132/26): Loss 0.5986, Sem 0.4701, dir -0.2672, norm 0.3957, swav 0.0000 LR: 7.131e-02 Score 85.688 Data time: 0.2138, Forward time: 2.2754, Backward time: 3.1227, DDP time: 0.0047, Total iter time: 4.4858 [2020-11-05 18:55:39,202][root][INFO] - ===> Epoch[121](3133/26): Loss 0.8168, Sem 0.5689, dir -0.2664, norm 0.5143, swav 0.0000 LR: 7.130e-02 Score 83.272 Data time: 0.1630, Forward time: 2.2753, Backward time: 3.1230, DDP time: 0.0047, Total iter time: 6.1251 [2020-11-05 18:55:45,697][root][INFO] - ===> Epoch[121](3134/26): Loss 0.7042, Sem 0.5304, dir -0.3039, norm 0.4777, swav 0.0000 LR: 7.129e-02 Score 82.485 Data time: 0.1651, Forward time: 2.2751, Backward time: 3.1234, DDP time: 0.0047, Total iter time: 6.4257 [2020-11-05 18:55:50,922][root][INFO] - ===> Epoch[121](3135/26): Loss 0.6741, Sem 0.5575, dir -0.3302, norm 0.4468, swav 0.0000 LR: 7.128e-02 Score 81.061 Data time: 0.2015, Forward time: 2.2751, Backward time: 3.1232, DDP time: 0.0047, Total iter time: 5.1467 [2020-11-05 18:55:55,977][root][INFO] - ===> Epoch[121](3136/26): Loss 0.7664, Sem 0.5874, dir -0.3304, norm 0.5094, swav 0.0000 LR: 7.128e-02 Score 81.935 Data time: 0.1712, Forward time: 2.2749, Backward time: 3.1232, DDP time: 0.0047, Total iter time: 4.9229 [2020-11-05 18:56:00,767][root][INFO] - ===> Epoch[121](3137/26): Loss 0.7472, Sem 0.5261, dir -0.2837, norm 0.5048, swav 0.0000 LR: 7.127e-02 Score 84.002 Data time: 0.2411, Forward time: 2.2750, Backward time: 3.1228, DDP time: 0.0047, Total iter time: 4.7150 [2020-11-05 18:56:07,627][root][INFO] - ===> Epoch[121](3138/26): Loss 0.6856, Sem 0.5335, dir -0.2707, norm 0.4228, swav 0.0000 LR: 7.126e-02 Score 83.042 Data time: 0.3425, Forward time: 2.2753, Backward time: 3.1228, DDP time: 0.0047, Total iter time: 6.7421 [2020-11-05 18:56:13,132][root][INFO] - ===> Epoch[121](3139/26): Loss 0.6065, Sem 0.4475, dir -0.3071, norm 0.4661, swav 0.0000 LR: 7.125e-02 Score 86.772 Data time: 0.1727, Forward time: 2.2752, Backward time: 3.1228, DDP time: 0.0047, Total iter time: 5.3590 [2020-11-05 18:56:18,958][root][INFO] - ===> Epoch[121](3140/26): Loss 0.7909, Sem 0.5502, dir -0.2325, norm 0.4733, swav 0.0000 LR: 7.124e-02 Score 82.868 Data time: 0.1588, Forward time: 2.2750, Backward time: 3.1230, DDP time: 0.0047, Total iter time: 5.7275 [2020-11-05 18:56:25,446][root][INFO] - ===> Epoch[121](3141/26): Loss 0.7486, Sem 0.5819, dir -0.2533, norm 0.4200, swav 0.0000 LR: 7.123e-02 Score 82.313 Data time: 0.1659, Forward time: 2.2748, Backward time: 3.1234, DDP time: 0.0047, Total iter time: 6.4158 [2020-11-05 18:56:30,783][root][INFO] - ===> Epoch[121](3142/26): Loss 0.7706, Sem 0.5900, dir -0.2845, norm 0.4652, swav 0.0000 LR: 7.122e-02 Score 82.276 Data time: 0.2620, Forward time: 2.2750, Backward time: 3.1231, DDP time: 0.0047, Total iter time: 5.2531 [2020-11-05 18:56:35,922][root][INFO] - ===> Epoch[121](3143/26): Loss 0.7283, Sem 0.5140, dir -0.2786, norm 0.4928, swav 0.0000 LR: 7.121e-02 Score 84.493 Data time: 0.2189, Forward time: 2.2750, Backward time: 3.1229, DDP time: 0.0047, Total iter time: 5.0239 [2020-11-05 18:56:42,450][root][INFO] - ===> Epoch[121](3144/26): Loss 0.6052, Sem 0.4222, dir -0.2747, norm 0.4577, swav 0.0000 LR: 7.120e-02 Score 86.379 Data time: 0.2461, Forward time: 2.2751, Backward time: 3.1231, DDP time: 0.0047, Total iter time: 6.4025 [2020-11-05 18:56:48,291][root][INFO] - ===> Epoch[121](3145/26): Loss 0.6563, Sem 0.4524, dir -0.2550, norm 0.4589, swav 0.0000 LR: 7.119e-02 Score 86.343 Data time: 0.2736, Forward time: 2.2753, Backward time: 3.1228, DDP time: 0.0047, Total iter time: 5.7135 [2020-11-05 18:56:52,867][root][INFO] - ===> Epoch[121](3146/26): Loss 0.6480, Sem 0.5126, dir -0.3130, norm 0.4483, swav 0.0000 LR: 7.118e-02 Score 85.215 Data time: 0.1567, Forward time: 2.2752, Backward time: 3.1226, DDP time: 0.0047, Total iter time: 4.4447 [2020-11-05 18:56:58,881][root][INFO] - ===> Epoch[122](3147/26): Loss 0.6744, Sem 0.5398, dir -0.3480, norm 0.4826, swav 0.0000 LR: 7.117e-02 Score 82.323 Data time: 0.1920, Forward time: 2.2751, Backward time: 3.1227, DDP time: 0.0047, Total iter time: 5.9432 [2020-11-05 18:57:04,264][root][INFO] - ===> Epoch[122](3148/26): Loss 0.6485, Sem 0.4973, dir -0.2897, norm 0.4410, swav 0.0000 LR: 7.116e-02 Score 84.289 Data time: 0.2206, Forward time: 2.2751, Backward time: 3.1226, DDP time: 0.0047, Total iter time: 5.2701 [2020-11-05 18:57:09,446][root][INFO] - ===> Epoch[122](3149/26): Loss 0.7877, Sem 0.5318, dir -0.2685, norm 0.5243, swav 0.0000 LR: 7.115e-02 Score 83.736 Data time: 0.2257, Forward time: 2.2752, Backward time: 3.1223, DDP time: 0.0047, Total iter time: 5.0822 [2020-11-05 18:57:14,311][root][INFO] - ===> Epoch[122](3150/26): Loss 0.6044, Sem 0.4703, dir -0.3164, norm 0.4506, swav 0.0000 LR: 7.114e-02 Score 86.013 Data time: 0.2200, Forward time: 2.2751, Backward time: 3.1221, DDP time: 0.0047, Total iter time: 4.7420 [2020-11-05 18:57:19,907][root][INFO] - ===> Epoch[122](3151/26): Loss 0.6161, Sem 0.4833, dir -0.2930, norm 0.4258, swav 0.0000 LR: 7.113e-02 Score 84.923 Data time: 0.2501, Forward time: 2.2752, Backward time: 3.1219, DDP time: 0.0047, Total iter time: 5.5064 [2020-11-05 18:57:24,520][root][INFO] - ===> Epoch[122](3152/26): Loss 0.6866, Sem 0.4919, dir -0.3496, norm 0.5443, swav 0.0000 LR: 7.113e-02 Score 85.210 Data time: 0.2011, Forward time: 2.2752, Backward time: 3.1216, DDP time: 0.0047, Total iter time: 4.4895 [2020-11-05 18:57:31,906][root][INFO] - ===> Epoch[122](3153/26): Loss 0.5526, Sem 0.4696, dir -0.2911, norm 0.3740, swav 0.0000 LR: 7.112e-02 Score 85.895 Data time: 0.1418, Forward time: 2.2750, Backward time: 3.1223, DDP time: 0.0047, Total iter time: 7.2933 [2020-11-05 18:57:36,363][root][INFO] - ===> Epoch[122](3154/26): Loss 0.6002, Sem 0.4460, dir -0.3161, norm 0.4702, swav 0.0000 LR: 7.111e-02 Score 85.745 Data time: 0.1711, Forward time: 2.2748, Backward time: 3.1221, DDP time: 0.0047, Total iter time: 4.4073 [2020-11-05 18:57:42,091][root][INFO] - ===> Epoch[122](3155/26): Loss 0.5709, Sem 0.4591, dir -0.2841, norm 0.3960, swav 0.0000 LR: 7.110e-02 Score 85.636 Data time: 0.1826, Forward time: 2.2747, Backward time: 3.1222, DDP time: 0.0047, Total iter time: 5.6898 [2020-11-05 18:57:48,433][root][INFO] - ===> Epoch[122](3156/26): Loss 0.7321, Sem 0.4976, dir -0.2634, norm 0.4979, swav 0.0000 LR: 7.109e-02 Score 83.551 Data time: 0.1831, Forward time: 2.2747, Backward time: 3.1224, DDP time: 0.0047, Total iter time: 6.2702 [2020-11-05 18:57:56,161][root][INFO] - ===> Epoch[122](3157/26): Loss 0.5980, Sem 0.4505, dir -0.2913, norm 0.4388, swav 0.0000 LR: 7.108e-02 Score 84.837 Data time: 0.2220, Forward time: 2.2747, Backward time: 3.1230, DDP time: 0.0047, Total iter time: 7.6224 [2020-11-05 18:58:02,930][root][INFO] - ===> Epoch[122](3158/26): Loss 0.6967, Sem 0.4776, dir -0.2732, norm 0.4923, swav 0.0000 LR: 7.107e-02 Score 85.214 Data time: 0.2299, Forward time: 2.2748, Backward time: 3.1232, DDP time: 0.0047, Total iter time: 6.6576 [2020-11-05 18:58:08,388][root][INFO] - ===> Epoch[122](3159/26): Loss 0.7956, Sem 0.5041, dir -0.2699, norm 0.5615, swav 0.0000 LR: 7.106e-02 Score 85.152 Data time: 0.2235, Forward time: 2.2748, Backward time: 3.1231, DDP time: 0.0047, Total iter time: 5.3119 [2020-11-05 18:58:14,883][root][INFO] - ===> Epoch[122](3160/26): Loss 0.6541, Sem 0.5336, dir -0.3026, norm 0.4231, swav 0.0000 LR: 7.105e-02 Score 83.598 Data time: 0.1760, Forward time: 2.2747, Backward time: 3.1234, DDP time: 0.0047, Total iter time: 6.3738 [2020-11-05 18:58:20,623][root][INFO] - ===> Epoch[122](3161/26): Loss 0.7039, Sem 0.4898, dir -0.2747, norm 0.4889, swav 0.0000 LR: 7.104e-02 Score 84.677 Data time: 0.2352, Forward time: 2.2747, Backward time: 3.1234, DDP time: 0.0047, Total iter time: 5.6400 [2020-11-05 18:58:26,599][root][INFO] - ===> Epoch[122](3162/26): Loss 0.7694, Sem 0.5386, dir -0.2182, norm 0.4490, swav 0.0000 LR: 7.103e-02 Score 83.916 Data time: 0.2140, Forward time: 2.2747, Backward time: 3.1234, DDP time: 0.0047, Total iter time: 5.8453 [2020-11-05 18:58:31,952][root][INFO] - ===> Epoch[122](3163/26): Loss 0.5733, Sem 0.4537, dir -0.2907, norm 0.4104, swav 0.0000 LR: 7.102e-02 Score 85.317 Data time: 0.1956, Forward time: 2.2747, Backward time: 3.1233, DDP time: 0.0047, Total iter time: 5.2257 [2020-11-05 18:58:37,422][root][INFO] - ===> Epoch[122](3164/26): Loss 0.6630, Sem 0.4777, dir -0.3279, norm 0.5132, swav 0.0000 LR: 7.101e-02 Score 85.299 Data time: 0.1811, Forward time: 2.2745, Backward time: 3.1234, DDP time: 0.0047, Total iter time: 5.3669 [2020-11-05 18:58:43,040][root][INFO] - ===> Epoch[122](3165/26): Loss 0.6780, Sem 0.5231, dir -0.3454, norm 0.5003, swav 0.0000 LR: 7.100e-02 Score 83.789 Data time: 0.1689, Forward time: 2.2744, Backward time: 3.1234, DDP time: 0.0047, Total iter time: 5.5375 [2020-11-05 18:58:49,228][root][INFO] - ===> Epoch[122](3166/26): Loss 0.6815, Sem 0.5021, dir -0.2644, norm 0.4439, swav 0.0000 LR: 7.099e-02 Score 84.431 Data time: 0.1765, Forward time: 2.2743, Backward time: 3.1237, DDP time: 0.0047, Total iter time: 6.0716 [2020-11-05 18:58:54,803][root][INFO] - ===> Epoch[122](3167/26): Loss 0.6625, Sem 0.4671, dir -0.2964, norm 0.4919, swav 0.0000 LR: 7.099e-02 Score 86.685 Data time: 0.2783, Forward time: 2.2744, Backward time: 3.1235, DDP time: 0.0047, Total iter time: 5.4904 [2020-11-05 18:59:02,104][root][INFO] - ===> Epoch[122](3168/26): Loss 0.7900, Sem 0.5863, dir -0.2888, norm 0.4925, swav 0.0000 LR: 7.098e-02 Score 80.656 Data time: 0.3478, Forward time: 2.2748, Backward time: 3.1236, DDP time: 0.0047, Total iter time: 7.1857 [2020-11-05 18:59:06,935][root][INFO] - ===> Epoch[122](3169/26): Loss 0.7543, Sem 0.5976, dir -0.2996, norm 0.4562, swav 0.0000 LR: 7.097e-02 Score 82.531 Data time: 0.2048, Forward time: 2.2748, Backward time: 3.1233, DDP time: 0.0047, Total iter time: 4.6763 [2020-11-05 18:59:12,492][root][INFO] - ===> Epoch[122](3170/26): Loss 0.5739, Sem 0.4366, dir -0.2713, norm 0.4086, swav 0.0000 LR: 7.096e-02 Score 86.529 Data time: 0.1858, Forward time: 2.2746, Backward time: 3.1234, DDP time: 0.0047, Total iter time: 5.4455 [2020-11-05 18:59:18,331][root][INFO] - ===> Epoch[122](3171/26): Loss 0.6573, Sem 0.4757, dir -0.2714, norm 0.4530, swav 0.0000 LR: 7.095e-02 Score 83.994 Data time: 0.2883, Forward time: 2.2748, Backward time: 3.1232, DDP time: 0.0047, Total iter time: 5.7528 [2020-11-05 18:59:23,255][root][INFO] - ===> Epoch[122](3172/26): Loss 0.5820, Sem 0.4330, dir -0.2765, norm 0.4254, swav 0.0000 LR: 7.094e-02 Score 85.771 Data time: 0.2165, Forward time: 2.2747, Backward time: 3.1230, DDP time: 0.0047, Total iter time: 4.8152 [2020-11-05 18:59:29,329][root][INFO] - ===> Epoch[123](3173/26): Loss 0.7131, Sem 0.4680, dir -0.2668, norm 0.5118, swav 0.0000 LR: 7.093e-02 Score 85.500 Data time: 0.2770, Forward time: 2.2749, Backward time: 3.1229, DDP time: 0.0047, Total iter time: 5.9680 [2020-11-05 18:59:34,746][root][INFO] - ===> Epoch[123](3174/26): Loss 0.6311, Sem 0.4815, dir -0.2927, norm 0.4423, swav 0.0000 LR: 7.092e-02 Score 84.115 Data time: 0.2268, Forward time: 2.2748, Backward time: 3.1228, DDP time: 0.0047, Total iter time: 5.2840 [2020-11-05 18:59:40,962][root][INFO] - ===> Epoch[123](3175/26): Loss 0.7120, Sem 0.5240, dir -0.2585, norm 0.4465, swav 0.0000 LR: 7.091e-02 Score 84.351 Data time: 0.2945, Forward time: 2.2751, Backward time: 3.1227, DDP time: 0.0047, Total iter time: 6.1024 [2020-11-05 18:59:45,680][root][INFO] - ===> Epoch[123](3176/26): Loss 0.5342, Sem 0.4528, dir -0.2911, norm 0.3725, swav 0.0000 LR: 7.090e-02 Score 85.434 Data time: 0.1874, Forward time: 2.2750, Backward time: 3.1224, DDP time: 0.0047, Total iter time: 4.5830 [2020-11-05 18:59:49,880][root][INFO] - ===> Epoch[123](3177/26): Loss 0.6844, Sem 0.4865, dir -0.2677, norm 0.4657, swav 0.0000 LR: 7.089e-02 Score 85.244 Data time: 0.2131, Forward time: 2.2750, Backward time: 3.1219, DDP time: 0.0047, Total iter time: 4.0854 [2020-11-05 18:59:56,524][root][INFO] - ===> Epoch[123](3178/26): Loss 0.6086, Sem 0.4528, dir -0.3254, norm 0.4812, swav 0.0000 LR: 7.088e-02 Score 84.319 Data time: 0.2740, Forward time: 2.2752, Backward time: 3.1219, DDP time: 0.0047, Total iter time: 6.5301 [2020-11-05 19:00:03,122][root][INFO] - ===> Epoch[123](3179/26): Loss 0.7569, Sem 0.5167, dir -0.2570, norm 0.4973, swav 0.0000 LR: 7.087e-02 Score 83.164 Data time: 0.2735, Forward time: 2.2754, Backward time: 3.1220, DDP time: 0.0047, Total iter time: 6.4718 [2020-11-05 19:00:09,960][root][INFO] - ===> Epoch[123](3180/26): Loss 0.7028, Sem 0.5065, dir -0.2573, norm 0.4536, swav 0.0000 LR: 7.086e-02 Score 84.534 Data time: 0.2505, Forward time: 2.2756, Backward time: 3.1221, DDP time: 0.0047, Total iter time: 6.6980 [2020-11-05 19:00:15,195][root][INFO] - ===> Epoch[123](3181/26): Loss 0.6665, Sem 0.4702, dir -0.2960, norm 0.4923, swav 0.0000 LR: 7.085e-02 Score 85.368 Data time: 0.2510, Forward time: 2.2757, Backward time: 3.1219, DDP time: 0.0047, Total iter time: 5.1210 [2020-11-05 19:00:20,354][root][INFO] - ===> Epoch[123](3182/26): Loss 0.5437, Sem 0.4369, dir -0.3150, norm 0.4218, swav 0.0000 LR: 7.085e-02 Score 85.643 Data time: 0.2464, Forward time: 2.2757, Backward time: 3.1216, DDP time: 0.0047, Total iter time: 5.0479 [2020-11-05 19:00:25,555][root][INFO] - ===> Epoch[123](3183/26): Loss 0.7787, Sem 0.5635, dir -0.2149, norm 0.4301, swav 0.0000 LR: 7.084e-02 Score 81.883 Data time: 0.1920, Forward time: 2.2757, Backward time: 3.1215, DDP time: 0.0047, Total iter time: 5.0791 [2020-11-05 19:00:30,666][root][INFO] - ===> Epoch[123](3184/26): Loss 0.6177, Sem 0.4596, dir -0.2872, norm 0.4454, swav 0.0000 LR: 7.083e-02 Score 85.814 Data time: 0.2005, Forward time: 2.2757, Backward time: 3.1213, DDP time: 0.0047, Total iter time: 5.0147 [2020-11-05 19:00:36,159][root][INFO] - ===> Epoch[123](3185/26): Loss 0.5857, Sem 0.5010, dir -0.3602, norm 0.4449, swav 0.0000 LR: 7.082e-02 Score 84.061 Data time: 0.1748, Forward time: 2.2756, Backward time: 3.1213, DDP time: 0.0047, Total iter time: 5.3862 [2020-11-05 19:00:41,915][root][INFO] - ===> Epoch[123](3186/26): Loss 0.6584, Sem 0.4948, dir -0.2835, norm 0.4471, swav 0.0000 LR: 7.081e-02 Score 83.754 Data time: 0.1565, Forward time: 2.2754, Backward time: 3.1215, DDP time: 0.0047, Total iter time: 5.6573 [2020-11-05 19:00:47,703][root][INFO] - ===> Epoch[123](3187/26): Loss 0.5914, Sem 0.4921, dir -0.3643, norm 0.4636, swav 0.0000 LR: 7.080e-02 Score 85.009 Data time: 0.1876, Forward time: 2.2753, Backward time: 3.1215, DDP time: 0.0047, Total iter time: 5.6938 [2020-11-05 19:00:52,874][root][INFO] - ===> Epoch[123](3188/26): Loss 0.6344, Sem 0.4498, dir -0.2765, norm 0.4610, swav 0.0000 LR: 7.079e-02 Score 85.846 Data time: 0.2030, Forward time: 2.2752, Backward time: 3.1215, DDP time: 0.0047, Total iter time: 5.0792 [2020-11-05 19:00:58,084][root][INFO] - ===> Epoch[123](3189/26): Loss 0.5652, Sem 0.4363, dir -0.3176, norm 0.4465, swav 0.0000 LR: 7.078e-02 Score 87.304 Data time: 0.2473, Forward time: 2.2752, Backward time: 3.1212, DDP time: 0.0047, Total iter time: 5.1310 [2020-11-05 19:01:03,615][root][INFO] - ===> Epoch[123](3190/26): Loss 0.7105, Sem 0.5268, dir -0.2576, norm 0.4413, swav 0.0000 LR: 7.077e-02 Score 83.893 Data time: 0.2586, Forward time: 2.2754, Backward time: 3.1210, DDP time: 0.0047, Total iter time: 5.4006 [2020-11-05 19:01:09,482][root][INFO] - ===> Epoch[123](3191/26): Loss 0.8105, Sem 0.5238, dir -0.2463, norm 0.5329, swav 0.0000 LR: 7.076e-02 Score 84.282 Data time: 0.1495, Forward time: 2.2752, Backward time: 3.1212, DDP time: 0.0047, Total iter time: 5.7409 [2020-11-05 19:01:15,837][root][INFO] - ===> Epoch[123](3192/26): Loss 0.9114, Sem 0.6651, dir -0.2701, norm 0.5164, swav 0.0000 LR: 7.075e-02 Score 79.523 Data time: 0.2225, Forward time: 2.2752, Backward time: 3.1214, DDP time: 0.0047, Total iter time: 6.2836 [2020-11-05 19:01:20,638][root][INFO] - ===> Epoch[123](3193/26): Loss 0.6909, Sem 0.4659, dir -0.2226, norm 0.4475, swav 0.0000 LR: 7.074e-02 Score 84.847 Data time: 0.2095, Forward time: 2.2752, Backward time: 3.1211, DDP time: 0.0047, Total iter time: 4.7066 [2020-11-05 19:01:27,319][root][INFO] - ===> Epoch[123](3194/26): Loss 0.7975, Sem 0.5614, dir -0.2783, norm 0.5144, swav 0.0000 LR: 7.073e-02 Score 83.571 Data time: 0.1953, Forward time: 2.2751, Backward time: 3.1214, DDP time: 0.0047, Total iter time: 6.5692 [2020-11-05 19:01:32,820][root][INFO] - ===> Epoch[123](3195/26): Loss 0.6473, Sem 0.4930, dir -0.2732, norm 0.4276, swav 0.0000 LR: 7.072e-02 Score 84.791 Data time: 0.2525, Forward time: 2.2753, Backward time: 3.1212, DDP time: 0.0047, Total iter time: 5.4244 [2020-11-05 19:01:39,261][root][INFO] - ===> Epoch[123](3196/26): Loss 0.7255, Sem 0.4829, dir -0.2514, norm 0.4941, swav 0.0000 LR: 7.071e-02 Score 83.606 Data time: 0.1870, Forward time: 2.2752, Backward time: 3.1215, DDP time: 0.0047, Total iter time: 6.3155 [2020-11-05 19:01:44,776][root][INFO] - ===> Epoch[123](3197/26): Loss 0.7627, Sem 0.5268, dir -0.2818, norm 0.5176, swav 0.0000 LR: 7.070e-02 Score 84.080 Data time: 0.2354, Forward time: 2.2753, Backward time: 3.1213, DDP time: 0.0047, Total iter time: 5.4045 [2020-11-05 19:01:50,401][root][INFO] - ===> Epoch[123](3198/26): Loss 0.7257, Sem 0.5221, dir -0.3027, norm 0.5062, swav 0.0000 LR: 7.070e-02 Score 84.447 Data time: 0.2321, Forward time: 2.2753, Backward time: 3.1212, DDP time: 0.0047, Total iter time: 5.4987 [2020-11-05 19:01:55,944][root][INFO] - ===> Epoch[124](3199/26): Loss 0.6768, Sem 0.5251, dir -0.3149, norm 0.4666, swav 0.0000 LR: 7.069e-02 Score 82.225 Data time: 0.2487, Forward time: 2.2755, Backward time: 3.1210, DDP time: 0.0047, Total iter time: 5.4126 [2020-11-05 19:02:02,320][root][INFO] - ===> Epoch[124](3200/26): Loss 0.7354, Sem 0.5038, dir -0.3042, norm 0.5358, swav 0.0000 LR: 7.068e-02 Score 84.877 Data time: 0.2873, Forward time: 2.2758, Backward time: 3.1208, DDP time: 0.0047, Total iter time: 6.2431 [2020-11-05 19:02:08,346][root][INFO] - ===> Epoch[124](3201/26): Loss 0.7407, Sem 0.4989, dir -0.2740, norm 0.5158, swav 0.0000 LR: 7.067e-02 Score 84.344 Data time: 0.2058, Forward time: 2.2758, Backward time: 3.1209, DDP time: 0.0047, Total iter time: 5.8974 [2020-11-05 19:02:13,907][root][INFO] - ===> Epoch[124](3202/26): Loss 0.6740, Sem 0.5650, dir -0.3183, norm 0.4273, swav 0.0000 LR: 7.066e-02 Score 82.285 Data time: 0.2155, Forward time: 2.2757, Backward time: 3.1209, DDP time: 0.0047, Total iter time: 5.4387 [2020-11-05 19:02:19,735][root][INFO] - ===> Epoch[124](3203/26): Loss 0.6375, Sem 0.4669, dir -0.3090, norm 0.4797, swav 0.0000 LR: 7.065e-02 Score 83.159 Data time: 0.2016, Forward time: 2.2757, Backward time: 3.1210, DDP time: 0.0047, Total iter time: 5.7260 [2020-11-05 19:02:25,618][root][INFO] - ===> Epoch[124](3204/26): Loss 0.5772, Sem 0.4361, dir -0.3290, norm 0.4702, swav 0.0000 LR: 7.064e-02 Score 86.299 Data time: 0.2101, Forward time: 2.2756, Backward time: 3.1210, DDP time: 0.0047, Total iter time: 5.7668 [2020-11-05 19:02:32,839][root][INFO] - ===> Epoch[124](3205/26): Loss 0.6560, Sem 0.4845, dir -0.2846, norm 0.4561, swav 0.0000 LR: 7.063e-02 Score 84.106 Data time: 0.1565, Forward time: 2.2755, Backward time: 3.1216, DDP time: 0.0047, Total iter time: 7.0866 [2020-11-05 19:02:38,329][root][INFO] - ===> Epoch[124](3206/26): Loss 0.6642, Sem 0.4605, dir -0.2851, norm 0.4888, swav 0.0000 LR: 7.062e-02 Score 85.934 Data time: 0.1798, Forward time: 2.2753, Backward time: 3.1216, DDP time: 0.0047, Total iter time: 5.4177 [2020-11-05 19:02:43,950][root][INFO] - ===> Epoch[124](3207/26): Loss 0.7501, Sem 0.5128, dir -0.2221, norm 0.4593, swav 0.0000 LR: 7.061e-02 Score 85.177 Data time: 0.2572, Forward time: 2.2754, Backward time: 3.1215, DDP time: 0.0047, Total iter time: 5.5154 [2020-11-05 19:02:49,054][root][INFO] - ===> Epoch[124](3208/26): Loss 0.6312, Sem 0.4947, dir -0.2684, norm 0.4049, swav 0.0000 LR: 7.060e-02 Score 84.987 Data time: 0.1571, Forward time: 2.2752, Backward time: 3.1215, DDP time: 0.0047, Total iter time: 4.9770 [2020-11-05 19:02:54,301][root][INFO] - ===> Epoch[124](3209/26): Loss 0.7062, Sem 0.5605, dir -0.2855, norm 0.4311, swav 0.0000 LR: 7.059e-02 Score 82.976 Data time: 0.1405, Forward time: 2.2749, Backward time: 3.1216, DDP time: 0.0047, Total iter time: 5.1399 [2020-11-05 19:03:00,589][root][INFO] - ===> Epoch[124](3210/26): Loss 0.6122, Sem 0.4728, dir -0.2443, norm 0.3837, swav 0.0000 LR: 7.058e-02 Score 86.539 Data time: 0.2958, Forward time: 2.2752, Backward time: 3.1215, DDP time: 0.0047, Total iter time: 6.2314 [2020-11-05 19:03:06,672][root][INFO] - ===> Epoch[124](3211/26): Loss 0.7722, Sem 0.5342, dir -0.2787, norm 0.5166, swav 0.0000 LR: 7.057e-02 Score 83.852 Data time: 0.1979, Forward time: 2.2752, Backward time: 3.1216, DDP time: 0.0047, Total iter time: 5.9818 [2020-11-05 19:03:14,346][root][INFO] - ===> Epoch[124](3212/26): Loss 0.7489, Sem 0.5664, dir -0.3029, norm 0.4854, swav 0.0000 LR: 7.056e-02 Score 82.749 Data time: 0.1635, Forward time: 2.2751, Backward time: 3.1223, DDP time: 0.0047, Total iter time: 7.5604 [2020-11-05 19:03:19,971][root][INFO] - ===> Epoch[124](3213/26): Loss 0.6644, Sem 0.4964, dir -0.3086, norm 0.4766, swav 0.0000 LR: 7.056e-02 Score 85.795 Data time: 0.2840, Forward time: 2.2752, Backward time: 3.1221, DDP time: 0.0047, Total iter time: 5.5398 [2020-11-05 19:03:24,295][root][INFO] - ===> Epoch[124](3214/26): Loss 0.6095, Sem 0.4849, dir -0.3145, norm 0.4390, swav 0.0000 LR: 7.055e-02 Score 85.115 Data time: 0.1880, Forward time: 2.2751, Backward time: 3.1217, DDP time: 0.0047, Total iter time: 4.1911 [2020-11-05 19:03:30,878][root][INFO] - ===> Epoch[124](3215/26): Loss 0.8517, Sem 0.6169, dir -0.2421, norm 0.4769, swav 0.0000 LR: 7.054e-02 Score 81.648 Data time: 0.1848, Forward time: 2.2750, Backward time: 3.1221, DDP time: 0.0047, Total iter time: 6.4838 [2020-11-05 19:03:35,908][root][INFO] - ===> Epoch[124](3216/26): Loss 0.5698, Sem 0.4455, dir -0.2933, norm 0.4177, swav 0.0000 LR: 7.053e-02 Score 86.891 Data time: 0.2176, Forward time: 2.2750, Backward time: 3.1219, DDP time: 0.0047, Total iter time: 4.9218 [2020-11-05 19:03:42,917][root][INFO] - ===> Epoch[124](3217/26): Loss 0.6139, Sem 0.4426, dir -0.2962, norm 0.4675, swav 0.0000 LR: 7.052e-02 Score 85.547 Data time: 0.2310, Forward time: 2.2750, Backward time: 3.1222, DDP time: 0.0047, Total iter time: 6.8762 [2020-11-05 19:03:48,125][root][INFO] - ===> Epoch[124](3218/26): Loss 0.7355, Sem 0.5500, dir -0.2917, norm 0.4772, swav 0.0000 LR: 7.051e-02 Score 81.549 Data time: 0.1959, Forward time: 2.2750, Backward time: 3.1220, DDP time: 0.0047, Total iter time: 5.0558 [2020-11-05 19:03:53,038][root][INFO] - ===> Epoch[124](3219/26): Loss 0.6087, Sem 0.4633, dir -0.2807, norm 0.4260, swav 0.0000 LR: 7.050e-02 Score 86.065 Data time: 0.2252, Forward time: 2.2750, Backward time: 3.1218, DDP time: 0.0047, Total iter time: 4.7951 [2020-11-05 19:03:59,854][root][INFO] - ===> Epoch[124](3220/26): Loss 0.7673, Sem 0.5795, dir -0.2821, norm 0.4699, swav 0.0000 LR: 7.049e-02 Score 81.678 Data time: 0.2030, Forward time: 2.2750, Backward time: 3.1221, DDP time: 0.0047, Total iter time: 6.7009 [2020-11-05 19:04:05,346][root][INFO] - ===> Epoch[124](3221/26): Loss 0.6419, Sem 0.5038, dir -0.3152, norm 0.4533, swav 0.0000 LR: 7.048e-02 Score 83.557 Data time: 0.1829, Forward time: 2.2749, Backward time: 3.1221, DDP time: 0.0047, Total iter time: 5.3672 [2020-11-05 19:04:10,716][root][INFO] - ===> Epoch[124](3222/26): Loss 0.7654, Sem 0.5287, dir -0.2629, norm 0.4996, swav 0.0000 LR: 7.047e-02 Score 83.884 Data time: 0.1700, Forward time: 2.2748, Backward time: 3.1221, DDP time: 0.0047, Total iter time: 5.2605 [2020-11-05 19:04:17,259][root][INFO] - ===> Epoch[124](3223/26): Loss 0.6516, Sem 0.4774, dir -0.3068, norm 0.4809, swav 0.0000 LR: 7.046e-02 Score 85.975 Data time: 0.2367, Forward time: 2.2749, Backward time: 3.1222, DDP time: 0.0047, Total iter time: 6.4639 [2020-11-05 19:04:22,935][root][INFO] - ===> Epoch[124](3224/26): Loss 0.5630, Sem 0.4725, dir -0.3036, norm 0.3941, swav 0.0000 LR: 7.045e-02 Score 85.744 Data time: 0.1928, Forward time: 2.2748, Backward time: 3.1222, DDP time: 0.0047, Total iter time: 5.5536 [2020-11-05 19:04:27,890][root][INFO] - ===> Epoch[125](3225/26): Loss 0.5662, Sem 0.4480, dir -0.3057, norm 0.4239, swav 0.0000 LR: 7.044e-02 Score 85.629 Data time: 0.2362, Forward time: 2.2749, Backward time: 3.1219, DDP time: 0.0047, Total iter time: 4.8543 [2020-11-05 19:04:33,175][root][INFO] - ===> Epoch[125](3226/26): Loss 0.7171, Sem 0.5214, dir -0.2720, norm 0.4677, swav 0.0000 LR: 7.043e-02 Score 83.866 Data time: 0.2316, Forward time: 2.2750, Backward time: 3.1217, DDP time: 0.0047, Total iter time: 5.1703 [2020-11-05 19:04:38,076][root][INFO] - ===> Epoch[125](3227/26): Loss 0.5837, Sem 0.4719, dir -0.3465, norm 0.4583, swav 0.0000 LR: 7.042e-02 Score 85.218 Data time: 0.1927, Forward time: 2.2749, Backward time: 3.1214, DDP time: 0.0047, Total iter time: 4.7794 [2020-11-05 19:04:43,438][root][INFO] - ===> Epoch[125](3228/26): Loss 0.6052, Sem 0.4597, dir -0.3273, norm 0.4728, swav 0.0000 LR: 7.041e-02 Score 85.705 Data time: 0.1501, Forward time: 2.2747, Backward time: 3.1215, DDP time: 0.0047, Total iter time: 5.2431 [2020-11-05 19:04:49,119][root][INFO] - ===> Epoch[125](3229/26): Loss 0.7539, Sem 0.6280, dir -0.3017, norm 0.4276, swav 0.0000 LR: 7.041e-02 Score 81.311 Data time: 0.1995, Forward time: 2.2746, Backward time: 3.1216, DDP time: 0.0047, Total iter time: 5.6124 [2020-11-05 19:04:53,775][root][INFO] - ===> Epoch[125](3230/26): Loss 0.7155, Sem 0.5235, dir -0.2856, norm 0.4776, swav 0.0000 LR: 7.040e-02 Score 83.787 Data time: 0.1911, Forward time: 2.2745, Backward time: 3.1214, DDP time: 0.0047, Total iter time: 4.5358 [2020-11-05 19:05:01,621][root][INFO] - ===> Epoch[125](3231/26): Loss 0.6923, Sem 0.5629, dir -0.3119, norm 0.4413, swav 0.0000 LR: 7.039e-02 Score 83.619 Data time: 0.2186, Forward time: 2.2746, Backward time: 3.1219, DDP time: 0.0047, Total iter time: 7.7369 [2020-11-05 19:05:08,176][root][INFO] - ===> Epoch[125](3232/26): Loss 0.6395, Sem 0.4527, dir -0.2692, norm 0.4559, swav 0.0000 LR: 7.038e-02 Score 85.096 Data time: 0.1930, Forward time: 2.2745, Backward time: 3.1222, DDP time: 0.0047, Total iter time: 6.4250 [2020-11-05 19:05:13,551][root][INFO] - ===> Epoch[125](3233/26): Loss 0.7117, Sem 0.5145, dir -0.2502, norm 0.4473, swav 0.0000 LR: 7.037e-02 Score 81.971 Data time: 0.2115, Forward time: 2.2746, Backward time: 3.1220, DDP time: 0.0047, Total iter time: 5.2543 [2020-11-05 19:05:18,982][root][INFO] - ===> Epoch[125](3234/26): Loss 0.6148, Sem 0.4419, dir -0.2879, norm 0.4608, swav 0.0000 LR: 7.036e-02 Score 85.356 Data time: 0.2003, Forward time: 2.2745, Backward time: 3.1220, DDP time: 0.0047, Total iter time: 5.3030 [2020-11-05 19:05:24,956][root][INFO] - ===> Epoch[125](3235/26): Loss 0.6501, Sem 0.4734, dir -0.2954, norm 0.4721, swav 0.0000 LR: 7.035e-02 Score 85.784 Data time: 0.1901, Forward time: 2.2745, Backward time: 3.1221, DDP time: 0.0047, Total iter time: 5.8581 [2020-11-05 19:05:29,566][root][INFO] - ===> Epoch[125](3236/26): Loss 0.5354, Sem 0.4478, dir -0.3522, norm 0.4399, swav 0.0000 LR: 7.034e-02 Score 87.057 Data time: 0.1776, Forward time: 2.2743, Backward time: 3.1218, DDP time: 0.0047, Total iter time: 4.4829 [2020-11-05 19:05:34,767][root][INFO] - ===> Epoch[125](3237/26): Loss 0.6048, Sem 0.4736, dir -0.3431, norm 0.4743, swav 0.0000 LR: 7.033e-02 Score 84.580 Data time: 0.2316, Forward time: 2.2744, Backward time: 3.1216, DDP time: 0.0047, Total iter time: 5.1031 [2020-11-05 19:05:40,812][root][INFO] - ===> Epoch[125](3238/26): Loss 0.7402, Sem 0.5410, dir -0.2775, norm 0.4767, swav 0.0000 LR: 7.032e-02 Score 82.721 Data time: 0.2022, Forward time: 2.2744, Backward time: 3.1217, DDP time: 0.0047, Total iter time: 5.9257 [2020-11-05 19:05:46,098][root][INFO] - ===> Epoch[125](3239/26): Loss 0.5855, Sem 0.4385, dir -0.2822, norm 0.4292, swav 0.0000 LR: 7.031e-02 Score 86.180 Data time: 0.1793, Forward time: 2.2743, Backward time: 3.1217, DDP time: 0.0047, Total iter time: 5.1787 [2020-11-05 19:05:51,286][root][INFO] - ===> Epoch[125](3240/26): Loss 0.6918, Sem 0.5244, dir -0.3148, norm 0.4822, swav 0.0000 LR: 7.030e-02 Score 83.949 Data time: 0.2015, Forward time: 2.2742, Backward time: 3.1215, DDP time: 0.0047, Total iter time: 5.0850 [2020-11-05 19:05:57,908][root][INFO] - ===> Epoch[125](3241/26): Loss 0.6258, Sem 0.4782, dir -0.2964, norm 0.4440, swav 0.0000 LR: 7.029e-02 Score 84.959 Data time: 0.2076, Forward time: 2.2742, Backward time: 3.1218, DDP time: 0.0047, Total iter time: 6.5036 [2020-11-05 19:06:04,301][root][INFO] - ===> Epoch[125](3242/26): Loss 0.7643, Sem 0.5378, dir -0.2664, norm 0.4929, swav 0.0000 LR: 7.028e-02 Score 84.020 Data time: 0.2554, Forward time: 2.2743, Backward time: 3.1219, DDP time: 0.0047, Total iter time: 6.2821 [2020-11-05 19:06:09,520][root][INFO] - ===> Epoch[125](3243/26): Loss 0.6944, Sem 0.5363, dir -0.3108, norm 0.4688, swav 0.0000 LR: 7.027e-02 Score 83.395 Data time: 0.2154, Forward time: 2.2742, Backward time: 3.1218, DDP time: 0.0047, Total iter time: 5.0687 [2020-11-05 19:06:15,720][root][INFO] - ===> Epoch[125](3244/26): Loss 0.7747, Sem 0.5382, dir -0.2908, norm 0.5274, swav 0.0000 LR: 7.027e-02 Score 82.290 Data time: 0.3085, Forward time: 2.2745, Backward time: 3.1216, DDP time: 0.0047, Total iter time: 6.0763 [2020-11-05 19:06:21,373][root][INFO] - ===> Epoch[125](3245/26): Loss 0.6922, Sem 0.4857, dir -0.3090, norm 0.5155, swav 0.0000 LR: 7.026e-02 Score 84.882 Data time: 0.2425, Forward time: 2.2746, Backward time: 3.1214, DDP time: 0.0047, Total iter time: 5.4964 [2020-11-05 19:06:27,524][root][INFO] - ===> Epoch[125](3246/26): Loss 0.6150, Sem 0.4959, dir -0.2771, norm 0.3962, swav 0.0000 LR: 7.025e-02 Score 84.601 Data time: 0.2941, Forward time: 2.2749, Backward time: 3.1213, DDP time: 0.0047, Total iter time: 6.0394 [2020-11-05 19:06:33,804][root][INFO] - ===> Epoch[125](3247/26): Loss 0.5894, Sem 0.4739, dir -0.3015, norm 0.4170, swav 0.0000 LR: 7.024e-02 Score 83.755 Data time: 0.2139, Forward time: 2.2749, Backward time: 3.1214, DDP time: 0.0047, Total iter time: 6.1529 [2020-11-05 19:06:39,383][root][INFO] - ===> Epoch[125](3248/26): Loss 0.6665, Sem 0.4827, dir -0.2418, norm 0.4256, swav 0.0000 LR: 7.023e-02 Score 84.567 Data time: 0.1942, Forward time: 2.2748, Backward time: 3.1214, DDP time: 0.0047, Total iter time: 5.4764 [2020-11-05 19:06:45,024][root][INFO] - ===> Epoch[125](3249/26): Loss 0.6879, Sem 0.5438, dir -0.2547, norm 0.3987, swav 0.0000 LR: 7.022e-02 Score 82.978 Data time: 0.1490, Forward time: 2.2746, Backward time: 3.1216, DDP time: 0.0047, Total iter time: 5.5416 [2020-11-05 19:06:50,724][root][INFO] - ===> Epoch[125](3250/26): Loss 0.6226, Sem 0.4167, dir -0.2865, norm 0.4924, swav 0.0000 LR: 7.021e-02 Score 85.911 Data time: 0.2083, Forward time: 2.2746, Backward time: 3.1216, DDP time: 0.0047, Total iter time: 5.6033 [2020-11-05 19:06:56,165][root][INFO] - ===> Epoch[126](3251/26): Loss 0.7106, Sem 0.5054, dir -0.3070, norm 0.5122, swav 0.0000 LR: 7.020e-02 Score 85.049 Data time: 0.1926, Forward time: 2.2745, Backward time: 3.1215, DDP time: 0.0047, Total iter time: 5.3192 [2020-11-05 19:07:03,129][root][INFO] - ===> Epoch[126](3252/26): Loss 0.5705, Sem 0.4587, dir -0.3486, norm 0.4603, swav 0.0000 LR: 7.019e-02 Score 85.228 Data time: 0.2101, Forward time: 2.2745, Backward time: 3.1219, DDP time: 0.0047, Total iter time: 6.8224 [2020-11-05 19:07:08,403][root][INFO] - ===> Epoch[126](3253/26): Loss 0.7905, Sem 0.6302, dir -0.3037, norm 0.4640, swav 0.0000 LR: 7.018e-02 Score 79.826 Data time: 0.2744, Forward time: 2.2746, Backward time: 3.1216, DDP time: 0.0047, Total iter time: 5.1343 [2020-11-05 19:07:13,842][root][INFO] - ===> Epoch[126](3254/26): Loss 0.6292, Sem 0.4599, dir -0.3507, norm 0.5200, swav 0.0000 LR: 7.017e-02 Score 85.745 Data time: 0.2077, Forward time: 2.2746, Backward time: 3.1215, DDP time: 0.0047, Total iter time: 5.3359 [2020-11-05 19:07:20,457][root][INFO] - ===> Epoch[126](3255/26): Loss 0.6297, Sem 0.4902, dir -0.2840, norm 0.4236, swav 0.0000 LR: 7.016e-02 Score 85.096 Data time: 0.1884, Forward time: 2.2746, Backward time: 3.1218, DDP time: 0.0047, Total iter time: 6.4924 [2020-11-05 19:07:26,667][root][INFO] - ===> Epoch[126](3256/26): Loss 0.5307, Sem 0.4236, dir -0.3377, norm 0.4447, swav 0.0000 LR: 7.015e-02 Score 85.620 Data time: 0.1871, Forward time: 2.2745, Backward time: 3.1219, DDP time: 0.0047, Total iter time: 6.0699 [2020-11-05 19:07:32,632][root][INFO] - ===> Epoch[126](3257/26): Loss 0.7667, Sem 0.5663, dir -0.2737, norm 0.4741, swav 0.0000 LR: 7.014e-02 Score 81.841 Data time: 0.1376, Forward time: 2.2743, Backward time: 3.1222, DDP time: 0.0047, Total iter time: 5.8247 [2020-11-05 19:07:39,744][root][INFO] - ===> Epoch[126](3258/26): Loss 0.6365, Sem 0.4867, dir -0.3318, norm 0.4815, swav 0.0000 LR: 7.013e-02 Score 84.405 Data time: 0.2435, Forward time: 2.2744, Backward time: 3.1226, DDP time: 0.0047, Total iter time: 7.0193 [2020-11-05 19:07:45,069][root][INFO] - ===> Epoch[126](3259/26): Loss 0.6108, Sem 0.4282, dir -0.2555, norm 0.4381, swav 0.0000 LR: 7.012e-02 Score 86.477 Data time: 0.2153, Forward time: 2.2744, Backward time: 3.1224, DDP time: 0.0047, Total iter time: 5.1948 [2020-11-05 19:07:49,931][root][INFO] - ===> Epoch[126](3260/26): Loss 0.5052, Sem 0.4408, dir -0.3433, norm 0.4076, swav 0.0000 LR: 7.012e-02 Score 85.948 Data time: 0.2182, Forward time: 2.2744, Backward time: 3.1221, DDP time: 0.0047, Total iter time: 4.7484 [2020-11-05 19:07:56,795][root][INFO] - ===> Epoch[126](3261/26): Loss 0.6809, Sem 0.5055, dir -0.2528, norm 0.4282, swav 0.0000 LR: 7.011e-02 Score 84.120 Data time: 0.1986, Forward time: 2.2744, Backward time: 3.1224, DDP time: 0.0047, Total iter time: 6.7443 [2020-11-05 19:08:03,756][root][INFO] - ===> Epoch[126](3262/26): Loss 0.6017, Sem 0.4987, dir -0.3228, norm 0.4258, swav 0.0000 LR: 7.010e-02 Score 84.747 Data time: 0.1025, Forward time: 2.2740, Backward time: 3.1232, DDP time: 0.0047, Total iter time: 6.8351 [2020-11-05 19:08:08,378][root][INFO] - ===> Epoch[126](3263/26): Loss 0.6758, Sem 0.5247, dir -0.3052, norm 0.4562, swav 0.0000 LR: 7.009e-02 Score 83.575 Data time: 0.2054, Forward time: 2.2740, Backward time: 3.1228, DDP time: 0.0047, Total iter time: 4.5685 [2020-11-05 19:08:14,263][root][INFO] - ===> Epoch[126](3264/26): Loss 0.6424, Sem 0.5129, dir -0.3334, norm 0.4629, swav 0.0000 LR: 7.008e-02 Score 83.501 Data time: 0.1992, Forward time: 2.2739, Backward time: 3.1230, DDP time: 0.0047, Total iter time: 5.7823 [2020-11-05 19:08:20,231][root][INFO] - ===> Epoch[126](3265/26): Loss 0.6277, Sem 0.5170, dir -0.3214, norm 0.4321, swav 0.0000 LR: 7.007e-02 Score 84.969 Data time: 0.2141, Forward time: 2.2739, Backward time: 3.1230, DDP time: 0.0047, Total iter time: 5.8694 [2020-11-05 19:08:25,554][root][INFO] - ===> Epoch[126](3266/26): Loss 0.6423, Sem 0.4590, dir -0.2763, norm 0.4596, swav 0.0000 LR: 7.006e-02 Score 85.300 Data time: 0.2123, Forward time: 2.2738, Backward time: 3.1229, DDP time: 0.0047, Total iter time: 5.1953 [2020-11-05 19:08:33,317][root][INFO] - ===> Epoch[126](3267/26): Loss 0.6357, Sem 0.4643, dir -0.3437, norm 0.5150, swav 0.0000 LR: 7.005e-02 Score 86.777 Data time: 0.4245, Forward time: 2.2743, Backward time: 3.1230, DDP time: 0.0047, Total iter time: 7.6346 [2020-11-05 19:08:39,620][root][INFO] - ===> Epoch[126](3268/26): Loss 0.5198, Sem 0.4370, dir -0.2973, norm 0.3801, swav 0.0000 LR: 7.004e-02 Score 86.366 Data time: 0.1555, Forward time: 2.2742, Backward time: 3.1233, DDP time: 0.0047, Total iter time: 6.1568 [2020-11-05 19:08:44,958][root][INFO] - ===> Epoch[126](3269/26): Loss 0.5566, Sem 0.4803, dir -0.3436, norm 0.4200, swav 0.0000 LR: 7.003e-02 Score 83.973 Data time: 0.1972, Forward time: 2.2742, Backward time: 3.1232, DDP time: 0.0047, Total iter time: 5.2197 [2020-11-05 19:08:49,850][root][INFO] - ===> Epoch[126](3270/26): Loss 0.6426, Sem 0.4246, dir -0.2923, norm 0.5103, swav 0.0000 LR: 7.002e-02 Score 86.454 Data time: 0.1944, Forward time: 2.2741, Backward time: 3.1229, DDP time: 0.0047, Total iter time: 4.7803 [2020-11-05 19:08:57,075][root][INFO] - ===> Epoch[126](3271/26): Loss 0.7437, Sem 0.5276, dir -0.2984, norm 0.5145, swav 0.0000 LR: 7.001e-02 Score 83.188 Data time: 0.2001, Forward time: 2.2741, Backward time: 3.1234, DDP time: 0.0047, Total iter time: 7.1094 [2020-11-05 19:09:03,027][root][INFO] - ===> Epoch[126](3272/26): Loss 0.6077, Sem 0.4609, dir -0.3168, norm 0.4636, swav 0.0000 LR: 7.000e-02 Score 85.971 Data time: 0.1747, Forward time: 2.2740, Backward time: 3.1236, DDP time: 0.0047, Total iter time: 5.8528 [2020-11-05 19:09:08,765][root][INFO] - ===> Epoch[126](3273/26): Loss 0.6799, Sem 0.5246, dir -0.2887, norm 0.4440, swav 0.0000 LR: 6.999e-02 Score 83.831 Data time: 0.2177, Forward time: 2.2740, Backward time: 3.1235, DDP time: 0.0047, Total iter time: 5.6244 [2020-11-05 19:09:14,778][root][INFO] - ===> Epoch[126](3274/26): Loss 0.6297, Sem 0.5141, dir -0.3469, norm 0.4626, swav 0.0000 LR: 6.998e-02 Score 84.874 Data time: 0.1962, Forward time: 2.2740, Backward time: 3.1236, DDP time: 0.0047, Total iter time: 5.8823 [2020-11-05 19:09:19,558][root][INFO] - ===> Epoch[126](3275/26): Loss 0.5981, Sem 0.4822, dir -0.3143, norm 0.4302, swav 0.0000 LR: 6.997e-02 Score 85.027 Data time: 0.2091, Forward time: 2.2739, Backward time: 3.1233, DDP time: 0.0047, Total iter time: 4.6759 [2020-11-05 19:09:24,697][root][INFO] - ===> Epoch[126](3276/26): Loss 0.6577, Sem 0.4632, dir -0.2609, norm 0.4553, swav 0.0000 LR: 6.997e-02 Score 84.609 Data time: 0.2515, Forward time: 2.2739, Backward time: 3.1231, DDP time: 0.0047, Total iter time: 5.0219 [2020-11-05 19:09:30,547][root][INFO] - ===> Epoch[127](3277/26): Loss 0.6972, Sem 0.5498, dir -0.2797, norm 0.4270, swav 0.0000 LR: 6.996e-02 Score 82.775 Data time: 0.1661, Forward time: 2.2737, Backward time: 3.1233, DDP time: 0.0047, Total iter time: 5.7333 [2020-11-05 19:09:36,055][root][INFO] - ===> Epoch[127](3278/26): Loss 0.6278, Sem 0.4897, dir -0.2832, norm 0.4213, swav 0.0000 LR: 6.995e-02 Score 84.852 Data time: 0.1658, Forward time: 2.2737, Backward time: 3.1233, DDP time: 0.0047, Total iter time: 5.4296 [2020-11-05 19:09:42,665][root][INFO] - ===> Epoch[127](3279/26): Loss 0.5832, Sem 0.4206, dir -0.3049, norm 0.4675, swav 0.0000 LR: 6.994e-02 Score 86.984 Data time: 0.1086, Forward time: 2.2733, Backward time: 3.1240, DDP time: 0.0047, Total iter time: 6.4882 [2020-11-05 19:09:49,288][root][INFO] - ===> Epoch[127](3280/26): Loss 0.6268, Sem 0.5448, dir -0.3267, norm 0.4087, swav 0.0000 LR: 6.993e-02 Score 82.559 Data time: 0.2032, Forward time: 2.2732, Backward time: 3.1243, DDP time: 0.0047, Total iter time: 6.5693 [2020-11-05 19:09:54,681][root][INFO] - ===> Epoch[127](3281/26): Loss 0.6986, Sem 0.5795, dir -0.3343, norm 0.4534, swav 0.0000 LR: 6.992e-02 Score 83.462 Data time: 0.2472, Forward time: 2.2734, Backward time: 3.1240, DDP time: 0.0047, Total iter time: 5.2809 [2020-11-05 19:10:00,815][root][INFO] - ===> Epoch[127](3282/26): Loss 0.5827, Sem 0.4660, dir -0.3379, norm 0.4546, swav 0.0000 LR: 6.991e-02 Score 85.695 Data time: 0.2391, Forward time: 2.2735, Backward time: 3.1240, DDP time: 0.0047, Total iter time: 6.0000 [2020-11-05 19:10:05,829][root][INFO] - ===> Epoch[127](3283/26): Loss 0.6511, Sem 0.5260, dir -0.3245, norm 0.4496, swav 0.0000 LR: 6.990e-02 Score 83.837 Data time: 0.1939, Forward time: 2.2735, Backward time: 3.1238, DDP time: 0.0047, Total iter time: 4.8879 [2020-11-05 19:10:12,842][root][INFO] - ===> Epoch[127](3284/26): Loss 0.6432, Sem 0.4636, dir -0.2679, norm 0.4475, swav 0.0000 LR: 6.989e-02 Score 85.574 Data time: 0.1538, Forward time: 2.2733, Backward time: 3.1243, DDP time: 0.0047, Total iter time: 6.9074 [2020-11-05 19:10:17,783][root][INFO] - ===> Epoch[127](3285/26): Loss 0.6625, Sem 0.5089, dir -0.2810, norm 0.4346, swav 0.0000 LR: 6.988e-02 Score 84.466 Data time: 0.2227, Forward time: 2.2733, Backward time: 3.1240, DDP time: 0.0047, Total iter time: 4.8665 [2020-11-05 19:10:23,850][root][INFO] - ===> Epoch[127](3286/26): Loss 0.5638, Sem 0.4275, dir -0.3114, norm 0.4477, swav 0.0000 LR: 6.987e-02 Score 87.146 Data time: 0.2910, Forward time: 2.2736, Backward time: 3.1239, DDP time: 0.0047, Total iter time: 5.9323 [2020-11-05 19:10:30,542][root][INFO] - ===> Epoch[127](3287/26): Loss 0.5410, Sem 0.3831, dir -0.3289, norm 0.4868, swav 0.0000 LR: 6.986e-02 Score 88.786 Data time: 0.2102, Forward time: 2.2736, Backward time: 3.1241, DDP time: 0.0047, Total iter time: 6.5695 [2020-11-05 19:10:35,975][root][INFO] - ===> Epoch[127](3288/26): Loss 0.6504, Sem 0.4997, dir -0.3386, norm 0.4893, swav 0.0000 LR: 6.985e-02 Score 84.831 Data time: 0.1889, Forward time: 2.2736, Backward time: 3.1240, DDP time: 0.0047, Total iter time: 5.3063 [2020-11-05 19:10:42,307][root][INFO] - ===> Epoch[127](3289/26): Loss 0.6617, Sem 0.4912, dir -0.2945, norm 0.4650, swav 0.0000 LR: 6.984e-02 Score 85.291 Data time: 0.2503, Forward time: 2.2738, Backward time: 3.1239, DDP time: 0.0047, Total iter time: 6.2420 [2020-11-05 19:10:49,678][root][INFO] - ===> Epoch[127](3290/26): Loss 0.6247, Sem 0.4887, dir -0.2973, norm 0.4333, swav 0.0000 LR: 6.983e-02 Score 84.853 Data time: 0.2323, Forward time: 2.2739, Backward time: 3.1243, DDP time: 0.0047, Total iter time: 7.2432 [2020-11-05 19:10:54,991][root][INFO] - ===> Epoch[127](3291/26): Loss 0.6997, Sem 0.5489, dir -0.3363, norm 0.4871, swav 0.0000 LR: 6.983e-02 Score 83.425 Data time: 0.2445, Forward time: 2.2739, Backward time: 3.1242, DDP time: 0.0047, Total iter time: 5.2043 [2020-11-05 19:11:00,455][root][INFO] - ===> Epoch[127](3292/26): Loss 0.5940, Sem 0.4785, dir -0.2586, norm 0.3741, swav 0.0000 LR: 6.982e-02 Score 86.542 Data time: 0.2513, Forward time: 2.2740, Backward time: 3.1240, DDP time: 0.0047, Total iter time: 5.3707 [2020-11-05 19:11:07,059][root][INFO] - ===> Epoch[127](3293/26): Loss 0.6984, Sem 0.5551, dir -0.3332, norm 0.4764, swav 0.0000 LR: 6.981e-02 Score 83.098 Data time: 0.3698, Forward time: 2.2743, Backward time: 3.1239, DDP time: 0.0047, Total iter time: 6.4866 [2020-11-05 19:11:13,158][root][INFO] - ===> Epoch[127](3294/26): Loss 0.6739, Sem 0.4580, dir -0.2797, norm 0.4955, swav 0.0000 LR: 6.980e-02 Score 86.205 Data time: 0.2305, Forward time: 2.2744, Backward time: 3.1238, DDP time: 0.0047, Total iter time: 5.9652 [2020-11-05 19:11:19,409][root][INFO] - ===> Epoch[127](3295/26): Loss 0.5949, Sem 0.4293, dir -0.3241, norm 0.4897, swav 0.0000 LR: 6.979e-02 Score 87.042 Data time: 0.1081, Forward time: 2.2741, Backward time: 3.1243, DDP time: 0.0047, Total iter time: 6.1135 [2020-11-05 19:11:24,454][root][INFO] - ===> Epoch[127](3296/26): Loss 0.7626, Sem 0.5630, dir -0.2664, norm 0.4660, swav 0.0000 LR: 6.978e-02 Score 80.955 Data time: 0.1796, Forward time: 2.2740, Backward time: 3.1242, DDP time: 0.0047, Total iter time: 4.9698 [2020-11-05 19:11:30,274][root][INFO] - ===> Epoch[127](3297/26): Loss 0.7848, Sem 0.5906, dir -0.2994, norm 0.4937, swav 0.0000 LR: 6.977e-02 Score 83.239 Data time: 0.1521, Forward time: 2.2738, Backward time: 3.1244, DDP time: 0.0047, Total iter time: 5.7471 [2020-11-05 19:11:35,115][root][INFO] - ===> Epoch[127](3298/26): Loss 0.5543, Sem 0.4759, dir -0.3378, norm 0.4161, swav 0.0000 LR: 6.976e-02 Score 86.290 Data time: 0.1745, Forward time: 2.2738, Backward time: 3.1242, DDP time: 0.0047, Total iter time: 4.7812 [2020-11-05 19:11:40,413][root][INFO] - ===> Epoch[127](3299/26): Loss 0.6535, Sem 0.4930, dir -0.2677, norm 0.4282, swav 0.0000 LR: 6.975e-02 Score 85.107 Data time: 0.2358, Forward time: 2.2738, Backward time: 3.1240, DDP time: 0.0047, Total iter time: 5.1866 [2020-11-05 19:11:46,321][root][INFO] - ===> Epoch[127](3300/26): Loss 0.6569, Sem 0.4635, dir -0.3689, norm 0.5622, swav 0.0000 LR: 6.974e-02 Score 86.339 Data time: 0.2214, Forward time: 2.2739, Backward time: 3.1240, DDP time: 0.0047, Total iter time: 5.7727 [2020-11-05 19:11:52,001][root][INFO] - ===> Epoch[127](3301/26): Loss 0.5753, Sem 0.4093, dir -0.2293, norm 0.3953, swav 0.0000 LR: 6.973e-02 Score 87.463 Data time: 0.2502, Forward time: 2.2741, Backward time: 3.1238, DDP time: 0.0047, Total iter time: 5.5265 [2020-11-05 19:11:57,591][root][INFO] - ===> Epoch[127](3302/26): Loss 0.5620, Sem 0.4395, dir -0.3122, norm 0.4348, swav 0.0000 LR: 6.972e-02 Score 85.351 Data time: 0.2227, Forward time: 2.2741, Backward time: 3.1237, DDP time: 0.0047, Total iter time: 5.4652 [2020-11-05 19:12:03,751][root][INFO] - ===> Epoch[128](3303/26): Loss 0.5548, Sem 0.3773, dir -0.3042, norm 0.4816, swav 0.0000 LR: 6.971e-02 Score 87.264 Data time: 0.3302, Forward time: 2.2743, Backward time: 3.1235, DDP time: 0.0047, Total iter time: 6.0543 [2020-11-05 19:12:10,525][root][INFO] - ===> Epoch[128](3304/26): Loss 0.6292, Sem 0.4840, dir -0.2540, norm 0.3991, swav 0.0000 LR: 6.970e-02 Score 83.732 Data time: 0.2329, Forward time: 2.2745, Backward time: 3.1237, DDP time: 0.0047, Total iter time: 6.6410 [2020-11-05 19:12:15,550][root][INFO] - ===> Epoch[128](3305/26): Loss 0.5882, Sem 0.4448, dir -0.2822, norm 0.4255, swav 0.0000 LR: 6.969e-02 Score 84.852 Data time: 0.1973, Forward time: 2.2745, Backward time: 3.1235, DDP time: 0.0047, Total iter time: 4.9143 [2020-11-05 19:12:22,850][root][INFO] - ===> Epoch[128](3306/26): Loss 0.7411, Sem 0.5667, dir -0.2613, norm 0.4357, swav 0.0000 LR: 6.968e-02 Score 82.508 Data time: 0.1321, Forward time: 2.2742, Backward time: 3.1242, DDP time: 0.0047, Total iter time: 7.1922 [2020-11-05 19:12:29,418][root][INFO] - ===> Epoch[128](3307/26): Loss 0.5129, Sem 0.4600, dir -0.3784, norm 0.4313, swav 0.0000 LR: 6.968e-02 Score 86.072 Data time: 0.1599, Forward time: 2.2740, Backward time: 3.1246, DDP time: 0.0047, Total iter time: 6.5216 [2020-11-05 19:12:36,144][root][INFO] - ===> Epoch[128](3308/26): Loss 0.7591, Sem 0.5400, dir -0.2930, norm 0.5120, swav 0.0000 LR: 6.967e-02 Score 84.133 Data time: 0.2398, Forward time: 2.2742, Backward time: 3.1248, DDP time: 0.0047, Total iter time: 6.6481 [2020-11-05 19:12:41,489][root][INFO] - ===> Epoch[128](3309/26): Loss 0.6194, Sem 0.4641, dir -0.2503, norm 0.4057, swav 0.0000 LR: 6.966e-02 Score 84.405 Data time: 0.1961, Forward time: 2.2741, Backward time: 3.1247, DDP time: 0.0047, Total iter time: 5.2104 [2020-11-05 19:12:47,137][root][INFO] - ===> Epoch[128](3310/26): Loss 0.6508, Sem 0.5171, dir -0.3034, norm 0.4371, swav 0.0000 LR: 6.965e-02 Score 85.923 Data time: 0.1845, Forward time: 2.2741, Backward time: 3.1247, DDP time: 0.0047, Total iter time: 5.5347 [2020-11-05 19:12:54,759][root][INFO] - ===> Epoch[128](3311/26): Loss 0.5971, Sem 0.4543, dir -0.3076, norm 0.4504, swav 0.0000 LR: 6.964e-02 Score 84.701 Data time: 0.1659, Forward time: 2.2739, Backward time: 3.1254, DDP time: 0.0047, Total iter time: 7.5315 [2020-11-05 19:13:00,144][root][INFO] - ===> Epoch[128](3312/26): Loss 0.5933, Sem 0.4711, dir -0.3180, norm 0.4402, swav 0.0000 LR: 6.963e-02 Score 85.581 Data time: 0.2172, Forward time: 2.2739, Backward time: 3.1252, DDP time: 0.0047, Total iter time: 5.3016 [2020-11-05 19:13:06,554][root][INFO] - ===> Epoch[128](3313/26): Loss 0.7154, Sem 0.5234, dir -0.2430, norm 0.4350, swav 0.0000 LR: 6.962e-02 Score 83.502 Data time: 0.1657, Forward time: 2.2738, Backward time: 3.1256, DDP time: 0.0047, Total iter time: 6.2725 [2020-11-05 19:13:12,211][root][INFO] - ===> Epoch[128](3314/26): Loss 0.5910, Sem 0.4122, dir -0.2801, norm 0.4588, swav 0.0000 LR: 6.961e-02 Score 86.598 Data time: 0.2153, Forward time: 2.2738, Backward time: 3.1256, DDP time: 0.0047, Total iter time: 5.5656 [2020-11-05 19:13:19,183][root][INFO] - ===> Epoch[128](3315/26): Loss 0.6795, Sem 0.4876, dir -0.2971, norm 0.4890, swav 0.0000 LR: 6.960e-02 Score 83.429 Data time: 0.3607, Forward time: 2.2741, Backward time: 3.1256, DDP time: 0.0047, Total iter time: 6.8454 [2020-11-05 19:13:25,212][root][INFO] - ===> Epoch[128](3316/26): Loss 0.5981, Sem 0.4779, dir -0.3005, norm 0.4206, swav 0.0000 LR: 6.959e-02 Score 84.854 Data time: 0.1183, Forward time: 2.2738, Backward time: 3.1259, DDP time: 0.0047, Total iter time: 5.8791 [2020-11-05 19:13:30,198][root][INFO] - ===> Epoch[128](3317/26): Loss 0.7224, Sem 0.5483, dir -0.3178, norm 0.4918, swav 0.0000 LR: 6.958e-02 Score 83.087 Data time: 0.1446, Forward time: 2.2736, Backward time: 3.1259, DDP time: 0.0047, Total iter time: 4.8939 [2020-11-05 19:13:35,504][root][INFO] - ===> Epoch[128](3318/26): Loss 0.7100, Sem 0.5273, dir -0.3236, norm 0.5063, swav 0.0000 LR: 6.957e-02 Score 82.291 Data time: 0.2310, Forward time: 2.2736, Backward time: 3.1257, DDP time: 0.0047, Total iter time: 5.2395 [2020-11-05 19:13:40,715][root][INFO] - ===> Epoch[128](3319/26): Loss 0.4634, Sem 0.4098, dir -0.3546, norm 0.4082, swav 0.0000 LR: 6.956e-02 Score 86.977 Data time: 0.2467, Forward time: 2.2737, Backward time: 3.1254, DDP time: 0.0047, Total iter time: 5.1026 [2020-11-05 19:13:46,103][root][INFO] - ===> Epoch[128](3320/26): Loss 0.5789, Sem 0.4858, dir -0.3474, norm 0.4404, swav 0.0000 LR: 6.955e-02 Score 84.763 Data time: 0.1999, Forward time: 2.2737, Backward time: 3.1253, DDP time: 0.0047, Total iter time: 5.2614 [2020-11-05 19:13:51,382][root][INFO] - ===> Epoch[128](3321/26): Loss 0.5358, Sem 0.3944, dir -0.3309, norm 0.4724, swav 0.0000 LR: 6.954e-02 Score 86.773 Data time: 0.2509, Forward time: 2.2738, Backward time: 3.1251, DDP time: 0.0047, Total iter time: 5.1653 [2020-11-05 19:13:57,360][root][INFO] - ===> Epoch[128](3322/26): Loss 0.6147, Sem 0.5115, dir -0.3227, norm 0.4259, swav 0.0000 LR: 6.953e-02 Score 82.772 Data time: 0.2377, Forward time: 2.2740, Backward time: 3.1250, DDP time: 0.0047, Total iter time: 5.8604 [2020-11-05 19:14:02,855][root][INFO] - ===> Epoch[128](3323/26): Loss 0.6147, Sem 0.4545, dir -0.3037, norm 0.4639, swav 0.0000 LR: 6.953e-02 Score 85.880 Data time: 0.1526, Forward time: 2.2738, Backward time: 3.1251, DDP time: 0.0047, Total iter time: 5.3808 [2020-11-05 19:14:08,134][root][INFO] - ===> Epoch[128](3324/26): Loss 0.5331, Sem 0.4313, dir -0.3715, norm 0.4733, swav 0.0000 LR: 6.952e-02 Score 87.298 Data time: 0.2395, Forward time: 2.2738, Backward time: 3.1250, DDP time: 0.0047, Total iter time: 5.2223 [2020-11-05 19:14:13,662][root][INFO] - ===> Epoch[128](3325/26): Loss 0.6056, Sem 0.4390, dir -0.2512, norm 0.4178, swav 0.0000 LR: 6.951e-02 Score 87.815 Data time: 0.1764, Forward time: 2.2737, Backward time: 3.1250, DDP time: 0.0047, Total iter time: 5.4102 [2020-11-05 19:14:19,146][root][INFO] - ===> Epoch[128](3326/26): Loss 0.6803, Sem 0.5279, dir -0.3302, norm 0.4826, swav 0.0000 LR: 6.950e-02 Score 81.933 Data time: 0.2233, Forward time: 2.2737, Backward time: 3.1249, DDP time: 0.0047, Total iter time: 5.3982 [2020-11-05 19:14:25,575][root][INFO] - ===> Epoch[128](3327/26): Loss 0.5547, Sem 0.4368, dir -0.3364, norm 0.4543, swav 0.0000 LR: 6.949e-02 Score 85.936 Data time: 0.2891, Forward time: 2.2739, Backward time: 3.1248, DDP time: 0.0047, Total iter time: 6.3180 [2020-11-05 19:14:31,642][root][INFO] - ===> Epoch[128](3328/26): Loss 0.6427, Sem 0.4978, dir -0.2344, norm 0.3794, swav 0.0000 LR: 6.948e-02 Score 84.874 Data time: 0.2261, Forward time: 2.2740, Backward time: 3.1248, DDP time: 0.0047, Total iter time: 5.9379 [2020-11-05 19:14:38,676][root][INFO] - ===> Epoch[129](3329/26): Loss 0.6613, Sem 0.5015, dir -0.3187, norm 0.4786, swav 0.0000 LR: 6.947e-02 Score 83.419 Data time: 0.2407, Forward time: 2.2740, Backward time: 3.1251, DDP time: 0.0047, Total iter time: 6.9121 [2020-11-05 19:14:44,592][root][INFO] - ===> Epoch[129](3330/26): Loss 0.6065, Sem 0.4732, dir -0.3383, norm 0.4716, swav 0.0000 LR: 6.946e-02 Score 86.877 Data time: 0.2037, Forward time: 2.2740, Backward time: 3.1252, DDP time: 0.0047, Total iter time: 5.8046 [2020-11-05 19:14:50,703][root][INFO] - ===> Epoch[129](3331/26): Loss 0.5268, Sem 0.4531, dir -0.2834, norm 0.3572, swav 0.0000 LR: 6.945e-02 Score 85.478 Data time: 0.2649, Forward time: 2.2741, Backward time: 3.1252, DDP time: 0.0047, Total iter time: 5.9874 [2020-11-05 19:14:57,192][root][INFO] - ===> Epoch[129](3332/26): Loss 0.6032, Sem 0.4508, dir -0.3164, norm 0.4688, swav 0.0000 LR: 6.944e-02 Score 86.820 Data time: 0.3299, Forward time: 2.2744, Backward time: 3.1251, DDP time: 0.0047, Total iter time: 6.3559 [2020-11-05 19:15:03,282][root][INFO] - ===> Epoch[129](3333/26): Loss 0.6109, Sem 0.4792, dir -0.2823, norm 0.4140, swav 0.0000 LR: 6.943e-02 Score 85.862 Data time: 0.2010, Forward time: 2.2744, Backward time: 3.1251, DDP time: 0.0047, Total iter time: 5.9765 [2020-11-05 19:15:11,060][root][INFO] - ===> Epoch[129](3334/26): Loss 0.7459, Sem 0.5135, dir -0.2666, norm 0.4990, swav 0.0000 LR: 6.942e-02 Score 84.459 Data time: 0.2196, Forward time: 2.2745, Backward time: 3.1257, DDP time: 0.0047, Total iter time: 7.6661 [2020-11-05 19:15:16,447][root][INFO] - ===> Epoch[129](3335/26): Loss 0.5852, Sem 0.4908, dir -0.3407, norm 0.4350, swav 0.0000 LR: 6.941e-02 Score 84.702 Data time: 0.2182, Forward time: 2.2745, Backward time: 3.1255, DDP time: 0.0047, Total iter time: 5.2741 [2020-11-05 19:15:21,675][root][INFO] - ===> Epoch[129](3336/26): Loss 0.5694, Sem 0.3913, dir -0.2802, norm 0.4583, swav 0.0000 LR: 6.940e-02 Score 87.788 Data time: 0.2457, Forward time: 2.2746, Backward time: 3.1252, DDP time: 0.0047, Total iter time: 5.1170 [2020-11-05 19:15:27,362][root][INFO] - ===> Epoch[129](3337/26): Loss 0.5649, Sem 0.4996, dir -0.3125, norm 0.3777, swav 0.0000 LR: 6.939e-02 Score 83.482 Data time: 0.2479, Forward time: 2.2747, Backward time: 3.1251, DDP time: 0.0047, Total iter time: 5.5690 [2020-11-05 19:15:32,404][root][INFO] - ===> Epoch[129](3338/26): Loss 0.5816, Sem 0.4161, dir -0.2902, norm 0.4558, swav 0.0000 LR: 6.938e-02 Score 87.236 Data time: 0.2601, Forward time: 2.2748, Backward time: 3.1248, DDP time: 0.0047, Total iter time: 4.9207 [2020-11-05 19:15:39,293][root][INFO] - ===> Epoch[129](3339/26): Loss 0.6929, Sem 0.5479, dir -0.3119, norm 0.4569, swav 0.0000 LR: 6.938e-02 Score 84.617 Data time: 0.2003, Forward time: 2.2747, Backward time: 3.1251, DDP time: 0.0047, Total iter time: 6.7770 [2020-11-05 19:15:45,477][root][INFO] - ===> Epoch[129](3340/26): Loss 0.5645, Sem 0.4605, dir -0.3332, norm 0.4372, swav 0.0000 LR: 6.937e-02 Score 85.835 Data time: 0.2153, Forward time: 2.2747, Backward time: 3.1253, DDP time: 0.0047, Total iter time: 6.0585 [2020-11-05 19:15:51,315][root][INFO] - ===> Epoch[129](3341/26): Loss 0.5570, Sem 0.4358, dir -0.3253, norm 0.4465, swav 0.0000 LR: 6.936e-02 Score 86.206 Data time: 0.2549, Forward time: 2.2748, Backward time: 3.1251, DDP time: 0.0047, Total iter time: 5.7374 [2020-11-05 19:15:57,300][root][INFO] - ===> Epoch[129](3342/26): Loss 0.6761, Sem 0.5176, dir -0.2981, norm 0.4565, swav 0.0000 LR: 6.935e-02 Score 83.438 Data time: 0.2230, Forward time: 2.2748, Backward time: 3.1252, DDP time: 0.0047, Total iter time: 5.8618 [2020-11-05 19:16:02,965][root][INFO] - ===> Epoch[129](3343/26): Loss 0.5681, Sem 0.4459, dir -0.3096, norm 0.4317, swav 0.0000 LR: 6.934e-02 Score 85.907 Data time: 0.2087, Forward time: 2.2748, Backward time: 3.1252, DDP time: 0.0047, Total iter time: 5.5368 [2020-11-05 19:16:08,641][root][INFO] - ===> Epoch[129](3344/26): Loss 0.6613, Sem 0.5099, dir -0.2863, norm 0.4377, swav 0.0000 LR: 6.933e-02 Score 83.834 Data time: 0.1803, Forward time: 2.2748, Backward time: 3.1252, DDP time: 0.0047, Total iter time: 5.5598 [2020-11-05 19:16:13,929][root][INFO] - ===> Epoch[129](3345/26): Loss 0.6192, Sem 0.4506, dir -0.2859, norm 0.4545, swav 0.0000 LR: 6.932e-02 Score 86.049 Data time: 0.1703, Forward time: 2.2746, Backward time: 3.1252, DDP time: 0.0047, Total iter time: 5.1465 [2020-11-05 19:16:19,594][root][INFO] - ===> Epoch[129](3346/26): Loss 0.6175, Sem 0.4969, dir -0.3470, norm 0.4676, swav 0.0000 LR: 6.931e-02 Score 83.797 Data time: 0.2325, Forward time: 2.2747, Backward time: 3.1251, DDP time: 0.0047, Total iter time: 5.5408 [2020-11-05 19:16:24,672][root][INFO] - ===> Epoch[129](3347/26): Loss 0.7249, Sem 0.5499, dir -0.2789, norm 0.4539, swav 0.0000 LR: 6.930e-02 Score 83.453 Data time: 0.2263, Forward time: 2.2747, Backward time: 3.1249, DDP time: 0.0047, Total iter time: 4.9636 [2020-11-05 19:16:31,470][root][INFO] - ===> Epoch[129](3348/26): Loss 0.5263, Sem 0.4325, dir -0.3331, norm 0.4268, swav 0.0000 LR: 6.929e-02 Score 86.439 Data time: 0.2266, Forward time: 2.2747, Backward time: 3.1251, DDP time: 0.0047, Total iter time: 6.6794 [2020-11-05 19:16:37,007][root][INFO] - ===> Epoch[129](3349/26): Loss 0.6537, Sem 0.4901, dir -0.3291, norm 0.4927, swav 0.0000 LR: 6.928e-02 Score 84.949 Data time: 0.2048, Forward time: 2.2747, Backward time: 3.1250, DDP time: 0.0047, Total iter time: 5.4272 [2020-11-05 19:16:42,784][root][INFO] - ===> Epoch[129](3350/26): Loss 0.5999, Sem 0.4403, dir -0.2701, norm 0.4296, swav 0.0000 LR: 6.927e-02 Score 86.915 Data time: 0.2708, Forward time: 2.2749, Backward time: 3.1248, DDP time: 0.0047, Total iter time: 5.6388 [2020-11-05 19:16:48,524][root][INFO] - ===> Epoch[129](3351/26): Loss 0.6001, Sem 0.4142, dir -0.3305, norm 0.5164, swav 0.0000 LR: 6.926e-02 Score 86.708 Data time: 0.2016, Forward time: 2.2750, Backward time: 3.1248, DDP time: 0.0047, Total iter time: 5.5902 [2020-11-05 19:16:54,622][root][INFO] - ===> Epoch[129](3352/26): Loss 0.6879, Sem 0.5292, dir -0.3035, norm 0.4622, swav 0.0000 LR: 6.925e-02 Score 84.411 Data time: 0.2033, Forward time: 2.2749, Backward time: 3.1249, DDP time: 0.0047, Total iter time: 5.9885 [2020-11-05 19:16:59,666][root][INFO] - ===> Epoch[129](3353/26): Loss 0.5741, Sem 0.4507, dir -0.3620, norm 0.4854, swav 0.0000 LR: 6.924e-02 Score 86.047 Data time: 0.2111, Forward time: 2.2749, Backward time: 3.1247, DDP time: 0.0047, Total iter time: 4.9410 [2020-11-05 19:17:05,854][root][INFO] - ===> Epoch[129](3354/26): Loss 0.5279, Sem 0.4276, dir -0.3169, norm 0.4172, swav 0.0000 LR: 6.923e-02 Score 86.363 Data time: 0.2321, Forward time: 2.2749, Backward time: 3.1248, DDP time: 0.0047, Total iter time: 6.0546 [2020-11-05 19:17:11,606][root][INFO] - ===> Epoch[130](3355/26): Loss 0.5165, Sem 0.4238, dir -0.2923, norm 0.3851, swav 0.0000 LR: 6.923e-02 Score 86.367 Data time: 0.1937, Forward time: 2.2749, Backward time: 3.1248, DDP time: 0.0047, Total iter time: 5.6218 [2020-11-05 19:17:17,055][root][INFO] - ===> Epoch[130](3356/26): Loss 0.5048, Sem 0.3656, dir -0.3393, norm 0.4785, swav 0.0000 LR: 6.922e-02 Score 89.075 Data time: 0.2499, Forward time: 2.2750, Backward time: 3.1246, DDP time: 0.0047, Total iter time: 5.3168 [2020-11-05 19:17:22,971][root][INFO] - ===> Epoch[130](3357/26): Loss 0.5865, Sem 0.4861, dir -0.3240, norm 0.4245, swav 0.0000 LR: 6.921e-02 Score 86.138 Data time: 0.2180, Forward time: 2.2750, Backward time: 3.1246, DDP time: 0.0047, Total iter time: 5.7873 [2020-11-05 19:17:27,565][root][INFO] - ===> Epoch[130](3358/26): Loss 0.6180, Sem 0.4689, dir -0.3075, norm 0.4565, swav 0.0000 LR: 6.920e-02 Score 85.498 Data time: 0.1418, Forward time: 2.2748, Backward time: 3.1244, DDP time: 0.0047, Total iter time: 4.4679 [2020-11-05 19:17:33,279][root][INFO] - ===> Epoch[130](3359/26): Loss 0.6709, Sem 0.4996, dir -0.2686, norm 0.4399, swav 0.0000 LR: 6.919e-02 Score 86.032 Data time: 0.1896, Forward time: 2.2747, Backward time: 3.1245, DDP time: 0.0047, Total iter time: 5.6181 [2020-11-05 19:17:39,027][root][INFO] - ===> Epoch[130](3360/26): Loss 0.5994, Sem 0.4366, dir -0.3049, norm 0.4677, swav 0.0000 LR: 6.918e-02 Score 87.509 Data time: 0.1858, Forward time: 2.2746, Backward time: 3.1246, DDP time: 0.0047, Total iter time: 5.6283 [2020-11-05 19:17:45,567][root][INFO] - ===> Epoch[130](3361/26): Loss 0.7122, Sem 0.5458, dir -0.3298, norm 0.4961, swav 0.0000 LR: 6.917e-02 Score 81.902 Data time: 0.2163, Forward time: 2.2746, Backward time: 3.1248, DDP time: 0.0047, Total iter time: 6.4279 [2020-11-05 19:17:52,640][root][INFO] - ===> Epoch[130](3362/26): Loss 0.7895, Sem 0.5866, dir -0.3040, norm 0.5069, swav 0.0000 LR: 6.916e-02 Score 81.559 Data time: 0.3880, Forward time: 2.2749, Backward time: 3.1248, DDP time: 0.0047, Total iter time: 6.9522 [2020-11-05 19:17:58,509][root][INFO] - ===> Epoch[130](3363/26): Loss 0.6064, Sem 0.4474, dir -0.2913, norm 0.4503, swav 0.0000 LR: 6.915e-02 Score 86.861 Data time: 0.2561, Forward time: 2.2751, Backward time: 3.1246, DDP time: 0.0047, Total iter time: 5.7235 [2020-11-05 19:18:05,196][root][INFO] - ===> Epoch[130](3364/26): Loss 0.6449, Sem 0.5187, dir -0.3334, norm 0.4596, swav 0.0000 LR: 6.914e-02 Score 82.467 Data time: 0.1912, Forward time: 2.2751, Backward time: 3.1250, DDP time: 0.0047, Total iter time: 6.5720 [2020-11-05 19:18:10,506][root][INFO] - ===> Epoch[130](3365/26): Loss 0.6788, Sem 0.5338, dir -0.3615, norm 0.5065, swav 0.0000 LR: 6.913e-02 Score 82.993 Data time: 0.2055, Forward time: 2.2750, Backward time: 3.1248, DDP time: 0.0047, Total iter time: 5.1932 [2020-11-05 19:18:17,106][root][INFO] - ===> Epoch[130](3366/26): Loss 0.5996, Sem 0.4822, dir -0.3050, norm 0.4224, swav 0.0000 LR: 6.912e-02 Score 84.870 Data time: 0.2635, Forward time: 2.2752, Backward time: 3.1249, DDP time: 0.0047, Total iter time: 6.5057 [2020-11-05 19:18:21,866][root][INFO] - ===> Epoch[130](3367/26): Loss 0.4685, Sem 0.4374, dir -0.3842, norm 0.4153, swav 0.0000 LR: 6.911e-02 Score 84.625 Data time: 0.1817, Forward time: 2.2751, Backward time: 3.1247, DDP time: 0.0047, Total iter time: 4.6257 [2020-11-05 19:18:27,100][root][INFO] - ===> Epoch[130](3368/26): Loss 0.6721, Sem 0.4961, dir -0.2874, norm 0.4635, swav 0.0000 LR: 6.910e-02 Score 84.438 Data time: 0.1462, Forward time: 2.2749, Backward time: 3.1247, DDP time: 0.0047, Total iter time: 5.1304 [2020-11-05 19:18:32,078][root][INFO] - ===> Epoch[130](3369/26): Loss 0.6283, Sem 0.5357, dir -0.3139, norm 0.4065, swav 0.0000 LR: 6.909e-02 Score 84.111 Data time: 0.1613, Forward time: 2.2748, Backward time: 3.1247, DDP time: 0.0047, Total iter time: 4.8834 [2020-11-05 19:18:38,216][root][INFO] - ===> Epoch[130](3370/26): Loss 0.6689, Sem 0.5513, dir -0.3370, norm 0.4546, swav 0.0000 LR: 6.908e-02 Score 83.132 Data time: 0.2098, Forward time: 2.2747, Backward time: 3.1248, DDP time: 0.0047, Total iter time: 6.0395 [2020-11-05 19:18:43,797][root][INFO] - ===> Epoch[130](3371/26): Loss 0.6106, Sem 0.4657, dir -0.3110, norm 0.4559, swav 0.0000 LR: 6.908e-02 Score 84.457 Data time: 0.2701, Forward time: 2.2748, Backward time: 3.1246, DDP time: 0.0047, Total iter time: 5.4668 [2020-11-05 19:18:51,786][root][INFO] - ===> Epoch[130](3372/26): Loss 0.6126, Sem 0.4828, dir -0.3161, norm 0.4459, swav 0.0000 LR: 6.907e-02 Score 84.962 Data time: 0.3744, Forward time: 2.2752, Backward time: 3.1248, DDP time: 0.0047, Total iter time: 7.8451 [2020-11-05 19:18:57,591][root][INFO] - ===> Epoch[130](3373/26): Loss 0.5970, Sem 0.4672, dir -0.3000, norm 0.4299, swav 0.0000 LR: 6.906e-02 Score 86.656 Data time: 0.1761, Forward time: 2.2752, Backward time: 3.1249, DDP time: 0.0047, Total iter time: 5.6346 [2020-11-05 19:19:03,081][root][INFO] - ===> Epoch[130](3374/26): Loss 0.5823, Sem 0.4065, dir -0.3352, norm 0.5111, swav 0.0000 LR: 6.905e-02 Score 87.162 Data time: 0.2288, Forward time: 2.2751, Backward time: 3.1248, DDP time: 0.0047, Total iter time: 5.3757 [2020-11-05 19:19:09,910][root][INFO] - ===> Epoch[130](3375/26): Loss 0.5967, Sem 0.4452, dir -0.2796, norm 0.4311, swav 0.0000 LR: 6.904e-02 Score 86.082 Data time: 0.2156, Forward time: 2.2751, Backward time: 3.1251, DDP time: 0.0047, Total iter time: 6.7284 [2020-11-05 19:19:16,511][root][INFO] - ===> Epoch[130](3376/26): Loss 0.5295, Sem 0.3988, dir -0.2916, norm 0.4222, swav 0.0000 LR: 6.903e-02 Score 86.788 Data time: 0.3393, Forward time: 2.2754, Backward time: 3.1251, DDP time: 0.0047, Total iter time: 6.4651 [2020-11-05 19:19:21,357][root][INFO] - ===> Epoch[130](3377/26): Loss 0.5828, Sem 0.4559, dir -0.3114, norm 0.4384, swav 0.0000 LR: 6.902e-02 Score 85.693 Data time: 0.2027, Forward time: 2.2754, Backward time: 3.1248, DDP time: 0.0047, Total iter time: 4.7141 [2020-11-05 19:19:28,727][root][INFO] - ===> Epoch[130](3378/26): Loss 0.6754, Sem 0.5300, dir -0.3169, norm 0.4623, swav 0.0000 LR: 6.901e-02 Score 82.905 Data time: 0.2166, Forward time: 2.2755, Backward time: 3.1252, DDP time: 0.0047, Total iter time: 7.2494 [2020-11-05 19:19:36,533][root][INFO] - ===> Epoch[130](3379/26): Loss 0.7622, Sem 0.5622, dir -0.2041, norm 0.4040, swav 0.0000 LR: 6.900e-02 Score 84.139 Data time: 0.2645, Forward time: 2.2757, Backward time: 3.1255, DDP time: 0.0047, Total iter time: 7.6733 [2020-11-05 19:19:41,659][root][INFO] - ===> Epoch[130](3380/26): Loss 0.5597, Sem 0.4115, dir -0.2790, norm 0.4271, swav 0.0000 LR: 6.899e-02 Score 87.298 Data time: 0.2242, Forward time: 2.2757, Backward time: 3.1253, DDP time: 0.0047, Total iter time: 5.0026 [2020-11-05 19:19:47,398][root][INFO] - ===> Epoch[131](3381/26): Loss 0.5798, Sem 0.4266, dir -0.3453, norm 0.4985, swav 0.0000 LR: 6.898e-02 Score 86.048 Data time: 0.2187, Forward time: 2.2758, Backward time: 3.1252, DDP time: 0.0047, Total iter time: 5.6160 [2020-11-05 19:19:52,892][root][INFO] - ===> Epoch[131](3382/26): Loss 0.4654, Sem 0.3663, dir -0.3378, norm 0.4369, swav 0.0000 LR: 6.897e-02 Score 88.512 Data time: 0.2138, Forward time: 2.2758, Backward time: 3.1251, DDP time: 0.0047, Total iter time: 5.3887 [2020-11-05 19:19:58,320][root][INFO] - ===> Epoch[131](3383/26): Loss 0.4086, Sem 0.3758, dir -0.3832, norm 0.4160, swav 0.0000 LR: 6.896e-02 Score 87.893 Data time: 0.2554, Forward time: 2.2759, Backward time: 3.1249, DDP time: 0.0047, Total iter time: 5.3157 [2020-11-05 19:20:03,920][root][INFO] - ===> Epoch[131](3384/26): Loss 0.7395, Sem 0.5928, dir -0.3011, norm 0.4478, swav 0.0000 LR: 6.895e-02 Score 81.148 Data time: 0.2124, Forward time: 2.2760, Backward time: 3.1248, DDP time: 0.0047, Total iter time: 5.4643 [2020-11-05 19:20:11,369][root][INFO] - ===> Epoch[131](3385/26): Loss 0.6085, Sem 0.4183, dir -0.2883, norm 0.4785, swav 0.0000 LR: 6.894e-02 Score 86.314 Data time: 0.3653, Forward time: 2.2764, Backward time: 3.1248, DDP time: 0.0047, Total iter time: 7.3322 [2020-11-05 19:20:16,677][root][INFO] - ===> Epoch[131](3386/26): Loss 0.5980, Sem 0.4517, dir -0.3410, norm 0.4872, swav 0.0000 LR: 6.893e-02 Score 86.217 Data time: 0.1763, Forward time: 2.2763, Backward time: 3.1248, DDP time: 0.0047, Total iter time: 5.1657 [2020-11-05 19:20:22,323][root][INFO] - ===> Epoch[131](3387/26): Loss 0.5437, Sem 0.3941, dir -0.3017, norm 0.4513, swav 0.0000 LR: 6.893e-02 Score 88.060 Data time: 0.2309, Forward time: 2.2764, Backward time: 3.1246, DDP time: 0.0047, Total iter time: 5.5537 [2020-11-05 19:20:27,553][root][INFO] - ===> Epoch[131](3388/26): Loss 0.6847, Sem 0.5568, dir -0.3317, norm 0.4596, swav 0.0000 LR: 6.892e-02 Score 82.718 Data time: 0.2676, Forward time: 2.2765, Backward time: 3.1243, DDP time: 0.0047, Total iter time: 5.1170 [2020-11-05 19:20:32,874][root][INFO] - ===> Epoch[131](3389/26): Loss 0.5784, Sem 0.4739, dir -0.2937, norm 0.3982, swav 0.0000 LR: 6.891e-02 Score 85.713 Data time: 0.2451, Forward time: 2.2766, Backward time: 3.1241, DDP time: 0.0047, Total iter time: 5.1972 [2020-11-05 19:20:36,957][root][INFO] - ===> Epoch[131](3390/26): Loss 0.6132, Sem 0.5119, dir -0.3162, norm 0.4175, swav 0.0000 LR: 6.890e-02 Score 82.294 Data time: 0.1839, Forward time: 2.2766, Backward time: 3.1237, DDP time: 0.0047, Total iter time: 3.9910 [2020-11-05 19:20:41,871][root][INFO] - ===> Epoch[131](3391/26): Loss 0.7331, Sem 0.5411, dir -0.2986, norm 0.4906, swav 0.0000 LR: 6.889e-02 Score 84.303 Data time: 0.2048, Forward time: 2.2765, Backward time: 3.1235, DDP time: 0.0047, Total iter time: 4.8332 [2020-11-05 19:20:47,226][root][INFO] - ===> Epoch[131](3392/26): Loss 0.5932, Sem 0.4842, dir -0.3638, norm 0.4728, swav 0.0000 LR: 6.888e-02 Score 86.369 Data time: 0.2343, Forward time: 2.2766, Backward time: 3.1233, DDP time: 0.0047, Total iter time: 5.2459 [2020-11-05 19:20:52,226][root][INFO] - ===> Epoch[131](3393/26): Loss 0.7046, Sem 0.5130, dir -0.2387, norm 0.4303, swav 0.0000 LR: 6.887e-02 Score 83.499 Data time: 0.2401, Forward time: 2.2766, Backward time: 3.1230, DDP time: 0.0047, Total iter time: 4.8794 [2020-11-05 19:20:58,657][root][INFO] - ===> Epoch[131](3394/26): Loss 0.5696, Sem 0.4967, dir -0.3226, norm 0.3955, swav 0.0000 LR: 6.886e-02 Score 84.953 Data time: 0.3554, Forward time: 2.2769, Backward time: 3.1229, DDP time: 0.0047, Total iter time: 6.3143 [2020-11-05 19:21:05,421][root][INFO] - ===> Epoch[131](3395/26): Loss 0.6675, Sem 0.5150, dir -0.3259, norm 0.4784, swav 0.0000 LR: 6.885e-02 Score 84.181 Data time: 0.2002, Forward time: 2.2769, Backward time: 3.1232, DDP time: 0.0047, Total iter time: 6.6178 [2020-11-05 19:21:10,921][root][INFO] - ===> Epoch[131](3396/26): Loss 0.6279, Sem 0.4795, dir -0.2910, norm 0.4393, swav 0.0000 LR: 6.884e-02 Score 85.530 Data time: 0.2410, Forward time: 2.2770, Backward time: 3.1230, DDP time: 0.0047, Total iter time: 5.3802 [2020-11-05 19:21:16,607][root][INFO] - ===> Epoch[131](3397/26): Loss 0.6366, Sem 0.4909, dir -0.2951, norm 0.4409, swav 0.0000 LR: 6.883e-02 Score 85.079 Data time: 0.1619, Forward time: 2.2768, Backward time: 3.1231, DDP time: 0.0047, Total iter time: 5.5626 [2020-11-05 19:21:21,996][root][INFO] - ===> Epoch[131](3398/26): Loss 0.7202, Sem 0.4944, dir -0.2331, norm 0.4589, swav 0.0000 LR: 6.882e-02 Score 85.005 Data time: 0.2370, Forward time: 2.2770, Backward time: 3.1229, DDP time: 0.0047, Total iter time: 5.3038 [2020-11-05 19:21:28,098][root][INFO] - ===> Epoch[131](3399/26): Loss 0.6425, Sem 0.4626, dir -0.2990, norm 0.4789, swav 0.0000 LR: 6.881e-02 Score 84.978 Data time: 0.2000, Forward time: 2.2770, Backward time: 3.1230, DDP time: 0.0047, Total iter time: 5.9630 [2020-11-05 19:21:33,953][root][INFO] - ===> Epoch[131](3400/26): Loss 0.6322, Sem 0.4359, dir -0.3179, norm 0.5142, swav 0.0000 LR: 6.880e-02 Score 85.830 Data time: 0.1842, Forward time: 2.2769, Backward time: 3.1231, DDP time: 0.0047, Total iter time: 5.7307 [2020-11-05 19:21:39,214][root][INFO] - ===> Epoch[131](3401/26): Loss 0.4848, Sem 0.3972, dir -0.3388, norm 0.4265, swav 0.0000 LR: 6.879e-02 Score 87.898 Data time: 0.1873, Forward time: 2.2768, Backward time: 3.1230, DDP time: 0.0047, Total iter time: 5.1900 [2020-11-05 19:21:46,303][root][INFO] - ===> Epoch[131](3402/26): Loss 0.6383, Sem 0.4429, dir -0.2719, norm 0.4673, swav 0.0000 LR: 6.878e-02 Score 86.004 Data time: 0.3056, Forward time: 2.2770, Backward time: 3.1232, DDP time: 0.0047, Total iter time: 6.9884 [2020-11-05 19:21:53,237][root][INFO] - ===> Epoch[131](3403/26): Loss 0.6248, Sem 0.4585, dir -0.3117, norm 0.4780, swav 0.0000 LR: 6.878e-02 Score 86.260 Data time: 0.1624, Forward time: 2.2768, Backward time: 3.1237, DDP time: 0.0047, Total iter time: 6.7799 [2020-11-05 19:21:59,004][root][INFO] - ===> Epoch[131](3404/26): Loss 0.6384, Sem 0.4559, dir -0.2812, norm 0.4638, swav 0.0000 LR: 6.877e-02 Score 84.931 Data time: 0.1986, Forward time: 2.2767, Backward time: 3.1237, DDP time: 0.0047, Total iter time: 5.6705 [2020-11-05 19:22:03,899][root][INFO] - ===> Epoch[131](3405/26): Loss 0.5874, Sem 0.4111, dir -0.3141, norm 0.4904, swav 0.0000 LR: 6.876e-02 Score 86.954 Data time: 0.2029, Forward time: 2.2767, Backward time: 3.1235, DDP time: 0.0047, Total iter time: 4.7725 [2020-11-05 19:22:10,264][root][INFO] - ===> Epoch[131](3406/26): Loss 0.6740, Sem 0.5325, dir -0.3331, norm 0.4745, swav 0.0000 LR: 6.875e-02 Score 82.688 Data time: 0.2774, Forward time: 2.2769, Backward time: 3.1235, DDP time: 0.0047, Total iter time: 6.2681 [2020-11-05 19:22:16,731][root][INFO] - ===> Epoch[132](3407/26): Loss 0.7081, Sem 0.5317, dir -0.3371, norm 0.5135, swav 0.0000 LR: 6.874e-02 Score 82.249 Data time: 0.2203, Forward time: 2.2769, Backward time: 3.1236, DDP time: 0.0047, Total iter time: 6.3529 [2020-11-05 19:22:22,632][root][INFO] - ===> Epoch[132](3408/26): Loss 0.6545, Sem 0.4737, dir -0.2903, norm 0.4711, swav 0.0000 LR: 6.873e-02 Score 86.954 Data time: 0.1637, Forward time: 2.2767, Backward time: 3.1238, DDP time: 0.0047, Total iter time: 5.7782 [2020-11-05 19:22:28,869][root][INFO] - ===> Epoch[132](3409/26): Loss 0.6306, Sem 0.3869, dir -0.3000, norm 0.5437, swav 0.0000 LR: 6.872e-02 Score 87.075 Data time: 0.3130, Forward time: 2.2770, Backward time: 3.1237, DDP time: 0.0047, Total iter time: 6.1647 [2020-11-05 19:22:35,033][root][INFO] - ===> Epoch[132](3410/26): Loss 0.6771, Sem 0.5417, dir -0.3484, norm 0.4837, swav 0.0000 LR: 6.871e-02 Score 82.816 Data time: 0.1874, Forward time: 2.2769, Backward time: 3.1239, DDP time: 0.0047, Total iter time: 6.0444 [2020-11-05 19:22:40,739][root][INFO] - ===> Epoch[132](3411/26): Loss 0.6350, Sem 0.4701, dir -0.3132, norm 0.4782, swav 0.0000 LR: 6.870e-02 Score 85.388 Data time: 0.2202, Forward time: 2.2770, Backward time: 3.1238, DDP time: 0.0047, Total iter time: 5.6332 [2020-11-05 19:22:47,331][root][INFO] - ===> Epoch[132](3412/26): Loss 0.6553, Sem 0.4692, dir -0.2921, norm 0.4782, swav 0.0000 LR: 6.869e-02 Score 85.060 Data time: 0.1690, Forward time: 2.2769, Backward time: 3.1241, DDP time: 0.0047, Total iter time: 6.4638 [2020-11-05 19:22:53,636][root][INFO] - ===> Epoch[132](3413/26): Loss 0.4933, Sem 0.4094, dir -0.3340, norm 0.4180, swav 0.0000 LR: 6.868e-02 Score 86.460 Data time: 0.2389, Forward time: 2.2770, Backward time: 3.1241, DDP time: 0.0047, Total iter time: 6.2064 [2020-11-05 19:22:58,341][root][INFO] - ===> Epoch[132](3414/26): Loss 0.5805, Sem 0.4456, dir -0.3005, norm 0.4355, swav 0.0000 LR: 6.867e-02 Score 86.073 Data time: 0.2083, Forward time: 2.2770, Backward time: 3.1238, DDP time: 0.0047, Total iter time: 4.5831 [2020-11-05 19:23:04,344][root][INFO] - ===> Epoch[132](3415/26): Loss 0.5896, Sem 0.4803, dir -0.3161, norm 0.4254, swav 0.0000 LR: 6.866e-02 Score 86.000 Data time: 0.2892, Forward time: 2.2773, Backward time: 3.1236, DDP time: 0.0047, Total iter time: 5.9144 [2020-11-05 19:23:10,585][root][INFO] - ===> Epoch[132](3416/26): Loss 0.5215, Sem 0.4464, dir -0.3401, norm 0.4152, swav 0.0000 LR: 6.865e-02 Score 87.416 Data time: 0.2358, Forward time: 2.2774, Backward time: 3.1237, DDP time: 0.0047, Total iter time: 6.1098 [2020-11-05 19:23:16,423][root][INFO] - ===> Epoch[132](3417/26): Loss 0.7077, Sem 0.5007, dir -0.2507, norm 0.4577, swav 0.0000 LR: 6.864e-02 Score 83.386 Data time: 0.1855, Forward time: 2.2773, Backward time: 3.1237, DDP time: 0.0047, Total iter time: 5.7072 [2020-11-05 19:23:21,661][root][INFO] - ===> Epoch[132](3418/26): Loss 0.4831, Sem 0.4574, dir -0.3418, norm 0.3676, swav 0.0000 LR: 6.863e-02 Score 86.035 Data time: 0.1494, Forward time: 2.2771, Backward time: 3.1238, DDP time: 0.0047, Total iter time: 5.1156 [2020-11-05 19:23:28,346][root][INFO] - ===> Epoch[132](3419/26): Loss 0.4365, Sem 0.3658, dir -0.3292, norm 0.3998, swav 0.0000 LR: 6.863e-02 Score 88.340 Data time: 0.2207, Forward time: 2.2771, Backward time: 3.1240, DDP time: 0.0047, Total iter time: 6.6089 [2020-11-05 19:23:35,187][root][INFO] - ===> Epoch[132](3420/26): Loss 0.5422, Sem 0.4290, dir -0.3354, norm 0.4486, swav 0.0000 LR: 6.862e-02 Score 87.003 Data time: 0.2528, Forward time: 2.2772, Backward time: 3.1242, DDP time: 0.0047, Total iter time: 6.7146 [2020-11-05 19:23:40,649][root][INFO] - ===> Epoch[132](3421/26): Loss 0.6310, Sem 0.5027, dir -0.3107, norm 0.4390, swav 0.0000 LR: 6.861e-02 Score 83.347 Data time: 0.2380, Forward time: 2.2774, Backward time: 3.1240, DDP time: 0.0047, Total iter time: 5.3305 [2020-11-05 19:23:46,728][root][INFO] - ===> Epoch[132](3422/26): Loss 0.5817, Sem 0.4722, dir -0.3062, norm 0.4158, swav 0.0000 LR: 6.860e-02 Score 85.612 Data time: 0.2157, Forward time: 2.2774, Backward time: 3.1240, DDP time: 0.0047, Total iter time: 5.9494 [2020-11-05 19:23:53,014][root][INFO] - ===> Epoch[132](3423/26): Loss 0.6007, Sem 0.4868, dir -0.3341, norm 0.4480, swav 0.0000 LR: 6.859e-02 Score 83.587 Data time: 0.1867, Forward time: 2.2773, Backward time: 3.1242, DDP time: 0.0047, Total iter time: 6.1665 [2020-11-05 19:23:57,771][root][INFO] - ===> Epoch[132](3424/26): Loss 0.5729, Sem 0.4003, dir -0.3073, norm 0.4798, swav 0.0000 LR: 6.858e-02 Score 86.885 Data time: 0.1596, Forward time: 2.2772, Backward time: 3.1241, DDP time: 0.0047, Total iter time: 4.6524 [2020-11-05 19:24:03,743][root][INFO] - ===> Epoch[132](3425/26): Loss 0.5502, Sem 0.4026, dir -0.3270, norm 0.4746, swav 0.0000 LR: 6.857e-02 Score 85.543 Data time: 0.1876, Forward time: 2.2771, Backward time: 3.1243, DDP time: 0.0047, Total iter time: 5.8806 [2020-11-05 19:24:09,639][root][INFO] - ===> Epoch[132](3426/26): Loss 0.7045, Sem 0.4803, dir -0.2252, norm 0.4494, swav 0.0000 LR: 6.856e-02 Score 86.169 Data time: 0.1877, Forward time: 2.2769, Backward time: 3.1244, DDP time: 0.0047, Total iter time: 5.7866 [2020-11-05 19:24:14,957][root][INFO] - ===> Epoch[132](3427/26): Loss 0.5375, Sem 0.4042, dir -0.2869, norm 0.4202, swav 0.0000 LR: 6.855e-02 Score 87.449 Data time: 0.2751, Forward time: 2.2769, Backward time: 3.1243, DDP time: 0.0047, Total iter time: 5.2251 [2020-11-05 19:24:20,906][root][INFO] - ===> Epoch[132](3428/26): Loss 0.5386, Sem 0.4214, dir -0.2622, norm 0.3794, swav 0.0000 LR: 6.854e-02 Score 85.729 Data time: 0.2802, Forward time: 2.2771, Backward time: 3.1241, DDP time: 0.0047, Total iter time: 5.8265 [2020-11-05 19:24:27,420][root][INFO] - ===> Epoch[132](3429/26): Loss 0.6232, Sem 0.4651, dir -0.3019, norm 0.4599, swav 0.0000 LR: 6.853e-02 Score 85.475 Data time: 0.2222, Forward time: 2.2772, Backward time: 3.1242, DDP time: 0.0047, Total iter time: 6.3919 [2020-11-05 19:24:33,508][root][INFO] - ===> Epoch[132](3430/26): Loss 0.6164, Sem 0.4715, dir -0.2790, norm 0.4239, swav 0.0000 LR: 6.852e-02 Score 84.259 Data time: 0.1902, Forward time: 2.2772, Backward time: 3.1243, DDP time: 0.0047, Total iter time: 5.9624 [2020-11-05 19:24:39,053][root][INFO] - ===> Epoch[132](3431/26): Loss 0.5705, Sem 0.4783, dir -0.3601, norm 0.4523, swav 0.0000 LR: 6.851e-02 Score 86.223 Data time: 0.1647, Forward time: 2.2771, Backward time: 3.1244, DDP time: 0.0047, Total iter time: 5.4362 [2020-11-05 19:24:44,829][root][INFO] - ===> Epoch[132](3432/26): Loss 0.5971, Sem 0.4609, dir -0.3523, norm 0.4885, swav 0.0000 LR: 6.850e-02 Score 86.408 Data time: 0.2073, Forward time: 2.2769, Backward time: 3.1245, DDP time: 0.0047, Total iter time: 5.6838 [2020-11-05 19:24:50,829][root][INFO] - ===> Epoch[133](3433/26): Loss 0.5970, Sem 0.4697, dir -0.2979, norm 0.4252, swav 0.0000 LR: 6.849e-02 Score 85.444 Data time: 0.1611, Forward time: 2.2768, Backward time: 3.1247, DDP time: 0.0047, Total iter time: 5.8940 [2020-11-05 19:24:56,841][root][INFO] - ===> Epoch[133](3434/26): Loss 0.5551, Sem 0.4814, dir -0.3350, norm 0.4086, swav 0.0000 LR: 6.848e-02 Score 84.994 Data time: 0.2718, Forward time: 2.2770, Backward time: 3.1246, DDP time: 0.0047, Total iter time: 5.9154 [2020-11-05 19:25:01,865][root][INFO] - ===> Epoch[133](3435/26): Loss 0.5049, Sem 0.4242, dir -0.3369, norm 0.4175, swav 0.0000 LR: 6.847e-02 Score 87.333 Data time: 0.1591, Forward time: 2.2768, Backward time: 3.1246, DDP time: 0.0047, Total iter time: 4.8768 [2020-11-05 19:25:08,701][root][INFO] - ===> Epoch[133](3436/26): Loss 0.6411, Sem 0.5126, dir -0.3451, norm 0.4736, swav 0.0000 LR: 6.847e-02 Score 83.906 Data time: 0.2922, Forward time: 2.2770, Backward time: 3.1246, DDP time: 0.0047, Total iter time: 6.7250 [2020-11-05 19:25:14,319][root][INFO] - ===> Epoch[133](3437/26): Loss 0.6419, Sem 0.5193, dir -0.3303, norm 0.4530, swav 0.0000 LR: 6.846e-02 Score 83.266 Data time: 0.1851, Forward time: 2.2770, Backward time: 3.1246, DDP time: 0.0047, Total iter time: 5.4881 [2020-11-05 19:25:19,710][root][INFO] - ===> Epoch[133](3438/26): Loss 0.7155, Sem 0.5631, dir -0.3259, norm 0.4782, swav 0.0000 LR: 6.845e-02 Score 84.165 Data time: 0.2181, Forward time: 2.2768, Backward time: 3.1246, DDP time: 0.0047, Total iter time: 5.2638 [2020-11-05 19:25:25,504][root][INFO] - ===> Epoch[133](3439/26): Loss 0.6169, Sem 0.5195, dir -0.3016, norm 0.3990, swav 0.0000 LR: 6.844e-02 Score 83.493 Data time: 0.2577, Forward time: 2.2770, Backward time: 3.1244, DDP time: 0.0047, Total iter time: 5.7004 [2020-11-05 19:25:31,759][root][INFO] - ===> Epoch[133](3440/26): Loss 0.7013, Sem 0.5303, dir -0.3064, norm 0.4773, swav 0.0000 LR: 6.843e-02 Score 83.173 Data time: 0.2437, Forward time: 2.2771, Backward time: 3.1245, DDP time: 0.0047, Total iter time: 6.1277 [2020-11-05 19:25:38,646][root][INFO] - ===> Epoch[133](3441/26): Loss 0.5783, Sem 0.4737, dir -0.3379, norm 0.4425, swav 0.0000 LR: 6.842e-02 Score 84.702 Data time: 0.2185, Forward time: 2.2772, Backward time: 3.1247, DDP time: 0.0047, Total iter time: 6.7555 [2020-11-05 19:25:44,001][root][INFO] - ===> Epoch[133](3442/26): Loss 0.6039, Sem 0.4190, dir -0.2709, norm 0.4558, swav 0.0000 LR: 6.841e-02 Score 85.706 Data time: 0.2055, Forward time: 2.2771, Backward time: 3.1246, DDP time: 0.0047, Total iter time: 5.2365 [2020-11-05 19:25:49,308][root][INFO] - ===> Epoch[133](3443/26): Loss 0.6995, Sem 0.5187, dir -0.3073, norm 0.4881, swav 0.0000 LR: 6.840e-02 Score 84.131 Data time: 0.2187, Forward time: 2.2771, Backward time: 3.1245, DDP time: 0.0047, Total iter time: 5.1841 [2020-11-05 19:25:55,323][root][INFO] - ===> Epoch[133](3444/26): Loss 0.5409, Sem 0.4089, dir -0.3133, norm 0.4453, swav 0.0000 LR: 6.839e-02 Score 88.026 Data time: 0.2197, Forward time: 2.2772, Backward time: 3.1245, DDP time: 0.0047, Total iter time: 5.8985 [2020-11-05 19:26:00,408][root][INFO] - ===> Epoch[133](3445/26): Loss 0.6376, Sem 0.5294, dir -0.3601, norm 0.4683, swav 0.0000 LR: 6.838e-02 Score 83.746 Data time: 0.1966, Forward time: 2.2771, Backward time: 3.1244, DDP time: 0.0047, Total iter time: 4.9535 [2020-11-05 19:26:05,290][root][INFO] - ===> Epoch[133](3446/26): Loss 0.5820, Sem 0.4736, dir -0.3490, norm 0.4574, swav 0.0000 LR: 6.837e-02 Score 85.158 Data time: 0.2537, Forward time: 2.2772, Backward time: 3.1240, DDP time: 0.0047, Total iter time: 4.7873 [2020-11-05 19:26:11,621][root][INFO] - ===> Epoch[133](3447/26): Loss 0.6133, Sem 0.5080, dir -0.3340, norm 0.4392, swav 0.0000 LR: 6.836e-02 Score 83.809 Data time: 0.3094, Forward time: 2.2774, Backward time: 3.1239, DDP time: 0.0047, Total iter time: 6.2110 [2020-11-05 19:26:17,041][root][INFO] - ===> Epoch[133](3448/26): Loss 0.6646, Sem 0.4791, dir -0.3022, norm 0.4877, swav 0.0000 LR: 6.835e-02 Score 84.974 Data time: 0.2302, Forward time: 2.2774, Backward time: 3.1238, DDP time: 0.0047, Total iter time: 5.2851 [2020-11-05 19:26:22,510][root][INFO] - ===> Epoch[133](3449/26): Loss 0.5772, Sem 0.4631, dir -0.3105, norm 0.4247, swav 0.0000 LR: 6.834e-02 Score 84.541 Data time: 0.2283, Forward time: 2.2774, Backward time: 3.1237, DDP time: 0.0047, Total iter time: 5.3535 [2020-11-05 19:26:28,650][root][INFO] - ===> Epoch[133](3450/26): Loss 0.6037, Sem 0.4335, dir -0.2710, norm 0.4412, swav 0.0000 LR: 6.833e-02 Score 86.662 Data time: 0.1687, Forward time: 2.2772, Backward time: 3.1240, DDP time: 0.0047, Total iter time: 6.0242 [2020-11-05 19:26:35,227][root][INFO] - ===> Epoch[133](3451/26): Loss 0.7070, Sem 0.5603, dir -0.2673, norm 0.4141, swav 0.0000 LR: 6.832e-02 Score 81.960 Data time: 0.3471, Forward time: 2.2775, Backward time: 3.1239, DDP time: 0.0047, Total iter time: 6.4613 [2020-11-05 19:26:44,282][root][INFO] - ===> Epoch[133](3452/26): Loss 0.6042, Sem 0.4544, dir -0.3356, norm 0.4854, swav 0.0000 LR: 6.832e-02 Score 85.159 Data time: 0.2216, Forward time: 2.2776, Backward time: 3.1247, DDP time: 0.0047, Total iter time: 8.9178 [2020-11-05 19:26:50,307][root][INFO] - ===> Epoch[133](3453/26): Loss 0.6063, Sem 0.4516, dir -0.2717, norm 0.4264, swav 0.0000 LR: 6.831e-02 Score 85.688 Data time: 0.1814, Forward time: 2.2775, Backward time: 3.1249, DDP time: 0.0047, Total iter time: 5.9037 [2020-11-05 19:26:56,102][root][INFO] - ===> Epoch[133](3454/26): Loss 0.7562, Sem 0.5445, dir -0.3172, norm 0.5289, swav 0.0000 LR: 6.830e-02 Score 84.964 Data time: 0.2751, Forward time: 2.2777, Backward time: 3.1247, DDP time: 0.0047, Total iter time: 5.7082 [2020-11-05 19:27:01,431][root][INFO] - ===> Epoch[133](3455/26): Loss 0.6608, Sem 0.4375, dir -0.2617, norm 0.4851, swav 0.0000 LR: 6.829e-02 Score 84.994 Data time: 0.1873, Forward time: 2.2777, Backward time: 3.1246, DDP time: 0.0047, Total iter time: 5.2109 [2020-11-05 19:27:06,993][root][INFO] - ===> Epoch[133](3456/26): Loss 0.5094, Sem 0.4218, dir -0.3446, norm 0.4322, swav 0.0000 LR: 6.828e-02 Score 86.733 Data time: 0.1795, Forward time: 2.2776, Backward time: 3.1246, DDP time: 0.0047, Total iter time: 5.4487 [2020-11-05 19:27:13,129][root][INFO] - ===> Epoch[133](3457/26): Loss 0.6568, Sem 0.4496, dir -0.2850, norm 0.4921, swav 0.0000 LR: 6.827e-02 Score 86.075 Data time: 0.1795, Forward time: 2.2775, Backward time: 3.1248, DDP time: 0.0047, Total iter time: 6.0265 [2020-11-05 19:27:17,974][root][INFO] - ===> Epoch[133](3458/26): Loss 0.5518, Sem 0.4323, dir -0.3579, norm 0.4774, swav 0.0000 LR: 6.826e-02 Score 87.404 Data time: 0.2163, Forward time: 2.2775, Backward time: 3.1246, DDP time: 0.0047, Total iter time: 4.7523 [2020-11-05 19:27:23,670][root][INFO] - ===> Epoch[134](3459/26): Loss 0.5269, Sem 0.4185, dir -0.3409, norm 0.4492, swav 0.0000 LR: 6.825e-02 Score 86.074 Data time: 0.2377, Forward time: 2.2775, Backward time: 3.1245, DDP time: 0.0047, Total iter time: 5.5814 [2020-11-05 19:27:28,594][root][INFO] - ===> Epoch[134](3460/26): Loss 0.5837, Sem 0.4755, dir -0.3141, norm 0.4223, swav 0.0000 LR: 6.824e-02 Score 84.293 Data time: 0.2654, Forward time: 2.2776, Backward time: 3.1241, DDP time: 0.0047, Total iter time: 4.7882 [2020-11-05 19:27:36,051][root][INFO] - ===> Epoch[134](3461/26): Loss 0.5870, Sem 0.4439, dir -0.2857, norm 0.4288, swav 0.0000 LR: 6.823e-02 Score 87.464 Data time: 0.2747, Forward time: 2.2777, Backward time: 3.1245, DDP time: 0.0047, Total iter time: 7.3304 [2020-11-05 19:27:42,483][root][INFO] - ===> Epoch[134](3462/26): Loss 0.7240, Sem 0.5543, dir -0.3075, norm 0.4771, swav 0.0000 LR: 6.822e-02 Score 83.579 Data time: 0.1925, Forward time: 2.2777, Backward time: 3.1247, DDP time: 0.0047, Total iter time: 6.3228 [2020-11-05 19:27:48,957][root][INFO] - ===> Epoch[134](3463/26): Loss 0.6021, Sem 0.4901, dir -0.3486, norm 0.4606, swav 0.0000 LR: 6.821e-02 Score 85.894 Data time: 0.2410, Forward time: 2.2777, Backward time: 3.1248, DDP time: 0.0047, Total iter time: 6.3445 [2020-11-05 19:27:54,017][root][INFO] - ===> Epoch[134](3464/26): Loss 0.5450, Sem 0.4106, dir -0.2895, norm 0.4239, swav 0.0000 LR: 6.820e-02 Score 86.600 Data time: 0.2163, Forward time: 2.2777, Backward time: 3.1247, DDP time: 0.0047, Total iter time: 4.9314 [2020-11-05 19:27:59,296][root][INFO] - ===> Epoch[134](3465/26): Loss 0.5664, Sem 0.4194, dir -0.2760, norm 0.4230, swav 0.0000 LR: 6.819e-02 Score 85.997 Data time: 0.2044, Forward time: 2.2776, Backward time: 3.1246, DDP time: 0.0047, Total iter time: 5.1771 [2020-11-05 19:28:04,436][root][INFO] - ===> Epoch[134](3466/26): Loss 0.6397, Sem 0.4923, dir -0.3413, norm 0.4886, swav 0.0000 LR: 6.818e-02 Score 85.002 Data time: 0.2253, Forward time: 2.2777, Backward time: 3.1243, DDP time: 0.0047, Total iter time: 5.0199 [2020-11-05 19:28:09,037][root][INFO] - ===> Epoch[134](3467/26): Loss 0.6088, Sem 0.4757, dir -0.3244, norm 0.4575, swav 0.0000 LR: 6.817e-02 Score 85.143 Data time: 0.2315, Forward time: 2.2777, Backward time: 3.1240, DDP time: 0.0047, Total iter time: 4.4908 [2020-11-05 19:28:15,901][root][INFO] - ===> Epoch[134](3468/26): Loss 0.5828, Sem 0.4238, dir -0.2794, norm 0.4384, swav 0.0000 LR: 6.817e-02 Score 87.241 Data time: 0.2827, Forward time: 2.2779, Backward time: 3.1240, DDP time: 0.0047, Total iter time: 6.7500 [2020-11-05 19:28:21,584][root][INFO] - ===> Epoch[134](3469/26): Loss 0.4862, Sem 0.3929, dir -0.3584, norm 0.4516, swav 0.0000 LR: 6.816e-02 Score 87.743 Data time: 0.2379, Forward time: 2.2781, Backward time: 3.1238, DDP time: 0.0047, Total iter time: 5.5546 [2020-11-05 19:28:28,176][root][INFO] - ===> Epoch[134](3470/26): Loss 0.5948, Sem 0.4423, dir -0.3298, norm 0.4823, swav 0.0000 LR: 6.815e-02 Score 87.014 Data time: 0.1661, Forward time: 2.2779, Backward time: 3.1242, DDP time: 0.0047, Total iter time: 6.4737 [2020-11-05 19:28:34,265][root][INFO] - ===> Epoch[134](3471/26): Loss 0.5156, Sem 0.4080, dir -0.2766, norm 0.3842, swav 0.0000 LR: 6.814e-02 Score 87.772 Data time: 0.2448, Forward time: 2.2780, Backward time: 3.1242, DDP time: 0.0047, Total iter time: 5.9630 [2020-11-05 19:28:39,094][root][INFO] - ===> Epoch[134](3472/26): Loss 0.5588, Sem 0.4189, dir -0.3141, norm 0.4540, swav 0.0000 LR: 6.813e-02 Score 86.850 Data time: 0.2027, Forward time: 2.2780, Backward time: 3.1240, DDP time: 0.0047, Total iter time: 4.7156 [2020-11-05 19:28:45,777][root][INFO] - ===> Epoch[134](3473/26): Loss 0.4423, Sem 0.3694, dir -0.3513, norm 0.4242, swav 0.0000 LR: 6.812e-02 Score 88.772 Data time: 0.1569, Forward time: 2.2778, Backward time: 3.1244, DDP time: 0.0047, Total iter time: 6.5757 [2020-11-05 19:28:51,683][root][INFO] - ===> Epoch[134](3474/26): Loss 0.6287, Sem 0.4344, dir -0.3024, norm 0.4967, swav 0.0000 LR: 6.811e-02 Score 86.036 Data time: 0.2289, Forward time: 2.2778, Backward time: 3.1244, DDP time: 0.0047, Total iter time: 5.8175 [2020-11-05 19:28:57,246][root][INFO] - ===> Epoch[134](3475/26): Loss 0.4770, Sem 0.4231, dir -0.3726, norm 0.4265, swav 0.0000 LR: 6.810e-02 Score 86.182 Data time: 0.2029, Forward time: 2.2778, Backward time: 3.1244, DDP time: 0.0047, Total iter time: 5.4343 [2020-11-05 19:29:02,970][root][INFO] - ===> Epoch[134](3476/26): Loss 0.5233, Sem 0.3513, dir -0.2769, norm 0.4488, swav 0.0000 LR: 6.809e-02 Score 89.550 Data time: 0.2623, Forward time: 2.2778, Backward time: 3.1243, DDP time: 0.0047, Total iter time: 5.6062 [2020-11-05 19:29:10,038][root][INFO] - ===> Epoch[134](3477/26): Loss 0.6881, Sem 0.5107, dir -0.2564, norm 0.4338, swav 0.0000 LR: 6.808e-02 Score 84.313 Data time: 0.3696, Forward time: 2.2781, Backward time: 3.1243, DDP time: 0.0047, Total iter time: 6.9422 [2020-11-05 19:29:14,517][root][INFO] - ===> Epoch[134](3478/26): Loss 0.4939, Sem 0.4362, dir -0.3348, norm 0.3925, swav 0.0000 LR: 6.807e-02 Score 85.704 Data time: 0.1599, Forward time: 2.2780, Backward time: 3.1241, DDP time: 0.0047, Total iter time: 4.3759 [2020-11-05 19:29:19,050][root][INFO] - ===> Epoch[134](3479/26): Loss 0.6813, Sem 0.4470, dir -0.2681, norm 0.5024, swav 0.0000 LR: 6.806e-02 Score 85.680 Data time: 0.2139, Forward time: 2.2780, Backward time: 3.1238, DDP time: 0.0047, Total iter time: 4.4340 [2020-11-05 19:29:24,697][root][INFO] - ===> Epoch[134](3480/26): Loss 0.5760, Sem 0.4250, dir -0.3487, norm 0.4997, swav 0.0000 LR: 6.805e-02 Score 86.149 Data time: 0.1900, Forward time: 2.2779, Backward time: 3.1238, DDP time: 0.0047, Total iter time: 5.5254 [2020-11-05 19:29:29,541][root][INFO] - ===> Epoch[134](3481/26): Loss 0.4365, Sem 0.3846, dir -0.3713, norm 0.4232, swav 0.0000 LR: 6.804e-02 Score 88.394 Data time: 0.1619, Forward time: 2.2777, Backward time: 3.1237, DDP time: 0.0047, Total iter time: 4.7440 [2020-11-05 19:29:35,625][root][INFO] - ===> Epoch[134](3482/26): Loss 0.6778, Sem 0.4534, dir -0.2932, norm 0.5176, swav 0.0000 LR: 6.803e-02 Score 85.310 Data time: 0.1552, Forward time: 2.2776, Backward time: 3.1239, DDP time: 0.0047, Total iter time: 5.9969 [2020-11-05 19:29:41,413][root][INFO] - ===> Epoch[134](3483/26): Loss 0.6307, Sem 0.4613, dir -0.3300, norm 0.4994, swav 0.0000 LR: 6.802e-02 Score 86.491 Data time: 0.1821, Forward time: 2.2775, Backward time: 3.1240, DDP time: 0.0047, Total iter time: 5.6917 [2020-11-05 19:29:47,057][root][INFO] - ===> Epoch[134](3484/26): Loss 0.5691, Sem 0.4763, dir -0.3390, norm 0.4317, swav 0.0000 LR: 6.801e-02 Score 85.332 Data time: 0.1705, Forward time: 2.2773, Backward time: 3.1241, DDP time: 0.0047, Total iter time: 5.5357 [2020-11-05 19:29:52,321][root][INFO] - ===> Epoch[135](3485/26): Loss 0.6351, Sem 0.4431, dir -0.2558, norm 0.4479, swav 0.0000 LR: 6.801e-02 Score 85.251 Data time: 0.2123, Forward time: 2.2773, Backward time: 3.1241, DDP time: 0.0047, Total iter time: 5.1985 [2020-11-05 19:29:59,348][root][INFO] - ===> Epoch[135](3486/26): Loss 0.7916, Sem 0.5476, dir -0.2812, norm 0.5252, swav 0.0000 LR: 6.800e-02 Score 83.014 Data time: 0.3496, Forward time: 2.2776, Backward time: 3.1241, DDP time: 0.0047, Total iter time: 6.9078 [2020-11-05 19:30:04,596][root][INFO] - ===> Epoch[135](3487/26): Loss 0.5092, Sem 0.4184, dir -0.3367, norm 0.4275, swav 0.0000 LR: 6.799e-02 Score 87.062 Data time: 0.2309, Forward time: 2.2777, Backward time: 3.1238, DDP time: 0.0047, Total iter time: 5.1054 [2020-11-05 19:30:09,825][root][INFO] - ===> Epoch[135](3488/26): Loss 0.6171, Sem 0.4706, dir -0.3117, norm 0.4583, swav 0.0000 LR: 6.798e-02 Score 84.557 Data time: 0.2418, Forward time: 2.2778, Backward time: 3.1235, DDP time: 0.0047, Total iter time: 5.0944 [2020-11-05 19:30:14,615][root][INFO] - ===> Epoch[135](3489/26): Loss 0.5830, Sem 0.4162, dir -0.2963, norm 0.4632, swav 0.0000 LR: 6.797e-02 Score 86.858 Data time: 0.1927, Forward time: 2.2777, Backward time: 3.1233, DDP time: 0.0047, Total iter time: 4.6832 [2020-11-05 19:30:20,754][root][INFO] - ===> Epoch[135](3490/26): Loss 0.7280, Sem 0.5237, dir -0.3115, norm 0.5158, swav 0.0000 LR: 6.796e-02 Score 85.062 Data time: 0.2550, Forward time: 2.2778, Backward time: 3.1233, DDP time: 0.0047, Total iter time: 6.0253 [2020-11-05 19:30:27,392][root][INFO] - ===> Epoch[135](3491/26): Loss 0.5980, Sem 0.4505, dir -0.3177, norm 0.4652, swav 0.0000 LR: 6.795e-02 Score 85.471 Data time: 0.3071, Forward time: 2.2781, Backward time: 3.1233, DDP time: 0.0047, Total iter time: 6.5214 [2020-11-05 19:30:34,409][root][INFO] - ===> Epoch[135](3492/26): Loss 0.6272, Sem 0.4512, dir -0.2857, norm 0.4617, swav 0.0000 LR: 6.794e-02 Score 85.232 Data time: 0.1628, Forward time: 2.2780, Backward time: 3.1237, DDP time: 0.0047, Total iter time: 6.8886 [2020-11-05 19:30:40,331][root][INFO] - ===> Epoch[135](3493/26): Loss 0.6671, Sem 0.5224, dir -0.3256, norm 0.4704, swav 0.0000 LR: 6.793e-02 Score 82.956 Data time: 0.2073, Forward time: 2.2780, Backward time: 3.1237, DDP time: 0.0047, Total iter time: 5.8237 [2020-11-05 19:30:47,247][root][INFO] - ===> Epoch[135](3494/26): Loss 0.5703, Sem 0.4438, dir -0.2815, norm 0.4081, swav 0.0000 LR: 6.792e-02 Score 87.070 Data time: 0.2860, Forward time: 2.2782, Backward time: 3.1239, DDP time: 0.0047, Total iter time: 6.7973 [2020-11-05 19:30:54,266][root][INFO] - ===> Epoch[135](3495/26): Loss 0.5877, Sem 0.4446, dir -0.3346, norm 0.4777, swav 0.0000 LR: 6.791e-02 Score 86.462 Data time: 0.3307, Forward time: 2.2785, Backward time: 3.1239, DDP time: 0.0047, Total iter time: 6.9024 [2020-11-05 19:31:00,616][root][INFO] - ===> Epoch[135](3496/26): Loss 0.5974, Sem 0.4391, dir -0.3353, norm 0.4936, swav 0.0000 LR: 6.790e-02 Score 86.091 Data time: 0.2227, Forward time: 2.2786, Backward time: 3.1240, DDP time: 0.0047, Total iter time: 6.2359 [2020-11-05 19:31:06,791][root][INFO] - ===> Epoch[135](3497/26): Loss 0.5674, Sem 0.4329, dir -0.2903, norm 0.4249, swav 0.0000 LR: 6.789e-02 Score 85.975 Data time: 0.2938, Forward time: 2.2788, Backward time: 3.1238, DDP time: 0.0047, Total iter time: 6.0575 [2020-11-05 19:31:12,314][root][INFO] - ===> Epoch[135](3498/26): Loss 0.6144, Sem 0.4563, dir -0.3029, norm 0.4610, swav 0.0000 LR: 6.788e-02 Score 85.663 Data time: 0.2018, Forward time: 2.2788, Backward time: 3.1237, DDP time: 0.0047, Total iter time: 5.3881 [2020-11-05 19:31:17,946][root][INFO] - ===> Epoch[135](3499/26): Loss 0.5756, Sem 0.4654, dir -0.3409, norm 0.4510, swav 0.0000 LR: 6.787e-02 Score 85.333 Data time: 0.2000, Forward time: 2.2788, Backward time: 3.1237, DDP time: 0.0047, Total iter time: 5.5166 [2020-11-05 19:31:23,879][root][INFO] - ===> Epoch[135](3500/26): Loss 0.5920, Sem 0.4710, dir -0.3401, norm 0.4611, swav 0.0000 LR: 6.786e-02 Score 84.557 Data time: 0.2553, Forward time: 2.2788, Backward time: 3.1237, DDP time: 0.0047, Total iter time: 5.8159 [2020-11-05 19:31:24,500][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-11-05 19:31:24,745][root][INFO] - ===> Start testing [2020-11-05 19:32:52,028][root][INFO] - 101/312: Data time: 0.0105, Iter time: 0.2945 Loss 0.388 (AVG: 0.647) Score 91.156 (AVG: 81.783) mIOU 53.120 mAP 63.352 mAcc 65.595 IOU: 74.315 95.918 41.331 69.662 83.684 67.215 58.024 37.269 36.218 73.527 0.000 34.857 42.675 40.434 22.061 47.164 90.155 36.722 78.445 32.727 mAP: 75.257 95.513 51.992 72.294 82.990 70.969 61.452 56.114 47.587 64.825 10.526 48.587 52.629 66.482 32.740 84.702 95.644 65.539 82.316 48.878 mAcc: 86.630 98.993 70.785 83.398 89.683 73.998 70.657 51.118 52.336 77.842 0.000 40.561 67.300 62.392 35.315 73.627 94.343 60.682 80.795 41.447 [2020-11-05 19:34:18,809][root][INFO] - 201/312: Data time: 0.0071, Iter time: 0.2073 Loss 0.449 (AVG: 0.646) Score 80.256 (AVG: 81.709) mIOU 52.967 mAP 63.701 mAcc 65.591 IOU: 74.405 95.449 41.076 66.321 84.605 70.511 60.397 40.007 38.775 67.430 0.000 28.189 44.038 43.789 27.315 45.914 86.051 39.301 76.223 29.547 mAP: 76.271 95.444 51.610 70.109 85.494 74.772 63.035 57.830 49.163 64.366 16.835 43.993 54.869 70.952 36.172 82.567 92.181 64.099 76.451 47.813 mAcc: 86.091 98.850 70.545 80.385 91.006 76.071 73.497 56.236 54.982 76.386 0.000 36.885 69.080 66.073 39.189 69.770 90.952 60.743 79.842 35.248 [2020-11-05 19:35:41,213][root][INFO] - 301/312: Data time: 0.0050, Iter time: 0.2401 Loss 0.514 (AVG: 0.663) Score 85.732 (AVG: 81.244) mIOU 53.731 mAP 64.249 mAcc 66.584 IOU: 73.329 95.523 43.018 63.584 85.179 71.585 62.090 37.845 38.917 65.246 0.000 37.984 41.574 47.543 32.778 42.856 85.897 40.185 78.739 30.737 mAP: 76.218 96.084 52.757 67.514 85.090 76.980 63.869 56.420 51.240 61.716 17.150 50.002 54.415 68.784 42.500 80.196 93.040 62.875 79.716 48.417 mAcc: 85.591 98.851 74.605 77.048 91.320 77.416 74.389 54.621 56.087 73.611 0.000 45.982 68.473 65.635 43.933 71.443 92.215 61.371 83.101 35.985 [2020-11-05 19:35:47,318][root][INFO] - 312/312: Data time: 0.0023, Iter time: 0.1232 Loss 0.489 (AVG: 0.661) Score 83.109 (AVG: 81.287) mIOU 53.739 mAP 64.304 mAcc 66.646 IOU: 73.425 95.510 43.110 63.743 85.204 71.436 62.118 37.536 39.355 65.625 0.000 38.069 41.356 47.416 32.279 42.516 85.989 40.972 78.457 30.661 mAP: 76.380 96.071 53.654 67.420 84.912 77.157 64.218 55.580 51.947 61.671 16.736 50.485 54.257 68.784 41.876 79.274 93.310 63.673 80.371 48.310 mAcc: 85.608 98.849 74.692 77.290 91.332 77.231 74.568 54.617 56.712 73.813 0.000 46.068 68.335 65.635 43.054 71.818 92.378 62.611 82.480 35.825 [2020-11-05 19:35:47,319][root][INFO] - Finished test. Elapsed time: 262.5731 [2020-11-05 19:36:01,421][root][INFO] - [2020-11-05 19:36:01,424][root][INFO] - ################################################################ [2020-11-05 19:36:01,424][root][INFO] - what : AP AP_50% AP_25% [2020-11-05 19:36:01,424][root][INFO] - ################################################################ [2020-11-05 19:36:01,424][root][INFO] - cabinet : 0.047 0.169 0.409 [2020-11-05 19:36:01,424][root][INFO] - bed : 0.093 0.316 0.497 [2020-11-05 19:36:01,424][root][INFO] - chair : 0.400 0.622 0.750 [2020-11-05 19:36:01,425][root][INFO] - sofa : 0.069 0.227 0.446 [2020-11-05 19:36:01,425][root][INFO] - table : 0.041 0.112 0.248 [2020-11-05 19:36:01,425][root][INFO] - door : 0.044 0.150 0.374 [2020-11-05 19:36:01,425][root][INFO] - window : 0.015 0.052 0.242 [2020-11-05 19:36:01,425][root][INFO] - bookshelf : 0.021 0.064 0.333 [2020-11-05 19:36:01,425][root][INFO] - picture : 0.000 0.000 0.000 [2020-11-05 19:36:01,425][root][INFO] - counter : 0.000 0.000 0.021 [2020-11-05 19:36:01,425][root][INFO] - desk : 0.001 0.004 0.150 [2020-11-05 19:36:01,425][root][INFO] - curtain : 0.098 0.196 0.362 [2020-11-05 19:36:01,425][root][INFO] - refrigerator : 0.030 0.087 0.263 [2020-11-05 19:36:01,425][root][INFO] - shower curtain : 0.215 0.574 0.635 [2020-11-05 19:36:01,425][root][INFO] - toilet : 0.544 0.922 0.938 [2020-11-05 19:36:01,425][root][INFO] - sink : 0.076 0.172 0.519 [2020-11-05 19:36:01,425][root][INFO] - bathtub : 0.113 0.262 0.458 [2020-11-05 19:36:01,425][root][INFO] - otherfurniture : 0.107 0.225 0.425 [2020-11-05 19:36:01,425][root][INFO] - ---------------------------------------------------------------- [2020-11-05 19:36:01,425][root][INFO] - average : 0.106 0.231 0.393 [2020-11-05 19:36:01,425][root][INFO] - [2020-11-05 19:36:01,712][root][INFO] - Summary name validation/mAP@0.5 is illegal; using validation/mAP_0.5 instead. [2020-11-05 19:36:02,350][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34Cbest_val.pth [2020-11-05 19:36:02,604][root][INFO] - Current best mIoU: 53.739 at iter 3500 [2020-11-05 19:36:05,946][root][INFO] - ===> Epoch[135](3501/26): Loss 0.6084, Sem 0.4333, dir -0.3393, norm 0.5144, swav 0.0000 LR: 6.786e-02 Score 86.606 Data time: 0.1140, Forward time: 2.2785, Backward time: 3.1233, DDP time: 0.0047, Total iter time: 3.3352 [2020-11-05 19:36:11,111][root][INFO] - ===> Epoch[135](3502/26): Loss 0.5606, Sem 0.4410, dir -0.3638, norm 0.4834, swav 0.0000 LR: 6.785e-02 Score 86.383 Data time: 0.1704, Forward time: 2.2785, Backward time: 3.1232, DDP time: 0.0047, Total iter time: 5.1177 [2020-11-05 19:36:17,822][root][INFO] - ===> Epoch[135](3503/26): Loss 0.6315, Sem 0.4870, dir -0.3524, norm 0.4969, swav 0.0000 LR: 6.784e-02 Score 85.168 Data time: 0.3479, Forward time: 2.2788, Backward time: 3.1231, DDP time: 0.0047, Total iter time: 6.6072 [2020-11-05 19:36:23,644][root][INFO] - ===> Epoch[135](3504/26): Loss 0.6307, Sem 0.4934, dir -0.3197, norm 0.4569, swav 0.0000 LR: 6.783e-02 Score 83.941 Data time: 0.2503, Forward time: 2.2790, Backward time: 3.1230, DDP time: 0.0047, Total iter time: 5.7105 [2020-11-05 19:36:29,116][root][INFO] - ===> Epoch[135](3505/26): Loss 0.6035, Sem 0.4727, dir -0.3384, norm 0.4693, swav 0.0000 LR: 6.782e-02 Score 84.764 Data time: 0.2438, Forward time: 2.2791, Backward time: 3.1228, DDP time: 0.0047, Total iter time: 5.3541 [2020-11-05 19:36:34,731][root][INFO] - ===> Epoch[135](3506/26): Loss 0.6235, Sem 0.4524, dir -0.3293, norm 0.5003, swav 0.0000 LR: 6.781e-02 Score 84.236 Data time: 0.2346, Forward time: 2.2792, Backward time: 3.1226, DDP time: 0.0047, Total iter time: 5.4915 [2020-11-05 19:36:40,550][root][INFO] - ===> Epoch[135](3507/26): Loss 0.4959, Sem 0.4401, dir -0.3739, norm 0.4297, swav 0.0000 LR: 6.780e-02 Score 84.959 Data time: 0.1772, Forward time: 2.2791, Backward time: 3.1227, DDP time: 0.0047, Total iter time: 5.7098 [2020-11-05 19:36:47,380][root][INFO] - ===> Epoch[135](3508/26): Loss 0.7119, Sem 0.5457, dir -0.2894, norm 0.4557, swav 0.0000 LR: 6.779e-02 Score 82.421 Data time: 0.2268, Forward time: 2.2792, Backward time: 3.1229, DDP time: 0.0047, Total iter time: 6.7499 [2020-11-05 19:36:52,731][root][INFO] - ===> Epoch[135](3509/26): Loss 0.4726, Sem 0.3855, dir -0.3149, norm 0.4020, swav 0.0000 LR: 6.778e-02 Score 88.445 Data time: 0.2397, Forward time: 2.2793, Backward time: 3.1226, DDP time: 0.0047, Total iter time: 5.2254 [2020-11-05 19:36:58,642][root][INFO] - ===> Epoch[135](3510/26): Loss 0.5347, Sem 0.4511, dir -0.3251, norm 0.4086, swav 0.0000 LR: 6.777e-02 Score 85.986 Data time: 0.1818, Forward time: 2.2792, Backward time: 3.1228, DDP time: 0.0047, Total iter time: 5.7881 [2020-11-05 19:37:04,665][root][INFO] - ===> Epoch[136](3511/26): Loss 0.5649, Sem 0.4824, dir -0.3140, norm 0.3965, swav 0.0000 LR: 6.776e-02 Score 85.233 Data time: 0.2202, Forward time: 2.2793, Backward time: 3.1228, DDP time: 0.0047, Total iter time: 5.9567 [2020-11-05 19:37:09,608][root][INFO] - ===> Epoch[136](3512/26): Loss 0.5145, Sem 0.3566, dir -0.3106, norm 0.4685, swav 0.0000 LR: 6.775e-02 Score 88.892 Data time: 0.1567, Forward time: 2.2791, Backward time: 3.1226, DDP time: 0.0047, Total iter time: 4.8260 [2020-11-05 19:37:14,493][root][INFO] - ===> Epoch[136](3513/26): Loss 0.6863, Sem 0.5410, dir -0.3046, norm 0.4499, swav 0.0000 LR: 6.774e-02 Score 83.261 Data time: 0.2140, Forward time: 2.2792, Backward time: 3.1224, DDP time: 0.0047, Total iter time: 4.7974 [2020-11-05 19:37:21,811][root][INFO] - ===> Epoch[136](3514/26): Loss 0.7559, Sem 0.5137, dir -0.2724, norm 0.5145, swav 0.0000 LR: 6.773e-02 Score 84.870 Data time: 0.2091, Forward time: 2.2792, Backward time: 3.1228, DDP time: 0.0047, Total iter time: 7.1968 [2020-11-05 19:37:27,980][root][INFO] - ===> Epoch[136](3515/26): Loss 0.6402, Sem 0.5151, dir -0.3314, norm 0.4565, swav 0.0000 LR: 6.772e-02 Score 83.915 Data time: 0.2053, Forward time: 2.2792, Backward time: 3.1229, DDP time: 0.0047, Total iter time: 6.0636 [2020-11-05 19:37:34,439][root][INFO] - ===> Epoch[136](3516/26): Loss 0.7956, Sem 0.5802, dir -0.2630, norm 0.4784, swav 0.0000 LR: 6.771e-02 Score 82.831 Data time: 0.2208, Forward time: 2.2792, Backward time: 3.1230, DDP time: 0.0047, Total iter time: 6.3281 [2020-11-05 19:37:40,394][root][INFO] - ===> Epoch[136](3517/26): Loss 0.5988, Sem 0.4551, dir -0.3323, norm 0.4760, swav 0.0000 LR: 6.770e-02 Score 86.280 Data time: 0.2731, Forward time: 2.2794, Backward time: 3.1229, DDP time: 0.0047, Total iter time: 5.8180 [2020-11-05 19:37:44,987][root][INFO] - ===> Epoch[136](3518/26): Loss 0.6974, Sem 0.4519, dir -0.2397, norm 0.4852, swav 0.0000 LR: 6.770e-02 Score 86.801 Data time: 0.1964, Forward time: 2.2794, Backward time: 3.1226, DDP time: 0.0047, Total iter time: 4.4799 [2020-11-05 19:37:50,340][root][INFO] - ===> Epoch[136](3519/26): Loss 0.6533, Sem 0.4468, dir -0.2507, norm 0.4573, swav 0.0000 LR: 6.769e-02 Score 85.485 Data time: 0.1951, Forward time: 2.2793, Backward time: 3.1226, DDP time: 0.0047, Total iter time: 5.2473 [2020-11-05 19:37:55,620][root][INFO] - ===> Epoch[136](3520/26): Loss 0.5597, Sem 0.3956, dir -0.2967, norm 0.4608, swav 0.0000 LR: 6.768e-02 Score 87.578 Data time: 0.2151, Forward time: 2.2792, Backward time: 3.1224, DDP time: 0.0047, Total iter time: 5.1813 [2020-11-05 19:38:01,338][root][INFO] - ===> Epoch[136](3521/26): Loss 0.8297, Sem 0.5984, dir -0.2843, norm 0.5156, swav 0.0000 LR: 6.767e-02 Score 81.702 Data time: 0.1719, Forward time: 2.2791, Backward time: 3.1225, DDP time: 0.0047, Total iter time: 5.5871 [2020-11-05 19:38:06,142][root][INFO] - ===> Epoch[136](3522/26): Loss 0.6723, Sem 0.4602, dir -0.2828, norm 0.4950, swav 0.0000 LR: 6.766e-02 Score 87.073 Data time: 0.1415, Forward time: 2.2789, Backward time: 3.1224, DDP time: 0.0047, Total iter time: 4.7158 [2020-11-05 19:38:11,618][root][INFO] - ===> Epoch[136](3523/26): Loss 0.6204, Sem 0.4514, dir -0.2911, norm 0.4600, swav 0.0000 LR: 6.765e-02 Score 85.750 Data time: 0.1859, Forward time: 2.2788, Backward time: 3.1225, DDP time: 0.0047, Total iter time: 5.3834 [2020-11-05 19:38:17,190][root][INFO] - ===> Epoch[136](3524/26): Loss 0.5886, Sem 0.4474, dir -0.3393, norm 0.4805, swav 0.0000 LR: 6.764e-02 Score 85.916 Data time: 0.2213, Forward time: 2.2788, Backward time: 3.1224, DDP time: 0.0047, Total iter time: 5.4771 [2020-11-05 19:38:23,179][root][INFO] - ===> Epoch[136](3525/26): Loss 0.7672, Sem 0.4857, dir -0.2653, norm 0.5468, swav 0.0000 LR: 6.763e-02 Score 84.800 Data time: 0.2725, Forward time: 2.2790, Backward time: 3.1223, DDP time: 0.0047, Total iter time: 5.8662 [2020-11-05 19:38:29,049][root][INFO] - ===> Epoch[136](3526/26): Loss 0.7228, Sem 0.5231, dir -0.3012, norm 0.5008, swav 0.0000 LR: 6.762e-02 Score 86.076 Data time: 0.2127, Forward time: 2.2790, Backward time: 3.1223, DDP time: 0.0047, Total iter time: 5.7355 [2020-11-05 19:38:34,881][root][INFO] - ===> Epoch[136](3527/26): Loss 0.6508, Sem 0.4547, dir -0.3130, norm 0.5092, swav 0.0000 LR: 6.761e-02 Score 85.542 Data time: 0.2195, Forward time: 2.2789, Backward time: 3.1223, DDP time: 0.0047, Total iter time: 5.6985 [2020-11-05 19:38:39,806][root][INFO] - ===> Epoch[136](3528/26): Loss 0.6502, Sem 0.4103, dir -0.3097, norm 0.5496, swav 0.0000 LR: 6.760e-02 Score 87.031 Data time: 0.2096, Forward time: 2.2789, Backward time: 3.1221, DDP time: 0.0047, Total iter time: 4.8180 [2020-11-05 19:38:45,472][root][INFO] - ===> Epoch[136](3529/26): Loss 0.7957, Sem 0.5827, dir -0.3291, norm 0.5422, swav 0.0000 LR: 6.759e-02 Score 82.232 Data time: 0.2707, Forward time: 2.2790, Backward time: 3.1219, DDP time: 0.0047, Total iter time: 5.5439 [2020-11-05 19:38:52,452][root][INFO] - ===> Epoch[136](3530/26): Loss 0.4906, Sem 0.3965, dir -0.3128, norm 0.4068, swav 0.0000 LR: 6.758e-02 Score 88.017 Data time: 0.2052, Forward time: 2.2790, Backward time: 3.1222, DDP time: 0.0047, Total iter time: 6.8392 [2020-11-05 19:38:58,947][root][INFO] - ===> Epoch[136](3531/26): Loss 0.6554, Sem 0.4835, dir -0.3003, norm 0.4721, swav 0.0000 LR: 6.757e-02 Score 86.204 Data time: 0.2608, Forward time: 2.2792, Backward time: 3.1223, DDP time: 0.0047, Total iter time: 6.3631 [2020-11-05 19:39:04,136][root][INFO] - ===> Epoch[136](3532/26): Loss 0.5329, Sem 0.4302, dir -0.3385, norm 0.4412, swav 0.0000 LR: 6.756e-02 Score 88.328 Data time: 0.2247, Forward time: 2.2792, Backward time: 3.1221, DDP time: 0.0047, Total iter time: 5.0428 [2020-11-05 19:39:11,011][root][INFO] - ===> Epoch[136](3533/26): Loss 0.5779, Sem 0.5227, dir -0.3702, norm 0.4254, swav 0.0000 LR: 6.755e-02 Score 84.046 Data time: 0.2682, Forward time: 2.2794, Backward time: 3.1222, DDP time: 0.0047, Total iter time: 6.7707 [2020-11-05 19:39:15,833][root][INFO] - ===> Epoch[136](3534/26): Loss 0.5111, Sem 0.4093, dir -0.3488, norm 0.4507, swav 0.0000 LR: 6.755e-02 Score 87.469 Data time: 0.1685, Forward time: 2.2793, Backward time: 3.1220, DDP time: 0.0047, Total iter time: 4.6944 [2020-11-05 19:39:22,091][root][INFO] - ===> Epoch[136](3535/26): Loss 0.5144, Sem 0.4180, dir -0.3015, norm 0.3978, swav 0.0000 LR: 6.754e-02 Score 86.938 Data time: 0.1354, Forward time: 2.2790, Backward time: 3.1224, DDP time: 0.0047, Total iter time: 6.1631 [2020-11-05 19:39:28,257][root][INFO] - ===> Epoch[136](3536/26): Loss 0.5864, Sem 0.4497, dir -0.2906, norm 0.4274, swav 0.0000 LR: 6.753e-02 Score 86.259 Data time: 0.1735, Forward time: 2.2789, Backward time: 3.1226, DDP time: 0.0047, Total iter time: 6.0811 [2020-11-05 19:39:33,791][root][INFO] - ===> Epoch[137](3537/26): Loss 0.6641, Sem 0.4931, dir -0.3380, norm 0.5089, swav 0.0000 LR: 6.752e-02 Score 83.783 Data time: 0.1614, Forward time: 2.2788, Backward time: 3.1227, DDP time: 0.0047, Total iter time: 5.4203 [2020-11-05 19:39:39,128][root][INFO] - ===> Epoch[137](3538/26): Loss 0.6618, Sem 0.5398, dir -0.2924, norm 0.4143, swav 0.0000 LR: 6.751e-02 Score 82.692 Data time: 0.2115, Forward time: 2.2787, Backward time: 3.1226, DDP time: 0.0047, Total iter time: 5.2612 [2020-11-05 19:39:45,287][root][INFO] - ===> Epoch[137](3539/26): Loss 0.6585, Sem 0.5047, dir -0.2957, norm 0.4495, swav 0.0000 LR: 6.750e-02 Score 84.269 Data time: 0.1831, Forward time: 2.2785, Backward time: 3.1229, DDP time: 0.0047, Total iter time: 6.0268 [2020-11-05 19:39:52,277][root][INFO] - ===> Epoch[137](3540/26): Loss 0.7052, Sem 0.5464, dir -0.3056, norm 0.4644, swav 0.0000 LR: 6.749e-02 Score 83.514 Data time: 0.3500, Forward time: 2.2789, Backward time: 3.1229, DDP time: 0.0047, Total iter time: 6.9068 [2020-11-05 19:39:57,517][root][INFO] - ===> Epoch[137](3541/26): Loss 0.5500, Sem 0.4165, dir -0.3124, norm 0.4459, swav 0.0000 LR: 6.748e-02 Score 87.130 Data time: 0.2462, Forward time: 2.2790, Backward time: 3.1226, DDP time: 0.0047, Total iter time: 5.1042 [2020-11-05 19:40:03,779][root][INFO] - ===> Epoch[137](3542/26): Loss 0.6599, Sem 0.4738, dir -0.2663, norm 0.4524, swav 0.0000 LR: 6.747e-02 Score 86.140 Data time: 0.3179, Forward time: 2.2792, Backward time: 3.1225, DDP time: 0.0047, Total iter time: 6.1431 [2020-11-05 19:40:09,630][root][INFO] - ===> Epoch[137](3543/26): Loss 0.5539, Sem 0.4199, dir -0.3469, norm 0.4809, swav 0.0000 LR: 6.746e-02 Score 86.617 Data time: 0.2644, Forward time: 2.2795, Backward time: 3.1223, DDP time: 0.0047, Total iter time: 5.7274 [2020-11-05 19:40:14,488][root][INFO] - ===> Epoch[137](3544/26): Loss 0.5508, Sem 0.4796, dir -0.3804, norm 0.4516, swav 0.0000 LR: 6.745e-02 Score 86.164 Data time: 0.1999, Forward time: 2.2794, Backward time: 3.1220, DDP time: 0.0047, Total iter time: 4.7406 [2020-11-05 19:40:19,445][root][INFO] - ===> Epoch[137](3545/26): Loss 0.6156, Sem 0.5158, dir -0.3773, norm 0.4771, swav 0.0000 LR: 6.744e-02 Score 85.356 Data time: 0.2286, Forward time: 2.2795, Backward time: 3.1217, DDP time: 0.0047, Total iter time: 4.8520 [2020-11-05 19:40:24,637][root][INFO] - ===> Epoch[137](3546/26): Loss 0.5187, Sem 0.3994, dir -0.2938, norm 0.4131, swav 0.0000 LR: 6.743e-02 Score 86.768 Data time: 0.1433, Forward time: 2.2793, Backward time: 3.1218, DDP time: 0.0047, Total iter time: 5.0689 [2020-11-05 19:40:30,550][root][INFO] - ===> Epoch[137](3547/26): Loss 0.6202, Sem 0.5269, dir -0.3130, norm 0.4062, swav 0.0000 LR: 6.742e-02 Score 84.127 Data time: 0.2544, Forward time: 2.2794, Backward time: 3.1217, DDP time: 0.0047, Total iter time: 5.8370 [2020-11-05 19:40:36,057][root][INFO] - ===> Epoch[137](3548/26): Loss 0.5914, Sem 0.4342, dir -0.2924, norm 0.4497, swav 0.0000 LR: 6.741e-02 Score 86.085 Data time: 0.1673, Forward time: 2.2793, Backward time: 3.1217, DDP time: 0.0047, Total iter time: 5.3810 [2020-11-05 19:40:42,091][root][INFO] - ===> Epoch[137](3549/26): Loss 0.4155, Sem 0.3985, dir -0.3824, norm 0.3994, swav 0.0000 LR: 6.740e-02 Score 86.587 Data time: 0.2259, Forward time: 2.2793, Backward time: 3.1217, DDP time: 0.0047, Total iter time: 5.9571 [2020-11-05 19:40:46,692][root][INFO] - ===> Epoch[137](3550/26): Loss 0.4735, Sem 0.4102, dir -0.3435, norm 0.4068, swav 0.0000 LR: 6.739e-02 Score 87.849 Data time: 0.1733, Forward time: 2.2792, Backward time: 3.1215, DDP time: 0.0047, Total iter time: 4.4745 [2020-11-05 19:40:51,902][root][INFO] - ===> Epoch[137](3551/26): Loss 0.6033, Sem 0.5255, dir -0.3334, norm 0.4112, swav 0.0000 LR: 6.739e-02 Score 82.669 Data time: 0.1757, Forward time: 2.2791, Backward time: 3.1215, DDP time: 0.0047, Total iter time: 5.1243 [2020-11-05 19:40:58,657][root][INFO] - ===> Epoch[137](3552/26): Loss 0.6915, Sem 0.4726, dir -0.2886, norm 0.5075, swav 0.0000 LR: 6.738e-02 Score 85.026 Data time: 0.1700, Forward time: 2.2790, Backward time: 3.1218, DDP time: 0.0047, Total iter time: 6.6494 [2020-11-05 19:41:04,584][root][INFO] - ===> Epoch[137](3553/26): Loss 0.5643, Sem 0.4408, dir -0.3264, norm 0.4499, swav 0.0000 LR: 6.737e-02 Score 85.039 Data time: 0.1714, Forward time: 2.2789, Backward time: 3.1220, DDP time: 0.0047, Total iter time: 5.8262 [2020-11-05 19:41:10,426][root][INFO] - ===> Epoch[137](3554/26): Loss 0.5909, Sem 0.4540, dir -0.3266, norm 0.4635, swav 0.0000 LR: 6.736e-02 Score 86.265 Data time: 0.2095, Forward time: 2.2789, Backward time: 3.1220, DDP time: 0.0047, Total iter time: 5.7204 [2020-11-05 19:41:16,380][root][INFO] - ===> Epoch[137](3555/26): Loss 0.5333, Sem 0.4474, dir -0.3389, norm 0.4247, swav 0.0000 LR: 6.735e-02 Score 86.365 Data time: 0.1838, Forward time: 2.2788, Backward time: 3.1221, DDP time: 0.0047, Total iter time: 5.8007 [2020-11-05 19:41:22,372][root][INFO] - ===> Epoch[137](3556/26): Loss 0.6593, Sem 0.5342, dir -0.3075, norm 0.4327, swav 0.0000 LR: 6.734e-02 Score 82.035 Data time: 0.1686, Forward time: 2.2787, Backward time: 3.1223, DDP time: 0.0047, Total iter time: 5.8771 [2020-11-05 19:41:27,377][root][INFO] - ===> Epoch[137](3557/26): Loss 0.4954, Sem 0.3995, dir -0.3002, norm 0.3961, swav 0.0000 LR: 6.733e-02 Score 86.876 Data time: 0.1711, Forward time: 2.2786, Backward time: 3.1222, DDP time: 0.0047, Total iter time: 4.9071 [2020-11-05 19:41:33,020][root][INFO] - ===> Epoch[137](3558/26): Loss 0.5796, Sem 0.4597, dir -0.3515, norm 0.4714, swav 0.0000 LR: 6.732e-02 Score 85.751 Data time: 0.1870, Forward time: 2.2784, Backward time: 3.1223, DDP time: 0.0047, Total iter time: 5.5491 [2020-11-05 19:41:38,772][root][INFO] - ===> Epoch[137](3559/26): Loss 0.5696, Sem 0.4608, dir -0.2838, norm 0.3926, swav 0.0000 LR: 6.731e-02 Score 86.518 Data time: 0.1974, Forward time: 2.2783, Backward time: 3.1224, DDP time: 0.0047, Total iter time: 5.6483 [2020-11-05 19:41:44,723][root][INFO] - ===> Epoch[137](3560/26): Loss 0.5635, Sem 0.4990, dir -0.3468, norm 0.4114, swav 0.0000 LR: 6.730e-02 Score 84.552 Data time: 0.2871, Forward time: 2.2785, Backward time: 3.1222, DDP time: 0.0047, Total iter time: 5.8355 [2020-11-05 19:41:50,085][root][INFO] - ===> Epoch[137](3561/26): Loss 0.5012, Sem 0.4070, dir -0.3298, norm 0.4241, swav 0.0000 LR: 6.729e-02 Score 86.812 Data time: 0.1908, Forward time: 2.2785, Backward time: 3.1221, DDP time: 0.0047, Total iter time: 5.2329 [2020-11-05 19:41:56,057][root][INFO] - ===> Epoch[137](3562/26): Loss 0.5990, Sem 0.4418, dir -0.3240, norm 0.4813, swav 0.0000 LR: 6.728e-02 Score 85.760 Data time: 0.1980, Forward time: 2.2785, Backward time: 3.1222, DDP time: 0.0047, Total iter time: 5.8419 [2020-11-05 19:42:02,122][root][INFO] - ===> Epoch[138](3563/26): Loss 0.6333, Sem 0.4423, dir -0.3089, norm 0.5000, swav 0.0000 LR: 6.727e-02 Score 86.446 Data time: 0.1977, Forward time: 2.2784, Backward time: 3.1223, DDP time: 0.0047, Total iter time: 5.9347 [2020-11-05 19:42:07,449][root][INFO] - ===> Epoch[138](3564/26): Loss 0.5966, Sem 0.4560, dir -0.3071, norm 0.4477, swav 0.0000 LR: 6.726e-02 Score 86.468 Data time: 0.2234, Forward time: 2.2784, Backward time: 3.1222, DDP time: 0.0047, Total iter time: 5.2244 [2020-11-05 19:42:12,312][root][INFO] - ===> Epoch[138](3565/26): Loss 0.4827, Sem 0.3440, dir -0.2736, norm 0.4123, swav 0.0000 LR: 6.725e-02 Score 88.770 Data time: 0.2274, Forward time: 2.2785, Backward time: 3.1219, DDP time: 0.0047, Total iter time: 4.7242 [2020-11-05 19:42:17,846][root][INFO] - ===> Epoch[138](3566/26): Loss 0.5255, Sem 0.4351, dir -0.3138, norm 0.4041, swav 0.0000 LR: 6.724e-02 Score 86.721 Data time: 0.2931, Forward time: 2.2787, Backward time: 3.1216, DDP time: 0.0047, Total iter time: 5.4202 [2020-11-05 19:42:23,332][root][INFO] - ===> Epoch[138](3567/26): Loss 0.5025, Sem 0.4002, dir -0.3434, norm 0.4457, swav 0.0000 LR: 6.723e-02 Score 88.909 Data time: 0.2417, Forward time: 2.2787, Backward time: 3.1214, DDP time: 0.0047, Total iter time: 5.3750 [2020-11-05 19:42:29,136][root][INFO] - ===> Epoch[138](3568/26): Loss 0.6773, Sem 0.5252, dir -0.2721, norm 0.4242, swav 0.0000 LR: 6.723e-02 Score 82.514 Data time: 0.2131, Forward time: 2.2788, Backward time: 3.1214, DDP time: 0.0047, Total iter time: 5.6889 [2020-11-05 19:42:35,885][root][INFO] - ===> Epoch[138](3569/26): Loss 0.5336, Sem 0.4272, dir -0.3616, norm 0.4680, swav 0.0000 LR: 6.722e-02 Score 85.631 Data time: 0.1851, Forward time: 2.2787, Backward time: 3.1217, DDP time: 0.0047, Total iter time: 6.6283 [2020-11-05 19:42:42,575][root][INFO] - ===> Epoch[138](3570/26): Loss 0.5305, Sem 0.3813, dir -0.3137, norm 0.4630, swav 0.0000 LR: 6.721e-02 Score 88.359 Data time: 0.3499, Forward time: 2.2790, Backward time: 3.1217, DDP time: 0.0047, Total iter time: 6.5745 [2020-11-05 19:42:48,733][root][INFO] - ===> Epoch[138](3571/26): Loss 0.6218, Sem 0.5020, dir -0.3176, norm 0.4374, swav 0.0000 LR: 6.720e-02 Score 83.683 Data time: 0.2947, Forward time: 2.2792, Backward time: 3.1216, DDP time: 0.0047, Total iter time: 6.0341 [2020-11-05 19:42:55,335][root][INFO] - ===> Epoch[138](3572/26): Loss 0.5654, Sem 0.3851, dir -0.2857, norm 0.4660, swav 0.0000 LR: 6.719e-02 Score 88.955 Data time: 0.1950, Forward time: 2.2791, Backward time: 3.1218, DDP time: 0.0047, Total iter time: 6.4577 [2020-11-05 19:43:00,431][root][INFO] - ===> Epoch[138](3573/26): Loss 0.5900, Sem 0.4530, dir -0.3484, norm 0.4854, swav 0.0000 LR: 6.718e-02 Score 86.566 Data time: 0.2177, Forward time: 2.2791, Backward time: 3.1216, DDP time: 0.0047, Total iter time: 4.9856 [2020-11-05 19:43:05,746][root][INFO] - ===> Epoch[138](3574/26): Loss 0.6878, Sem 0.5380, dir -0.3164, norm 0.4662, swav 0.0000 LR: 6.717e-02 Score 83.139 Data time: 0.2357, Forward time: 2.2792, Backward time: 3.1214, DDP time: 0.0047, Total iter time: 5.1721 [2020-11-05 19:43:11,075][root][INFO] - ===> Epoch[138](3575/26): Loss 0.6359, Sem 0.4768, dir -0.3102, norm 0.4693, swav 0.0000 LR: 6.716e-02 Score 86.422 Data time: 0.2644, Forward time: 2.2793, Backward time: 3.1212, DDP time: 0.0047, Total iter time: 5.2086 [2020-11-05 19:43:16,276][root][INFO] - ===> Epoch[138](3576/26): Loss 0.5144, Sem 0.3965, dir -0.3174, norm 0.4353, swav 0.0000 LR: 6.715e-02 Score 86.661 Data time: 0.2493, Forward time: 2.2794, Backward time: 3.1209, DDP time: 0.0047, Total iter time: 5.0775 [2020-11-05 19:43:22,116][root][INFO] - ===> Epoch[138](3577/26): Loss 0.6194, Sem 0.4485, dir -0.3334, norm 0.5043, swav 0.0000 LR: 6.714e-02 Score 85.222 Data time: 0.1610, Forward time: 2.2792, Backward time: 3.1211, DDP time: 0.0047, Total iter time: 5.7242 [2020-11-05 19:43:27,171][root][INFO] - ===> Epoch[138](3578/26): Loss 0.5228, Sem 0.4387, dir -0.3392, norm 0.4234, swav 0.0000 LR: 6.713e-02 Score 85.849 Data time: 0.2159, Forward time: 2.2792, Backward time: 3.1210, DDP time: 0.0047, Total iter time: 4.9690 [2020-11-05 19:43:32,102][root][INFO] - ===> Epoch[138](3579/26): Loss 0.6242, Sem 0.4369, dir -0.3018, norm 0.4890, swav 0.0000 LR: 6.712e-02 Score 85.665 Data time: 0.2123, Forward time: 2.2791, Backward time: 3.1207, DDP time: 0.0047, Total iter time: 4.8189 [2020-11-05 19:43:37,667][root][INFO] - ===> Epoch[138](3580/26): Loss 0.7371, Sem 0.5088, dir -0.3057, norm 0.5339, swav 0.0000 LR: 6.711e-02 Score 84.508 Data time: 0.2406, Forward time: 2.2792, Backward time: 3.1206, DDP time: 0.0047, Total iter time: 5.4508 [2020-11-05 19:43:43,402][root][INFO] - ===> Epoch[138](3581/26): Loss 0.7225, Sem 0.5279, dir -0.3144, norm 0.5090, swav 0.0000 LR: 6.710e-02 Score 85.474 Data time: 0.2374, Forward time: 2.2793, Backward time: 3.1205, DDP time: 0.0047, Total iter time: 5.6052 [2020-11-05 19:43:49,087][root][INFO] - ===> Epoch[138](3582/26): Loss 0.6214, Sem 0.4532, dir -0.2933, norm 0.4614, swav 0.0000 LR: 6.709e-02 Score 85.357 Data time: 0.1706, Forward time: 2.2792, Backward time: 3.1205, DDP time: 0.0047, Total iter time: 5.5260 [2020-11-05 19:43:54,051][root][INFO] - ===> Epoch[138](3583/26): Loss 0.6423, Sem 0.5063, dir -0.3275, norm 0.4634, swav 0.0000 LR: 6.708e-02 Score 83.874 Data time: 0.1952, Forward time: 2.2790, Backward time: 3.1205, DDP time: 0.0047, Total iter time: 4.8650 [2020-11-05 19:44:00,950][root][INFO] - ===> Epoch[138](3584/26): Loss 0.5419, Sem 0.4526, dir -0.3358, norm 0.4251, swav 0.0000 LR: 6.707e-02 Score 86.300 Data time: 0.1887, Forward time: 2.2789, Backward time: 3.1209, DDP time: 0.0047, Total iter time: 6.8226 [2020-11-05 19:44:06,917][root][INFO] - ===> Epoch[138](3585/26): Loss 0.5750, Sem 0.4488, dir -0.3356, norm 0.4617, swav 0.0000 LR: 6.707e-02 Score 86.365 Data time: 0.2102, Forward time: 2.2789, Backward time: 3.1209, DDP time: 0.0047, Total iter time: 5.8428 [2020-11-05 19:44:11,906][root][INFO] - ===> Epoch[138](3586/26): Loss 0.5775, Sem 0.4718, dir -0.3762, norm 0.4819, swav 0.0000 LR: 6.706e-02 Score 85.490 Data time: 0.2000, Forward time: 2.2788, Backward time: 3.1207, DDP time: 0.0047, Total iter time: 4.8568 [2020-11-05 19:44:18,021][root][INFO] - ===> Epoch[138](3587/26): Loss 0.6070, Sem 0.4355, dir -0.2905, norm 0.4620, swav 0.0000 LR: 6.705e-02 Score 85.584 Data time: 0.2649, Forward time: 2.2791, Backward time: 3.1206, DDP time: 0.0047, Total iter time: 5.9992 [2020-11-05 19:44:24,186][root][INFO] - ===> Epoch[138](3588/26): Loss 0.5383, Sem 0.4455, dir -0.3536, norm 0.4464, swav 0.0000 LR: 6.704e-02 Score 86.185 Data time: 0.1918, Forward time: 2.2790, Backward time: 3.1208, DDP time: 0.0047, Total iter time: 6.0453 [2020-11-05 19:44:29,482][root][INFO] - ===> Epoch[139](3589/26): Loss 0.5953, Sem 0.4778, dir -0.3120, norm 0.4295, swav 0.0000 LR: 6.703e-02 Score 85.925 Data time: 0.2167, Forward time: 2.2790, Backward time: 3.1206, DDP time: 0.0047, Total iter time: 5.1773 [2020-11-05 19:44:36,269][root][INFO] - ===> Epoch[139](3590/26): Loss 0.5217, Sem 0.3964, dir -0.3307, norm 0.4559, swav 0.0000 LR: 6.702e-02 Score 87.635 Data time: 0.2644, Forward time: 2.2792, Backward time: 3.1208, DDP time: 0.0047, Total iter time: 6.6621 [2020-11-05 19:44:42,414][root][INFO] - ===> Epoch[139](3591/26): Loss 0.5419, Sem 0.4261, dir -0.2770, norm 0.3928, swav 0.0000 LR: 6.701e-02 Score 86.218 Data time: 0.1365, Forward time: 2.2789, Backward time: 3.1211, DDP time: 0.0047, Total iter time: 6.0234 [2020-11-05 19:44:47,712][root][INFO] - ===> Epoch[139](3592/26): Loss 0.5130, Sem 0.4312, dir -0.3704, norm 0.4522, swav 0.0000 LR: 6.700e-02 Score 86.513 Data time: 0.2837, Forward time: 2.2790, Backward time: 3.1209, DDP time: 0.0047, Total iter time: 5.2278 [2020-11-05 19:44:53,093][root][INFO] - ===> Epoch[139](3593/26): Loss 0.5600, Sem 0.4467, dir -0.3473, norm 0.4606, swav 0.0000 LR: 6.699e-02 Score 85.603 Data time: 0.1692, Forward time: 2.2789, Backward time: 3.1209, DDP time: 0.0047, Total iter time: 5.2753 [2020-11-05 19:44:59,716][root][INFO] - ===> Epoch[139](3594/26): Loss 0.6110, Sem 0.4299, dir -0.3082, norm 0.4893, swav 0.0000 LR: 6.698e-02 Score 86.930 Data time: 0.2155, Forward time: 2.2788, Backward time: 3.1212, DDP time: 0.0047, Total iter time: 6.5134 [2020-11-05 19:45:06,261][root][INFO] - ===> Epoch[139](3595/26): Loss 0.6041, Sem 0.4520, dir -0.3159, norm 0.4680, swav 0.0000 LR: 6.697e-02 Score 86.306 Data time: 0.3246, Forward time: 2.2791, Backward time: 3.1211, DDP time: 0.0047, Total iter time: 6.4201 [2020-11-05 19:45:13,137][root][INFO] - ===> Epoch[139](3596/26): Loss 0.6172, Sem 0.4704, dir -0.2357, norm 0.3826, swav 0.0000 LR: 6.696e-02 Score 86.773 Data time: 0.2740, Forward time: 2.2793, Backward time: 3.1212, DDP time: 0.0047, Total iter time: 6.7180 [2020-11-05 19:45:19,344][root][INFO] - ===> Epoch[139](3597/26): Loss 0.5800, Sem 0.4538, dir -0.3097, norm 0.4359, swav 0.0000 LR: 6.695e-02 Score 86.521 Data time: 0.3011, Forward time: 2.2795, Backward time: 3.1211, DDP time: 0.0047, Total iter time: 6.0714 [2020-11-05 19:45:25,407][root][INFO] - ===> Epoch[139](3598/26): Loss 0.6410, Sem 0.5445, dir -0.3252, norm 0.4217, swav 0.0000 LR: 6.694e-02 Score 81.722 Data time: 0.2614, Forward time: 2.2797, Backward time: 3.1210, DDP time: 0.0047, Total iter time: 5.9414 [2020-11-05 19:45:30,529][root][INFO] - ===> Epoch[139](3599/26): Loss 0.4604, Sem 0.4309, dir -0.3877, norm 0.4172, swav 0.0000 LR: 6.693e-02 Score 88.055 Data time: 0.2318, Forward time: 2.2797, Backward time: 3.1207, DDP time: 0.0047, Total iter time: 5.0003 [2020-11-05 19:45:35,887][root][INFO] - ===> Epoch[139](3600/26): Loss 0.4747, Sem 0.4188, dir -0.3643, norm 0.4202, swav 0.0000 LR: 6.692e-02 Score 86.321 Data time: 0.1616, Forward time: 2.2796, Backward time: 3.1208, DDP time: 0.0047, Total iter time: 5.2492 [2020-11-05 19:45:41,723][root][INFO] - ===> Epoch[139](3601/26): Loss 0.5624, Sem 0.4261, dir -0.3517, norm 0.4880, swav 0.0000 LR: 6.691e-02 Score 86.382 Data time: 0.1896, Forward time: 2.2794, Backward time: 3.1209, DDP time: 0.0047, Total iter time: 5.7764 [2020-11-05 19:45:46,818][root][INFO] - ===> Epoch[139](3602/26): Loss 0.4561, Sem 0.3619, dir -0.2849, norm 0.3791, swav 0.0000 LR: 6.691e-02 Score 88.913 Data time: 0.2059, Forward time: 2.2794, Backward time: 3.1208, DDP time: 0.0047, Total iter time: 4.9886 [2020-11-05 19:45:51,862][root][INFO] - ===> Epoch[139](3603/26): Loss 0.5047, Sem 0.4305, dir -0.3433, norm 0.4175, swav 0.0000 LR: 6.690e-02 Score 87.788 Data time: 0.2040, Forward time: 2.2794, Backward time: 3.1206, DDP time: 0.0047, Total iter time: 4.9461 [2020-11-05 19:45:58,346][root][INFO] - ===> Epoch[139](3604/26): Loss 0.6497, Sem 0.5057, dir -0.3361, norm 0.4800, swav 0.0000 LR: 6.689e-02 Score 83.824 Data time: 0.1399, Forward time: 2.2792, Backward time: 3.1210, DDP time: 0.0047, Total iter time: 6.3581 [2020-11-05 19:46:03,657][root][INFO] - ===> Epoch[139](3605/26): Loss 0.5619, Sem 0.5058, dir -0.3709, norm 0.4270, swav 0.0000 LR: 6.688e-02 Score 84.165 Data time: 0.2309, Forward time: 2.2792, Backward time: 3.1209, DDP time: 0.0047, Total iter time: 5.2176 [2020-11-05 19:46:10,164][root][INFO] - ===> Epoch[139](3606/26): Loss 0.6091, Sem 0.3934, dir -0.2626, norm 0.4782, swav 0.0000 LR: 6.687e-02 Score 88.958 Data time: 0.3131, Forward time: 2.2794, Backward time: 3.1208, DDP time: 0.0047, Total iter time: 6.3913 [2020-11-05 19:46:17,233][root][INFO] - ===> Epoch[139](3607/26): Loss 0.5552, Sem 0.4417, dir -0.3364, norm 0.4498, swav 0.0000 LR: 6.686e-02 Score 85.864 Data time: 0.2440, Forward time: 2.2795, Backward time: 3.1211, DDP time: 0.0047, Total iter time: 6.9422 [2020-11-05 19:46:23,295][root][INFO] - ===> Epoch[139](3608/26): Loss 0.5804, Sem 0.5062, dir -0.3802, norm 0.4544, swav 0.0000 LR: 6.685e-02 Score 82.217 Data time: 0.1904, Forward time: 2.2794, Backward time: 3.1213, DDP time: 0.0047, Total iter time: 5.9420 [2020-11-05 19:46:29,214][root][INFO] - ===> Epoch[139](3609/26): Loss 0.5253, Sem 0.4281, dir -0.3114, norm 0.4086, swav 0.0000 LR: 6.684e-02 Score 87.924 Data time: 0.2489, Forward time: 2.2795, Backward time: 3.1212, DDP time: 0.0047, Total iter time: 5.8299 [2020-11-05 19:46:35,212][root][INFO] - ===> Epoch[139](3610/26): Loss 0.5880, Sem 0.3849, dir -0.3091, norm 0.5122, swav 0.0000 LR: 6.683e-02 Score 89.401 Data time: 0.1750, Forward time: 2.2794, Backward time: 3.1213, DDP time: 0.0047, Total iter time: 5.8738 [2020-11-05 19:46:41,471][root][INFO] - ===> Epoch[139](3611/26): Loss 0.6100, Sem 0.4230, dir -0.3169, norm 0.5039, swav 0.0000 LR: 6.682e-02 Score 86.513 Data time: 0.1347, Forward time: 2.2791, Backward time: 3.1217, DDP time: 0.0047, Total iter time: 6.1648 [2020-11-05 19:46:46,215][root][INFO] - ===> Epoch[139](3612/26): Loss 0.6576, Sem 0.5037, dir -0.2870, norm 0.4409, swav 0.0000 LR: 6.681e-02 Score 84.658 Data time: 0.1517, Forward time: 2.2790, Backward time: 3.1216, DDP time: 0.0047, Total iter time: 4.6706 [2020-11-05 19:46:52,033][root][INFO] - ===> Epoch[139](3613/26): Loss 0.5521, Sem 0.4223, dir -0.3486, norm 0.4784, swav 0.0000 LR: 6.680e-02 Score 86.395 Data time: 0.2024, Forward time: 2.2789, Backward time: 3.1217, DDP time: 0.0047, Total iter time: 5.7203 [2020-11-05 19:46:57,420][root][INFO] - ===> Epoch[139](3614/26): Loss 0.6575, Sem 0.4863, dir -0.2609, norm 0.4321, swav 0.0000 LR: 6.679e-02 Score 84.782 Data time: 0.1983, Forward time: 2.2789, Backward time: 3.1216, DDP time: 0.0047, Total iter time: 5.2475 [2020-11-05 19:47:02,721][root][INFO] - ===> Epoch[140](3615/26): Loss 0.5849, Sem 0.4770, dir -0.3653, norm 0.4732, swav 0.0000 LR: 6.678e-02 Score 83.251 Data time: 0.1971, Forward time: 2.2789, Backward time: 3.1215, DDP time: 0.0047, Total iter time: 5.1776 [2020-11-05 19:47:08,152][root][INFO] - ===> Epoch[140](3616/26): Loss 0.5334, Sem 0.4295, dir -0.3185, norm 0.4224, swav 0.0000 LR: 6.677e-02 Score 85.603 Data time: 0.1586, Forward time: 2.2787, Backward time: 3.1216, DDP time: 0.0047, Total iter time: 5.3062 [2020-11-05 19:47:14,646][root][INFO] - ===> Epoch[140](3617/26): Loss 0.5866, Sem 0.4628, dir -0.3287, norm 0.4524, swav 0.0000 LR: 6.676e-02 Score 86.270 Data time: 0.2636, Forward time: 2.2788, Backward time: 3.1216, DDP time: 0.0047, Total iter time: 6.4118 [2020-11-05 19:47:21,460][root][INFO] - ===> Epoch[140](3618/26): Loss 0.5633, Sem 0.4684, dir -0.3401, norm 0.4350, swav 0.0000 LR: 6.675e-02 Score 85.459 Data time: 0.2566, Forward time: 2.2790, Backward time: 3.1217, DDP time: 0.0047, Total iter time: 6.6878 [2020-11-05 19:47:27,046][root][INFO] - ===> Epoch[140](3619/26): Loss 0.6560, Sem 0.4948, dir -0.2962, norm 0.4574, swav 0.0000 LR: 6.675e-02 Score 86.419 Data time: 0.2552, Forward time: 2.2791, Backward time: 3.1215, DDP time: 0.0047, Total iter time: 5.4284 [2020-11-05 19:47:32,278][root][INFO] - ===> Epoch[140](3620/26): Loss 0.4740, Sem 0.4224, dir -0.3885, norm 0.4400, swav 0.0000 LR: 6.674e-02 Score 85.966 Data time: 0.2034, Forward time: 2.2791, Backward time: 3.1214, DDP time: 0.0047, Total iter time: 5.1149 [2020-11-05 19:47:39,029][root][INFO] - ===> Epoch[140](3621/26): Loss 0.6060, Sem 0.5176, dir -0.3573, norm 0.4457, swav 0.0000 LR: 6.673e-02 Score 86.340 Data time: 0.1901, Forward time: 2.2790, Backward time: 3.1217, DDP time: 0.0047, Total iter time: 6.6430 [2020-11-05 19:47:45,374][root][INFO] - ===> Epoch[140](3622/26): Loss 0.5342, Sem 0.4267, dir -0.2858, norm 0.3933, swav 0.0000 LR: 6.672e-02 Score 86.779 Data time: 0.2321, Forward time: 2.2791, Backward time: 3.1218, DDP time: 0.0047, Total iter time: 6.2568 [2020-11-05 19:47:52,046][root][INFO] - ===> Epoch[140](3623/26): Loss 0.5511, Sem 0.3890, dir -0.3174, norm 0.4795, swav 0.0000 LR: 6.671e-02 Score 89.247 Data time: 0.2309, Forward time: 2.2792, Backward time: 3.1219, DDP time: 0.0047, Total iter time: 6.5528 [2020-11-05 19:47:58,993][root][INFO] - ===> Epoch[140](3624/26): Loss 0.6429, Sem 0.5235, dir -0.3489, norm 0.4683, swav 0.0000 LR: 6.670e-02 Score 83.475 Data time: 0.1779, Forward time: 2.2791, Backward time: 3.1223, DDP time: 0.0047, Total iter time: 6.8162 [2020-11-05 19:48:04,625][root][INFO] - ===> Epoch[140](3625/26): Loss 0.6065, Sem 0.3799, dir -0.2926, norm 0.5192, swav 0.0000 LR: 6.669e-02 Score 88.104 Data time: 0.1966, Forward time: 2.2790, Backward time: 3.1224, DDP time: 0.0047, Total iter time: 5.5247 [2020-11-05 19:48:09,894][root][INFO] - ===> Epoch[140](3626/26): Loss 0.7058, Sem 0.5216, dir -0.3199, norm 0.5042, swav 0.0000 LR: 6.668e-02 Score 83.897 Data time: 0.1444, Forward time: 2.2787, Backward time: 3.1225, DDP time: 0.0047, Total iter time: 5.1569 [2020-11-05 19:48:15,214][root][INFO] - ===> Epoch[140](3627/26): Loss 0.4627, Sem 0.3750, dir -0.3636, norm 0.4514, swav 0.0000 LR: 6.667e-02 Score 87.427 Data time: 0.1590, Forward time: 2.2786, Backward time: 3.1225, DDP time: 0.0047, Total iter time: 5.2348 [2020-11-05 19:48:20,175][root][INFO] - ===> Epoch[140](3628/26): Loss 0.5932, Sem 0.4436, dir -0.2773, norm 0.4269, swav 0.0000 LR: 6.666e-02 Score 86.555 Data time: 0.1816, Forward time: 2.2784, Backward time: 3.1224, DDP time: 0.0047, Total iter time: 4.8674 [2020-11-05 19:48:26,722][root][INFO] - ===> Epoch[140](3629/26): Loss 0.6642, Sem 0.4813, dir -0.3155, norm 0.4984, swav 0.0000 LR: 6.665e-02 Score 84.130 Data time: 0.2167, Forward time: 2.2785, Backward time: 3.1226, DDP time: 0.0047, Total iter time: 6.4484 [2020-11-05 19:48:32,365][root][INFO] - ===> Epoch[140](3630/26): Loss 0.5258, Sem 0.4084, dir -0.3418, norm 0.4592, swav 0.0000 LR: 6.664e-02 Score 86.802 Data time: 0.2311, Forward time: 2.2786, Backward time: 3.1225, DDP time: 0.0047, Total iter time: 5.5037 [2020-11-05 19:48:37,712][root][INFO] - ===> Epoch[140](3631/26): Loss 0.6747, Sem 0.4969, dir -0.2903, norm 0.4680, swav 0.0000 LR: 6.663e-02 Score 83.570 Data time: 0.1982, Forward time: 2.2785, Backward time: 3.1224, DDP time: 0.0047, Total iter time: 5.2042 [2020-11-05 19:48:42,299][root][INFO] - ===> Epoch[140](3632/26): Loss 0.6183, Sem 0.4440, dir -0.3004, norm 0.4748, swav 0.0000 LR: 6.662e-02 Score 86.646 Data time: 0.1606, Forward time: 2.2784, Backward time: 3.1222, DDP time: 0.0047, Total iter time: 4.4503 [2020-11-05 19:48:46,909][root][INFO] - ===> Epoch[140](3633/26): Loss 0.6615, Sem 0.4944, dir -0.3259, norm 0.4929, swav 0.0000 LR: 6.661e-02 Score 85.781 Data time: 0.1856, Forward time: 2.2782, Backward time: 3.1220, DDP time: 0.0047, Total iter time: 4.5136 [2020-11-05 19:48:53,403][root][INFO] - ===> Epoch[140](3634/26): Loss 0.5088, Sem 0.3915, dir -0.3358, norm 0.4532, swav 0.0000 LR: 6.660e-02 Score 88.295 Data time: 0.2775, Forward time: 2.2783, Backward time: 3.1221, DDP time: 0.0047, Total iter time: 6.4026 [2020-11-05 19:48:58,495][root][INFO] - ===> Epoch[140](3635/26): Loss 0.5895, Sem 0.4496, dir -0.3099, norm 0.4498, swav 0.0000 LR: 6.659e-02 Score 85.802 Data time: 0.2241, Forward time: 2.2783, Backward time: 3.1219, DDP time: 0.0047, Total iter time: 4.9547 [2020-11-05 19:49:03,891][root][INFO] - ===> Epoch[140](3636/26): Loss 0.6224, Sem 0.5036, dir -0.3113, norm 0.4301, swav 0.0000 LR: 6.659e-02 Score 84.569 Data time: 0.1975, Forward time: 2.2783, Backward time: 3.1218, DDP time: 0.0047, Total iter time: 5.2719 [2020-11-05 19:49:09,475][root][INFO] - ===> Epoch[140](3637/26): Loss 0.4759, Sem 0.3641, dir -0.3136, norm 0.4254, swav 0.0000 LR: 6.658e-02 Score 87.596 Data time: 0.2064, Forward time: 2.2783, Backward time: 3.1218, DDP time: 0.0047, Total iter time: 5.4685 [2020-11-05 19:49:13,722][root][INFO] - ===> Epoch[140](3638/26): Loss 0.6176, Sem 0.4240, dir -0.2367, norm 0.4302, swav 0.0000 LR: 6.657e-02 Score 88.594 Data time: 0.1533, Forward time: 2.2781, Backward time: 3.1215, DDP time: 0.0047, Total iter time: 4.1180 [2020-11-05 19:49:19,078][root][INFO] - ===> Epoch[140](3639/26): Loss 0.5654, Sem 0.4379, dir -0.3720, norm 0.4995, swav 0.0000 LR: 6.656e-02 Score 85.836 Data time: 0.2040, Forward time: 2.2781, Backward time: 3.1215, DDP time: 0.0047, Total iter time: 5.2697 [2020-11-05 19:49:24,590][root][INFO] - ===> Epoch[140](3640/26): Loss 0.6221, Sem 0.4777, dir -0.3202, norm 0.4645, swav 0.0000 LR: 6.655e-02 Score 84.606 Data time: 0.2520, Forward time: 2.2782, Backward time: 3.1213, DDP time: 0.0047, Total iter time: 5.3763 [2020-11-05 19:49:31,546][root][INFO] - ===> Epoch[141](3641/26): Loss 0.6074, Sem 0.4774, dir -0.3359, norm 0.4659, swav 0.0000 LR: 6.654e-02 Score 84.592 Data time: 0.1685, Forward time: 2.2781, Backward time: 3.1217, DDP time: 0.0047, Total iter time: 6.8437 [2020-11-05 19:49:37,293][root][INFO] - ===> Epoch[141](3642/26): Loss 0.5115, Sem 0.4064, dir -0.3247, norm 0.4298, swav 0.0000 LR: 6.653e-02 Score 86.564 Data time: 0.2644, Forward time: 2.2782, Backward time: 3.1215, DDP time: 0.0047, Total iter time: 5.6339 [2020-11-05 19:49:43,511][root][INFO] - ===> Epoch[141](3643/26): Loss 0.7505, Sem 0.5726, dir -0.3323, norm 0.5102, swav 0.0000 LR: 6.652e-02 Score 82.951 Data time: 0.2125, Forward time: 2.2783, Backward time: 3.1216, DDP time: 0.0047, Total iter time: 6.0899 [2020-11-05 19:49:49,768][root][INFO] - ===> Epoch[141](3644/26): Loss 0.5321, Sem 0.3801, dir -0.2749, norm 0.4269, swav 0.0000 LR: 6.651e-02 Score 86.821 Data time: 0.2181, Forward time: 2.2783, Backward time: 3.1217, DDP time: 0.0047, Total iter time: 6.1292 [2020-11-05 19:49:57,216][root][INFO] - ===> Epoch[141](3645/26): Loss 0.6840, Sem 0.5102, dir -0.2870, norm 0.4608, swav 0.0000 LR: 6.650e-02 Score 84.997 Data time: 0.2085, Forward time: 2.2783, Backward time: 3.1222, DDP time: 0.0047, Total iter time: 7.3212 [2020-11-05 19:50:04,665][root][INFO] - ===> Epoch[141](3646/26): Loss 0.6080, Sem 0.4762, dir -0.2946, norm 0.4264, swav 0.0000 LR: 6.649e-02 Score 86.040 Data time: 0.2738, Forward time: 2.2784, Backward time: 3.1225, DDP time: 0.0047, Total iter time: 7.3254 [2020-11-05 19:50:11,512][root][INFO] - ===> Epoch[141](3647/26): Loss 0.5778, Sem 0.4690, dir -0.3155, norm 0.4242, swav 0.0000 LR: 6.648e-02 Score 85.055 Data time: 0.1880, Forward time: 2.2783, Backward time: 3.1228, DDP time: 0.0047, Total iter time: 6.6995 [2020-11-05 19:50:17,800][root][INFO] - ===> Epoch[141](3648/26): Loss 0.4846, Sem 0.4269, dir -0.3489, norm 0.4066, swav 0.0000 LR: 6.647e-02 Score 87.932 Data time: 0.1906, Forward time: 2.2782, Backward time: 3.1230, DDP time: 0.0047, Total iter time: 6.1749 [2020-11-05 19:50:26,327][root][INFO] - ===> Epoch[141](3649/26): Loss 0.6195, Sem 0.4883, dir -0.3096, norm 0.4408, swav 0.0000 LR: 6.646e-02 Score 83.628 Data time: 0.2125, Forward time: 2.2782, Backward time: 3.1238, DDP time: 0.0047, Total iter time: 8.4084 [2020-11-05 19:50:31,646][root][INFO] - ===> Epoch[141](3650/26): Loss 0.5941, Sem 0.4458, dir -0.3286, norm 0.4769, swav 0.0000 LR: 6.645e-02 Score 86.812 Data time: 0.2736, Forward time: 2.2783, Backward time: 3.1235, DDP time: 0.0047, Total iter time: 5.1970 [2020-11-05 19:50:36,733][root][INFO] - ===> Epoch[141](3651/26): Loss 0.6281, Sem 0.4763, dir -0.2809, norm 0.4327, swav 0.0000 LR: 6.644e-02 Score 85.314 Data time: 0.1800, Forward time: 2.2782, Backward time: 3.1234, DDP time: 0.0047, Total iter time: 4.9697 [2020-11-05 19:50:41,609][root][INFO] - ===> Epoch[141](3652/26): Loss 0.7188, Sem 0.4976, dir -0.3232, norm 0.5443, swav 0.0000 LR: 6.643e-02 Score 84.610 Data time: 0.1906, Forward time: 2.2782, Backward time: 3.1232, DDP time: 0.0047, Total iter time: 4.7785 [2020-11-05 19:50:47,710][root][INFO] - ===> Epoch[141](3653/26): Loss 0.6788, Sem 0.5292, dir -0.3251, norm 0.4746, swav 0.0000 LR: 6.643e-02 Score 83.141 Data time: 0.1940, Forward time: 2.2781, Backward time: 3.1234, DDP time: 0.0047, Total iter time: 5.9852 [2020-11-05 19:50:53,029][root][INFO] - ===> Epoch[141](3654/26): Loss 0.5388, Sem 0.4359, dir -0.3376, norm 0.4405, swav 0.0000 LR: 6.642e-02 Score 85.917 Data time: 0.2576, Forward time: 2.2782, Backward time: 3.1232, DDP time: 0.0047, Total iter time: 5.2368 [2020-11-05 19:50:59,860][root][INFO] - ===> Epoch[141](3655/26): Loss 0.5743, Sem 0.4820, dir -0.3472, norm 0.4395, swav 0.0000 LR: 6.641e-02 Score 83.939 Data time: 0.2459, Forward time: 2.2783, Backward time: 3.1233, DDP time: 0.0047, Total iter time: 6.7074 [2020-11-05 19:51:05,219][root][INFO] - ===> Epoch[141](3656/26): Loss 0.6887, Sem 0.5209, dir -0.2890, norm 0.4568, swav 0.0000 LR: 6.640e-02 Score 83.030 Data time: 0.2169, Forward time: 2.2783, Backward time: 3.1232, DDP time: 0.0047, Total iter time: 5.2251 [2020-11-05 19:51:10,845][root][INFO] - ===> Epoch[141](3657/26): Loss 0.4247, Sem 0.3634, dir -0.3630, norm 0.4243, swav 0.0000 LR: 6.639e-02 Score 87.780 Data time: 0.1993, Forward time: 2.2783, Backward time: 3.1231, DDP time: 0.0047, Total iter time: 5.4994 [2020-11-05 19:51:16,691][root][INFO] - ===> Epoch[141](3658/26): Loss 0.6189, Sem 0.4507, dir -0.2871, norm 0.4553, swav 0.0000 LR: 6.638e-02 Score 85.474 Data time: 0.2282, Forward time: 2.2783, Backward time: 3.1231, DDP time: 0.0047, Total iter time: 5.7376 [2020-11-05 19:51:22,878][root][INFO] - ===> Epoch[141](3659/26): Loss 0.5410, Sem 0.4080, dir -0.3368, norm 0.4698, swav 0.0000 LR: 6.637e-02 Score 88.292 Data time: 0.2844, Forward time: 2.2784, Backward time: 3.1232, DDP time: 0.0047, Total iter time: 6.0588 [2020-11-05 19:51:27,797][root][INFO] - ===> Epoch[141](3660/26): Loss 0.6402, Sem 0.4870, dir -0.3023, norm 0.4555, swav 0.0000 LR: 6.636e-02 Score 85.924 Data time: 0.1803, Forward time: 2.2783, Backward time: 3.1230, DDP time: 0.0047, Total iter time: 4.8086 [2020-11-05 19:51:33,989][root][INFO] - ===> Epoch[141](3661/26): Loss 0.6600, Sem 0.4758, dir -0.2956, norm 0.4798, swav 0.0000 LR: 6.635e-02 Score 85.059 Data time: 0.2572, Forward time: 2.2784, Backward time: 3.1230, DDP time: 0.0047, Total iter time: 6.0742 [2020-11-05 19:51:39,690][root][INFO] - ===> Epoch[141](3662/26): Loss 0.5121, Sem 0.4345, dir -0.3418, norm 0.4194, swav 0.0000 LR: 6.634e-02 Score 86.205 Data time: 0.2452, Forward time: 2.2785, Backward time: 3.1229, DDP time: 0.0047, Total iter time: 5.5686 [2020-11-05 19:51:46,123][root][INFO] - ===> Epoch[141](3663/26): Loss 0.5618, Sem 0.4143, dir -0.3188, norm 0.4663, swav 0.0000 LR: 6.633e-02 Score 86.200 Data time: 0.2165, Forward time: 2.2785, Backward time: 3.1230, DDP time: 0.0047, Total iter time: 6.2989 [2020-11-05 19:51:51,150][root][INFO] - ===> Epoch[141](3664/26): Loss 0.5438, Sem 0.4307, dir -0.3526, norm 0.4657, swav 0.0000 LR: 6.632e-02 Score 86.067 Data time: 0.2228, Forward time: 2.2785, Backward time: 3.1228, DDP time: 0.0047, Total iter time: 4.8906 [2020-11-05 19:51:57,101][root][INFO] - ===> Epoch[141](3665/26): Loss 0.5476, Sem 0.4548, dir -0.3577, norm 0.4505, swav 0.0000 LR: 6.631e-02 Score 86.625 Data time: 0.2680, Forward time: 2.2786, Backward time: 3.1228, DDP time: 0.0047, Total iter time: 5.8372 [2020-11-05 19:52:02,908][root][INFO] - ===> Epoch[141](3666/26): Loss 0.6352, Sem 0.4541, dir -0.2650, norm 0.4461, swav 0.0000 LR: 6.630e-02 Score 86.439 Data time: 0.2778, Forward time: 2.2787, Backward time: 3.1226, DDP time: 0.0047, Total iter time: 5.6669 [2020-11-05 19:52:08,033][root][INFO] - ===> Epoch[142](3667/26): Loss 0.4622, Sem 0.3749, dir -0.3359, norm 0.4232, swav 0.0000 LR: 6.629e-02 Score 88.154 Data time: 0.2171, Forward time: 2.2787, Backward time: 3.1224, DDP time: 0.0047, Total iter time: 4.9987 [2020-11-05 19:52:13,676][root][INFO] - ===> Epoch[142](3668/26): Loss 0.5964, Sem 0.3891, dir -0.2988, norm 0.5061, swav 0.0000 LR: 6.628e-02 Score 86.727 Data time: 0.2256, Forward time: 2.2788, Backward time: 3.1223, DDP time: 0.0047, Total iter time: 5.5309 [2020-11-05 19:52:18,913][root][INFO] - ===> Epoch[142](3669/26): Loss 0.5014, Sem 0.4030, dir -0.3404, norm 0.4388, swav 0.0000 LR: 6.627e-02 Score 87.567 Data time: 0.2206, Forward time: 2.2788, Backward time: 3.1222, DDP time: 0.0047, Total iter time: 5.1287 [2020-11-05 19:52:25,903][root][INFO] - ===> Epoch[142](3670/26): Loss 0.5853, Sem 0.4734, dir -0.2941, norm 0.4060, swav 0.0000 LR: 6.627e-02 Score 84.260 Data time: 0.1896, Forward time: 2.2788, Backward time: 3.1225, DDP time: 0.0047, Total iter time: 6.8787 [2020-11-05 19:52:31,127][root][INFO] - ===> Epoch[142](3671/26): Loss 0.4357, Sem 0.3930, dir -0.3929, norm 0.4355, swav 0.0000 LR: 6.626e-02 Score 87.022 Data time: 0.2092, Forward time: 2.2787, Backward time: 3.1224, DDP time: 0.0047, Total iter time: 5.1112 [2020-11-05 19:52:36,413][root][INFO] - ===> Epoch[142](3672/26): Loss 0.5537, Sem 0.4726, dir -0.3859, norm 0.4670, swav 0.0000 LR: 6.625e-02 Score 85.546 Data time: 0.2268, Forward time: 2.2788, Backward time: 3.1222, DDP time: 0.0047, Total iter time: 5.1526 [2020-11-05 19:52:41,662][root][INFO] - ===> Epoch[142](3673/26): Loss 0.6419, Sem 0.4837, dir -0.2882, norm 0.4464, swav 0.0000 LR: 6.624e-02 Score 84.734 Data time: 0.2122, Forward time: 2.2788, Backward time: 3.1220, DDP time: 0.0047, Total iter time: 5.1508 [2020-11-05 19:52:47,854][root][INFO] - ===> Epoch[142](3674/26): Loss 0.5638, Sem 0.4300, dir -0.3155, norm 0.4492, swav 0.0000 LR: 6.623e-02 Score 86.987 Data time: 0.2111, Forward time: 2.2787, Backward time: 3.1222, DDP time: 0.0047, Total iter time: 6.0830 [2020-11-05 19:52:52,683][root][INFO] - ===> Epoch[142](3675/26): Loss 0.6031, Sem 0.4762, dir -0.2880, norm 0.4149, swav 0.0000 LR: 6.622e-02 Score 85.456 Data time: 0.2306, Forward time: 2.2788, Backward time: 3.1219, DDP time: 0.0047, Total iter time: 4.7355 [2020-11-05 19:52:58,811][root][INFO] - ===> Epoch[142](3676/26): Loss 0.4364, Sem 0.3991, dir -0.3435, norm 0.3807, swav 0.0000 LR: 6.621e-02 Score 86.352 Data time: 0.2165, Forward time: 2.2788, Backward time: 3.1220, DDP time: 0.0047, Total iter time: 6.0132 [2020-11-05 19:53:04,048][root][INFO] - ===> Epoch[142](3677/26): Loss 0.4228, Sem 0.3578, dir -0.3897, norm 0.4547, swav 0.0000 LR: 6.620e-02 Score 89.242 Data time: 0.1679, Forward time: 2.2787, Backward time: 3.1219, DDP time: 0.0047, Total iter time: 5.1277 [2020-11-05 19:53:11,463][root][INFO] - ===> Epoch[142](3678/26): Loss 0.6073, Sem 0.4744, dir -0.3251, norm 0.4580, swav 0.0000 LR: 6.619e-02 Score 85.422 Data time: 0.1720, Forward time: 2.2786, Backward time: 3.1224, DDP time: 0.0047, Total iter time: 7.3017 [2020-11-05 19:53:16,573][root][INFO] - ===> Epoch[142](3679/26): Loss 0.5278, Sem 0.4692, dir -0.3805, norm 0.4390, swav 0.0000 LR: 6.618e-02 Score 84.084 Data time: 0.1446, Forward time: 2.2784, Backward time: 3.1225, DDP time: 0.0047, Total iter time: 4.9851 [2020-11-05 19:53:22,604][root][INFO] - ===> Epoch[142](3680/26): Loss 0.5443, Sem 0.4124, dir -0.2808, norm 0.4127, swav 0.0000 LR: 6.617e-02 Score 85.167 Data time: 0.2042, Forward time: 2.2784, Backward time: 3.1226, DDP time: 0.0047, Total iter time: 5.9372 [2020-11-05 19:53:29,812][root][INFO] - ===> Epoch[142](3681/26): Loss 0.5874, Sem 0.4631, dir -0.3214, norm 0.4458, swav 0.0000 LR: 6.616e-02 Score 85.293 Data time: 0.2170, Forward time: 2.2783, Backward time: 3.1230, DDP time: 0.0047, Total iter time: 7.0837 [2020-11-05 19:53:36,434][root][INFO] - ===> Epoch[142](3682/26): Loss 0.5099, Sem 0.3837, dir -0.3287, norm 0.4549, swav 0.0000 LR: 6.615e-02 Score 87.277 Data time: 0.1547, Forward time: 2.2782, Backward time: 3.1233, DDP time: 0.0047, Total iter time: 6.5055 [2020-11-05 19:53:41,170][root][INFO] - ===> Epoch[142](3683/26): Loss 0.5577, Sem 0.4690, dir -0.3845, norm 0.4732, swav 0.0000 LR: 6.614e-02 Score 85.970 Data time: 0.1711, Forward time: 2.2780, Backward time: 3.1232, DDP time: 0.0047, Total iter time: 4.6614 [2020-11-05 19:53:46,226][root][INFO] - ===> Epoch[142](3684/26): Loss 0.4329, Sem 0.3969, dir -0.3857, norm 0.4216, swav 0.0000 LR: 6.613e-02 Score 86.382 Data time: 0.1963, Forward time: 2.2780, Backward time: 3.1230, DDP time: 0.0047, Total iter time: 4.9538 [2020-11-05 19:53:51,072][root][INFO] - ===> Epoch[142](3685/26): Loss 0.4469, Sem 0.4118, dir -0.3651, norm 0.4002, swav 0.0000 LR: 6.612e-02 Score 86.104 Data time: 0.2068, Forward time: 2.2779, Backward time: 3.1229, DDP time: 0.0047, Total iter time: 4.7303 [2020-11-05 19:53:57,266][root][INFO] - ===> Epoch[142](3686/26): Loss 0.5709, Sem 0.4362, dir -0.3245, norm 0.4592, swav 0.0000 LR: 6.611e-02 Score 86.119 Data time: 0.1745, Forward time: 2.2778, Backward time: 3.1231, DDP time: 0.0047, Total iter time: 6.0926 [2020-11-05 19:54:02,444][root][INFO] - ===> Epoch[142](3687/26): Loss 0.6010, Sem 0.5011, dir -0.3195, norm 0.4195, swav 0.0000 LR: 6.611e-02 Score 85.164 Data time: 0.1367, Forward time: 2.2776, Backward time: 3.1231, DDP time: 0.0047, Total iter time: 5.0605 [2020-11-05 19:54:08,171][root][INFO] - ===> Epoch[142](3688/26): Loss 0.5711, Sem 0.4711, dir -0.2946, norm 0.3946, swav 0.0000 LR: 6.610e-02 Score 86.073 Data time: 0.1939, Forward time: 2.2775, Backward time: 3.1232, DDP time: 0.0047, Total iter time: 5.6397 [2020-11-05 19:54:13,673][root][INFO] - ===> Epoch[142](3689/26): Loss 0.5484, Sem 0.4407, dir -0.3281, norm 0.4358, swav 0.0000 LR: 6.609e-02 Score 86.156 Data time: 0.2531, Forward time: 2.2776, Backward time: 3.1230, DDP time: 0.0047, Total iter time: 5.3736 [2020-11-05 19:54:19,016][root][INFO] - ===> Epoch[142](3690/26): Loss 0.4949, Sem 0.4193, dir -0.3303, norm 0.4058, swav 0.0000 LR: 6.608e-02 Score 86.572 Data time: 0.2465, Forward time: 2.2777, Backward time: 3.1228, DDP time: 0.0047, Total iter time: 5.2138 [2020-11-05 19:54:24,563][root][INFO] - ===> Epoch[142](3691/26): Loss 0.5185, Sem 0.4000, dir -0.2856, norm 0.4041, swav 0.0000 LR: 6.607e-02 Score 87.488 Data time: 0.1718, Forward time: 2.2775, Backward time: 3.1229, DDP time: 0.0047, Total iter time: 5.4492 [2020-11-05 19:54:30,857][root][INFO] - ===> Epoch[142](3692/26): Loss 0.4755, Sem 0.4537, dir -0.3720, norm 0.3937, swav 0.0000 LR: 6.606e-02 Score 86.332 Data time: 0.3189, Forward time: 2.2778, Backward time: 3.1227, DDP time: 0.0047, Total iter time: 6.1935 [2020-11-05 19:54:37,683][root][INFO] - ===> Epoch[143](3693/26): Loss 0.6607, Sem 0.4491, dir -0.2402, norm 0.4518, swav 0.0000 LR: 6.605e-02 Score 86.148 Data time: 0.2259, Forward time: 2.2778, Backward time: 3.1229, DDP time: 0.0047, Total iter time: 6.7138 [2020-11-05 19:54:44,209][root][INFO] - ===> Epoch[143](3694/26): Loss 0.6091, Sem 0.4644, dir -0.2966, norm 0.4413, swav 0.0000 LR: 6.604e-02 Score 85.108 Data time: 0.1905, Forward time: 2.2778, Backward time: 3.1232, DDP time: 0.0047, Total iter time: 6.3864 [2020-11-05 19:54:50,410][root][INFO] - ===> Epoch[143](3695/26): Loss 0.6510, Sem 0.5058, dir -0.3046, norm 0.4498, swav 0.0000 LR: 6.603e-02 Score 83.796 Data time: 0.1815, Forward time: 2.2777, Backward time: 3.1233, DDP time: 0.0047, Total iter time: 6.0874 [2020-11-05 19:54:55,429][root][INFO] - ===> Epoch[143](3696/26): Loss 0.6458, Sem 0.4726, dir -0.3306, norm 0.5038, swav 0.0000 LR: 6.602e-02 Score 86.428 Data time: 0.2332, Forward time: 2.2777, Backward time: 3.1231, DDP time: 0.0047, Total iter time: 4.8824 [2020-11-05 19:55:01,980][root][INFO] - ===> Epoch[143](3697/26): Loss 0.6861, Sem 0.5352, dir -0.3268, norm 0.4777, swav 0.0000 LR: 6.601e-02 Score 86.163 Data time: 0.2483, Forward time: 2.2779, Backward time: 3.1232, DDP time: 0.0047, Total iter time: 6.4322 [2020-11-05 19:55:08,369][root][INFO] - ===> Epoch[143](3698/26): Loss 0.6480, Sem 0.4784, dir -0.2927, norm 0.4622, swav 0.0000 LR: 6.600e-02 Score 85.236 Data time: 0.3059, Forward time: 2.2781, Backward time: 3.1231, DDP time: 0.0047, Total iter time: 6.2480 [2020-11-05 19:55:14,865][root][INFO] - ===> Epoch[143](3699/26): Loss 0.6846, Sem 0.5053, dir -0.2692, norm 0.4484, swav 0.0000 LR: 6.599e-02 Score 84.664 Data time: 0.2129, Forward time: 2.2782, Backward time: 3.1232, DDP time: 0.0047, Total iter time: 6.3619 [2020-11-05 19:55:20,560][root][INFO] - ===> Epoch[143](3700/26): Loss 0.6493, Sem 0.4817, dir -0.3101, norm 0.4777, swav 0.0000 LR: 6.598e-02 Score 85.321 Data time: 0.2293, Forward time: 2.2782, Backward time: 3.1231, DDP time: 0.0047, Total iter time: 5.5658 [2020-11-05 19:55:26,033][root][INFO] - ===> Epoch[143](3701/26): Loss 0.5023, Sem 0.4365, dir -0.3487, norm 0.4145, swav 0.0000 LR: 6.597e-02 Score 85.891 Data time: 0.2259, Forward time: 2.2782, Backward time: 3.1231, DDP time: 0.0047, Total iter time: 5.3475 [2020-11-05 19:55:31,568][root][INFO] - ===> Epoch[143](3702/26): Loss 0.4372, Sem 0.3680, dir -0.3316, norm 0.4007, swav 0.0000 LR: 6.596e-02 Score 88.245 Data time: 0.2614, Forward time: 2.2783, Backward time: 3.1229, DDP time: 0.0047, Total iter time: 5.4234 [2020-11-05 19:55:36,673][root][INFO] - ===> Epoch[143](3703/26): Loss 0.5162, Sem 0.3977, dir -0.3248, norm 0.4432, swav 0.0000 LR: 6.595e-02 Score 86.956 Data time: 0.2073, Forward time: 2.2783, Backward time: 3.1227, DDP time: 0.0047, Total iter time: 5.0001 [2020-11-05 19:55:42,411][root][INFO] - ===> Epoch[143](3704/26): Loss 0.5714, Sem 0.4169, dir -0.2773, norm 0.4318, swav 0.0000 LR: 6.594e-02 Score 86.386 Data time: 0.3130, Forward time: 2.2785, Backward time: 3.1225, DDP time: 0.0047, Total iter time: 5.6183 [2020-11-05 19:55:47,710][root][INFO] - ===> Epoch[143](3705/26): Loss 0.5797, Sem 0.4574, dir -0.2862, norm 0.4085, swav 0.0000 LR: 6.594e-02 Score 86.265 Data time: 0.2333, Forward time: 2.2786, Backward time: 3.1223, DDP time: 0.0047, Total iter time: 5.1789 [2020-11-05 19:55:53,584][root][INFO] - ===> Epoch[143](3706/26): Loss 0.6614, Sem 0.4911, dir -0.3414, norm 0.5117, swav 0.0000 LR: 6.593e-02 Score 85.284 Data time: 0.1850, Forward time: 2.2785, Backward time: 3.1224, DDP time: 0.0047, Total iter time: 5.7555 [2020-11-05 19:56:00,077][root][INFO] - ===> Epoch[143](3707/26): Loss 0.5568, Sem 0.4266, dir -0.3431, norm 0.4732, swav 0.0000 LR: 6.592e-02 Score 86.723 Data time: 0.2443, Forward time: 2.2786, Backward time: 3.1225, DDP time: 0.0047, Total iter time: 6.3879 [2020-11-05 19:56:06,944][root][INFO] - ===> Epoch[143](3708/26): Loss 0.5727, Sem 0.4552, dir -0.3039, norm 0.4215, swav 0.0000 LR: 6.591e-02 Score 86.112 Data time: 0.3379, Forward time: 2.2789, Backward time: 3.1224, DDP time: 0.0047, Total iter time: 6.7344 [2020-11-05 19:56:13,095][root][INFO] - ===> Epoch[143](3709/26): Loss 0.4066, Sem 0.3698, dir -0.3980, norm 0.4348, swav 0.0000 LR: 6.590e-02 Score 89.048 Data time: 0.2323, Forward time: 2.2790, Backward time: 3.1224, DDP time: 0.0047, Total iter time: 6.0224 [2020-11-05 19:56:18,439][root][INFO] - ===> Epoch[143](3710/26): Loss 0.5566, Sem 0.4610, dir -0.3270, norm 0.4226, swav 0.0000 LR: 6.589e-02 Score 85.844 Data time: 0.1876, Forward time: 2.2789, Backward time: 3.1223, DDP time: 0.0047, Total iter time: 5.2249 [2020-11-05 19:56:24,138][root][INFO] - ===> Epoch[143](3711/26): Loss 0.6020, Sem 0.4493, dir -0.3064, norm 0.4591, swav 0.0000 LR: 6.588e-02 Score 85.489 Data time: 0.1363, Forward time: 2.2787, Backward time: 3.1226, DDP time: 0.0047, Total iter time: 5.5944 [2020-11-05 19:56:30,505][root][INFO] - ===> Epoch[143](3712/26): Loss 0.6597, Sem 0.5215, dir -0.2976, norm 0.4358, swav 0.0000 LR: 6.587e-02 Score 84.482 Data time: 0.1805, Forward time: 2.2786, Backward time: 3.1228, DDP time: 0.0047, Total iter time: 6.2900 [2020-11-05 19:56:36,238][root][INFO] - ===> Epoch[143](3713/26): Loss 0.5100, Sem 0.4013, dir -0.3599, norm 0.4686, swav 0.0000 LR: 6.586e-02 Score 87.941 Data time: 0.2107, Forward time: 2.2786, Backward time: 3.1228, DDP time: 0.0047, Total iter time: 5.6339 [2020-11-05 19:56:42,616][root][INFO] - ===> Epoch[143](3714/26): Loss 0.5903, Sem 0.4775, dir -0.3189, norm 0.4317, swav 0.0000 LR: 6.585e-02 Score 85.719 Data time: 0.2235, Forward time: 2.2786, Backward time: 3.1229, DDP time: 0.0047, Total iter time: 6.2558 [2020-11-05 19:56:48,903][root][INFO] - ===> Epoch[143](3715/26): Loss 0.5849, Sem 0.4965, dir -0.3665, norm 0.4549, swav 0.0000 LR: 6.584e-02 Score 86.125 Data time: 0.2098, Forward time: 2.2786, Backward time: 3.1231, DDP time: 0.0047, Total iter time: 6.1655 [2020-11-05 19:56:54,514][root][INFO] - ===> Epoch[143](3716/26): Loss 0.5799, Sem 0.4709, dir -0.3398, norm 0.4488, swav 0.0000 LR: 6.583e-02 Score 84.828 Data time: 0.1874, Forward time: 2.2786, Backward time: 3.1231, DDP time: 0.0047, Total iter time: 5.4862 [2020-11-05 19:57:01,122][root][INFO] - ===> Epoch[143](3717/26): Loss 0.5924, Sem 0.4385, dir -0.3628, norm 0.5167, swav 0.0000 LR: 6.582e-02 Score 86.487 Data time: 0.1952, Forward time: 2.2785, Backward time: 3.1233, DDP time: 0.0047, Total iter time: 6.4920 [2020-11-05 19:57:05,913][root][INFO] - ===> Epoch[143](3718/26): Loss 0.5866, Sem 0.4963, dir -0.3123, norm 0.4026, swav 0.0000 LR: 6.581e-02 Score 84.636 Data time: 0.2271, Forward time: 2.2785, Backward time: 3.1230, DDP time: 0.0047, Total iter time: 4.6926 [2020-11-05 19:57:10,725][root][INFO] - ===> Epoch[144](3719/26): Loss 0.5642, Sem 0.4446, dir -0.3220, norm 0.4417, swav 0.0000 LR: 6.580e-02 Score 84.708 Data time: 0.2459, Forward time: 2.2785, Backward time: 3.1228, DDP time: 0.0047, Total iter time: 4.6809 [2020-11-05 19:57:16,633][root][INFO] - ===> Epoch[144](3720/26): Loss 0.6781, Sem 0.5311, dir -0.3425, norm 0.4896, swav 0.0000 LR: 6.579e-02 Score 84.654 Data time: 0.2992, Forward time: 2.2786, Backward time: 3.1227, DDP time: 0.0047, Total iter time: 5.8091 [2020-11-05 19:57:23,124][root][INFO] - ===> Epoch[144](3721/26): Loss 0.5636, Sem 0.4342, dir -0.3209, norm 0.4503, swav 0.0000 LR: 6.578e-02 Score 86.890 Data time: 0.2810, Forward time: 2.2788, Backward time: 3.1227, DDP time: 0.0047, Total iter time: 6.3324 [2020-11-05 19:57:28,740][root][INFO] - ===> Epoch[144](3722/26): Loss 0.5133, Sem 0.4222, dir -0.3440, norm 0.4351, swav 0.0000 LR: 6.578e-02 Score 86.160 Data time: 0.2449, Forward time: 2.2790, Backward time: 3.1224, DDP time: 0.0047, Total iter time: 5.4807 [2020-11-05 19:57:34,035][root][INFO] - ===> Epoch[144](3723/26): Loss 0.5190, Sem 0.4190, dir -0.2879, norm 0.3879, swav 0.0000 LR: 6.577e-02 Score 86.808 Data time: 0.1693, Forward time: 2.2789, Backward time: 3.1224, DDP time: 0.0047, Total iter time: 5.1647 [2020-11-05 19:57:39,737][root][INFO] - ===> Epoch[144](3724/26): Loss 0.6178, Sem 0.5018, dir -0.3174, norm 0.4334, swav 0.0000 LR: 6.576e-02 Score 84.120 Data time: 0.1665, Forward time: 2.2788, Backward time: 3.1225, DDP time: 0.0047, Total iter time: 5.5693 [2020-11-05 19:57:44,368][root][INFO] - ===> Epoch[144](3725/26): Loss 0.6279, Sem 0.4656, dir -0.3305, norm 0.4929, swav 0.0000 LR: 6.575e-02 Score 85.476 Data time: 0.1796, Forward time: 2.2787, Backward time: 3.1223, DDP time: 0.0047, Total iter time: 4.5375 [2020-11-05 19:57:49,562][root][INFO] - ===> Epoch[144](3726/26): Loss 0.6112, Sem 0.4785, dir -0.2934, norm 0.4261, swav 0.0000 LR: 6.574e-02 Score 85.867 Data time: 0.1936, Forward time: 2.2786, Backward time: 3.1222, DDP time: 0.0047, Total iter time: 5.0683 [2020-11-05 19:57:56,039][root][INFO] - ===> Epoch[144](3727/26): Loss 0.5463, Sem 0.3922, dir -0.2917, norm 0.4458, swav 0.0000 LR: 6.573e-02 Score 86.996 Data time: 0.1742, Forward time: 2.2785, Backward time: 3.1225, DDP time: 0.0047, Total iter time: 6.3684 [2020-11-05 19:58:01,249][root][INFO] - ===> Epoch[144](3728/26): Loss 0.6952, Sem 0.5122, dir -0.2810, norm 0.4641, swav 0.0000 LR: 6.572e-02 Score 84.827 Data time: 0.2298, Forward time: 2.2784, Backward time: 3.1224, DDP time: 0.0047, Total iter time: 5.1286 [2020-11-05 19:58:07,815][root][INFO] - ===> Epoch[144](3729/26): Loss 0.5881, Sem 0.4767, dir -0.2885, norm 0.4000, swav 0.0000 LR: 6.571e-02 Score 84.966 Data time: 0.2245, Forward time: 2.2785, Backward time: 3.1225, DDP time: 0.0047, Total iter time: 6.4375 [2020-11-05 19:58:14,531][root][INFO] - ===> Epoch[144](3730/26): Loss 0.5875, Sem 0.4519, dir -0.3396, norm 0.4752, swav 0.0000 LR: 6.570e-02 Score 85.679 Data time: 0.2131, Forward time: 2.2784, Backward time: 3.1228, DDP time: 0.0047, Total iter time: 6.5721 [2020-11-05 19:58:20,629][root][INFO] - ===> Epoch[144](3731/26): Loss 0.5749, Sem 0.4816, dir -0.3851, norm 0.4783, swav 0.0000 LR: 6.569e-02 Score 84.606 Data time: 0.3049, Forward time: 2.2787, Backward time: 3.1227, DDP time: 0.0047, Total iter time: 5.9845 [2020-11-05 19:58:25,160][root][INFO] - ===> Epoch[144](3732/26): Loss 0.5222, Sem 0.4350, dir -0.2995, norm 0.3867, swav 0.0000 LR: 6.568e-02 Score 87.049 Data time: 0.1985, Forward time: 2.2787, Backward time: 3.1223, DDP time: 0.0047, Total iter time: 4.3892 [2020-11-05 19:58:30,722][root][INFO] - ===> Epoch[144](3733/26): Loss 0.4790, Sem 0.3861, dir -0.3482, norm 0.4411, swav 0.0000 LR: 6.567e-02 Score 88.205 Data time: 0.2009, Forward time: 2.2786, Backward time: 3.1223, DDP time: 0.0047, Total iter time: 5.4406 [2020-11-05 19:58:36,796][root][INFO] - ===> Epoch[144](3734/26): Loss 0.6336, Sem 0.4611, dir -0.2960, norm 0.4685, swav 0.0000 LR: 6.566e-02 Score 86.907 Data time: 0.1982, Forward time: 2.2786, Backward time: 3.1224, DDP time: 0.0047, Total iter time: 5.9658 [2020-11-05 19:58:43,037][root][INFO] - ===> Epoch[144](3735/26): Loss 0.5319, Sem 0.4390, dir -0.3589, norm 0.4517, swav 0.0000 LR: 6.565e-02 Score 85.685 Data time: 0.2407, Forward time: 2.2786, Backward time: 3.1225, DDP time: 0.0047, Total iter time: 6.1188 [2020-11-05 19:58:48,871][root][INFO] - ===> Epoch[144](3736/26): Loss 0.6048, Sem 0.4595, dir -0.3120, norm 0.4573, swav 0.0000 LR: 6.564e-02 Score 86.323 Data time: 0.2079, Forward time: 2.2786, Backward time: 3.1225, DDP time: 0.0047, Total iter time: 5.7089 [2020-11-05 19:58:54,764][root][INFO] - ===> Epoch[144](3737/26): Loss 0.5364, Sem 0.4478, dir -0.3688, norm 0.4574, swav 0.0000 LR: 6.563e-02 Score 86.077 Data time: 0.2031, Forward time: 2.2786, Backward time: 3.1225, DDP time: 0.0047, Total iter time: 5.7823 [2020-11-05 19:59:01,066][root][INFO] - ===> Epoch[144](3738/26): Loss 0.6042, Sem 0.4559, dir -0.3537, norm 0.5021, swav 0.0000 LR: 6.562e-02 Score 85.815 Data time: 0.1570, Forward time: 2.2785, Backward time: 3.1228, DDP time: 0.0047, Total iter time: 6.1633 [2020-11-05 19:59:06,820][root][INFO] - ===> Epoch[144](3739/26): Loss 0.6457, Sem 0.4826, dir -0.2737, norm 0.4368, swav 0.0000 LR: 6.561e-02 Score 85.848 Data time: 0.1815, Forward time: 2.2783, Backward time: 3.1229, DDP time: 0.0047, Total iter time: 5.6651 [2020-11-05 19:59:12,191][root][INFO] - ===> Epoch[144](3740/26): Loss 0.5306, Sem 0.4471, dir -0.4187, norm 0.5021, swav 0.0000 LR: 6.561e-02 Score 85.045 Data time: 0.2305, Forward time: 2.2783, Backward time: 3.1228, DDP time: 0.0047, Total iter time: 5.2708 [2020-11-05 19:59:18,010][root][INFO] - ===> Epoch[144](3741/26): Loss 0.6087, Sem 0.4241, dir -0.2909, norm 0.4756, swav 0.0000 LR: 6.560e-02 Score 87.030 Data time: 0.2724, Forward time: 2.2785, Backward time: 3.1227, DDP time: 0.0047, Total iter time: 5.7170 [2020-11-05 19:59:24,757][root][INFO] - ===> Epoch[144](3742/26): Loss 0.5360, Sem 0.3862, dir -0.2675, norm 0.4173, swav 0.0000 LR: 6.559e-02 Score 87.132 Data time: 0.3236, Forward time: 2.2787, Backward time: 3.1226, DDP time: 0.0047, Total iter time: 6.6362 [2020-11-05 19:59:30,057][root][INFO] - ===> Epoch[144](3743/26): Loss 0.5465, Sem 0.4567, dir -0.3686, norm 0.4584, swav 0.0000 LR: 6.558e-02 Score 85.279 Data time: 0.2051, Forward time: 2.2787, Backward time: 3.1225, DDP time: 0.0047, Total iter time: 5.1512 [2020-11-05 19:59:34,954][root][INFO] - ===> Epoch[144](3744/26): Loss 0.5787, Sem 0.4439, dir -0.3330, norm 0.4678, swav 0.0000 LR: 6.557e-02 Score 85.653 Data time: 0.2066, Forward time: 2.2787, Backward time: 3.1223, DDP time: 0.0047, Total iter time: 4.7738 [2020-11-05 19:59:40,091][root][INFO] - ===> Epoch[145](3745/26): Loss 0.5266, Sem 0.4068, dir -0.3632, norm 0.4830, swav 0.0000 LR: 6.556e-02 Score 87.865 Data time: 0.2099, Forward time: 2.2787, Backward time: 3.1221, DDP time: 0.0047, Total iter time: 5.0417 [2020-11-05 19:59:45,618][root][INFO] - ===> Epoch[145](3746/26): Loss 0.4839, Sem 0.4340, dir -0.3349, norm 0.3849, swav 0.0000 LR: 6.555e-02 Score 86.797 Data time: 0.1530, Forward time: 2.2786, Backward time: 3.1221, DDP time: 0.0047, Total iter time: 5.4128 [2020-11-05 19:59:51,604][root][INFO] - ===> Epoch[145](3747/26): Loss 0.5210, Sem 0.4319, dir -0.3625, norm 0.4516, swav 0.0000 LR: 6.554e-02 Score 86.868 Data time: 0.2397, Forward time: 2.2786, Backward time: 3.1222, DDP time: 0.0047, Total iter time: 5.8976 [2020-11-05 19:59:57,352][root][INFO] - ===> Epoch[145](3748/26): Loss 0.4758, Sem 0.4314, dir -0.3629, norm 0.4074, swav 0.0000 LR: 6.553e-02 Score 86.356 Data time: 0.2289, Forward time: 2.2787, Backward time: 3.1221, DDP time: 0.0047, Total iter time: 5.6203 [2020-11-05 20:00:03,357][root][INFO] - ===> Epoch[145](3749/26): Loss 0.6300, Sem 0.5090, dir -0.3173, norm 0.4382, swav 0.0000 LR: 6.552e-02 Score 83.559 Data time: 0.1926, Forward time: 2.2786, Backward time: 3.1222, DDP time: 0.0047, Total iter time: 5.8767 [2020-11-05 20:00:09,148][root][INFO] - ===> Epoch[145](3750/26): Loss 0.5100, Sem 0.4093, dir -0.2943, norm 0.3949, swav 0.0000 LR: 6.551e-02 Score 86.590 Data time: 0.1914, Forward time: 2.2785, Backward time: 3.1223, DDP time: 0.0047, Total iter time: 5.6704 [2020-11-05 20:00:14,918][root][INFO] - ===> Epoch[145](3751/26): Loss 0.5849, Sem 0.4265, dir -0.2992, norm 0.4577, swav 0.0000 LR: 6.550e-02 Score 85.939 Data time: 0.2508, Forward time: 2.2786, Backward time: 3.1222, DDP time: 0.0047, Total iter time: 5.6612 [2020-11-05 20:00:21,717][root][INFO] - ===> Epoch[145](3752/26): Loss 0.5474, Sem 0.4493, dir -0.3377, norm 0.4358, swav 0.0000 LR: 6.549e-02 Score 85.744 Data time: 0.2657, Forward time: 2.2788, Backward time: 3.1223, DDP time: 0.0047, Total iter time: 6.6640 [2020-11-05 20:00:27,967][root][INFO] - ===> Epoch[145](3753/26): Loss 0.4496, Sem 0.3843, dir -0.2984, norm 0.3637, swav 0.0000 LR: 6.548e-02 Score 87.675 Data time: 0.1237, Forward time: 2.2786, Backward time: 3.1226, DDP time: 0.0047, Total iter time: 6.1072 [2020-11-05 20:00:33,285][root][INFO] - ===> Epoch[145](3754/26): Loss 0.5249, Sem 0.4379, dir -0.3225, norm 0.4095, swav 0.0000 LR: 6.547e-02 Score 86.751 Data time: 0.1234, Forward time: 2.2783, Backward time: 3.1228, DDP time: 0.0047, Total iter time: 5.2126 [2020-11-05 20:00:38,906][root][INFO] - ===> Epoch[145](3755/26): Loss 0.4962, Sem 0.4628, dir -0.3713, norm 0.4047, swav 0.0000 LR: 6.546e-02 Score 84.807 Data time: 0.1977, Forward time: 2.2783, Backward time: 3.1228, DDP time: 0.0047, Total iter time: 5.5676 [2020-11-05 20:00:44,347][root][INFO] - ===> Epoch[145](3756/26): Loss 0.5862, Sem 0.4791, dir -0.3433, norm 0.4503, swav 0.0000 LR: 6.545e-02 Score 85.594 Data time: 0.1835, Forward time: 2.2782, Backward time: 3.1227, DDP time: 0.0047, Total iter time: 5.3260 [2020-11-05 20:00:50,704][root][INFO] - ===> Epoch[145](3757/26): Loss 0.5159, Sem 0.4286, dir -0.3496, norm 0.4368, swav 0.0000 LR: 6.545e-02 Score 87.523 Data time: 0.2937, Forward time: 2.2784, Backward time: 3.1227, DDP time: 0.0047, Total iter time: 6.2572 [2020-11-05 20:00:57,014][root][INFO] - ===> Epoch[145](3758/26): Loss 0.5497, Sem 0.4519, dir -0.3799, norm 0.4776, swav 0.0000 LR: 6.544e-02 Score 85.551 Data time: 0.1940, Forward time: 2.2784, Backward time: 3.1228, DDP time: 0.0047, Total iter time: 6.1826 [2020-11-05 20:01:02,133][root][INFO] - ===> Epoch[145](3759/26): Loss 0.4955, Sem 0.4426, dir -0.3555, norm 0.4083, swav 0.0000 LR: 6.543e-02 Score 86.100 Data time: 0.2197, Forward time: 2.2783, Backward time: 3.1227, DDP time: 0.0047, Total iter time: 5.0083 [2020-11-05 20:01:09,219][root][INFO] - ===> Epoch[145](3760/26): Loss 0.6873, Sem 0.4806, dir -0.2719, norm 0.4785, swav 0.0000 LR: 6.542e-02 Score 86.678 Data time: 0.2045, Forward time: 2.2783, Backward time: 3.1230, DDP time: 0.0047, Total iter time: 6.9821 [2020-11-05 20:01:14,565][root][INFO] - ===> Epoch[145](3761/26): Loss 0.4608, Sem 0.3769, dir -0.3314, norm 0.4153, swav 0.0000 LR: 6.541e-02 Score 89.534 Data time: 0.2390, Forward time: 2.2783, Backward time: 3.1229, DDP time: 0.0047, Total iter time: 5.2390 [2020-11-05 20:01:20,929][root][INFO] - ===> Epoch[145](3762/26): Loss 0.5934, Sem 0.4426, dir -0.3298, norm 0.4805, swav 0.0000 LR: 6.540e-02 Score 86.476 Data time: 0.2448, Forward time: 2.2784, Backward time: 3.1230, DDP time: 0.0047, Total iter time: 6.2471 [2020-11-05 20:01:27,328][root][INFO] - ===> Epoch[145](3763/26): Loss 0.5682, Sem 0.4551, dir -0.3234, norm 0.4365, swav 0.0000 LR: 6.539e-02 Score 85.859 Data time: 0.1874, Forward time: 2.2784, Backward time: 3.1231, DDP time: 0.0047, Total iter time: 6.2680 [2020-11-05 20:01:32,386][root][INFO] - ===> Epoch[145](3764/26): Loss 0.5524, Sem 0.4038, dir -0.3153, norm 0.4640, swav 0.0000 LR: 6.538e-02 Score 87.603 Data time: 0.1696, Forward time: 2.2783, Backward time: 3.1231, DDP time: 0.0047, Total iter time: 4.9505 [2020-11-05 20:01:37,337][root][INFO] - ===> Epoch[145](3765/26): Loss 0.4875, Sem 0.4432, dir -0.3549, norm 0.3993, swav 0.0000 LR: 6.537e-02 Score 86.622 Data time: 0.2189, Forward time: 2.2783, Backward time: 3.1229, DDP time: 0.0047, Total iter time: 4.8581 [2020-11-05 20:01:42,896][root][INFO] - ===> Epoch[145](3766/26): Loss 0.5097, Sem 0.4619, dir -0.3727, norm 0.4205, swav 0.0000 LR: 6.536e-02 Score 85.603 Data time: 0.1842, Forward time: 2.2782, Backward time: 3.1229, DDP time: 0.0047, Total iter time: 5.4451 [2020-11-05 20:01:48,069][root][INFO] - ===> Epoch[145](3767/26): Loss 0.5769, Sem 0.4660, dir -0.3415, norm 0.4524, swav 0.0000 LR: 6.535e-02 Score 86.276 Data time: 0.1757, Forward time: 2.2781, Backward time: 3.1228, DDP time: 0.0047, Total iter time: 5.0903 [2020-11-05 20:01:55,324][root][INFO] - ===> Epoch[145](3768/26): Loss 0.5431, Sem 0.4995, dir -0.3424, norm 0.3861, swav 0.0000 LR: 6.534e-02 Score 85.171 Data time: 0.2011, Forward time: 2.2780, Backward time: 3.1233, DDP time: 0.0047, Total iter time: 7.1755 [2020-11-05 20:02:00,715][root][INFO] - ===> Epoch[145](3769/26): Loss 0.5879, Sem 0.4828, dir -0.3444, norm 0.4495, swav 0.0000 LR: 6.533e-02 Score 84.620 Data time: 0.2275, Forward time: 2.2781, Backward time: 3.1231, DDP time: 0.0047, Total iter time: 5.2814 [2020-11-05 20:02:06,422][root][INFO] - ===> Epoch[145](3770/26): Loss 0.5444, Sem 0.4248, dir -0.3420, norm 0.4616, swav 0.0000 LR: 6.532e-02 Score 86.610 Data time: 0.2528, Forward time: 2.2782, Backward time: 3.1230, DDP time: 0.0047, Total iter time: 5.5913 [2020-11-05 20:02:13,245][root][INFO] - ===> Epoch[146](3771/26): Loss 0.5775, Sem 0.4470, dir -0.2736, norm 0.4041, swav 0.0000 LR: 6.531e-02 Score 85.797 Data time: 0.2352, Forward time: 2.2782, Backward time: 3.1232, DDP time: 0.0047, Total iter time: 6.7146 [2020-11-05 20:02:17,679][root][INFO] - ===> Epoch[146](3772/26): Loss 0.5272, Sem 0.4832, dir -0.3966, norm 0.4405, swav 0.0000 LR: 6.530e-02 Score 84.816 Data time: 0.2156, Forward time: 2.2782, Backward time: 3.1229, DDP time: 0.0047, Total iter time: 4.3110 [2020-11-05 20:02:22,391][root][INFO] - ===> Epoch[146](3773/26): Loss 0.5165, Sem 0.4219, dir -0.3593, norm 0.4539, swav 0.0000 LR: 6.529e-02 Score 86.238 Data time: 0.2065, Forward time: 2.2782, Backward time: 3.1226, DDP time: 0.0047, Total iter time: 4.6137 [2020-11-05 20:02:28,876][root][INFO] - ===> Epoch[146](3774/26): Loss 0.6415, Sem 0.4677, dir -0.3181, norm 0.4919, swav 0.0000 LR: 6.528e-02 Score 85.123 Data time: 0.1838, Forward time: 2.2782, Backward time: 3.1228, DDP time: 0.0047, Total iter time: 6.3626 [2020-11-05 20:02:35,849][root][INFO] - ===> Epoch[146](3775/26): Loss 0.6283, Sem 0.4763, dir -0.3354, norm 0.4874, swav 0.0000 LR: 6.528e-02 Score 87.350 Data time: 0.1211, Forward time: 2.2779, Backward time: 3.1234, DDP time: 0.0047, Total iter time: 6.8648 [2020-11-05 20:02:41,816][root][INFO] - ===> Epoch[146](3776/26): Loss 0.7208, Sem 0.5615, dir -0.3218, norm 0.4811, swav 0.0000 LR: 6.527e-02 Score 82.951 Data time: 0.2355, Forward time: 2.2779, Backward time: 3.1234, DDP time: 0.0047, Total iter time: 5.8810 [2020-11-05 20:02:47,923][root][INFO] - ===> Epoch[146](3777/26): Loss 0.5415, Sem 0.4453, dir -0.3542, norm 0.4505, swav 0.0000 LR: 6.526e-02 Score 87.008 Data time: 0.2707, Forward time: 2.2780, Backward time: 3.1234, DDP time: 0.0047, Total iter time: 5.9988 [2020-11-05 20:02:53,407][root][INFO] - ===> Epoch[146](3778/26): Loss 0.5473, Sem 0.4249, dir -0.3608, norm 0.4832, swav 0.0000 LR: 6.525e-02 Score 86.294 Data time: 0.1890, Forward time: 2.2779, Backward time: 3.1234, DDP time: 0.0047, Total iter time: 5.3535 [2020-11-05 20:03:00,251][root][INFO] - ===> Epoch[146](3779/26): Loss 0.5494, Sem 0.4833, dir -0.3695, norm 0.4356, swav 0.0000 LR: 6.524e-02 Score 85.203 Data time: 0.2804, Forward time: 2.2781, Backward time: 3.1235, DDP time: 0.0047, Total iter time: 6.7365 [2020-11-05 20:03:07,080][root][INFO] - ===> Epoch[146](3780/26): Loss 0.5821, Sem 0.4316, dir -0.3568, norm 0.5072, swav 0.0000 LR: 6.523e-02 Score 86.291 Data time: 0.2317, Forward time: 2.2782, Backward time: 3.1236, DDP time: 0.0047, Total iter time: 6.6878 [2020-11-05 20:03:12,367][root][INFO] - ===> Epoch[146](3781/26): Loss 0.5240, Sem 0.4121, dir -0.3107, norm 0.4226, swav 0.0000 LR: 6.522e-02 Score 87.376 Data time: 0.1901, Forward time: 2.2781, Backward time: 3.1235, DDP time: 0.0047, Total iter time: 5.1559 [2020-11-05 20:03:18,663][root][INFO] - ===> Epoch[146](3782/26): Loss 0.5312, Sem 0.4185, dir -0.3436, norm 0.4563, swav 0.0000 LR: 6.521e-02 Score 87.487 Data time: 0.2278, Forward time: 2.2782, Backward time: 3.1236, DDP time: 0.0047, Total iter time: 6.2001 [2020-11-05 20:03:24,299][root][INFO] - ===> Epoch[146](3783/26): Loss 0.4928, Sem 0.3633, dir -0.3489, norm 0.4784, swav 0.0000 LR: 6.520e-02 Score 88.378 Data time: 0.1807, Forward time: 2.2782, Backward time: 3.1236, DDP time: 0.0047, Total iter time: 5.4951 [2020-11-05 20:03:30,320][root][INFO] - ===> Epoch[146](3784/26): Loss 0.6246, Sem 0.4483, dir -0.3405, norm 0.5167, swav 0.0000 LR: 6.519e-02 Score 85.090 Data time: 0.1357, Forward time: 2.2780, Backward time: 3.1239, DDP time: 0.0047, Total iter time: 5.9004 [2020-11-05 20:03:35,884][root][INFO] - ===> Epoch[146](3785/26): Loss 0.5151, Sem 0.3923, dir -0.3024, norm 0.4252, swav 0.0000 LR: 6.518e-02 Score 87.655 Data time: 0.2120, Forward time: 2.2779, Backward time: 3.1238, DDP time: 0.0047, Total iter time: 5.4619 [2020-11-05 20:03:42,502][root][INFO] - ===> Epoch[146](3786/26): Loss 0.6841, Sem 0.5070, dir -0.3102, norm 0.4873, swav 0.0000 LR: 6.517e-02 Score 84.189 Data time: 0.1935, Forward time: 2.2779, Backward time: 3.1241, DDP time: 0.0047, Total iter time: 6.4859 [2020-11-05 20:03:49,389][root][INFO] - ===> Epoch[146](3787/26): Loss 0.5389, Sem 0.3780, dir -0.2858, norm 0.4468, swav 0.0000 LR: 6.516e-02 Score 88.577 Data time: 0.1652, Forward time: 2.2778, Backward time: 3.1245, DDP time: 0.0047, Total iter time: 6.7531 [2020-11-05 20:03:55,765][root][INFO] - ===> Epoch[146](3788/26): Loss 0.6490, Sem 0.4619, dir -0.3097, norm 0.4968, swav 0.0000 LR: 6.515e-02 Score 85.243 Data time: 0.1819, Forward time: 2.2777, Backward time: 3.1247, DDP time: 0.0047, Total iter time: 6.2592 [2020-11-05 20:04:01,087][root][INFO] - ===> Epoch[146](3789/26): Loss 0.5340, Sem 0.4682, dir -0.3007, norm 0.3666, swav 0.0000 LR: 6.514e-02 Score 84.190 Data time: 0.1975, Forward time: 2.2777, Backward time: 3.1246, DDP time: 0.0047, Total iter time: 5.1710 [2020-11-05 20:04:07,831][root][INFO] - ===> Epoch[146](3790/26): Loss 0.5588, Sem 0.4554, dir -0.3357, norm 0.4391, swav 0.0000 LR: 6.513e-02 Score 85.355 Data time: 0.1705, Forward time: 2.2776, Backward time: 3.1249, DDP time: 0.0047, Total iter time: 6.6171 [2020-11-05 20:04:13,081][root][INFO] - ===> Epoch[146](3791/26): Loss 0.5267, Sem 0.4036, dir -0.3126, norm 0.4357, swav 0.0000 LR: 6.512e-02 Score 87.409 Data time: 0.1932, Forward time: 2.2775, Backward time: 3.1248, DDP time: 0.0047, Total iter time: 5.1427 [2020-11-05 20:04:18,629][root][INFO] - ===> Epoch[146](3792/26): Loss 0.5164, Sem 0.3929, dir -0.2842, norm 0.4077, swav 0.0000 LR: 6.511e-02 Score 86.736 Data time: 0.1914, Forward time: 2.2775, Backward time: 3.1248, DDP time: 0.0047, Total iter time: 5.4067 [2020-11-05 20:04:24,086][root][INFO] - ===> Epoch[146](3793/26): Loss 0.5003, Sem 0.4113, dir -0.3392, norm 0.4282, swav 0.0000 LR: 6.511e-02 Score 87.126 Data time: 0.1628, Forward time: 2.2773, Backward time: 3.1249, DDP time: 0.0047, Total iter time: 5.3375 [2020-11-05 20:04:28,813][root][INFO] - ===> Epoch[146](3794/26): Loss 0.5496, Sem 0.4494, dir -0.3020, norm 0.4022, swav 0.0000 LR: 6.510e-02 Score 85.033 Data time: 0.1741, Forward time: 2.2772, Backward time: 3.1247, DDP time: 0.0047, Total iter time: 4.6203 [2020-11-05 20:04:34,831][root][INFO] - ===> Epoch[146](3795/26): Loss 0.7390, Sem 0.5841, dir -0.3348, norm 0.4898, swav 0.0000 LR: 6.509e-02 Score 82.926 Data time: 0.1613, Forward time: 2.2771, Backward time: 3.1249, DDP time: 0.0047, Total iter time: 5.9197 [2020-11-05 20:04:40,944][root][INFO] - ===> Epoch[146](3796/26): Loss 0.5144, Sem 0.4444, dir -0.3843, norm 0.4543, swav 0.0000 LR: 6.508e-02 Score 86.165 Data time: 0.1835, Forward time: 2.2770, Backward time: 3.1251, DDP time: 0.0047, Total iter time: 6.0254 [2020-11-05 20:04:45,678][root][INFO] - ===> Epoch[147](3797/26): Loss 0.5152, Sem 0.4289, dir -0.3653, norm 0.4516, swav 0.0000 LR: 6.507e-02 Score 86.116 Data time: 0.1907, Forward time: 2.2770, Backward time: 3.1249, DDP time: 0.0047, Total iter time: 4.6176 [2020-11-05 20:04:50,669][root][INFO] - ===> Epoch[147](3798/26): Loss 0.4937, Sem 0.3969, dir -0.3404, norm 0.4372, swav 0.0000 LR: 6.506e-02 Score 88.099 Data time: 0.2260, Forward time: 2.2770, Backward time: 3.1246, DDP time: 0.0047, Total iter time: 4.8718 [2020-11-05 20:04:56,109][root][INFO] - ===> Epoch[147](3799/26): Loss 0.5716, Sem 0.4669, dir -0.3447, norm 0.4494, swav 0.0000 LR: 6.505e-02 Score 86.251 Data time: 0.2359, Forward time: 2.2771, Backward time: 3.1245, DDP time: 0.0047, Total iter time: 5.3236 [2020-11-05 20:05:01,828][root][INFO] - ===> Epoch[147](3800/26): Loss 0.7097, Sem 0.5252, dir -0.2813, norm 0.4658, swav 0.0000 LR: 6.504e-02 Score 83.391 Data time: 0.1752, Forward time: 2.2770, Backward time: 3.1245, DDP time: 0.0047, Total iter time: 5.5597 [2020-11-05 20:05:07,756][root][INFO] - ===> Epoch[147](3801/26): Loss 0.6654, Sem 0.4471, dir -0.2735, norm 0.4919, swav 0.0000 LR: 6.503e-02 Score 85.793 Data time: 0.1970, Forward time: 2.2769, Backward time: 3.1246, DDP time: 0.0047, Total iter time: 5.8227 [2020-11-05 20:05:13,932][root][INFO] - ===> Epoch[147](3802/26): Loss 0.6008, Sem 0.4015, dir -0.2602, norm 0.4596, swav 0.0000 LR: 6.502e-02 Score 88.115 Data time: 0.2720, Forward time: 2.2771, Backward time: 3.1245, DDP time: 0.0047, Total iter time: 6.0626 [2020-11-05 20:05:19,057][root][INFO] - ===> Epoch[147](3803/26): Loss 0.6228, Sem 0.4707, dir -0.2670, norm 0.4191, swav 0.0000 LR: 6.501e-02 Score 85.397 Data time: 0.2319, Forward time: 2.2771, Backward time: 3.1243, DDP time: 0.0047, Total iter time: 4.9775 [2020-11-05 20:05:25,076][root][INFO] - ===> Epoch[147](3804/26): Loss 0.5783, Sem 0.4423, dir -0.3280, norm 0.4640, swav 0.0000 LR: 6.500e-02 Score 86.697 Data time: 0.1919, Forward time: 2.2771, Backward time: 3.1244, DDP time: 0.0047, Total iter time: 5.8894 [2020-11-05 20:05:30,563][root][INFO] - ===> Epoch[147](3805/26): Loss 0.6174, Sem 0.4792, dir -0.3192, norm 0.4573, swav 0.0000 LR: 6.499e-02 Score 84.522 Data time: 0.2065, Forward time: 2.2771, Backward time: 3.1243, DDP time: 0.0047, Total iter time: 5.3590 [2020-11-05 20:05:35,833][root][INFO] - ===> Epoch[147](3806/26): Loss 0.6632, Sem 0.5115, dir -0.3389, norm 0.4906, swav 0.0000 LR: 6.498e-02 Score 84.020 Data time: 0.2111, Forward time: 2.2771, Backward time: 3.1241, DDP time: 0.0047, Total iter time: 5.1620 [2020-11-05 20:05:41,422][root][INFO] - ===> Epoch[147](3807/26): Loss 0.6183, Sem 0.4422, dir -0.2916, norm 0.4677, swav 0.0000 LR: 6.497e-02 Score 87.046 Data time: 0.1649, Forward time: 2.2770, Backward time: 3.1242, DDP time: 0.0047, Total iter time: 5.4612 [2020-11-05 20:05:46,378][root][INFO] - ===> Epoch[147](3808/26): Loss 0.5582, Sem 0.4035, dir -0.3709, norm 0.5256, swav 0.0000 LR: 6.496e-02 Score 88.770 Data time: 0.2682, Forward time: 2.2770, Backward time: 3.1239, DDP time: 0.0047, Total iter time: 4.8424 [2020-11-05 20:05:54,049][root][INFO] - ===> Epoch[147](3809/26): Loss 0.7159, Sem 0.4466, dir -0.2889, norm 0.5581, swav 0.0000 LR: 6.495e-02 Score 85.512 Data time: 0.2058, Forward time: 2.2770, Backward time: 3.1244, DDP time: 0.0047, Total iter time: 7.5377 [2020-11-05 20:05:59,219][root][INFO] - ===> Epoch[147](3810/26): Loss 0.6197, Sem 0.4611, dir -0.3173, norm 0.4760, swav 0.0000 LR: 6.494e-02 Score 87.262 Data time: 0.2252, Forward time: 2.2771, Backward time: 3.1242, DDP time: 0.0047, Total iter time: 5.0332 [2020-11-05 20:06:04,845][root][INFO] - ===> Epoch[147](3811/26): Loss 0.5807, Sem 0.4975, dir -0.3870, norm 0.4702, swav 0.0000 LR: 6.494e-02 Score 83.439 Data time: 0.1820, Forward time: 2.2770, Backward time: 3.1242, DDP time: 0.0047, Total iter time: 5.4709 [2020-11-05 20:06:10,362][root][INFO] - ===> Epoch[147](3812/26): Loss 0.5919, Sem 0.4594, dir -0.3172, norm 0.4497, swav 0.0000 LR: 6.493e-02 Score 85.934 Data time: 0.2024, Forward time: 2.2770, Backward time: 3.1242, DDP time: 0.0047, Total iter time: 5.3995 [2020-11-05 20:06:15,348][root][INFO] - ===> Epoch[147](3813/26): Loss 0.5394, Sem 0.4022, dir -0.3288, norm 0.4660, swav 0.0000 LR: 6.492e-02 Score 87.428 Data time: 0.1908, Forward time: 2.2769, Backward time: 3.1240, DDP time: 0.0047, Total iter time: 4.8503 [2020-11-05 20:06:20,248][root][INFO] - ===> Epoch[147](3814/26): Loss 0.6878, Sem 0.4793, dir -0.2512, norm 0.4597, swav 0.0000 LR: 6.491e-02 Score 84.344 Data time: 0.1936, Forward time: 2.2769, Backward time: 3.1238, DDP time: 0.0047, Total iter time: 4.8063 [2020-11-05 20:06:25,876][root][INFO] - ===> Epoch[147](3815/26): Loss 0.6487, Sem 0.4675, dir -0.3654, norm 0.5465, swav 0.0000 LR: 6.490e-02 Score 86.268 Data time: 0.1878, Forward time: 2.2768, Backward time: 3.1239, DDP time: 0.0047, Total iter time: 5.5244 [2020-11-05 20:06:32,002][root][INFO] - ===> Epoch[147](3816/26): Loss 0.5419, Sem 0.4329, dir -0.2956, norm 0.4046, swav 0.0000 LR: 6.489e-02 Score 86.596 Data time: 0.2481, Forward time: 2.2768, Backward time: 3.1239, DDP time: 0.0047, Total iter time: 6.0070 [2020-11-05 20:06:38,453][root][INFO] - ===> Epoch[147](3817/26): Loss 0.6076, Sem 0.4558, dir -0.3594, norm 0.5113, swav 0.0000 LR: 6.488e-02 Score 84.562 Data time: 0.1690, Forward time: 2.2767, Backward time: 3.1242, DDP time: 0.0047, Total iter time: 6.3284 [2020-11-05 20:06:43,737][root][INFO] - ===> Epoch[147](3818/26): Loss 0.5985, Sem 0.4565, dir -0.2880, norm 0.4300, swav 0.0000 LR: 6.487e-02 Score 85.785 Data time: 0.2084, Forward time: 2.2767, Backward time: 3.1240, DDP time: 0.0047, Total iter time: 5.1775 [2020-11-05 20:06:49,149][root][INFO] - ===> Epoch[147](3819/26): Loss 0.5327, Sem 0.4343, dir -0.3424, norm 0.4409, swav 0.0000 LR: 6.486e-02 Score 87.462 Data time: 0.1624, Forward time: 2.2766, Backward time: 3.1241, DDP time: 0.0047, Total iter time: 5.2805 [2020-11-05 20:06:55,648][root][INFO] - ===> Epoch[147](3820/26): Loss 0.5113, Sem 0.3889, dir -0.3019, norm 0.4243, swav 0.0000 LR: 6.485e-02 Score 88.108 Data time: 0.2115, Forward time: 2.2765, Backward time: 3.1243, DDP time: 0.0047, Total iter time: 6.4057 [2020-11-05 20:07:00,691][root][INFO] - ===> Epoch[147](3821/26): Loss 0.5403, Sem 0.3925, dir -0.3428, norm 0.4906, swav 0.0000 LR: 6.484e-02 Score 86.951 Data time: 0.1963, Forward time: 2.2765, Backward time: 3.1241, DDP time: 0.0047, Total iter time: 4.9136 [2020-11-05 20:07:06,306][root][INFO] - ===> Epoch[147](3822/26): Loss 0.5780, Sem 0.4163, dir -0.3245, norm 0.4862, swav 0.0000 LR: 6.483e-02 Score 86.506 Data time: 0.1844, Forward time: 2.2764, Backward time: 3.1242, DDP time: 0.0047, Total iter time: 5.4972 [2020-11-05 20:07:11,609][root][INFO] - ===> Epoch[148](3823/26): Loss 0.4880, Sem 0.3817, dir -0.2827, norm 0.3890, swav 0.0000 LR: 6.482e-02 Score 88.083 Data time: 0.1481, Forward time: 2.2763, Backward time: 3.1242, DDP time: 0.0047, Total iter time: 5.1919 [2020-11-05 20:07:18,226][root][INFO] - ===> Epoch[148](3824/26): Loss 0.5864, Sem 0.4920, dir -0.3606, norm 0.4549, swav 0.0000 LR: 6.481e-02 Score 84.573 Data time: 0.2032, Forward time: 2.2762, Backward time: 3.1245, DDP time: 0.0047, Total iter time: 6.5220 [2020-11-05 20:07:24,110][root][INFO] - ===> Epoch[148](3825/26): Loss 0.5772, Sem 0.4483, dir -0.3414, norm 0.4703, swav 0.0000 LR: 6.480e-02 Score 87.270 Data time: 0.2872, Forward time: 2.2762, Backward time: 3.1244, DDP time: 0.0047, Total iter time: 5.7746 [2020-11-05 20:07:31,195][root][INFO] - ===> Epoch[148](3826/26): Loss 0.6034, Sem 0.4433, dir -0.3349, norm 0.4950, swav 0.0000 LR: 6.479e-02 Score 84.885 Data time: 0.2956, Forward time: 2.2764, Backward time: 3.1246, DDP time: 0.0047, Total iter time: 6.9550 [2020-11-05 20:07:36,999][root][INFO] - ===> Epoch[148](3827/26): Loss 0.5437, Sem 0.4333, dir -0.3217, norm 0.4321, swav 0.0000 LR: 6.478e-02 Score 87.426 Data time: 0.2116, Forward time: 2.2764, Backward time: 3.1246, DDP time: 0.0047, Total iter time: 5.6642 [2020-11-05 20:07:43,704][root][INFO] - ===> Epoch[148](3828/26): Loss 0.5700, Sem 0.4724, dir -0.3623, norm 0.4599, swav 0.0000 LR: 6.478e-02 Score 85.419 Data time: 0.2774, Forward time: 2.2766, Backward time: 3.1246, DDP time: 0.0047, Total iter time: 6.5945 [2020-11-05 20:07:49,804][root][INFO] - ===> Epoch[148](3829/26): Loss 0.6433, Sem 0.4603, dir -0.3129, norm 0.4959, swav 0.0000 LR: 6.477e-02 Score 85.675 Data time: 0.3457, Forward time: 2.2768, Backward time: 3.1245, DDP time: 0.0047, Total iter time: 5.9744 [2020-11-05 20:07:54,661][root][INFO] - ===> Epoch[148](3830/26): Loss 0.7081, Sem 0.5132, dir -0.2885, norm 0.4834, swav 0.0000 LR: 6.476e-02 Score 85.167 Data time: 0.2169, Forward time: 2.2768, Backward time: 3.1242, DDP time: 0.0047, Total iter time: 4.7349 [2020-11-05 20:07:59,991][root][INFO] - ===> Epoch[148](3831/26): Loss 0.3987, Sem 0.3583, dir -0.3462, norm 0.3867, swav 0.0000 LR: 6.475e-02 Score 88.422 Data time: 0.1979, Forward time: 2.2768, Backward time: 3.1241, DDP time: 0.0047, Total iter time: 5.2241 [2020-11-05 20:08:05,506][root][INFO] - ===> Epoch[148](3832/26): Loss 0.5850, Sem 0.5005, dir -0.3072, norm 0.3917, swav 0.0000 LR: 6.474e-02 Score 85.321 Data time: 0.2316, Forward time: 2.2769, Backward time: 3.1240, DDP time: 0.0047, Total iter time: 5.3950 [2020-11-05 20:08:10,567][root][INFO] - ===> Epoch[148](3833/26): Loss 0.6178, Sem 0.5008, dir -0.3234, norm 0.4405, swav 0.0000 LR: 6.473e-02 Score 85.800 Data time: 0.2699, Forward time: 2.2769, Backward time: 3.1237, DDP time: 0.0047, Total iter time: 4.9329 [2020-11-05 20:08:15,734][root][INFO] - ===> Epoch[148](3834/26): Loss 0.6521, Sem 0.4323, dir -0.2705, norm 0.4902, swav 0.0000 LR: 6.472e-02 Score 86.715 Data time: 0.1877, Forward time: 2.2769, Backward time: 3.1236, DDP time: 0.0047, Total iter time: 5.0393 [2020-11-05 20:08:21,564][root][INFO] - ===> Epoch[148](3835/26): Loss 0.5334, Sem 0.4491, dir -0.3994, norm 0.4837, swav 0.0000 LR: 6.471e-02 Score 85.494 Data time: 0.2129, Forward time: 2.2768, Backward time: 3.1237, DDP time: 0.0047, Total iter time: 5.7102 [2020-11-05 20:08:26,909][root][INFO] - ===> Epoch[148](3836/26): Loss 0.4498, Sem 0.3444, dir -0.3433, norm 0.4487, swav 0.0000 LR: 6.470e-02 Score 89.097 Data time: 0.2524, Forward time: 2.2769, Backward time: 3.1235, DDP time: 0.0047, Total iter time: 5.2530 [2020-11-05 20:08:33,372][root][INFO] - ===> Epoch[148](3837/26): Loss 0.4492, Sem 0.3489, dir -0.3298, norm 0.4302, swav 0.0000 LR: 6.469e-02 Score 87.695 Data time: 0.2364, Forward time: 2.2770, Backward time: 3.1236, DDP time: 0.0047, Total iter time: 6.3361 [2020-11-05 20:08:38,447][root][INFO] - ===> Epoch[148](3838/26): Loss 0.5354, Sem 0.4589, dir -0.3948, norm 0.4713, swav 0.0000 LR: 6.468e-02 Score 85.759 Data time: 0.2194, Forward time: 2.2770, Backward time: 3.1233, DDP time: 0.0047, Total iter time: 4.9567 [2020-11-05 20:08:42,901][root][INFO] - ===> Epoch[148](3839/26): Loss 0.5040, Sem 0.4276, dir -0.3611, norm 0.4376, swav 0.0000 LR: 6.467e-02 Score 86.996 Data time: 0.2069, Forward time: 2.2770, Backward time: 3.1230, DDP time: 0.0047, Total iter time: 4.3393 [2020-11-05 20:08:47,465][root][INFO] - ===> Epoch[148](3840/26): Loss 0.4647, Sem 0.3989, dir -0.3741, norm 0.4398, swav 0.0000 LR: 6.466e-02 Score 86.546 Data time: 0.1594, Forward time: 2.2768, Backward time: 3.1229, DDP time: 0.0047, Total iter time: 4.4587 [2020-11-05 20:08:52,973][root][INFO] - ===> Epoch[148](3841/26): Loss 0.5247, Sem 0.4094, dir -0.3053, norm 0.4206, swav 0.0000 LR: 6.465e-02 Score 87.255 Data time: 0.2491, Forward time: 2.2769, Backward time: 3.1227, DDP time: 0.0047, Total iter time: 5.4237 [2020-11-05 20:08:58,772][root][INFO] - ===> Epoch[148](3842/26): Loss 0.7106, Sem 0.5406, dir -0.2951, norm 0.4650, swav 0.0000 LR: 6.464e-02 Score 83.376 Data time: 0.1879, Forward time: 2.2769, Backward time: 3.1227, DDP time: 0.0047, Total iter time: 5.6724 [2020-11-05 20:09:05,393][root][INFO] - ===> Epoch[148](3843/26): Loss 0.5104, Sem 0.4263, dir -0.3551, norm 0.4392, swav 0.0000 LR: 6.463e-02 Score 86.498 Data time: 0.1827, Forward time: 2.2768, Backward time: 3.1230, DDP time: 0.0047, Total iter time: 6.5085 [2020-11-05 20:09:12,974][root][INFO] - ===> Epoch[148](3844/26): Loss 0.6075, Sem 0.4914, dir -0.3510, norm 0.4671, swav 0.0000 LR: 6.462e-02 Score 85.451 Data time: 0.2194, Forward time: 2.2767, Backward time: 3.1235, DDP time: 0.0047, Total iter time: 7.4609 [2020-11-05 20:09:18,676][root][INFO] - ===> Epoch[148](3845/26): Loss 0.4573, Sem 0.3541, dir -0.3256, norm 0.4288, swav 0.0000 LR: 6.461e-02 Score 88.639 Data time: 0.2287, Forward time: 2.2768, Backward time: 3.1234, DDP time: 0.0047, Total iter time: 5.5792 [2020-11-05 20:09:26,089][root][INFO] - ===> Epoch[148](3846/26): Loss 0.5079, Sem 0.4088, dir -0.3482, norm 0.4473, swav 0.0000 LR: 6.461e-02 Score 85.995 Data time: 0.2335, Forward time: 2.2769, Backward time: 3.1237, DDP time: 0.0047, Total iter time: 7.2963 [2020-11-05 20:09:32,506][root][INFO] - ===> Epoch[148](3847/26): Loss 0.5786, Sem 0.4326, dir -0.2684, norm 0.4143, swav 0.0000 LR: 6.460e-02 Score 86.635 Data time: 0.1756, Forward time: 2.2768, Backward time: 3.1240, DDP time: 0.0047, Total iter time: 6.2931 [2020-11-05 20:09:38,936][root][INFO] - ===> Epoch[148](3848/26): Loss 0.5967, Sem 0.4479, dir -0.3485, norm 0.4973, swav 0.0000 LR: 6.459e-02 Score 86.085 Data time: 0.2513, Forward time: 2.2770, Backward time: 3.1239, DDP time: 0.0047, Total iter time: 6.3322 [2020-11-05 20:09:44,669][root][INFO] - ===> Epoch[149](3849/26): Loss 0.5347, Sem 0.4030, dir -0.3199, norm 0.4515, swav 0.0000 LR: 6.458e-02 Score 87.730 Data time: 0.2464, Forward time: 2.2770, Backward time: 3.1239, DDP time: 0.0047, Total iter time: 5.5921 [2020-11-05 20:09:50,897][root][INFO] - ===> Epoch[149](3850/26): Loss 0.4727, Sem 0.3895, dir -0.3506, norm 0.4339, swav 0.0000 LR: 6.457e-02 Score 88.219 Data time: 0.2685, Forward time: 2.2772, Backward time: 3.1238, DDP time: 0.0047, Total iter time: 6.1266 [2020-11-05 20:09:56,351][root][INFO] - ===> Epoch[149](3851/26): Loss 0.7173, Sem 0.5317, dir -0.3173, norm 0.5029, swav 0.0000 LR: 6.456e-02 Score 84.209 Data time: 0.2237, Forward time: 2.2772, Backward time: 3.1237, DDP time: 0.0047, Total iter time: 5.3182 [2020-11-05 20:10:01,813][root][INFO] - ===> Epoch[149](3852/26): Loss 0.4413, Sem 0.3828, dir -0.3771, norm 0.4356, swav 0.0000 LR: 6.455e-02 Score 88.222 Data time: 0.1766, Forward time: 2.2772, Backward time: 3.1237, DDP time: 0.0047, Total iter time: 5.3552 [2020-11-05 20:10:07,506][root][INFO] - ===> Epoch[149](3853/26): Loss 0.5422, Sem 0.4526, dir -0.3577, norm 0.4473, swav 0.0000 LR: 6.454e-02 Score 86.009 Data time: 0.2239, Forward time: 2.2772, Backward time: 3.1236, DDP time: 0.0047, Total iter time: 5.5751 [2020-11-05 20:10:14,124][root][INFO] - ===> Epoch[149](3854/26): Loss 0.5763, Sem 0.4591, dir -0.3116, norm 0.4288, swav 0.0000 LR: 6.453e-02 Score 85.075 Data time: 0.1933, Forward time: 2.2771, Backward time: 3.1239, DDP time: 0.0047, Total iter time: 6.5002 [2020-11-05 20:10:19,963][root][INFO] - ===> Epoch[149](3855/26): Loss 0.5798, Sem 0.4677, dir -0.2990, norm 0.4110, swav 0.0000 LR: 6.452e-02 Score 85.631 Data time: 0.1763, Forward time: 2.2770, Backward time: 3.1240, DDP time: 0.0047, Total iter time: 5.7165 [2020-11-05 20:10:26,281][root][INFO] - ===> Epoch[149](3856/26): Loss 0.7072, Sem 0.5136, dir -0.2875, norm 0.4812, swav 0.0000 LR: 6.451e-02 Score 84.654 Data time: 0.1779, Forward time: 2.2769, Backward time: 3.1242, DDP time: 0.0047, Total iter time: 6.2205 [2020-11-05 20:10:30,919][root][INFO] - ===> Epoch[149](3857/26): Loss 0.4922, Sem 0.4358, dir -0.3512, norm 0.4076, swav 0.0000 LR: 6.450e-02 Score 86.005 Data time: 0.1590, Forward time: 2.2768, Backward time: 3.1241, DDP time: 0.0047, Total iter time: 4.5266 [2020-11-05 20:10:37,040][root][INFO] - ===> Epoch[149](3858/26): Loss 0.5030, Sem 0.4178, dir -0.3650, norm 0.4502, swav 0.0000 LR: 6.449e-02 Score 86.675 Data time: 0.2358, Forward time: 2.2768, Backward time: 3.1241, DDP time: 0.0047, Total iter time: 6.0300 [2020-11-05 20:10:42,522][root][INFO] - ===> Epoch[149](3859/26): Loss 0.5108, Sem 0.4428, dir -0.3507, norm 0.4187, swav 0.0000 LR: 6.448e-02 Score 86.648 Data time: 0.2552, Forward time: 2.2769, Backward time: 3.1239, DDP time: 0.0047, Total iter time: 5.3468 [2020-11-05 20:10:48,292][root][INFO] - ===> Epoch[149](3860/26): Loss 0.5357, Sem 0.4425, dir -0.3402, norm 0.4334, swav 0.0000 LR: 6.447e-02 Score 86.129 Data time: 0.1313, Forward time: 2.2767, Backward time: 3.1241, DDP time: 0.0047, Total iter time: 5.6393 [2020-11-05 20:10:54,127][root][INFO] - ===> Epoch[149](3861/26): Loss 0.5425, Sem 0.4210, dir -0.3177, norm 0.4392, swav 0.0000 LR: 6.446e-02 Score 88.710 Data time: 0.1847, Forward time: 2.2766, Backward time: 3.1242, DDP time: 0.0047, Total iter time: 5.7282 [2020-11-05 20:11:00,339][root][INFO] - ===> Epoch[149](3862/26): Loss 0.5869, Sem 0.4666, dir -0.3461, norm 0.4665, swav 0.0000 LR: 6.445e-02 Score 86.089 Data time: 0.2014, Forward time: 2.2766, Backward time: 3.1243, DDP time: 0.0047, Total iter time: 6.1119 [2020-11-05 20:11:06,185][root][INFO] - ===> Epoch[149](3863/26): Loss 0.6064, Sem 0.4406, dir -0.3056, norm 0.4714, swav 0.0000 LR: 6.444e-02 Score 85.690 Data time: 0.1791, Forward time: 2.2765, Backward time: 3.1244, DDP time: 0.0047, Total iter time: 5.7002 [2020-11-05 20:11:11,038][root][INFO] - ===> Epoch[149](3864/26): Loss 0.4297, Sem 0.3707, dir -0.3882, norm 0.4473, swav 0.0000 LR: 6.443e-02 Score 88.349 Data time: 0.1834, Forward time: 2.2764, Backward time: 3.1243, DDP time: 0.0047, Total iter time: 4.7662 [2020-11-05 20:11:16,337][root][INFO] - ===> Epoch[149](3865/26): Loss 0.5276, Sem 0.4916, dir -0.3653, norm 0.4013, swav 0.0000 LR: 6.443e-02 Score 84.614 Data time: 0.2595, Forward time: 2.2764, Backward time: 3.1241, DDP time: 0.0047, Total iter time: 5.1930 [2020-11-05 20:11:22,562][root][INFO] - ===> Epoch[149](3866/26): Loss 0.5951, Sem 0.4011, dir -0.3367, norm 0.5307, swav 0.0000 LR: 6.442e-02 Score 88.147 Data time: 0.1650, Forward time: 2.2763, Backward time: 3.1244, DDP time: 0.0047, Total iter time: 6.0924 [2020-11-05 20:11:27,838][root][INFO] - ===> Epoch[149](3867/26): Loss 0.6077, Sem 0.4486, dir -0.2753, norm 0.4344, swav 0.0000 LR: 6.441e-02 Score 85.389 Data time: 0.1622, Forward time: 2.2761, Backward time: 3.1244, DDP time: 0.0047, Total iter time: 5.1709 [2020-11-05 20:11:33,588][root][INFO] - ===> Epoch[149](3868/26): Loss 0.5283, Sem 0.4728, dir -0.3732, norm 0.4287, swav 0.0000 LR: 6.440e-02 Score 85.069 Data time: 0.1746, Forward time: 2.2760, Backward time: 3.1245, DDP time: 0.0047, Total iter time: 5.6327 [2020-11-05 20:11:38,742][root][INFO] - ===> Epoch[149](3869/26): Loss 0.5083, Sem 0.3701, dir -0.3265, norm 0.4646, swav 0.0000 LR: 6.439e-02 Score 88.848 Data time: 0.2386, Forward time: 2.2761, Backward time: 3.1243, DDP time: 0.0047, Total iter time: 5.0583 [2020-11-05 20:11:45,213][root][INFO] - ===> Epoch[149](3870/26): Loss 0.5587, Sem 0.4399, dir -0.3206, norm 0.4394, swav 0.0000 LR: 6.438e-02 Score 85.541 Data time: 0.2565, Forward time: 2.2762, Backward time: 3.1243, DDP time: 0.0047, Total iter time: 6.3484 [2020-11-05 20:11:50,007][root][INFO] - ===> Epoch[149](3871/26): Loss 0.5421, Sem 0.4289, dir -0.2649, norm 0.3782, swav 0.0000 LR: 6.437e-02 Score 87.830 Data time: 0.1638, Forward time: 2.2761, Backward time: 3.1241, DDP time: 0.0047, Total iter time: 4.6498 [2020-11-05 20:11:56,406][root][INFO] - ===> Epoch[149](3872/26): Loss 0.6405, Sem 0.5229, dir -0.3391, norm 0.4567, swav 0.0000 LR: 6.436e-02 Score 85.248 Data time: 0.2155, Forward time: 2.2761, Backward time: 3.1243, DDP time: 0.0047, Total iter time: 6.3036 [2020-11-05 20:12:03,283][root][INFO] - ===> Epoch[149](3873/26): Loss 0.6395, Sem 0.4845, dir -0.2924, norm 0.4474, swav 0.0000 LR: 6.435e-02 Score 84.408 Data time: 0.2037, Forward time: 2.2761, Backward time: 3.1246, DDP time: 0.0047, Total iter time: 6.7573 [2020-11-05 20:12:08,604][root][INFO] - ===> Epoch[149](3874/26): Loss 0.5441, Sem 0.4264, dir -0.2675, norm 0.3852, swav 0.0000 LR: 6.434e-02 Score 85.522 Data time: 0.2479, Forward time: 2.2762, Backward time: 3.1244, DDP time: 0.0047, Total iter time: 5.1992 [2020-11-05 20:12:15,253][root][INFO] - ===> Epoch[150](3875/26): Loss 0.5532, Sem 0.4476, dir -0.3367, norm 0.4423, swav 0.0000 LR: 6.433e-02 Score 85.574 Data time: 0.2528, Forward time: 2.2762, Backward time: 3.1245, DDP time: 0.0047, Total iter time: 6.5250 [2020-11-05 20:12:21,093][root][INFO] - ===> Epoch[150](3876/26): Loss 0.7746, Sem 0.5358, dir -0.2871, norm 0.5259, swav 0.0000 LR: 6.432e-02 Score 84.813 Data time: 0.2186, Forward time: 2.2762, Backward time: 3.1245, DDP time: 0.0047, Total iter time: 5.7264 [2020-11-05 20:12:26,197][root][INFO] - ===> Epoch[150](3877/26): Loss 0.5780, Sem 0.4298, dir -0.2874, norm 0.4357, swav 0.0000 LR: 6.431e-02 Score 85.526 Data time: 0.2488, Forward time: 2.2763, Backward time: 3.1243, DDP time: 0.0047, Total iter time: 4.9782 [2020-11-05 20:12:32,162][root][INFO] - ===> Epoch[150](3878/26): Loss 0.6551, Sem 0.4803, dir -0.3023, norm 0.4770, swav 0.0000 LR: 6.430e-02 Score 84.065 Data time: 0.2416, Forward time: 2.2765, Backward time: 3.1242, DDP time: 0.0047, Total iter time: 5.8279 [2020-11-05 20:12:38,036][root][INFO] - ===> Epoch[150](3879/26): Loss 0.5058, Sem 0.4062, dir -0.3539, norm 0.4536, swav 0.0000 LR: 6.429e-02 Score 87.110 Data time: 0.1554, Forward time: 2.2763, Backward time: 3.1243, DDP time: 0.0047, Total iter time: 5.7433 [2020-11-05 20:12:43,956][root][INFO] - ===> Epoch[150](3880/26): Loss 0.6509, Sem 0.4717, dir -0.2889, norm 0.4680, swav 0.0000 LR: 6.428e-02 Score 85.076 Data time: 0.2412, Forward time: 2.2764, Backward time: 3.1243, DDP time: 0.0047, Total iter time: 5.8075 [2020-11-05 20:12:49,921][root][INFO] - ===> Epoch[150](3881/26): Loss 0.5392, Sem 0.4233, dir -0.3792, norm 0.4951, swav 0.0000 LR: 6.427e-02 Score 85.998 Data time: 0.2012, Forward time: 2.2763, Backward time: 3.1244, DDP time: 0.0047, Total iter time: 5.8330 [2020-11-05 20:12:55,731][root][INFO] - ===> Epoch[150](3882/26): Loss 0.5974, Sem 0.4543, dir -0.3177, norm 0.4607, swav 0.0000 LR: 6.426e-02 Score 86.792 Data time: 0.1943, Forward time: 2.2763, Backward time: 3.1244, DDP time: 0.0047, Total iter time: 5.6980 [2020-11-05 20:13:02,086][root][INFO] - ===> Epoch[150](3883/26): Loss 0.5575, Sem 0.3905, dir -0.3356, norm 0.5026, swav 0.0000 LR: 6.426e-02 Score 87.789 Data time: 0.1301, Forward time: 2.2761, Backward time: 3.1248, DDP time: 0.0047, Total iter time: 6.2312 [2020-11-05 20:13:07,770][root][INFO] - ===> Epoch[150](3884/26): Loss 0.6348, Sem 0.4476, dir -0.2928, norm 0.4800, swav 0.0000 LR: 6.425e-02 Score 86.111 Data time: 0.2529, Forward time: 2.2762, Backward time: 3.1247, DDP time: 0.0047, Total iter time: 5.5907 [2020-11-05 20:13:12,231][root][INFO] - ===> Epoch[150](3885/26): Loss 0.5872, Sem 0.4689, dir -0.3455, norm 0.4638, swav 0.0000 LR: 6.424e-02 Score 85.397 Data time: 0.1943, Forward time: 2.2761, Backward time: 3.1243, DDP time: 0.0047, Total iter time: 4.3201 [2020-11-05 20:13:18,201][root][INFO] - ===> Epoch[150](3886/26): Loss 0.5279, Sem 0.4468, dir -0.3253, norm 0.4064, swav 0.0000 LR: 6.423e-02 Score 86.496 Data time: 0.1713, Forward time: 2.2760, Backward time: 3.1245, DDP time: 0.0047, Total iter time: 5.8773 [2020-11-05 20:13:24,106][root][INFO] - ===> Epoch[150](3887/26): Loss 0.5944, Sem 0.4385, dir -0.3302, norm 0.4861, swav 0.0000 LR: 6.422e-02 Score 85.908 Data time: 0.2325, Forward time: 2.2761, Backward time: 3.1245, DDP time: 0.0047, Total iter time: 5.8276 [2020-11-05 20:13:29,523][root][INFO] - ===> Epoch[150](3888/26): Loss 0.4503, Sem 0.3752, dir -0.3702, norm 0.4454, swav 0.0000 LR: 6.421e-02 Score 88.132 Data time: 0.1737, Forward time: 2.2760, Backward time: 3.1245, DDP time: 0.0047, Total iter time: 5.2851 [2020-11-05 20:13:36,466][root][INFO] - ===> Epoch[150](3889/26): Loss 0.6205, Sem 0.4650, dir -0.3072, norm 0.4626, swav 0.0000 LR: 6.420e-02 Score 87.686 Data time: 0.1911, Forward time: 2.2759, Backward time: 3.1248, DDP time: 0.0047, Total iter time: 6.8382 [2020-11-05 20:13:42,220][root][INFO] - ===> Epoch[150](3890/26): Loss 0.6087, Sem 0.4375, dir -0.3369, norm 0.5080, swav 0.0000 LR: 6.419e-02 Score 85.527 Data time: 0.2687, Forward time: 2.2761, Backward time: 3.1247, DDP time: 0.0047, Total iter time: 5.6454 [2020-11-05 20:13:48,424][root][INFO] - ===> Epoch[150](3891/26): Loss 0.5712, Sem 0.4949, dir -0.3481, norm 0.4244, swav 0.0000 LR: 6.418e-02 Score 83.317 Data time: 0.2132, Forward time: 2.2761, Backward time: 3.1247, DDP time: 0.0047, Total iter time: 6.0657 [2020-11-05 20:13:54,283][root][INFO] - ===> Epoch[150](3892/26): Loss 0.5488, Sem 0.4060, dir -0.2703, norm 0.4132, swav 0.0000 LR: 6.417e-02 Score 86.514 Data time: 0.1630, Forward time: 2.2760, Backward time: 3.1249, DDP time: 0.0047, Total iter time: 5.7460 [2020-11-05 20:13:59,420][root][INFO] - ===> Epoch[150](3893/26): Loss 0.4820, Sem 0.4022, dir -0.3363, norm 0.4160, swav 0.0000 LR: 6.416e-02 Score 88.358 Data time: 0.1868, Forward time: 2.2759, Backward time: 3.1248, DDP time: 0.0047, Total iter time: 5.0345 [2020-11-05 20:14:04,912][root][INFO] - ===> Epoch[150](3894/26): Loss 0.6871, Sem 0.5399, dir -0.3123, norm 0.4595, swav 0.0000 LR: 6.415e-02 Score 84.353 Data time: 0.2279, Forward time: 2.2758, Backward time: 3.1248, DDP time: 0.0047, Total iter time: 5.3669 [2020-11-05 20:14:10,287][root][INFO] - ===> Epoch[150](3895/26): Loss 0.6055, Sem 0.5008, dir -0.3715, norm 0.4762, swav 0.0000 LR: 6.414e-02 Score 84.709 Data time: 0.2516, Forward time: 2.2759, Backward time: 3.1246, DDP time: 0.0047, Total iter time: 5.2783 [2020-11-05 20:14:17,255][root][INFO] - ===> Epoch[150](3896/26): Loss 0.4929, Sem 0.3916, dir -0.3131, norm 0.4144, swav 0.0000 LR: 6.413e-02 Score 87.547 Data time: 0.2025, Forward time: 2.2759, Backward time: 3.1249, DDP time: 0.0047, Total iter time: 6.8352 [2020-11-05 20:14:22,796][root][INFO] - ===> Epoch[150](3897/26): Loss 0.4596, Sem 0.3966, dir -0.3483, norm 0.4113, swav 0.0000 LR: 6.412e-02 Score 87.725 Data time: 0.2353, Forward time: 2.2759, Backward time: 3.1247, DDP time: 0.0047, Total iter time: 5.4336 [2020-11-05 20:14:29,166][root][INFO] - ===> Epoch[150](3898/26): Loss 0.6552, Sem 0.4557, dir -0.2296, norm 0.4291, swav 0.0000 LR: 6.411e-02 Score 85.744 Data time: 0.2396, Forward time: 2.2761, Backward time: 3.1248, DDP time: 0.0047, Total iter time: 6.2519 [2020-11-05 20:14:34,373][root][INFO] - ===> Epoch[150](3899/26): Loss 0.5978, Sem 0.3931, dir -0.3187, norm 0.5234, swav 0.0000 LR: 6.410e-02 Score 87.175 Data time: 0.1615, Forward time: 2.2760, Backward time: 3.1247, DDP time: 0.0047, Total iter time: 5.0743 [2020-11-05 20:14:40,392][root][INFO] - ===> Epoch[150](3900/26): Loss 0.4789, Sem 0.3770, dir -0.2295, norm 0.3315, swav 0.0000 LR: 6.409e-02 Score 88.508 Data time: 0.1951, Forward time: 2.2759, Backward time: 3.1249, DDP time: 0.0047, Total iter time: 5.9075 [2020-11-05 20:14:45,873][root][INFO] - ===> Epoch[151](3901/26): Loss 0.7251, Sem 0.4927, dir -0.2887, norm 0.5212, swav 0.0000 LR: 6.409e-02 Score 83.899 Data time: 0.2769, Forward time: 2.2760, Backward time: 3.1247, DDP time: 0.0047, Total iter time: 5.3668 [2020-11-05 20:14:53,051][root][INFO] - ===> Epoch[151](3902/26): Loss 0.5905, Sem 0.3956, dir -0.2982, norm 0.4930, swav 0.0000 LR: 6.408e-02 Score 86.923 Data time: 0.2171, Forward time: 2.2760, Backward time: 3.1249, DDP time: 0.0047, Total iter time: 7.0515 [2020-11-05 20:14:57,443][root][INFO] - ===> Epoch[151](3903/26): Loss 0.4096, Sem 0.3589, dir -0.3304, norm 0.3811, swav 0.0000 LR: 6.407e-02 Score 88.717 Data time: 0.1871, Forward time: 2.2760, Backward time: 3.1247, DDP time: 0.0047, Total iter time: 4.2341 [2020-11-05 20:15:02,139][root][INFO] - ===> Epoch[151](3904/26): Loss 0.6215, Sem 0.4737, dir -0.2928, norm 0.4407, swav 0.0000 LR: 6.406e-02 Score 83.849 Data time: 0.1966, Forward time: 2.2759, Backward time: 3.1245, DDP time: 0.0047, Total iter time: 4.6055 [2020-11-05 20:15:07,252][root][INFO] - ===> Epoch[151](3905/26): Loss 0.6358, Sem 0.4604, dir -0.2871, norm 0.4625, swav 0.0000 LR: 6.405e-02 Score 84.651 Data time: 0.2287, Forward time: 2.2760, Backward time: 3.1243, DDP time: 0.0047, Total iter time: 5.0333 [2020-11-05 20:15:13,373][root][INFO] - ===> Epoch[151](3906/26): Loss 0.4949, Sem 0.3951, dir -0.3532, norm 0.4530, swav 0.0000 LR: 6.404e-02 Score 88.389 Data time: 0.1219, Forward time: 2.2758, Backward time: 3.1245, DDP time: 0.0047, Total iter time: 5.9982 [2020-11-05 20:15:19,068][root][INFO] - ===> Epoch[151](3907/26): Loss 0.6646, Sem 0.5036, dir -0.3343, norm 0.4953, swav 0.0000 LR: 6.403e-02 Score 84.614 Data time: 0.1108, Forward time: 2.2755, Backward time: 3.1248, DDP time: 0.0047, Total iter time: 5.6026 [2020-11-05 20:15:23,855][root][INFO] - ===> Epoch[151](3908/26): Loss 0.5712, Sem 0.4510, dir -0.3585, norm 0.4788, swav 0.0000 LR: 6.402e-02 Score 85.449 Data time: 0.1732, Forward time: 2.2754, Backward time: 3.1247, DDP time: 0.0047, Total iter time: 4.7481 [2020-11-05 20:15:29,405][root][INFO] - ===> Epoch[151](3909/26): Loss 0.5476, Sem 0.4015, dir -0.3172, norm 0.4634, swav 0.0000 LR: 6.401e-02 Score 87.266 Data time: 0.1457, Forward time: 2.2752, Backward time: 3.1248, DDP time: 0.0047, Total iter time: 5.4474 [2020-11-05 20:15:34,870][root][INFO] - ===> Epoch[151](3910/26): Loss 0.4357, Sem 0.3458, dir -0.3601, norm 0.4500, swav 0.0000 LR: 6.400e-02 Score 89.824 Data time: 0.2343, Forward time: 2.2753, Backward time: 3.1246, DDP time: 0.0047, Total iter time: 5.3798 [2020-11-05 20:15:41,207][root][INFO] - ===> Epoch[151](3911/26): Loss 0.6921, Sem 0.5258, dir -0.2917, norm 0.4580, swav 0.0000 LR: 6.399e-02 Score 83.405 Data time: 0.1647, Forward time: 2.2752, Backward time: 3.1249, DDP time: 0.0047, Total iter time: 6.2100 [2020-11-05 20:15:46,820][root][INFO] - ===> Epoch[151](3912/26): Loss 0.6398, Sem 0.4929, dir -0.3187, norm 0.4656, swav 0.0000 LR: 6.398e-02 Score 86.036 Data time: 0.2700, Forward time: 2.2753, Backward time: 3.1247, DDP time: 0.0047, Total iter time: 5.5220 [2020-11-05 20:15:52,292][root][INFO] - ===> Epoch[151](3913/26): Loss 0.5567, Sem 0.4381, dir -0.3445, norm 0.4631, swav 0.0000 LR: 6.397e-02 Score 85.507 Data time: 0.2391, Forward time: 2.2754, Backward time: 3.1245, DDP time: 0.0047, Total iter time: 5.3453 [2020-11-05 20:15:58,826][root][INFO] - ===> Epoch[151](3914/26): Loss 0.5056, Sem 0.3963, dir -0.3424, norm 0.4517, swav 0.0000 LR: 6.396e-02 Score 85.862 Data time: 0.2406, Forward time: 2.2755, Backward time: 3.1246, DDP time: 0.0047, Total iter time: 6.4199 [2020-11-05 20:16:04,504][root][INFO] - ===> Epoch[151](3915/26): Loss 0.5642, Sem 0.4404, dir -0.3479, norm 0.4718, swav 0.0000 LR: 6.395e-02 Score 85.996 Data time: 0.2471, Forward time: 2.2756, Backward time: 3.1245, DDP time: 0.0047, Total iter time: 5.5509 [2020-11-05 20:16:10,776][root][INFO] - ===> Epoch[151](3916/26): Loss 0.5089, Sem 0.4087, dir -0.3642, norm 0.4644, swav 0.0000 LR: 6.394e-02 Score 86.719 Data time: 0.2155, Forward time: 2.2756, Backward time: 3.1246, DDP time: 0.0047, Total iter time: 6.1508 [2020-11-05 20:16:16,811][root][INFO] - ===> Epoch[151](3917/26): Loss 0.5017, Sem 0.4616, dir -0.3968, norm 0.4369, swav 0.0000 LR: 6.393e-02 Score 85.833 Data time: 0.2499, Forward time: 2.2756, Backward time: 3.1246, DDP time: 0.0047, Total iter time: 5.9185 [2020-11-05 20:16:23,064][root][INFO] - ===> Epoch[151](3918/26): Loss 0.6066, Sem 0.4190, dir -0.3037, norm 0.4913, swav 0.0000 LR: 6.392e-02 Score 86.191 Data time: 0.2282, Forward time: 2.2757, Backward time: 3.1247, DDP time: 0.0047, Total iter time: 6.1168 [2020-11-05 20:16:28,995][root][INFO] - ===> Epoch[151](3919/26): Loss 0.5240, Sem 0.3862, dir -0.2894, norm 0.4272, swav 0.0000 LR: 6.391e-02 Score 87.634 Data time: 0.2224, Forward time: 2.2757, Backward time: 3.1246, DDP time: 0.0047, Total iter time: 5.7927 [2020-11-05 20:16:34,103][root][INFO] - ===> Epoch[151](3920/26): Loss 0.5674, Sem 0.4645, dir -0.3856, norm 0.4885, swav 0.0000 LR: 6.391e-02 Score 85.956 Data time: 0.1345, Forward time: 2.2755, Backward time: 3.1247, DDP time: 0.0047, Total iter time: 4.9557 [2020-11-05 20:16:40,771][root][INFO] - ===> Epoch[151](3921/26): Loss 0.5948, Sem 0.4511, dir -0.2983, norm 0.4420, swav 0.0000 LR: 6.390e-02 Score 86.102 Data time: 0.1975, Forward time: 2.2755, Backward time: 3.1249, DDP time: 0.0047, Total iter time: 6.5452 [2020-11-05 20:16:46,001][root][INFO] - ===> Epoch[151](3922/26): Loss 0.5273, Sem 0.4373, dir -0.3705, norm 0.4605, swav 0.0000 LR: 6.389e-02 Score 85.259 Data time: 0.2444, Forward time: 2.2756, Backward time: 3.1247, DDP time: 0.0047, Total iter time: 5.1205 [2020-11-05 20:16:51,197][root][INFO] - ===> Epoch[151](3923/26): Loss 0.8412, Sem 0.5807, dir -0.2867, norm 0.5472, swav 0.0000 LR: 6.388e-02 Score 84.072 Data time: 0.2431, Forward time: 2.2756, Backward time: 3.1245, DDP time: 0.0047, Total iter time: 5.0626 [2020-11-05 20:16:56,673][root][INFO] - ===> Epoch[151](3924/26): Loss 0.6104, Sem 0.4915, dir -0.3183, norm 0.4371, swav 0.0000 LR: 6.387e-02 Score 84.960 Data time: 0.2503, Forward time: 2.2757, Backward time: 3.1243, DDP time: 0.0047, Total iter time: 5.3495 [2020-11-05 20:17:02,365][root][INFO] - ===> Epoch[151](3925/26): Loss 0.5963, Sem 0.4420, dir -0.3172, norm 0.4715, swav 0.0000 LR: 6.386e-02 Score 86.839 Data time: 0.1771, Forward time: 2.2756, Backward time: 3.1244, DDP time: 0.0047, Total iter time: 5.5501 [2020-11-05 20:17:07,645][root][INFO] - ===> Epoch[151](3926/26): Loss 0.5559, Sem 0.4362, dir -0.3504, norm 0.4701, swav 0.0000 LR: 6.385e-02 Score 86.910 Data time: 0.2058, Forward time: 2.2756, Backward time: 3.1243, DDP time: 0.0047, Total iter time: 5.1589 [2020-11-05 20:17:12,588][root][INFO] - ===> Epoch[152](3927/26): Loss 0.4928, Sem 0.3849, dir -0.3269, norm 0.4348, swav 0.0000 LR: 6.384e-02 Score 87.762 Data time: 0.2403, Forward time: 2.2757, Backward time: 3.1240, DDP time: 0.0047, Total iter time: 4.8403 [2020-11-05 20:17:18,994][root][INFO] - ===> Epoch[152](3928/26): Loss 0.5799, Sem 0.4758, dir -0.3252, norm 0.4293, swav 0.0000 LR: 6.383e-02 Score 84.539 Data time: 0.3036, Forward time: 2.2759, Backward time: 3.1239, DDP time: 0.0047, Total iter time: 6.2845 [2020-11-05 20:17:25,663][root][INFO] - ===> Epoch[152](3929/26): Loss 0.6021, Sem 0.4407, dir -0.2947, norm 0.4560, swav 0.0000 LR: 6.382e-02 Score 85.312 Data time: 0.1930, Forward time: 2.2759, Backward time: 3.1241, DDP time: 0.0047, Total iter time: 6.5389 [2020-11-05 20:17:31,752][root][INFO] - ===> Epoch[152](3930/26): Loss 0.5859, Sem 0.4225, dir -0.3284, norm 0.4918, swav 0.0000 LR: 6.381e-02 Score 87.113 Data time: 0.1741, Forward time: 2.2758, Backward time: 3.1243, DDP time: 0.0047, Total iter time: 5.9722 [2020-11-05 20:17:36,939][root][INFO] - ===> Epoch[152](3931/26): Loss 0.4928, Sem 0.3834, dir -0.3156, norm 0.4250, swav 0.0000 LR: 6.380e-02 Score 87.828 Data time: 0.1892, Forward time: 2.2757, Backward time: 3.1242, DDP time: 0.0047, Total iter time: 5.0969 [2020-11-05 20:17:42,756][root][INFO] - ===> Epoch[152](3932/26): Loss 0.5151, Sem 0.4091, dir -0.3552, norm 0.4612, swav 0.0000 LR: 6.379e-02 Score 86.706 Data time: 0.2410, Forward time: 2.2757, Backward time: 3.1242, DDP time: 0.0047, Total iter time: 5.6956 [2020-11-05 20:17:48,940][root][INFO] - ===> Epoch[152](3933/26): Loss 0.7296, Sem 0.4813, dir -0.3368, norm 0.5852, swav 0.0000 LR: 6.378e-02 Score 86.302 Data time: 0.2940, Forward time: 2.2759, Backward time: 3.1241, DDP time: 0.0047, Total iter time: 6.0766 [2020-11-05 20:17:54,250][root][INFO] - ===> Epoch[152](3934/26): Loss 0.4796, Sem 0.3803, dir -0.3268, norm 0.4261, swav 0.0000 LR: 6.377e-02 Score 87.771 Data time: 0.2535, Forward time: 2.2760, Backward time: 3.1239, DDP time: 0.0047, Total iter time: 5.1731 [2020-11-05 20:18:00,363][root][INFO] - ===> Epoch[152](3935/26): Loss 0.5485, Sem 0.4063, dir -0.2948, norm 0.4370, swav 0.0000 LR: 6.376e-02 Score 87.548 Data time: 0.1565, Forward time: 2.2759, Backward time: 3.1241, DDP time: 0.0047, Total iter time: 5.9781 [2020-11-05 20:18:06,853][root][INFO] - ===> Epoch[152](3936/26): Loss 0.5081, Sem 0.4044, dir -0.3277, norm 0.4314, swav 0.0000 LR: 6.375e-02 Score 86.651 Data time: 0.1810, Forward time: 2.2757, Backward time: 3.1244, DDP time: 0.0047, Total iter time: 6.3926 [2020-11-05 20:18:12,655][root][INFO] - ===> Epoch[152](3937/26): Loss 0.4748, Sem 0.3875, dir -0.3526, norm 0.4399, swav 0.0000 LR: 6.374e-02 Score 88.385 Data time: 0.2420, Forward time: 2.2758, Backward time: 3.1243, DDP time: 0.0047, Total iter time: 5.6997 [2020-11-05 20:18:17,440][root][INFO] - ===> Epoch[152](3938/26): Loss 0.5712, Sem 0.4533, dir -0.3193, norm 0.4371, swav 0.0000 LR: 6.374e-02 Score 83.484 Data time: 0.1995, Forward time: 2.2758, Backward time: 3.1241, DDP time: 0.0047, Total iter time: 4.6405 [2020-11-05 20:18:23,276][root][INFO] - ===> Epoch[152](3939/26): Loss 0.6107, Sem 0.4831, dir -0.3373, norm 0.4649, swav 0.0000 LR: 6.373e-02 Score 85.042 Data time: 0.2008, Forward time: 2.2758, Backward time: 3.1241, DDP time: 0.0047, Total iter time: 5.7172 [2020-11-05 20:18:29,021][root][INFO] - ===> Epoch[152](3940/26): Loss 0.5203, Sem 0.4133, dir -0.3712, norm 0.4783, swav 0.0000 LR: 6.372e-02 Score 87.476 Data time: 0.3153, Forward time: 2.2759, Backward time: 3.1239, DDP time: 0.0047, Total iter time: 5.6197 [2020-11-05 20:18:33,873][root][INFO] - ===> Epoch[152](3941/26): Loss 0.7446, Sem 0.5147, dir -0.3127, norm 0.5426, swav 0.0000 LR: 6.371e-02 Score 84.000 Data time: 0.1921, Forward time: 2.2759, Backward time: 3.1237, DDP time: 0.0047, Total iter time: 4.7245 [2020-11-05 20:18:39,397][root][INFO] - ===> Epoch[152](3942/26): Loss 0.5962, Sem 0.4145, dir -0.3065, norm 0.4882, swav 0.0000 LR: 6.370e-02 Score 86.939 Data time: 0.1697, Forward time: 2.2758, Backward time: 3.1237, DDP time: 0.0047, Total iter time: 5.4005 [2020-11-05 20:18:44,809][root][INFO] - ===> Epoch[152](3943/26): Loss 0.4640, Sem 0.4251, dir -0.3467, norm 0.3857, swav 0.0000 LR: 6.369e-02 Score 88.073 Data time: 0.1797, Forward time: 2.2757, Backward time: 3.1237, DDP time: 0.0047, Total iter time: 5.2873 [2020-11-05 20:18:50,948][root][INFO] - ===> Epoch[152](3944/26): Loss 0.5453, Sem 0.4553, dir -0.3177, norm 0.4077, swav 0.0000 LR: 6.368e-02 Score 86.141 Data time: 0.1883, Forward time: 2.2757, Backward time: 3.1238, DDP time: 0.0047, Total iter time: 6.0093 [2020-11-05 20:18:55,987][root][INFO] - ===> Epoch[152](3945/26): Loss 0.5959, Sem 0.4963, dir -0.3349, norm 0.4345, swav 0.0000 LR: 6.367e-02 Score 84.237 Data time: 0.1379, Forward time: 2.2755, Backward time: 3.1238, DDP time: 0.0047, Total iter time: 4.9073 [2020-11-05 20:19:01,912][root][INFO] - ===> Epoch[152](3946/26): Loss 0.5467, Sem 0.4177, dir -0.3362, norm 0.4651, swav 0.0000 LR: 6.366e-02 Score 86.826 Data time: 0.2194, Forward time: 2.2754, Backward time: 3.1239, DDP time: 0.0047, Total iter time: 5.8522 [2020-11-05 20:19:07,849][root][INFO] - ===> Epoch[152](3947/26): Loss 0.5367, Sem 0.4105, dir -0.3254, norm 0.4516, swav 0.0000 LR: 6.365e-02 Score 86.940 Data time: 0.2688, Forward time: 2.2755, Backward time: 3.1239, DDP time: 0.0047, Total iter time: 5.8063 [2020-11-05 20:19:14,422][root][INFO] - ===> Epoch[152](3948/26): Loss 0.6220, Sem 0.4450, dir -0.3097, norm 0.4866, swav 0.0000 LR: 6.364e-02 Score 86.745 Data time: 0.1941, Forward time: 2.2755, Backward time: 3.1241, DDP time: 0.0047, Total iter time: 6.4064 [2020-11-05 20:19:20,732][root][INFO] - ===> Epoch[152](3949/26): Loss 0.5929, Sem 0.4977, dir -0.3736, norm 0.4687, swav 0.0000 LR: 6.363e-02 Score 84.237 Data time: 0.1964, Forward time: 2.2754, Backward time: 3.1242, DDP time: 0.0047, Total iter time: 6.1942 [2020-11-05 20:19:26,411][root][INFO] - ===> Epoch[152](3950/26): Loss 0.4201, Sem 0.3815, dir -0.3814, norm 0.4199, swav 0.0000 LR: 6.362e-02 Score 87.460 Data time: 0.1649, Forward time: 2.2753, Backward time: 3.1243, DDP time: 0.0047, Total iter time: 5.5755 [2020-11-05 20:19:31,633][root][INFO] - ===> Epoch[152](3951/26): Loss 0.5758, Sem 0.4892, dir -0.3983, norm 0.4850, swav 0.0000 LR: 6.361e-02 Score 86.021 Data time: 0.1766, Forward time: 2.2752, Backward time: 3.1243, DDP time: 0.0047, Total iter time: 5.1021 [2020-11-05 20:19:36,498][root][INFO] - ===> Epoch[152](3952/26): Loss 0.5763, Sem 0.4407, dir -0.3740, norm 0.5096, swav 0.0000 LR: 6.360e-02 Score 86.128 Data time: 0.2032, Forward time: 2.2752, Backward time: 3.1241, DDP time: 0.0047, Total iter time: 4.7460 [2020-11-05 20:19:41,283][root][INFO] - ===> Epoch[153](3953/26): Loss 0.4720, Sem 0.3962, dir -0.3633, norm 0.4391, swav 0.0000 LR: 6.359e-02 Score 89.549 Data time: 0.1622, Forward time: 2.2751, Backward time: 3.1239, DDP time: 0.0047, Total iter time: 4.6698 [2020-11-05 20:19:47,279][root][INFO] - ===> Epoch[153](3954/26): Loss 0.3994, Sem 0.3569, dir -0.3653, norm 0.4078, swav 0.0000 LR: 6.358e-02 Score 88.691 Data time: 0.2103, Forward time: 2.2751, Backward time: 3.1240, DDP time: 0.0047, Total iter time: 5.8970 [2020-11-05 20:19:53,396][root][INFO] - ===> Epoch[153](3955/26): Loss 0.5620, Sem 0.4507, dir -0.3185, norm 0.4298, swav 0.0000 LR: 6.357e-02 Score 86.200 Data time: 0.2409, Forward time: 2.2751, Backward time: 3.1240, DDP time: 0.0047, Total iter time: 5.9818 [2020-11-05 20:19:59,353][root][INFO] - ===> Epoch[153](3956/26): Loss 0.6105, Sem 0.4725, dir -0.3409, norm 0.4789, swav 0.0000 LR: 6.356e-02 Score 84.466 Data time: 0.2097, Forward time: 2.2751, Backward time: 3.1240, DDP time: 0.0047, Total iter time: 5.8184 [2020-11-05 20:20:05,480][root][INFO] - ===> Epoch[153](3957/26): Loss 0.5344, Sem 0.4236, dir -0.3497, norm 0.4605, swav 0.0000 LR: 6.356e-02 Score 86.897 Data time: 0.2489, Forward time: 2.2752, Backward time: 3.1240, DDP time: 0.0047, Total iter time: 6.0142 [2020-11-05 20:20:11,849][root][INFO] - ===> Epoch[153](3958/26): Loss 0.4913, Sem 0.4326, dir -0.3516, norm 0.4103, swav 0.0000 LR: 6.355e-02 Score 87.208 Data time: 0.1993, Forward time: 2.2752, Backward time: 3.1242, DDP time: 0.0047, Total iter time: 6.2309 [2020-11-05 20:20:17,180][root][INFO] - ===> Epoch[153](3959/26): Loss 0.5222, Sem 0.4167, dir -0.3201, norm 0.4256, swav 0.0000 LR: 6.354e-02 Score 87.390 Data time: 0.2311, Forward time: 2.2752, Backward time: 3.1241, DDP time: 0.0047, Total iter time: 5.2253 [2020-11-05 20:20:24,742][root][INFO] - ===> Epoch[153](3960/26): Loss 0.5178, Sem 0.4744, dir -0.3602, norm 0.4036, swav 0.0000 LR: 6.353e-02 Score 84.883 Data time: 0.1783, Forward time: 2.2751, Backward time: 3.1246, DDP time: 0.0047, Total iter time: 7.4433 [2020-11-05 20:20:29,880][root][INFO] - ===> Epoch[153](3961/26): Loss 0.5573, Sem 0.4160, dir -0.3019, norm 0.4432, swav 0.0000 LR: 6.352e-02 Score 86.465 Data time: 0.2168, Forward time: 2.2752, Backward time: 3.1244, DDP time: 0.0047, Total iter time: 5.0527 [2020-11-05 20:20:35,324][root][INFO] - ===> Epoch[153](3962/26): Loss 0.5641, Sem 0.4708, dir -0.3434, norm 0.4367, swav 0.0000 LR: 6.351e-02 Score 84.731 Data time: 0.2538, Forward time: 2.2753, Backward time: 3.1242, DDP time: 0.0047, Total iter time: 5.3362 [2020-11-05 20:20:41,299][root][INFO] - ===> Epoch[153](3963/26): Loss 0.6029, Sem 0.4586, dir -0.3333, norm 0.4777, swav 0.0000 LR: 6.350e-02 Score 85.280 Data time: 0.1868, Forward time: 2.2752, Backward time: 3.1242, DDP time: 0.0047, Total iter time: 5.8572 [2020-11-05 20:20:46,188][root][INFO] - ===> Epoch[153](3964/26): Loss 0.4226, Sem 0.3576, dir -0.3346, norm 0.3996, swav 0.0000 LR: 6.349e-02 Score 87.002 Data time: 0.2093, Forward time: 2.2752, Backward time: 3.1240, DDP time: 0.0047, Total iter time: 4.7909 [2020-11-05 20:20:51,142][root][INFO] - ===> Epoch[153](3965/26): Loss 0.5252, Sem 0.4616, dir -0.3864, norm 0.4501, swav 0.0000 LR: 6.348e-02 Score 86.323 Data time: 0.1985, Forward time: 2.2752, Backward time: 3.1239, DDP time: 0.0047, Total iter time: 4.8386 [2020-11-05 20:20:56,197][root][INFO] - ===> Epoch[153](3966/26): Loss 0.6120, Sem 0.5428, dir -0.3907, norm 0.4599, swav 0.0000 LR: 6.347e-02 Score 83.088 Data time: 0.2689, Forward time: 2.2752, Backward time: 3.1237, DDP time: 0.0047, Total iter time: 4.9410 [2020-11-05 20:21:02,495][root][INFO] - ===> Epoch[153](3967/26): Loss 0.5035, Sem 0.4181, dir -0.3417, norm 0.4271, swav 0.0000 LR: 6.346e-02 Score 87.243 Data time: 0.2496, Forward time: 2.2752, Backward time: 3.1238, DDP time: 0.0047, Total iter time: 6.1797 [2020-11-05 20:21:08,301][root][INFO] - ===> Epoch[153](3968/26): Loss 0.5816, Sem 0.4345, dir -0.3339, norm 0.4810, swav 0.0000 LR: 6.345e-02 Score 85.979 Data time: 0.2078, Forward time: 2.2752, Backward time: 3.1238, DDP time: 0.0047, Total iter time: 5.6831 [2020-11-05 20:21:14,276][root][INFO] - ===> Epoch[153](3969/26): Loss 0.4466, Sem 0.3388, dir -0.3655, norm 0.4733, swav 0.0000 LR: 6.344e-02 Score 88.659 Data time: 0.1945, Forward time: 2.2752, Backward time: 3.1238, DDP time: 0.0047, Total iter time: 5.8730 [2020-11-05 20:21:20,479][root][INFO] - ===> Epoch[153](3970/26): Loss 0.5064, Sem 0.4524, dir -0.3261, norm 0.3801, swav 0.0000 LR: 6.343e-02 Score 86.504 Data time: 0.1842, Forward time: 2.2751, Backward time: 3.1240, DDP time: 0.0047, Total iter time: 6.0541 [2020-11-05 20:21:26,109][root][INFO] - ===> Epoch[153](3971/26): Loss 0.4785, Sem 0.3885, dir -0.3382, norm 0.4283, swav 0.0000 LR: 6.342e-02 Score 87.406 Data time: 0.1755, Forward time: 2.2750, Backward time: 3.1241, DDP time: 0.0047, Total iter time: 5.5268 [2020-11-05 20:21:31,503][root][INFO] - ===> Epoch[153](3972/26): Loss 0.5987, Sem 0.4964, dir -0.3157, norm 0.4180, swav 0.0000 LR: 6.341e-02 Score 85.146 Data time: 0.2439, Forward time: 2.2751, Backward time: 3.1239, DDP time: 0.0047, Total iter time: 5.2887 [2020-11-05 20:21:37,259][root][INFO] - ===> Epoch[153](3973/26): Loss 0.5670, Sem 0.4986, dir -0.3228, norm 0.3912, swav 0.0000 LR: 6.340e-02 Score 84.236 Data time: 0.2045, Forward time: 2.2751, Backward time: 3.1239, DDP time: 0.0047, Total iter time: 5.6195 [2020-11-05 20:21:43,422][root][INFO] - ===> Epoch[153](3974/26): Loss 0.5362, Sem 0.4156, dir -0.3192, norm 0.4398, swav 0.0000 LR: 6.339e-02 Score 86.910 Data time: 0.3037, Forward time: 2.2753, Backward time: 3.1237, DDP time: 0.0047, Total iter time: 6.0505 [2020-11-05 20:21:49,782][root][INFO] - ===> Epoch[153](3975/26): Loss 0.4744, Sem 0.3979, dir -0.3485, norm 0.4250, swav 0.0000 LR: 6.339e-02 Score 88.083 Data time: 0.3185, Forward time: 2.2755, Backward time: 3.1236, DDP time: 0.0047, Total iter time: 6.2423 [2020-11-05 20:21:55,837][root][INFO] - ===> Epoch[153](3976/26): Loss 0.5149, Sem 0.4891, dir -0.3683, norm 0.3940, swav 0.0000 LR: 6.338e-02 Score 83.563 Data time: 0.2318, Forward time: 2.2756, Backward time: 3.1236, DDP time: 0.0047, Total iter time: 5.9132 [2020-11-05 20:22:01,570][root][INFO] - ===> Epoch[153](3977/26): Loss 0.6037, Sem 0.4618, dir -0.3522, norm 0.4941, swav 0.0000 LR: 6.337e-02 Score 85.085 Data time: 0.2173, Forward time: 2.2756, Backward time: 3.1235, DDP time: 0.0047, Total iter time: 5.6123 [2020-11-05 20:22:06,924][root][INFO] - ===> Epoch[153](3978/26): Loss 0.4092, Sem 0.3646, dir -0.2985, norm 0.3431, swav 0.0000 LR: 6.336e-02 Score 89.202 Data time: 0.1896, Forward time: 2.2756, Backward time: 3.1235, DDP time: 0.0047, Total iter time: 5.2544 [2020-11-05 20:22:13,274][root][INFO] - ===> Epoch[154](3979/26): Loss 0.5189, Sem 0.4599, dir -0.3632, norm 0.4223, swav 0.0000 LR: 6.335e-02 Score 85.689 Data time: 0.2300, Forward time: 2.2757, Backward time: 3.1236, DDP time: 0.0047, Total iter time: 6.2703 [2020-11-05 20:22:18,317][root][INFO] - ===> Epoch[154](3980/26): Loss 0.5967, Sem 0.4628, dir -0.2745, norm 0.4084, swav 0.0000 LR: 6.334e-02 Score 85.656 Data time: 0.1389, Forward time: 2.2755, Backward time: 3.1236, DDP time: 0.0047, Total iter time: 4.9251 [2020-11-05 20:22:24,532][root][INFO] - ===> Epoch[154](3981/26): Loss 0.5684, Sem 0.4693, dir -0.3626, norm 0.4616, swav 0.0000 LR: 6.333e-02 Score 85.202 Data time: 0.1839, Forward time: 2.2754, Backward time: 3.1238, DDP time: 0.0047, Total iter time: 6.1136 [2020-11-05 20:22:29,431][root][INFO] - ===> Epoch[154](3982/26): Loss 0.5120, Sem 0.3894, dir -0.3187, norm 0.4414, swav 0.0000 LR: 6.332e-02 Score 87.439 Data time: 0.1828, Forward time: 2.2753, Backward time: 3.1236, DDP time: 0.0047, Total iter time: 4.7988 [2020-11-05 20:22:34,868][root][INFO] - ===> Epoch[154](3983/26): Loss 0.5597, Sem 0.4330, dir -0.3090, norm 0.4357, swav 0.0000 LR: 6.331e-02 Score 85.968 Data time: 0.1929, Forward time: 2.2753, Backward time: 3.1236, DDP time: 0.0047, Total iter time: 5.3445 [2020-11-05 20:22:39,857][root][INFO] - ===> Epoch[154](3984/26): Loss 0.5746, Sem 0.4661, dir -0.3753, norm 0.4837, swav 0.0000 LR: 6.330e-02 Score 86.160 Data time: 0.1781, Forward time: 2.2752, Backward time: 3.1235, DDP time: 0.0047, Total iter time: 4.8527 [2020-11-05 20:22:47,124][root][INFO] - ===> Epoch[154](3985/26): Loss 0.5328, Sem 0.4812, dir -0.3732, norm 0.4248, swav 0.0000 LR: 6.329e-02 Score 84.157 Data time: 0.3683, Forward time: 2.2755, Backward time: 3.1235, DDP time: 0.0047, Total iter time: 7.1827 [2020-11-05 20:22:53,319][root][INFO] - ===> Epoch[154](3986/26): Loss 0.5925, Sem 0.4667, dir -0.3550, norm 0.4808, swav 0.0000 LR: 6.328e-02 Score 85.019 Data time: 0.2177, Forward time: 2.2755, Backward time: 3.1236, DDP time: 0.0047, Total iter time: 6.0716 [2020-11-05 20:22:58,125][root][INFO] - ===> Epoch[154](3987/26): Loss 0.4847, Sem 0.3554, dir -0.3260, norm 0.4553, swav 0.0000 LR: 6.327e-02 Score 87.551 Data time: 0.2070, Forward time: 2.2755, Backward time: 3.1233, DDP time: 0.0047, Total iter time: 4.6868 [2020-11-05 20:23:02,346][root][INFO] - ===> Epoch[154](3988/26): Loss 0.6253, Sem 0.4793, dir -0.2758, norm 0.4218, swav 0.0000 LR: 6.326e-02 Score 84.670 Data time: 0.1719, Forward time: 2.2754, Backward time: 3.1230, DDP time: 0.0047, Total iter time: 4.1257 [2020-11-05 20:23:10,528][root][INFO] - ===> Epoch[154](3989/26): Loss 0.4639, Sem 0.3793, dir -0.2816, norm 0.3662, swav 0.0000 LR: 6.325e-02 Score 88.391 Data time: 0.1914, Forward time: 2.2754, Backward time: 3.1237, DDP time: 0.0047, Total iter time: 8.0856 [2020-11-05 20:23:16,193][root][INFO] - ===> Epoch[154](3990/26): Loss 0.5172, Sem 0.3754, dir -0.3159, norm 0.4577, swav 0.0000 LR: 6.324e-02 Score 88.248 Data time: 0.2071, Forward time: 2.2753, Backward time: 3.1237, DDP time: 0.0047, Total iter time: 5.5579 [2020-11-05 20:23:22,286][root][INFO] - ===> Epoch[154](3991/26): Loss 0.5099, Sem 0.4001, dir -0.3674, norm 0.4772, swav 0.0000 LR: 6.323e-02 Score 87.887 Data time: 0.2148, Forward time: 2.2753, Backward time: 3.1238, DDP time: 0.0047, Total iter time: 5.9729 [2020-11-05 20:23:27,724][root][INFO] - ===> Epoch[154](3992/26): Loss 0.5829, Sem 0.4109, dir -0.3022, norm 0.4742, swav 0.0000 LR: 6.322e-02 Score 87.425 Data time: 0.2259, Forward time: 2.2754, Backward time: 3.1236, DDP time: 0.0047, Total iter time: 5.3198 [2020-11-05 20:23:32,745][root][INFO] - ===> Epoch[154](3993/26): Loss 0.6434, Sem 0.5194, dir -0.3254, norm 0.4494, swav 0.0000 LR: 6.321e-02 Score 85.078 Data time: 0.2119, Forward time: 2.2754, Backward time: 3.1234, DDP time: 0.0047, Total iter time: 4.9068 [2020-11-05 20:23:40,277][root][INFO] - ===> Epoch[154](3994/26): Loss 0.5462, Sem 0.4493, dir -0.3267, norm 0.4236, swav 0.0000 LR: 6.321e-02 Score 86.823 Data time: 0.1989, Forward time: 2.2753, Backward time: 3.1239, DDP time: 0.0047, Total iter time: 7.4152 [2020-11-05 20:23:46,308][root][INFO] - ===> Epoch[154](3995/26): Loss 0.6001, Sem 0.4835, dir -0.3798, norm 0.4964, swav 0.0000 LR: 6.320e-02 Score 84.188 Data time: 0.2341, Forward time: 2.2753, Backward time: 3.1240, DDP time: 0.0047, Total iter time: 5.9185 [2020-11-05 20:23:52,653][root][INFO] - ===> Epoch[154](3996/26): Loss 0.4563, Sem 0.3708, dir -0.3792, norm 0.4648, swav 0.0000 LR: 6.319e-02 Score 89.333 Data time: 0.3029, Forward time: 2.2756, Backward time: 3.1238, DDP time: 0.0047, Total iter time: 6.2397 [2020-11-05 20:23:58,858][root][INFO] - ===> Epoch[154](3997/26): Loss 0.7194, Sem 0.5293, dir -0.2769, norm 0.4671, swav 0.0000 LR: 6.318e-02 Score 85.726 Data time: 0.2258, Forward time: 2.2757, Backward time: 3.1238, DDP time: 0.0047, Total iter time: 6.0494 [2020-11-05 20:24:04,774][root][INFO] - ===> Epoch[154](3998/26): Loss 0.6299, Sem 0.4466, dir -0.2802, norm 0.4635, swav 0.0000 LR: 6.317e-02 Score 86.727 Data time: 0.2054, Forward time: 2.2757, Backward time: 3.1239, DDP time: 0.0047, Total iter time: 5.7852 [2020-11-05 20:24:10,008][root][INFO] - ===> Epoch[154](3999/26): Loss 0.3856, Sem 0.3528, dir -0.3639, norm 0.3968, swav 0.0000 LR: 6.316e-02 Score 88.689 Data time: 0.1663, Forward time: 2.2755, Backward time: 3.1238, DDP time: 0.0047, Total iter time: 5.1038 [2020-11-05 20:24:16,052][root][INFO] - ===> Epoch[154](4000/26): Loss 0.6254, Sem 0.4492, dir -0.3083, norm 0.4845, swav 0.0000 LR: 6.315e-02 Score 85.461 Data time: 0.2366, Forward time: 2.2756, Backward time: 3.1238, DDP time: 0.0047, Total iter time: 5.9471 [2020-11-05 20:24:16,707][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-11-05 20:24:16,979][root][INFO] - ===> Start testing [2020-11-05 20:25:45,232][root][INFO] - 101/312: Data time: 0.0115, Iter time: 0.3235 Loss 0.767 (AVG: 0.600) Score 78.221 (AVG: 83.737) mIOU 56.843 mAP 67.345 mAcc 67.117 IOU: 77.000 95.268 53.166 74.525 85.330 73.380 64.828 34.853 41.745 69.481 0.000 21.118 46.137 58.742 36.651 65.526 88.420 34.134 82.208 34.343 mAP: 79.163 96.066 58.333 78.120 88.596 85.414 69.421 54.714 48.577 63.914 24.098 35.038 57.385 81.997 50.746 89.969 94.665 58.466 90.400 41.811 mAcc: 91.615 98.125 79.065 78.709 94.994 85.630 73.704 40.770 51.540 88.177 0.000 21.927 78.413 72.051 48.507 78.726 92.250 35.540 90.013 42.584 [2020-11-05 20:27:04,244][root][INFO] - 201/312: Data time: 0.0059, Iter time: 0.2150 Loss 0.721 (AVG: 0.597) Score 75.417 (AVG: 83.490) mIOU 55.759 mAP 65.417 mAcc 65.278 IOU: 76.896 95.412 50.398 70.636 83.795 76.857 62.722 36.752 40.703 73.604 0.000 23.648 46.748 54.798 35.116 47.186 88.088 36.990 80.224 34.605 mAP: 78.962 96.252 53.837 66.274 86.591 81.295 66.275 55.295 52.583 61.292 21.377 39.624 59.699 76.892 47.998 86.492 95.882 60.774 76.522 44.425 mAcc: 90.859 98.112 77.092 76.480 93.924 85.935 70.994 44.643 50.440 89.372 0.000 24.749 73.789 64.119 47.637 53.571 93.402 38.434 86.953 45.061 [2020-11-05 20:28:28,565][root][INFO] - 301/312: Data time: 0.0089, Iter time: 0.5318 Loss 0.395 (AVG: 0.624) Score 88.139 (AVG: 82.839) mIOU 54.975 mAP 64.914 mAcc 64.819 IOU: 75.603 95.626 46.153 71.244 83.722 74.807 62.154 36.176 42.619 69.910 0.000 23.178 45.111 57.215 33.491 48.826 87.114 31.949 81.985 32.614 mAP: 77.908 96.384 52.886 70.050 85.620 80.574 64.670 54.799 52.053 62.325 20.598 39.748 59.704 74.069 44.856 86.504 93.206 59.882 78.973 43.474 mAcc: 91.170 98.157 73.171 79.948 93.981 84.324 69.883 43.776 51.442 88.231 0.000 24.327 74.298 67.690 46.454 55.652 91.243 32.916 89.808 39.914 [2020-11-05 20:28:37,533][root][INFO] - 312/312: Data time: 0.0041, Iter time: 0.3646 Loss 1.496 (AVG: 0.626) Score 63.299 (AVG: 82.802) mIOU 54.685 mAP 64.772 mAcc 64.599 IOU: 75.928 95.642 45.444 70.203 83.601 74.285 61.472 36.309 42.212 69.577 0.000 23.705 44.747 57.225 31.976 48.564 86.550 31.600 81.978 32.677 mAP: 78.302 96.409 52.926 69.128 85.721 79.451 64.536 54.835 51.467 62.894 20.550 40.769 59.932 74.311 42.216 86.545 93.172 59.302 78.973 43.996 mAcc: 91.291 98.183 73.311 78.725 93.786 84.219 69.269 43.896 51.103 88.304 0.000 24.825 74.057 67.608 44.532 55.238 91.172 32.606 89.808 40.040 [2020-11-05 20:28:37,534][root][INFO] - Finished test. Elapsed time: 260.5534 [2020-11-05 20:28:51,179][root][INFO] - [2020-11-05 20:28:51,180][root][INFO] - ################################################################ [2020-11-05 20:28:51,180][root][INFO] - what : AP AP_50% AP_25% [2020-11-05 20:28:51,180][root][INFO] - ################################################################ [2020-11-05 20:28:51,180][root][INFO] - cabinet : 0.038 0.127 0.364 [2020-11-05 20:28:51,180][root][INFO] - bed : 0.089 0.348 0.555 [2020-11-05 20:28:51,180][root][INFO] - chair : 0.383 0.584 0.715 [2020-11-05 20:28:51,180][root][INFO] - sofa : 0.118 0.323 0.551 [2020-11-05 20:28:51,180][root][INFO] - table : 0.041 0.099 0.254 [2020-11-05 20:28:51,180][root][INFO] - door : 0.030 0.090 0.243 [2020-11-05 20:28:51,180][root][INFO] - window : 0.024 0.079 0.268 [2020-11-05 20:28:51,180][root][INFO] - bookshelf : 0.026 0.089 0.237 [2020-11-05 20:28:51,180][root][INFO] - picture : 0.000 0.000 0.000 [2020-11-05 20:28:51,180][root][INFO] - counter : 0.000 0.000 0.036 [2020-11-05 20:28:51,180][root][INFO] - desk : 0.003 0.019 0.169 [2020-11-05 20:28:51,180][root][INFO] - curtain : 0.111 0.237 0.360 [2020-11-05 20:28:51,180][root][INFO] - refrigerator : 0.008 0.046 0.234 [2020-11-05 20:28:51,180][root][INFO] - shower curtain : 0.250 0.519 0.582 [2020-11-05 20:28:51,180][root][INFO] - toilet : 0.672 0.959 0.976 [2020-11-05 20:28:51,181][root][INFO] - sink : 0.093 0.218 0.315 [2020-11-05 20:28:51,181][root][INFO] - bathtub : 0.224 0.406 0.708 [2020-11-05 20:28:51,181][root][INFO] - otherfurniture : 0.088 0.180 0.358 [2020-11-05 20:28:51,181][root][INFO] - ---------------------------------------------------------------- [2020-11-05 20:28:51,181][root][INFO] - average : 0.122 0.240 0.385 [2020-11-05 20:28:51,181][root][INFO] - [2020-11-05 20:28:51,454][root][INFO] - Summary name validation/mAP@0.5 is illegal; using validation/mAP_0.5 instead. [2020-11-05 20:28:52,257][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34Cbest_val.pth [2020-11-05 20:28:52,507][root][INFO] - Current best mIoU: 54.685 at iter 4000 [2020-11-05 20:28:56,194][root][INFO] - ===> Epoch[154](4001/26): Loss 0.5147, Sem 0.4142, dir -0.3413, norm 0.4418, swav 0.0000 LR: 6.314e-02 Score 88.379 Data time: 0.1603, Forward time: 2.2755, Backward time: 3.1235, DDP time: 0.0047, Total iter time: 3.6820 [2020-11-05 20:29:01,544][root][INFO] - ===> Epoch[154](4002/26): Loss 0.4643, Sem 0.3803, dir -0.3610, norm 0.4450, swav 0.0000 LR: 6.313e-02 Score 87.524 Data time: 0.2341, Forward time: 2.2755, Backward time: 3.1233, DDP time: 0.0047, Total iter time: 5.2514 [2020-11-05 20:29:08,307][root][INFO] - ===> Epoch[154](4003/26): Loss 0.4704, Sem 0.3619, dir -0.2823, norm 0.3908, swav 0.0000 LR: 6.312e-02 Score 88.580 Data time: 0.1844, Forward time: 2.2755, Backward time: 3.1236, DDP time: 0.0047, Total iter time: 6.6212 [2020-11-05 20:29:13,944][root][INFO] - ===> Epoch[154](4004/26): Loss 0.4547, Sem 0.4354, dir -0.3931, norm 0.4124, swav 0.0000 LR: 6.311e-02 Score 86.888 Data time: 0.2012, Forward time: 2.2754, Backward time: 3.1236, DDP time: 0.0047, Total iter time: 5.5376 [2020-11-05 20:29:20,819][root][INFO] - ===> Epoch[155](4005/26): Loss 0.5954, Sem 0.3975, dir -0.2794, norm 0.4774, swav 0.0000 LR: 6.310e-02 Score 87.441 Data time: 0.2888, Forward time: 2.2756, Backward time: 3.1237, DDP time: 0.0047, Total iter time: 6.7599 [2020-11-05 20:29:27,821][root][INFO] - ===> Epoch[155](4006/26): Loss 0.5396, Sem 0.4557, dir -0.3792, norm 0.4631, swav 0.0000 LR: 6.309e-02 Score 86.619 Data time: 0.1903, Forward time: 2.2756, Backward time: 3.1240, DDP time: 0.0047, Total iter time: 6.8610 [2020-11-05 20:29:33,113][root][INFO] - ===> Epoch[155](4007/26): Loss 0.4382, Sem 0.4292, dir -0.3955, norm 0.4045, swav 0.0000 LR: 6.308e-02 Score 85.325 Data time: 0.1824, Forward time: 2.2754, Backward time: 3.1240, DDP time: 0.0047, Total iter time: 5.1960 [2020-11-05 20:29:38,226][root][INFO] - ===> Epoch[155](4008/26): Loss 0.5539, Sem 0.4480, dir -0.3247, norm 0.4306, swav 0.0000 LR: 6.307e-02 Score 86.170 Data time: 0.2501, Forward time: 2.2755, Backward time: 3.1238, DDP time: 0.0047, Total iter time: 5.0210 [2020-11-05 20:29:44,736][root][INFO] - ===> Epoch[155](4009/26): Loss 0.6871, Sem 0.5177, dir -0.3069, norm 0.4762, swav 0.0000 LR: 6.306e-02 Score 84.673 Data time: 0.1997, Forward time: 2.2755, Backward time: 3.1240, DDP time: 0.0047, Total iter time: 6.3971 [2020-11-05 20:29:50,909][root][INFO] - ===> Epoch[155](4010/26): Loss 0.5572, Sem 0.4539, dir -0.3422, norm 0.4456, swav 0.0000 LR: 6.305e-02 Score 85.113 Data time: 0.1851, Forward time: 2.2754, Backward time: 3.1242, DDP time: 0.0047, Total iter time: 6.0505 [2020-11-05 20:29:56,344][root][INFO] - ===> Epoch[155](4011/26): Loss 0.5632, Sem 0.4559, dir -0.3360, norm 0.4433, swav 0.0000 LR: 6.304e-02 Score 85.761 Data time: 0.2409, Forward time: 2.2755, Backward time: 3.1240, DDP time: 0.0047, Total iter time: 5.3406 [2020-11-05 20:30:02,980][root][INFO] - ===> Epoch[155](4012/26): Loss 0.4502, Sem 0.3319, dir -0.3541, norm 0.4724, swav 0.0000 LR: 6.303e-02 Score 89.167 Data time: 0.1631, Forward time: 2.2753, Backward time: 3.1244, DDP time: 0.0047, Total iter time: 6.4962 [2020-11-05 20:30:09,714][root][INFO] - ===> Epoch[155](4013/26): Loss 0.5329, Sem 0.4090, dir -0.2924, norm 0.4163, swav 0.0000 LR: 6.303e-02 Score 86.987 Data time: 0.2911, Forward time: 2.2755, Backward time: 3.1244, DDP time: 0.0047, Total iter time: 6.6471 [2020-11-05 20:30:16,142][root][INFO] - ===> Epoch[155](4014/26): Loss 0.5394, Sem 0.3981, dir -0.3594, norm 0.5007, swav 0.0000 LR: 6.302e-02 Score 86.550 Data time: 0.1785, Forward time: 2.2754, Backward time: 3.1247, DDP time: 0.0047, Total iter time: 6.2970 [2020-11-05 20:30:21,166][root][INFO] - ===> Epoch[155](4015/26): Loss 0.4873, Sem 0.3972, dir -0.3422, norm 0.4324, swav 0.0000 LR: 6.301e-02 Score 86.795 Data time: 0.2408, Forward time: 2.2755, Backward time: 3.1244, DDP time: 0.0047, Total iter time: 4.9273 [2020-11-05 20:30:26,010][root][INFO] - ===> Epoch[155](4016/26): Loss 0.5557, Sem 0.4711, dir -0.3929, norm 0.4775, swav 0.0000 LR: 6.300e-02 Score 83.516 Data time: 0.1908, Forward time: 2.2754, Backward time: 3.1242, DDP time: 0.0047, Total iter time: 4.7255 [2020-11-05 20:30:31,812][root][INFO] - ===> Epoch[155](4017/26): Loss 0.4814, Sem 0.4208, dir -0.3913, norm 0.4519, swav 0.0000 LR: 6.299e-02 Score 86.831 Data time: 0.1864, Forward time: 2.2753, Backward time: 3.1243, DDP time: 0.0047, Total iter time: 5.6902 [2020-11-05 20:30:37,880][root][INFO] - ===> Epoch[155](4018/26): Loss 0.4020, Sem 0.3538, dir -0.3822, norm 0.4305, swav 0.0000 LR: 6.298e-02 Score 88.902 Data time: 0.1946, Forward time: 2.2753, Backward time: 3.1244, DDP time: 0.0047, Total iter time: 5.9695 [2020-11-05 20:30:43,532][root][INFO] - ===> Epoch[155](4019/26): Loss 0.5266, Sem 0.4268, dir -0.4027, norm 0.5025, swav 0.0000 LR: 6.297e-02 Score 87.022 Data time: 0.2381, Forward time: 2.2753, Backward time: 3.1244, DDP time: 0.0047, Total iter time: 5.5404 [2020-11-05 20:30:49,037][root][INFO] - ===> Epoch[155](4020/26): Loss 0.4848, Sem 0.4110, dir -0.3620, norm 0.4359, swav 0.0000 LR: 6.296e-02 Score 86.781 Data time: 0.2438, Forward time: 2.2753, Backward time: 3.1242, DDP time: 0.0047, Total iter time: 5.3863 [2020-11-05 20:30:54,541][root][INFO] - ===> Epoch[155](4021/26): Loss 0.6111, Sem 0.4011, dir -0.3202, norm 0.5303, swav 0.0000 LR: 6.295e-02 Score 87.967 Data time: 0.2224, Forward time: 2.2754, Backward time: 3.1241, DDP time: 0.0047, Total iter time: 5.3636 [2020-11-05 20:31:01,394][root][INFO] - ===> Epoch[155](4022/26): Loss 0.5074, Sem 0.4541, dir -0.3736, norm 0.4269, swav 0.0000 LR: 6.294e-02 Score 86.386 Data time: 0.2282, Forward time: 2.2754, Backward time: 3.1244, DDP time: 0.0047, Total iter time: 6.7181 [2020-11-05 20:31:07,275][root][INFO] - ===> Epoch[155](4023/26): Loss 0.4446, Sem 0.3682, dir -0.3594, norm 0.4358, swav 0.0000 LR: 6.293e-02 Score 88.927 Data time: 0.2811, Forward time: 2.2756, Backward time: 3.1242, DDP time: 0.0047, Total iter time: 5.7571 [2020-11-05 20:31:13,549][root][INFO] - ===> Epoch[155](4024/26): Loss 0.4397, Sem 0.3726, dir -0.3450, norm 0.4121, swav 0.0000 LR: 6.292e-02 Score 88.889 Data time: 0.2303, Forward time: 2.2757, Backward time: 3.1242, DDP time: 0.0047, Total iter time: 6.1378 [2020-11-05 20:31:18,941][root][INFO] - ===> Epoch[155](4025/26): Loss 0.5403, Sem 0.4290, dir -0.3042, norm 0.4155, swav 0.0000 LR: 6.291e-02 Score 87.185 Data time: 0.2984, Forward time: 2.2758, Backward time: 3.1240, DDP time: 0.0047, Total iter time: 5.2369 [2020-11-05 20:31:24,461][root][INFO] - ===> Epoch[155](4026/26): Loss 0.6615, Sem 0.5120, dir -0.2974, norm 0.4469, swav 0.0000 LR: 6.290e-02 Score 84.424 Data time: 0.1945, Forward time: 2.2757, Backward time: 3.1239, DDP time: 0.0047, Total iter time: 5.3944 [2020-11-05 20:31:29,392][root][INFO] - ===> Epoch[155](4027/26): Loss 0.4543, Sem 0.3808, dir -0.3508, norm 0.4243, swav 0.0000 LR: 6.289e-02 Score 87.484 Data time: 0.2139, Forward time: 2.2758, Backward time: 3.1237, DDP time: 0.0047, Total iter time: 4.8327 [2020-11-05 20:31:34,971][root][INFO] - ===> Epoch[155](4028/26): Loss 0.5332, Sem 0.4145, dir -0.3353, norm 0.4540, swav 0.0000 LR: 6.288e-02 Score 87.349 Data time: 0.1386, Forward time: 2.2756, Backward time: 3.1239, DDP time: 0.0047, Total iter time: 5.4544 [2020-11-05 20:31:40,903][root][INFO] - ===> Epoch[155](4029/26): Loss 0.6116, Sem 0.4273, dir -0.2965, norm 0.4808, swav 0.0000 LR: 6.287e-02 Score 85.920 Data time: 0.1968, Forward time: 2.2755, Backward time: 3.1239, DDP time: 0.0047, Total iter time: 5.8635 [2020-11-05 20:31:47,446][root][INFO] - ===> Epoch[155](4030/26): Loss 0.4749, Sem 0.3701, dir -0.3153, norm 0.4201, swav 0.0000 LR: 6.286e-02 Score 88.942 Data time: 0.2570, Forward time: 2.2756, Backward time: 3.1241, DDP time: 0.0047, Total iter time: 6.4367 [2020-11-05 20:31:52,331][root][INFO] - ===> Epoch[156](4031/26): Loss 0.5326, Sem 0.4650, dir -0.3473, norm 0.4149, swav 0.0000 LR: 6.285e-02 Score 85.327 Data time: 0.1970, Forward time: 2.2755, Backward time: 3.1239, DDP time: 0.0047, Total iter time: 4.7792 [2020-11-05 20:31:58,280][root][INFO] - ===> Epoch[156](4032/26): Loss 0.5730, Sem 0.4112, dir -0.3053, norm 0.4671, swav 0.0000 LR: 6.285e-02 Score 87.450 Data time: 0.2628, Forward time: 2.2755, Backward time: 3.1239, DDP time: 0.0047, Total iter time: 5.8485 [2020-11-05 20:32:03,461][root][INFO] - ===> Epoch[156](4033/26): Loss 0.4867, Sem 0.3791, dir -0.3191, norm 0.4268, swav 0.0000 LR: 6.284e-02 Score 88.910 Data time: 0.2421, Forward time: 2.2756, Backward time: 3.1237, DDP time: 0.0047, Total iter time: 5.0545 [2020-11-05 20:32:09,061][root][INFO] - ===> Epoch[156](4034/26): Loss 0.4531, Sem 0.3797, dir -0.3496, norm 0.4230, swav 0.0000 LR: 6.283e-02 Score 88.607 Data time: 0.1821, Forward time: 2.2755, Backward time: 3.1237, DDP time: 0.0047, Total iter time: 5.4660 [2020-11-05 20:32:14,555][root][INFO] - ===> Epoch[156](4035/26): Loss 0.5742, Sem 0.4072, dir -0.3092, norm 0.4762, swav 0.0000 LR: 6.282e-02 Score 88.131 Data time: 0.1815, Forward time: 2.2754, Backward time: 3.1237, DDP time: 0.0047, Total iter time: 5.3828 [2020-11-05 20:32:21,042][root][INFO] - ===> Epoch[156](4036/26): Loss 0.4704, Sem 0.3382, dir -0.3033, norm 0.4355, swav 0.0000 LR: 6.281e-02 Score 89.505 Data time: 0.2821, Forward time: 2.2755, Backward time: 3.1238, DDP time: 0.0047, Total iter time: 6.3825 [2020-11-05 20:32:26,707][root][INFO] - ===> Epoch[156](4037/26): Loss 0.4756, Sem 0.3994, dir -0.3812, norm 0.4574, swav 0.0000 LR: 6.280e-02 Score 87.507 Data time: 0.2545, Forward time: 2.2757, Backward time: 3.1236, DDP time: 0.0047, Total iter time: 5.5221 [2020-11-05 20:32:33,701][root][INFO] - ===> Epoch[156](4038/26): Loss 0.5304, Sem 0.4083, dir -0.3610, norm 0.4831, swav 0.0000 LR: 6.279e-02 Score 86.570 Data time: 0.2508, Forward time: 2.2758, Backward time: 3.1238, DDP time: 0.0047, Total iter time: 6.8594 [2020-11-05 20:32:38,476][root][INFO] - ===> Epoch[156](4039/26): Loss 0.5920, Sem 0.4641, dir -0.3535, norm 0.4814, swav 0.0000 LR: 6.278e-02 Score 86.455 Data time: 0.2179, Forward time: 2.2758, Backward time: 3.1235, DDP time: 0.0047, Total iter time: 4.6455 [2020-11-05 20:32:43,678][root][INFO] - ===> Epoch[156](4040/26): Loss 0.4615, Sem 0.4052, dir -0.3937, norm 0.4501, swav 0.0000 LR: 6.277e-02 Score 86.419 Data time: 0.1853, Forward time: 2.2757, Backward time: 3.1235, DDP time: 0.0047, Total iter time: 5.0873 [2020-11-05 20:32:49,749][root][INFO] - ===> Epoch[156](4041/26): Loss 0.5923, Sem 0.4681, dir -0.3113, norm 0.4355, swav 0.0000 LR: 6.276e-02 Score 84.003 Data time: 0.2310, Forward time: 2.2756, Backward time: 3.1236, DDP time: 0.0047, Total iter time: 5.9575 [2020-11-05 20:32:55,401][root][INFO] - ===> Epoch[156](4042/26): Loss 0.4540, Sem 0.3638, dir -0.4123, norm 0.5025, swav 0.0000 LR: 6.275e-02 Score 88.466 Data time: 0.1930, Forward time: 2.2756, Backward time: 3.1236, DDP time: 0.0047, Total iter time: 5.5307 [2020-11-05 20:33:00,854][root][INFO] - ===> Epoch[156](4043/26): Loss 0.4763, Sem 0.3950, dir -0.3832, norm 0.4645, swav 0.0000 LR: 6.274e-02 Score 87.465 Data time: 0.2562, Forward time: 2.2757, Backward time: 3.1234, DDP time: 0.0047, Total iter time: 5.3255 [2020-11-05 20:33:06,249][root][INFO] - ===> Epoch[156](4044/26): Loss 0.6278, Sem 0.4570, dir -0.3253, norm 0.4961, swav 0.0000 LR: 6.273e-02 Score 85.830 Data time: 0.2567, Forward time: 2.2759, Backward time: 3.1232, DDP time: 0.0047, Total iter time: 5.2698 [2020-11-05 20:33:11,437][root][INFO] - ===> Epoch[156](4045/26): Loss 0.6127, Sem 0.4626, dir -0.3289, norm 0.4790, swav 0.0000 LR: 6.272e-02 Score 85.213 Data time: 0.1984, Forward time: 2.2758, Backward time: 3.1230, DDP time: 0.0047, Total iter time: 5.0670 [2020-11-05 20:33:16,778][root][INFO] - ===> Epoch[156](4046/26): Loss 0.5222, Sem 0.4033, dir -0.3630, norm 0.4820, swav 0.0000 LR: 6.271e-02 Score 86.919 Data time: 0.2751, Forward time: 2.2759, Backward time: 3.1228, DDP time: 0.0047, Total iter time: 5.2315 [2020-11-05 20:33:22,625][root][INFO] - ===> Epoch[156](4047/26): Loss 0.5474, Sem 0.3972, dir -0.3231, norm 0.4733, swav 0.0000 LR: 6.270e-02 Score 88.054 Data time: 0.2779, Forward time: 2.2761, Backward time: 3.1227, DDP time: 0.0047, Total iter time: 5.7321 [2020-11-05 20:33:28,742][root][INFO] - ===> Epoch[156](4048/26): Loss 0.4733, Sem 0.3809, dir -0.2896, norm 0.3820, swav 0.0000 LR: 6.269e-02 Score 88.460 Data time: 0.2199, Forward time: 2.2762, Backward time: 3.1227, DDP time: 0.0047, Total iter time: 5.9869 [2020-11-05 20:33:34,454][root][INFO] - ===> Epoch[156](4049/26): Loss 0.4054, Sem 0.4066, dir -0.4127, norm 0.4116, swav 0.0000 LR: 6.268e-02 Score 88.142 Data time: 0.1511, Forward time: 2.2760, Backward time: 3.1228, DDP time: 0.0047, Total iter time: 5.5897 [2020-11-05 20:33:41,710][root][INFO] - ===> Epoch[156](4050/26): Loss 0.5447, Sem 0.4592, dir -0.3536, norm 0.4391, swav 0.0000 LR: 6.267e-02 Score 87.133 Data time: 0.2471, Forward time: 2.2761, Backward time: 3.1231, DDP time: 0.0047, Total iter time: 7.1652 [2020-11-05 20:33:49,019][root][INFO] - ===> Epoch[156](4051/26): Loss 0.5231, Sem 0.4285, dir -0.2583, norm 0.3529, swav 0.0000 LR: 6.267e-02 Score 87.123 Data time: 0.2376, Forward time: 2.2761, Backward time: 3.1234, DDP time: 0.0047, Total iter time: 7.1767 [2020-11-05 20:33:54,894][root][INFO] - ===> Epoch[156](4052/26): Loss 0.5194, Sem 0.4131, dir -0.3345, norm 0.4409, swav 0.0000 LR: 6.266e-02 Score 87.155 Data time: 0.2539, Forward time: 2.2762, Backward time: 3.1233, DDP time: 0.0047, Total iter time: 5.7465 [2020-11-05 20:34:01,665][root][INFO] - ===> Epoch[156](4053/26): Loss 0.4876, Sem 0.3866, dir -0.3132, norm 0.4142, swav 0.0000 LR: 6.265e-02 Score 86.410 Data time: 0.2140, Forward time: 2.2762, Backward time: 3.1235, DDP time: 0.0047, Total iter time: 6.6474 [2020-11-05 20:34:07,776][root][INFO] - ===> Epoch[156](4054/26): Loss 0.4443, Sem 0.4020, dir -0.3398, norm 0.3821, swav 0.0000 LR: 6.264e-02 Score 87.831 Data time: 0.2668, Forward time: 2.2764, Backward time: 3.1234, DDP time: 0.0047, Total iter time: 5.9795 [2020-11-05 20:34:14,399][root][INFO] - ===> Epoch[156](4055/26): Loss 0.6278, Sem 0.4326, dir -0.2721, norm 0.4673, swav 0.0000 LR: 6.263e-02 Score 85.938 Data time: 0.3375, Forward time: 2.2766, Backward time: 3.1234, DDP time: 0.0047, Total iter time: 6.4797 [2020-11-05 20:34:20,180][root][INFO] - ===> Epoch[156](4056/26): Loss 0.5464, Sem 0.4263, dir -0.3639, norm 0.4840, swav 0.0000 LR: 6.262e-02 Score 86.570 Data time: 0.2658, Forward time: 2.2768, Backward time: 3.1232, DDP time: 0.0047, Total iter time: 5.6378 [2020-11-05 20:34:26,948][root][INFO] - ===> Epoch[157](4057/26): Loss 0.4758, Sem 0.3839, dir -0.3594, norm 0.4513, swav 0.0000 LR: 6.261e-02 Score 87.936 Data time: 0.1739, Forward time: 2.2767, Backward time: 3.1235, DDP time: 0.0047, Total iter time: 6.6454 [2020-11-05 20:34:32,232][root][INFO] - ===> Epoch[157](4058/26): Loss 0.4829, Sem 0.3728, dir -0.3349, norm 0.4450, swav 0.0000 LR: 6.260e-02 Score 88.102 Data time: 0.1621, Forward time: 2.2766, Backward time: 3.1235, DDP time: 0.0047, Total iter time: 5.1753 [2020-11-05 20:34:39,016][root][INFO] - ===> Epoch[157](4059/26): Loss 0.4557, Sem 0.4026, dir -0.3868, norm 0.4398, swav 0.0000 LR: 6.259e-02 Score 87.382 Data time: 0.1997, Forward time: 2.2766, Backward time: 3.1238, DDP time: 0.0047, Total iter time: 6.7065 [2020-11-05 20:34:43,747][root][INFO] - ===> Epoch[157](4060/26): Loss 0.5214, Sem 0.4609, dir -0.3616, norm 0.4221, swav 0.0000 LR: 6.258e-02 Score 85.956 Data time: 0.1795, Forward time: 2.2765, Backward time: 3.1236, DDP time: 0.0047, Total iter time: 4.6136 [2020-11-05 20:34:50,945][root][INFO] - ===> Epoch[157](4061/26): Loss 0.4256, Sem 0.3595, dir -0.3387, norm 0.4048, swav 0.0000 LR: 6.257e-02 Score 88.784 Data time: 0.1881, Forward time: 2.2764, Backward time: 3.1240, DDP time: 0.0047, Total iter time: 7.0916 [2020-11-05 20:34:56,628][root][INFO] - ===> Epoch[157](4062/26): Loss 0.5954, Sem 0.4157, dir -0.3448, norm 0.5244, swav 0.0000 LR: 6.256e-02 Score 87.839 Data time: 0.2064, Forward time: 2.2764, Backward time: 3.1240, DDP time: 0.0047, Total iter time: 5.5884 [2020-11-05 20:35:01,943][root][INFO] - ===> Epoch[157](4063/26): Loss 0.4122, Sem 0.3462, dir -0.3356, norm 0.4016, swav 0.0000 LR: 6.255e-02 Score 88.704 Data time: 0.2202, Forward time: 2.2763, Backward time: 3.1240, DDP time: 0.0047, Total iter time: 5.2052 [2020-11-05 20:35:06,709][root][INFO] - ===> Epoch[157](4064/26): Loss 0.4631, Sem 0.3574, dir -0.3614, norm 0.4672, swav 0.0000 LR: 6.254e-02 Score 88.907 Data time: 0.2297, Forward time: 2.2763, Backward time: 3.1237, DDP time: 0.0047, Total iter time: 4.6441 [2020-11-05 20:35:12,937][root][INFO] - ===> Epoch[157](4065/26): Loss 0.5036, Sem 0.3973, dir -0.3402, norm 0.4464, swav 0.0000 LR: 6.253e-02 Score 86.695 Data time: 0.2995, Forward time: 2.2765, Backward time: 3.1236, DDP time: 0.0047, Total iter time: 6.1044 [2020-11-05 20:35:17,874][root][INFO] - ===> Epoch[157](4066/26): Loss 0.5159, Sem 0.3659, dir -0.3300, norm 0.4801, swav 0.0000 LR: 6.252e-02 Score 87.642 Data time: 0.1688, Forward time: 2.2764, Backward time: 3.1235, DDP time: 0.0047, Total iter time: 4.7901 [2020-11-05 20:35:24,870][root][INFO] - ===> Epoch[157](4067/26): Loss 0.4184, Sem 0.3727, dir -0.3378, norm 0.3834, swav 0.0000 LR: 6.251e-02 Score 89.302 Data time: 0.1748, Forward time: 2.2763, Backward time: 3.1239, DDP time: 0.0047, Total iter time: 6.8716 [2020-11-05 20:35:29,565][root][INFO] - ===> Epoch[157](4068/26): Loss 0.4712, Sem 0.3794, dir -0.3608, norm 0.4526, swav 0.0000 LR: 6.250e-02 Score 88.222 Data time: 0.1729, Forward time: 2.2762, Backward time: 3.1237, DDP time: 0.0047, Total iter time: 4.5864 [2020-11-05 20:35:34,790][root][INFO] - ===> Epoch[157](4069/26): Loss 0.5337, Sem 0.4521, dir -0.3698, norm 0.4514, swav 0.0000 LR: 6.249e-02 Score 85.514 Data time: 0.1984, Forward time: 2.2761, Backward time: 3.1237, DDP time: 0.0047, Total iter time: 5.1167 [2020-11-05 20:35:40,779][root][INFO] - ===> Epoch[157](4070/26): Loss 0.4206, Sem 0.3628, dir -0.3544, norm 0.4123, swav 0.0000 LR: 6.249e-02 Score 88.757 Data time: 0.2084, Forward time: 2.2761, Backward time: 3.1237, DDP time: 0.0047, Total iter time: 5.8906 [2020-11-05 20:35:46,273][root][INFO] - ===> Epoch[157](4071/26): Loss 0.5234, Sem 0.4784, dir -0.3725, norm 0.4175, swav 0.0000 LR: 6.248e-02 Score 84.375 Data time: 0.2108, Forward time: 2.2761, Backward time: 3.1237, DDP time: 0.0047, Total iter time: 5.3743 [2020-11-05 20:35:51,716][root][INFO] - ===> Epoch[157](4072/26): Loss 0.4964, Sem 0.3681, dir -0.3989, norm 0.5272, swav 0.0000 LR: 6.247e-02 Score 89.412 Data time: 0.2557, Forward time: 2.2762, Backward time: 3.1235, DDP time: 0.0047, Total iter time: 5.3378 [2020-11-05 20:35:57,933][root][INFO] - ===> Epoch[157](4073/26): Loss 0.5367, Sem 0.4171, dir -0.3040, norm 0.4236, swav 0.0000 LR: 6.246e-02 Score 86.624 Data time: 0.2483, Forward time: 2.2763, Backward time: 3.1235, DDP time: 0.0047, Total iter time: 6.0885 [2020-11-05 20:36:02,674][root][INFO] - ===> Epoch[157](4074/26): Loss 0.5934, Sem 0.4364, dir -0.3130, norm 0.4699, swav 0.0000 LR: 6.245e-02 Score 86.924 Data time: 0.2223, Forward time: 2.2763, Backward time: 3.1233, DDP time: 0.0047, Total iter time: 4.6225 [2020-11-05 20:36:09,211][root][INFO] - ===> Epoch[157](4075/26): Loss 0.5412, Sem 0.4256, dir -0.3739, norm 0.4896, swav 0.0000 LR: 6.244e-02 Score 87.120 Data time: 0.3405, Forward time: 2.2765, Backward time: 3.1232, DDP time: 0.0047, Total iter time: 6.4031 [2020-11-05 20:36:15,021][root][INFO] - ===> Epoch[157](4076/26): Loss 0.3836, Sem 0.3578, dir -0.3562, norm 0.3819, swav 0.0000 LR: 6.243e-02 Score 88.905 Data time: 0.2489, Forward time: 2.2766, Backward time: 3.1231, DDP time: 0.0047, Total iter time: 5.6750 [2020-11-05 20:36:21,068][root][INFO] - ===> Epoch[157](4077/26): Loss 0.6214, Sem 0.4787, dir -0.2812, norm 0.4240, swav 0.0000 LR: 6.242e-02 Score 85.998 Data time: 0.1633, Forward time: 2.2765, Backward time: 3.1232, DDP time: 0.0047, Total iter time: 5.9376 [2020-11-05 20:36:26,800][root][INFO] - ===> Epoch[157](4078/26): Loss 0.5077, Sem 0.4041, dir -0.3252, norm 0.4288, swav 0.0000 LR: 6.241e-02 Score 87.611 Data time: 0.2269, Forward time: 2.2765, Backward time: 3.1232, DDP time: 0.0047, Total iter time: 5.6265 [2020-11-05 20:36:33,367][root][INFO] - ===> Epoch[157](4079/26): Loss 0.4486, Sem 0.3798, dir -0.3341, norm 0.4029, swav 0.0000 LR: 6.240e-02 Score 89.011 Data time: 0.2588, Forward time: 2.2767, Backward time: 3.1232, DDP time: 0.0047, Total iter time: 6.4600 [2020-11-05 20:36:40,592][root][INFO] - ===> Epoch[157](4080/26): Loss 0.6691, Sem 0.5364, dir -0.3571, norm 0.4898, swav 0.0000 LR: 6.239e-02 Score 83.348 Data time: 0.2007, Forward time: 2.2767, Backward time: 3.1235, DDP time: 0.0047, Total iter time: 7.0959 [2020-11-05 20:36:46,419][root][INFO] - ===> Epoch[157](4081/26): Loss 0.5142, Sem 0.3893, dir -0.3314, norm 0.4563, swav 0.0000 LR: 6.238e-02 Score 86.811 Data time: 0.1983, Forward time: 2.2767, Backward time: 3.1235, DDP time: 0.0047, Total iter time: 5.7321 [2020-11-05 20:36:52,655][root][INFO] - ===> Epoch[157](4082/26): Loss 0.4601, Sem 0.3583, dir -0.2893, norm 0.3911, swav 0.0000 LR: 6.237e-02 Score 90.027 Data time: 0.1149, Forward time: 2.2765, Backward time: 3.1239, DDP time: 0.0047, Total iter time: 6.1407 [2020-11-05 20:36:58,234][root][INFO] - ===> Epoch[158](4083/26): Loss 0.4631, Sem 0.4247, dir -0.3629, norm 0.4012, swav 0.0000 LR: 6.236e-02 Score 87.081 Data time: 0.2044, Forward time: 2.2763, Backward time: 3.1240, DDP time: 0.0047, Total iter time: 5.5100 [2020-11-05 20:37:03,745][root][INFO] - ===> Epoch[158](4084/26): Loss 0.6429, Sem 0.4932, dir -0.2534, norm 0.4031, swav 0.0000 LR: 6.235e-02 Score 83.676 Data time: 0.2379, Forward time: 2.2764, Backward time: 3.1239, DDP time: 0.0047, Total iter time: 5.4183 [2020-11-05 20:37:08,744][root][INFO] - ===> Epoch[158](4085/26): Loss 0.6098, Sem 0.4641, dir -0.3138, norm 0.4596, swav 0.0000 LR: 6.234e-02 Score 85.214 Data time: 0.1965, Forward time: 2.2764, Backward time: 3.1237, DDP time: 0.0047, Total iter time: 4.8517 [2020-11-05 20:37:14,154][root][INFO] - ===> Epoch[158](4086/26): Loss 0.4232, Sem 0.3547, dir -0.3147, norm 0.3832, swav 0.0000 LR: 6.233e-02 Score 87.829 Data time: 0.2530, Forward time: 2.2765, Backward time: 3.1235, DDP time: 0.0047, Total iter time: 5.3063 [2020-11-05 20:37:19,529][root][INFO] - ===> Epoch[158](4087/26): Loss 0.5149, Sem 0.4306, dir -0.3622, norm 0.4466, swav 0.0000 LR: 6.232e-02 Score 84.974 Data time: 0.2079, Forward time: 2.2765, Backward time: 3.1234, DDP time: 0.0047, Total iter time: 5.2457 [2020-11-05 20:37:25,527][root][INFO] - ===> Epoch[158](4088/26): Loss 0.5676, Sem 0.4321, dir -0.3478, norm 0.4832, swav 0.0000 LR: 6.231e-02 Score 87.971 Data time: 0.2878, Forward time: 2.2767, Backward time: 3.1233, DDP time: 0.0047, Total iter time: 5.8855 [2020-11-05 20:37:31,779][root][INFO] - ===> Epoch[158](4089/26): Loss 0.4171, Sem 0.3624, dir -0.3851, norm 0.4398, swav 0.0000 LR: 6.230e-02 Score 88.868 Data time: 0.2259, Forward time: 2.2767, Backward time: 3.1233, DDP time: 0.0047, Total iter time: 6.1141 [2020-11-05 20:37:37,968][root][INFO] - ===> Epoch[158](4090/26): Loss 0.5558, Sem 0.4483, dir -0.3402, norm 0.4477, swav 0.0000 LR: 6.230e-02 Score 88.029 Data time: 0.1674, Forward time: 2.2766, Backward time: 3.1235, DDP time: 0.0047, Total iter time: 6.0614 [2020-11-05 20:37:44,384][root][INFO] - ===> Epoch[158](4091/26): Loss 0.4774, Sem 0.4518, dir -0.3672, norm 0.3928, swav 0.0000 LR: 6.229e-02 Score 86.425 Data time: 0.1444, Forward time: 2.2765, Backward time: 3.1238, DDP time: 0.0047, Total iter time: 6.3278 [2020-11-05 20:37:50,644][root][INFO] - ===> Epoch[158](4092/26): Loss 0.5027, Sem 0.4279, dir -0.4001, norm 0.4749, swav 0.0000 LR: 6.228e-02 Score 86.454 Data time: 0.1727, Forward time: 2.2764, Backward time: 3.1241, DDP time: 0.0047, Total iter time: 6.1719 [2020-11-05 20:37:55,742][root][INFO] - ===> Epoch[158](4093/26): Loss 0.3833, Sem 0.3610, dir -0.3986, norm 0.4209, swav 0.0000 LR: 6.227e-02 Score 87.738 Data time: 0.2542, Forward time: 2.2764, Backward time: 3.1238, DDP time: 0.0047, Total iter time: 5.0059 [2020-11-05 20:38:01,406][root][INFO] - ===> Epoch[158](4094/26): Loss 0.5214, Sem 0.3860, dir -0.3114, norm 0.4468, swav 0.0000 LR: 6.226e-02 Score 87.571 Data time: 0.2346, Forward time: 2.2765, Backward time: 3.1237, DDP time: 0.0047, Total iter time: 5.5496 [2020-11-05 20:38:07,832][root][INFO] - ===> Epoch[158](4095/26): Loss 0.5374, Sem 0.4326, dir -0.3530, norm 0.4578, swav 0.0000 LR: 6.225e-02 Score 87.413 Data time: 0.2376, Forward time: 2.2765, Backward time: 3.1238, DDP time: 0.0047, Total iter time: 6.3022 [2020-11-05 20:38:14,297][root][INFO] - ===> Epoch[158](4096/26): Loss 0.4674, Sem 0.4114, dir -0.4001, norm 0.4560, swav 0.0000 LR: 6.224e-02 Score 86.742 Data time: 0.2648, Forward time: 2.2767, Backward time: 3.1239, DDP time: 0.0047, Total iter time: 6.3529 [2020-11-05 20:38:19,941][root][INFO] - ===> Epoch[158](4097/26): Loss 0.5588, Sem 0.4375, dir -0.3318, norm 0.4531, swav 0.0000 LR: 6.223e-02 Score 85.196 Data time: 0.2052, Forward time: 2.2767, Backward time: 3.1238, DDP time: 0.0047, Total iter time: 5.5011 [2020-11-05 20:38:25,110][root][INFO] - ===> Epoch[158](4098/26): Loss 0.6009, Sem 0.4291, dir -0.3113, norm 0.4831, swav 0.0000 LR: 6.222e-02 Score 86.549 Data time: 0.2359, Forward time: 2.2766, Backward time: 3.1237, DDP time: 0.0047, Total iter time: 5.0654 [2020-11-05 20:38:30,566][root][INFO] - ===> Epoch[158](4099/26): Loss 0.6565, Sem 0.5017, dir -0.3056, norm 0.4604, swav 0.0000 LR: 6.221e-02 Score 85.163 Data time: 0.2296, Forward time: 2.2767, Backward time: 3.1236, DDP time: 0.0047, Total iter time: 5.3519 [2020-11-05 20:38:38,781][root][INFO] - ===> Epoch[158](4100/26): Loss 0.6140, Sem 0.4924, dir -0.3313, norm 0.4528, swav 0.0000 LR: 6.220e-02 Score 86.121 Data time: 0.2355, Forward time: 2.2767, Backward time: 3.1241, DDP time: 0.0047, Total iter time: 8.0860 [2020-11-05 20:38:44,739][root][INFO] - ===> Epoch[158](4101/26): Loss 0.6856, Sem 0.5770, dir -0.3328, norm 0.4414, swav 0.0000 LR: 6.219e-02 Score 83.277 Data time: 0.2919, Forward time: 2.2769, Backward time: 3.1239, DDP time: 0.0047, Total iter time: 5.8293 [2020-11-05 20:38:50,624][root][INFO] - ===> Epoch[158](4102/26): Loss 0.6371, Sem 0.5038, dir -0.3435, norm 0.4768, swav 0.0000 LR: 6.218e-02 Score 83.839 Data time: 0.2209, Forward time: 2.2770, Backward time: 3.1239, DDP time: 0.0047, Total iter time: 5.7453 [2020-11-05 20:38:56,794][root][INFO] - ===> Epoch[158](4103/26): Loss 0.5456, Sem 0.4572, dir -0.3090, norm 0.3974, swav 0.0000 LR: 6.217e-02 Score 85.633 Data time: 0.2255, Forward time: 2.2770, Backward time: 3.1240, DDP time: 0.0047, Total iter time: 6.0422 [2020-11-05 20:39:02,199][root][INFO] - ===> Epoch[158](4104/26): Loss 0.4749, Sem 0.4042, dir -0.3390, norm 0.4096, swav 0.0000 LR: 6.216e-02 Score 87.586 Data time: 0.2297, Forward time: 2.2770, Backward time: 3.1238, DDP time: 0.0047, Total iter time: 5.3055 [2020-11-05 20:39:07,320][root][INFO] - ===> Epoch[158](4105/26): Loss 0.5136, Sem 0.4223, dir -0.3419, norm 0.4332, swav 0.0000 LR: 6.215e-02 Score 86.363 Data time: 0.1982, Forward time: 2.2770, Backward time: 3.1237, DDP time: 0.0047, Total iter time: 4.9827 [2020-11-05 20:39:13,191][root][INFO] - ===> Epoch[158](4106/26): Loss 0.5830, Sem 0.4530, dir -0.3452, norm 0.4751, swav 0.0000 LR: 6.214e-02 Score 88.097 Data time: 0.1977, Forward time: 2.2769, Backward time: 3.1238, DDP time: 0.0047, Total iter time: 5.7610 [2020-11-05 20:39:18,429][root][INFO] - ===> Epoch[158](4107/26): Loss 0.5974, Sem 0.5387, dir -0.3725, norm 0.4312, swav 0.0000 LR: 6.213e-02 Score 84.064 Data time: 0.1542, Forward time: 2.2768, Backward time: 3.1238, DDP time: 0.0047, Total iter time: 5.1443 [2020-11-05 20:39:25,084][root][INFO] - ===> Epoch[158](4108/26): Loss 0.4928, Sem 0.3889, dir -0.3356, norm 0.4396, swav 0.0000 LR: 6.212e-02 Score 88.017 Data time: 0.2488, Forward time: 2.2769, Backward time: 3.1239, DDP time: 0.0047, Total iter time: 6.6012 [2020-11-05 20:39:30,560][root][INFO] - ===> Epoch[159](4109/26): Loss 0.5869, Sem 0.4415, dir -0.3111, norm 0.4564, swav 0.0000 LR: 6.212e-02 Score 85.098 Data time: 0.2435, Forward time: 2.2770, Backward time: 3.1237, DDP time: 0.0047, Total iter time: 5.3262 [2020-11-05 20:39:35,911][root][INFO] - ===> Epoch[159](4110/26): Loss 0.4246, Sem 0.3713, dir -0.3647, norm 0.4180, swav 0.0000 LR: 6.211e-02 Score 90.165 Data time: 0.2385, Forward time: 2.2770, Backward time: 3.1236, DDP time: 0.0047, Total iter time: 5.2219 [2020-11-05 20:39:41,547][root][INFO] - ===> Epoch[159](4111/26): Loss 0.5016, Sem 0.4193, dir -0.3434, norm 0.4258, swav 0.0000 LR: 6.210e-02 Score 85.566 Data time: 0.1424, Forward time: 2.2768, Backward time: 3.1237, DDP time: 0.0047, Total iter time: 5.5025 [2020-11-05 20:39:47,178][root][INFO] - ===> Epoch[159](4112/26): Loss 0.5657, Sem 0.4286, dir -0.3088, norm 0.4459, swav 0.0000 LR: 6.209e-02 Score 86.799 Data time: 0.2174, Forward time: 2.2768, Backward time: 3.1237, DDP time: 0.0047, Total iter time: 5.5529 [2020-11-05 20:39:51,959][root][INFO] - ===> Epoch[159](4113/26): Loss 0.5550, Sem 0.4361, dir -0.3450, norm 0.4639, swav 0.0000 LR: 6.208e-02 Score 86.578 Data time: 0.2266, Forward time: 2.2768, Backward time: 3.1235, DDP time: 0.0047, Total iter time: 4.6582 [2020-11-05 20:39:57,919][root][INFO] - ===> Epoch[159](4114/26): Loss 0.6523, Sem 0.5030, dir -0.3417, norm 0.4911, swav 0.0000 LR: 6.207e-02 Score 84.272 Data time: 0.1831, Forward time: 2.2767, Backward time: 3.1236, DDP time: 0.0047, Total iter time: 5.8627 [2020-11-05 20:40:03,871][root][INFO] - ===> Epoch[159](4115/26): Loss 0.7381, Sem 0.5199, dir -0.2981, norm 0.5163, swav 0.0000 LR: 6.206e-02 Score 86.204 Data time: 0.2229, Forward time: 2.2768, Backward time: 3.1236, DDP time: 0.0047, Total iter time: 5.8523 [2020-11-05 20:40:08,684][root][INFO] - ===> Epoch[159](4116/26): Loss 0.4870, Sem 0.4351, dir -0.4028, norm 0.4547, swav 0.0000 LR: 6.205e-02 Score 86.421 Data time: 0.2025, Forward time: 2.2767, Backward time: 3.1234, DDP time: 0.0047, Total iter time: 4.6896 [2020-11-05 20:40:14,286][root][INFO] - ===> Epoch[159](4117/26): Loss 0.4163, Sem 0.3686, dir -0.3829, norm 0.4305, swav 0.0000 LR: 6.204e-02 Score 88.995 Data time: 0.1489, Forward time: 2.2766, Backward time: 3.1235, DDP time: 0.0047, Total iter time: 5.4921 [2020-11-05 20:40:20,321][root][INFO] - ===> Epoch[159](4118/26): Loss 0.5069, Sem 0.3842, dir -0.3709, norm 0.4936, swav 0.0000 LR: 6.203e-02 Score 87.707 Data time: 0.2369, Forward time: 2.2766, Backward time: 3.1236, DDP time: 0.0047, Total iter time: 5.9461 [2020-11-05 20:40:24,908][root][INFO] - ===> Epoch[159](4119/26): Loss 0.5446, Sem 0.4352, dir -0.3237, norm 0.4331, swav 0.0000 LR: 6.202e-02 Score 86.614 Data time: 0.2066, Forward time: 2.2766, Backward time: 3.1233, DDP time: 0.0047, Total iter time: 4.4738 [2020-11-05 20:40:31,675][root][INFO] - ===> Epoch[159](4120/26): Loss 0.5392, Sem 0.4477, dir -0.3594, norm 0.4508, swav 0.0000 LR: 6.201e-02 Score 85.058 Data time: 0.2323, Forward time: 2.2766, Backward time: 3.1235, DDP time: 0.0047, Total iter time: 6.6450 [2020-11-05 20:40:37,647][root][INFO] - ===> Epoch[159](4121/26): Loss 0.4033, Sem 0.3316, dir -0.3845, norm 0.4562, swav 0.0000 LR: 6.200e-02 Score 89.478 Data time: 0.2526, Forward time: 2.2767, Backward time: 3.1234, DDP time: 0.0047, Total iter time: 5.8229 [2020-11-05 20:40:43,090][root][INFO] - ===> Epoch[159](4122/26): Loss 0.4940, Sem 0.4121, dir -0.3652, norm 0.4471, swav 0.0000 LR: 6.199e-02 Score 86.861 Data time: 0.2489, Forward time: 2.2768, Backward time: 3.1232, DDP time: 0.0047, Total iter time: 5.3063 [2020-11-05 20:40:48,977][root][INFO] - ===> Epoch[159](4123/26): Loss 0.5902, Sem 0.4260, dir -0.2863, norm 0.4505, swav 0.0000 LR: 6.198e-02 Score 87.922 Data time: 0.2514, Forward time: 2.2770, Backward time: 3.1231, DDP time: 0.0047, Total iter time: 5.7708 [2020-11-05 20:40:56,186][root][INFO] - ===> Epoch[159](4124/26): Loss 0.6561, Sem 0.5286, dir -0.3647, norm 0.4923, swav 0.0000 LR: 6.197e-02 Score 83.541 Data time: 0.1621, Forward time: 2.2768, Backward time: 3.1236, DDP time: 0.0047, Total iter time: 7.0446 [2020-11-05 20:41:02,127][root][INFO] - ===> Epoch[159](4125/26): Loss 0.6282, Sem 0.4958, dir -0.3472, norm 0.4796, swav 0.0000 LR: 6.196e-02 Score 84.464 Data time: 0.2538, Forward time: 2.2769, Backward time: 3.1235, DDP time: 0.0047, Total iter time: 5.8587 [2020-11-05 20:41:07,673][root][INFO] - ===> Epoch[159](4126/26): Loss 0.5019, Sem 0.4172, dir -0.3298, norm 0.4145, swav 0.0000 LR: 6.195e-02 Score 87.416 Data time: 0.2569, Forward time: 2.2770, Backward time: 3.1233, DDP time: 0.0047, Total iter time: 5.4378 [2020-11-05 20:41:13,252][root][INFO] - ===> Epoch[159](4127/26): Loss 0.3900, Sem 0.3594, dir -0.3916, norm 0.4223, swav 0.0000 LR: 6.194e-02 Score 88.356 Data time: 0.2615, Forward time: 2.2771, Backward time: 3.1232, DDP time: 0.0047, Total iter time: 5.4791 [2020-11-05 20:41:18,924][root][INFO] - ===> Epoch[159](4128/26): Loss 0.4843, Sem 0.4037, dir -0.3000, norm 0.3807, swav 0.0000 LR: 6.193e-02 Score 86.417 Data time: 0.2302, Forward time: 2.2772, Backward time: 3.1231, DDP time: 0.0047, Total iter time: 5.5437 [2020-11-05 20:41:25,401][root][INFO] - ===> Epoch[159](4129/26): Loss 0.4413, Sem 0.3511, dir -0.3851, norm 0.4753, swav 0.0000 LR: 6.193e-02 Score 89.015 Data time: 0.2451, Forward time: 2.2773, Backward time: 3.1231, DDP time: 0.0047, Total iter time: 6.3721 [2020-11-05 20:41:31,569][root][INFO] - ===> Epoch[159](4130/26): Loss 0.5105, Sem 0.4331, dir -0.3375, norm 0.4150, swav 0.0000 LR: 6.192e-02 Score 85.835 Data time: 0.1449, Forward time: 2.2771, Backward time: 3.1234, DDP time: 0.0047, Total iter time: 6.0386 [2020-11-05 20:41:36,902][root][INFO] - ===> Epoch[159](4131/26): Loss 0.5146, Sem 0.4335, dir -0.3234, norm 0.4045, swav 0.0000 LR: 6.191e-02 Score 86.159 Data time: 0.2027, Forward time: 2.2771, Backward time: 3.1233, DDP time: 0.0047, Total iter time: 5.2611 [2020-11-05 20:41:42,456][root][INFO] - ===> Epoch[159](4132/26): Loss 0.4662, Sem 0.3848, dir -0.3769, norm 0.4583, swav 0.0000 LR: 6.190e-02 Score 88.563 Data time: 0.2164, Forward time: 2.2771, Backward time: 3.1232, DDP time: 0.0047, Total iter time: 5.4375 [2020-11-05 20:41:47,552][root][INFO] - ===> Epoch[159](4133/26): Loss 0.4410, Sem 0.3679, dir -0.3818, norm 0.4548, swav 0.0000 LR: 6.189e-02 Score 89.245 Data time: 0.2460, Forward time: 2.2772, Backward time: 3.1230, DDP time: 0.0047, Total iter time: 4.9676 [2020-11-05 20:41:53,188][root][INFO] - ===> Epoch[159](4134/26): Loss 0.4060, Sem 0.3430, dir -0.3259, norm 0.3889, swav 0.0000 LR: 6.188e-02 Score 88.693 Data time: 0.2268, Forward time: 2.2772, Backward time: 3.1229, DDP time: 0.0047, Total iter time: 5.5173 [2020-11-05 20:41:59,268][root][INFO] - ===> Epoch[160](4135/26): Loss 0.4651, Sem 0.3640, dir -0.3566, norm 0.4577, swav 0.0000 LR: 6.187e-02 Score 89.598 Data time: 0.2881, Forward time: 2.2774, Backward time: 3.1228, DDP time: 0.0047, Total iter time: 5.9768 [2020-11-05 20:42:05,400][root][INFO] - ===> Epoch[160](4136/26): Loss 0.6811, Sem 0.5064, dir -0.3433, norm 0.5180, swav 0.0000 LR: 6.186e-02 Score 84.335 Data time: 0.2089, Forward time: 2.2774, Backward time: 3.1228, DDP time: 0.0047, Total iter time: 6.0080 [2020-11-05 20:42:10,678][root][INFO] - ===> Epoch[160](4137/26): Loss 0.4406, Sem 0.3534, dir -0.3515, norm 0.4387, swav 0.0000 LR: 6.185e-02 Score 87.630 Data time: 0.1637, Forward time: 2.2772, Backward time: 3.1229, DDP time: 0.0047, Total iter time: 5.1655 [2020-11-05 20:42:17,088][root][INFO] - ===> Epoch[160](4138/26): Loss 0.5938, Sem 0.4376, dir -0.3196, norm 0.4759, swav 0.0000 LR: 6.184e-02 Score 85.711 Data time: 0.3334, Forward time: 2.2774, Backward time: 3.1228, DDP time: 0.0047, Total iter time: 6.3260 [2020-11-05 20:42:22,487][root][INFO] - ===> Epoch[160](4139/26): Loss 0.4148, Sem 0.3516, dir -0.3526, norm 0.4157, swav 0.0000 LR: 6.183e-02 Score 89.642 Data time: 0.2101, Forward time: 2.2775, Backward time: 3.1227, DDP time: 0.0047, Total iter time: 5.2628 [2020-11-05 20:42:29,096][root][INFO] - ===> Epoch[160](4140/26): Loss 0.5003, Sem 0.4230, dir -0.3196, norm 0.3970, swav 0.0000 LR: 6.182e-02 Score 87.292 Data time: 0.1987, Forward time: 2.2773, Backward time: 3.1230, DDP time: 0.0047, Total iter time: 6.4954 [2020-11-05 20:42:35,033][root][INFO] - ===> Epoch[160](4141/26): Loss 0.4952, Sem 0.4275, dir -0.3573, norm 0.4250, swav 0.0000 LR: 6.181e-02 Score 85.767 Data time: 0.1957, Forward time: 2.2773, Backward time: 3.1231, DDP time: 0.0047, Total iter time: 5.8506 [2020-11-05 20:42:40,992][root][INFO] - ===> Epoch[160](4142/26): Loss 0.5118, Sem 0.4206, dir -0.3602, norm 0.4514, swav 0.0000 LR: 6.180e-02 Score 88.028 Data time: 0.1727, Forward time: 2.2772, Backward time: 3.1232, DDP time: 0.0047, Total iter time: 5.8305 [2020-11-05 20:42:46,650][root][INFO] - ===> Epoch[160](4143/26): Loss 0.5991, Sem 0.4212, dir -0.3070, norm 0.4849, swav 0.0000 LR: 6.179e-02 Score 88.006 Data time: 0.2038, Forward time: 2.2772, Backward time: 3.1232, DDP time: 0.0047, Total iter time: 5.5635 [2020-11-05 20:42:53,340][root][INFO] - ===> Epoch[160](4144/26): Loss 0.5868, Sem 0.4724, dir -0.3250, norm 0.4394, swav 0.0000 LR: 6.178e-02 Score 84.166 Data time: 0.1794, Forward time: 2.2771, Backward time: 3.1235, DDP time: 0.0047, Total iter time: 6.5714 [2020-11-05 20:43:00,072][root][INFO] - ===> Epoch[160](4145/26): Loss 0.5187, Sem 0.4040, dir -0.3701, norm 0.4848, swav 0.0000 LR: 6.177e-02 Score 86.640 Data time: 0.1622, Forward time: 2.2770, Backward time: 3.1239, DDP time: 0.0047, Total iter time: 6.6258 [2020-11-05 20:43:06,122][root][INFO] - ===> Epoch[160](4146/26): Loss 0.5374, Sem 0.4533, dir -0.3449, norm 0.4289, swav 0.0000 LR: 6.176e-02 Score 87.364 Data time: 0.2825, Forward time: 2.2771, Backward time: 3.1238, DDP time: 0.0047, Total iter time: 5.9576 [2020-11-05 20:43:12,061][root][INFO] - ===> Epoch[160](4147/26): Loss 0.6207, Sem 0.5265, dir -0.3220, norm 0.4162, swav 0.0000 LR: 6.175e-02 Score 84.710 Data time: 0.1998, Forward time: 2.2771, Backward time: 3.1238, DDP time: 0.0047, Total iter time: 5.7992 [2020-11-05 20:43:16,863][root][INFO] - ===> Epoch[160](4148/26): Loss 0.4643, Sem 0.4002, dir -0.3902, norm 0.4543, swav 0.0000 LR: 6.174e-02 Score 88.619 Data time: 0.2286, Forward time: 2.2771, Backward time: 3.1236, DDP time: 0.0047, Total iter time: 4.6807 [2020-11-05 20:43:22,118][root][INFO] - ===> Epoch[160](4149/26): Loss 0.4465, Sem 0.3935, dir -0.3728, norm 0.4258, swav 0.0000 LR: 6.174e-02 Score 87.814 Data time: 0.2500, Forward time: 2.2772, Backward time: 3.1233, DDP time: 0.0047, Total iter time: 5.1401 [2020-11-05 20:43:27,688][root][INFO] - ===> Epoch[160](4150/26): Loss 0.5469, Sem 0.4273, dir -0.3072, norm 0.4268, swav 0.0000 LR: 6.173e-02 Score 86.688 Data time: 0.2191, Forward time: 2.2772, Backward time: 3.1233, DDP time: 0.0047, Total iter time: 5.4556 [2020-11-05 20:43:32,936][root][INFO] - ===> Epoch[160](4151/26): Loss 0.4524, Sem 0.4061, dir -0.3485, norm 0.3947, swav 0.0000 LR: 6.172e-02 Score 87.761 Data time: 0.1502, Forward time: 2.2771, Backward time: 3.1233, DDP time: 0.0047, Total iter time: 5.1095 [2020-11-05 20:43:38,737][root][INFO] - ===> Epoch[160](4152/26): Loss 0.4336, Sem 0.3505, dir -0.3425, norm 0.4256, swav 0.0000 LR: 6.171e-02 Score 89.258 Data time: 0.2343, Forward time: 2.2771, Backward time: 3.1233, DDP time: 0.0047, Total iter time: 5.6970 [2020-11-05 20:43:45,403][root][INFO] - ===> Epoch[160](4153/26): Loss 0.5412, Sem 0.4168, dir -0.3571, norm 0.4815, swav 0.0000 LR: 6.170e-02 Score 86.660 Data time: 0.2096, Forward time: 2.2771, Backward time: 3.1235, DDP time: 0.0047, Total iter time: 6.5458 [2020-11-05 20:43:50,444][root][INFO] - ===> Epoch[160](4154/26): Loss 0.5202, Sem 0.3923, dir -0.3313, norm 0.4592, swav 0.0000 LR: 6.169e-02 Score 87.337 Data time: 0.2397, Forward time: 2.2772, Backward time: 3.1232, DDP time: 0.0047, Total iter time: 4.9299 [2020-11-05 20:43:55,466][root][INFO] - ===> Epoch[160](4155/26): Loss 0.5372, Sem 0.3758, dir -0.3266, norm 0.4880, swav 0.0000 LR: 6.168e-02 Score 87.179 Data time: 0.2645, Forward time: 2.2772, Backward time: 3.1230, DDP time: 0.0047, Total iter time: 4.9025 [2020-11-05 20:44:01,886][root][INFO] - ===> Epoch[160](4156/26): Loss 0.4693, Sem 0.3934, dir -0.3609, norm 0.4368, swav 0.0000 LR: 6.167e-02 Score 87.946 Data time: 0.3351, Forward time: 2.2774, Backward time: 3.1229, DDP time: 0.0047, Total iter time: 6.3010 [2020-11-05 20:44:07,387][root][INFO] - ===> Epoch[160](4157/26): Loss 0.5766, Sem 0.4361, dir -0.2998, norm 0.4403, swav 0.0000 LR: 6.166e-02 Score 87.817 Data time: 0.2615, Forward time: 2.2776, Backward time: 3.1227, DDP time: 0.0047, Total iter time: 5.3680 [2020-11-05 20:44:13,730][root][INFO] - ===> Epoch[160](4158/26): Loss 0.4940, Sem 0.3705, dir -0.3065, norm 0.4300, swav 0.0000 LR: 6.165e-02 Score 88.827 Data time: 0.2411, Forward time: 2.2777, Backward time: 3.1227, DDP time: 0.0047, Total iter time: 6.2310 [2020-11-05 20:44:21,487][root][INFO] - ===> Epoch[160](4159/26): Loss 0.5762, Sem 0.4354, dir -0.3027, norm 0.4434, swav 0.0000 LR: 6.164e-02 Score 86.763 Data time: 0.2290, Forward time: 2.2777, Backward time: 3.1231, DDP time: 0.0047, Total iter time: 7.6330 [2020-11-05 20:44:26,457][root][INFO] - ===> Epoch[160](4160/26): Loss 0.5302, Sem 0.4048, dir -0.3099, norm 0.4354, swav 0.0000 LR: 6.163e-02 Score 88.597 Data time: 0.1870, Forward time: 2.2777, Backward time: 3.1230, DDP time: 0.0047, Total iter time: 4.8842 [2020-11-05 20:44:31,471][root][INFO] - ===> Epoch[161](4161/26): Loss 0.4748, Sem 0.3517, dir -0.3129, norm 0.4361, swav 0.0000 LR: 6.162e-02 Score 89.637 Data time: 0.1809, Forward time: 2.2775, Backward time: 3.1229, DDP time: 0.0047, Total iter time: 4.8982 [2020-11-05 20:44:37,213][root][INFO] - ===> Epoch[161](4162/26): Loss 0.4501, Sem 0.3618, dir -0.3541, norm 0.4424, swav 0.0000 LR: 6.161e-02 Score 87.416 Data time: 0.2479, Forward time: 2.2776, Backward time: 3.1228, DDP time: 0.0047, Total iter time: 5.6490 [2020-11-05 20:44:42,598][root][INFO] - ===> Epoch[161](4163/26): Loss 0.4990, Sem 0.3887, dir -0.3461, norm 0.4564, swav 0.0000 LR: 6.160e-02 Score 86.789 Data time: 0.2443, Forward time: 2.2777, Backward time: 3.1226, DDP time: 0.0047, Total iter time: 5.2601 [2020-11-05 20:44:48,671][root][INFO] - ===> Epoch[161](4164/26): Loss 0.5642, Sem 0.4709, dir -0.3667, norm 0.4601, swav 0.0000 LR: 6.159e-02 Score 84.863 Data time: 0.1792, Forward time: 2.2776, Backward time: 3.1228, DDP time: 0.0047, Total iter time: 5.9232 [2020-11-05 20:44:55,579][root][INFO] - ===> Epoch[161](4165/26): Loss 0.4588, Sem 0.3758, dir -0.3825, norm 0.4655, swav 0.0000 LR: 6.158e-02 Score 87.809 Data time: 0.2284, Forward time: 2.2777, Backward time: 3.1229, DDP time: 0.0047, Total iter time: 6.7979 [2020-11-05 20:45:01,124][root][INFO] - ===> Epoch[161](4166/26): Loss 0.5288, Sem 0.4060, dir -0.3484, norm 0.4712, swav 0.0000 LR: 6.157e-02 Score 87.907 Data time: 0.1783, Forward time: 2.2776, Backward time: 3.1230, DDP time: 0.0047, Total iter time: 5.4158 [2020-11-05 20:45:07,285][root][INFO] - ===> Epoch[161](4167/26): Loss 0.6902, Sem 0.5556, dir -0.3330, norm 0.4677, swav 0.0000 LR: 6.156e-02 Score 84.284 Data time: 0.2330, Forward time: 2.2777, Backward time: 3.1230, DDP time: 0.0047, Total iter time: 6.0388 [2020-11-05 20:45:11,856][root][INFO] - ===> Epoch[161](4168/26): Loss 0.5006, Sem 0.4185, dir -0.3583, norm 0.4404, swav 0.0000 LR: 6.156e-02 Score 86.656 Data time: 0.1952, Forward time: 2.2776, Backward time: 3.1228, DDP time: 0.0047, Total iter time: 4.4335 [2020-11-05 20:45:17,160][root][INFO] - ===> Epoch[161](4169/26): Loss 0.5698, Sem 0.4480, dir -0.3360, norm 0.4579, swav 0.0000 LR: 6.155e-02 Score 87.253 Data time: 0.2165, Forward time: 2.2775, Backward time: 3.1228, DDP time: 0.0047, Total iter time: 5.1884 [2020-11-05 20:45:23,513][root][INFO] - ===> Epoch[161](4170/26): Loss 0.4324, Sem 0.3899, dir -0.3626, norm 0.4050, swav 0.0000 LR: 6.154e-02 Score 86.373 Data time: 0.2411, Forward time: 2.2775, Backward time: 3.1229, DDP time: 0.0047, Total iter time: 6.2523 [2020-11-05 20:45:29,704][root][INFO] - ===> Epoch[161](4171/26): Loss 0.5441, Sem 0.4215, dir -0.3198, norm 0.4424, swav 0.0000 LR: 6.153e-02 Score 87.124 Data time: 0.2965, Forward time: 2.2777, Backward time: 3.1227, DDP time: 0.0047, Total iter time: 6.0663 [2020-11-05 20:45:35,104][root][INFO] - ===> Epoch[161](4172/26): Loss 0.3998, Sem 0.3829, dir -0.3866, norm 0.4035, swav 0.0000 LR: 6.152e-02 Score 88.805 Data time: 0.2141, Forward time: 2.2777, Backward time: 3.1227, DDP time: 0.0047, Total iter time: 5.2384 [2020-11-05 20:45:40,935][root][INFO] - ===> Epoch[161](4173/26): Loss 0.3927, Sem 0.3583, dir -0.3370, norm 0.3713, swav 0.0000 LR: 6.151e-02 Score 88.187 Data time: 0.2160, Forward time: 2.2776, Backward time: 3.1228, DDP time: 0.0047, Total iter time: 5.7250 [2020-11-05 20:45:46,472][root][INFO] - ===> Epoch[161](4174/26): Loss 0.4045, Sem 0.3856, dir -0.3926, norm 0.4114, swav 0.0000 LR: 6.150e-02 Score 88.012 Data time: 0.1897, Forward time: 2.2775, Backward time: 3.1228, DDP time: 0.0047, Total iter time: 5.4380 [2020-11-05 20:45:52,269][root][INFO] - ===> Epoch[161](4175/26): Loss 0.5992, Sem 0.4876, dir -0.3161, norm 0.4277, swav 0.0000 LR: 6.149e-02 Score 84.574 Data time: 0.1857, Forward time: 2.2774, Backward time: 3.1229, DDP time: 0.0047, Total iter time: 5.6913 [2020-11-05 20:45:56,492][root][INFO] - ===> Epoch[161](4176/26): Loss 0.4677, Sem 0.4064, dir -0.3663, norm 0.4275, swav 0.0000 LR: 6.148e-02 Score 87.196 Data time: 0.1623, Forward time: 2.2773, Backward time: 3.1227, DDP time: 0.0047, Total iter time: 4.1002 [2020-11-05 20:46:03,321][root][INFO] - ===> Epoch[161](4177/26): Loss 0.5370, Sem 0.3997, dir -0.3479, norm 0.4852, swav 0.0000 LR: 6.147e-02 Score 87.910 Data time: 0.1943, Forward time: 2.2772, Backward time: 3.1230, DDP time: 0.0047, Total iter time: 6.7464 [2020-11-05 20:46:10,188][root][INFO] - ===> Epoch[161](4178/26): Loss 0.6477, Sem 0.4699, dir -0.2994, norm 0.4772, swav 0.0000 LR: 6.146e-02 Score 85.310 Data time: 0.1449, Forward time: 2.2771, Backward time: 3.1233, DDP time: 0.0047, Total iter time: 6.7603 [2020-11-05 20:46:15,483][root][INFO] - ===> Epoch[161](4179/26): Loss 0.4465, Sem 0.4007, dir -0.4047, norm 0.4506, swav 0.0000 LR: 6.145e-02 Score 87.467 Data time: 0.1405, Forward time: 2.2769, Backward time: 3.1234, DDP time: 0.0047, Total iter time: 5.2025 [2020-11-05 20:46:20,677][root][INFO] - ===> Epoch[161](4180/26): Loss 0.6837, Sem 0.4960, dir -0.2602, norm 0.4479, swav 0.0000 LR: 6.144e-02 Score 85.628 Data time: 0.2673, Forward time: 2.2769, Backward time: 3.1233, DDP time: 0.0047, Total iter time: 5.1206 [2020-11-05 20:46:25,123][root][INFO] - ===> Epoch[161](4181/26): Loss 0.4758, Sem 0.3650, dir -0.3479, norm 0.4587, swav 0.0000 LR: 6.143e-02 Score 88.962 Data time: 0.2135, Forward time: 2.2769, Backward time: 3.1230, DDP time: 0.0047, Total iter time: 4.3315 [2020-11-05 20:46:31,296][root][INFO] - ===> Epoch[161](4182/26): Loss 0.4723, Sem 0.4007, dir -0.3429, norm 0.4145, swav 0.0000 LR: 6.142e-02 Score 88.400 Data time: 0.1974, Forward time: 2.2768, Backward time: 3.1231, DDP time: 0.0047, Total iter time: 6.0668 [2020-11-05 20:46:36,749][root][INFO] - ===> Epoch[161](4183/26): Loss 0.5253, Sem 0.4357, dir -0.3219, norm 0.4114, swav 0.0000 LR: 6.141e-02 Score 85.821 Data time: 0.2268, Forward time: 2.2769, Backward time: 3.1230, DDP time: 0.0047, Total iter time: 5.3437 [2020-11-05 20:46:43,437][root][INFO] - ===> Epoch[161](4184/26): Loss 0.5851, Sem 0.4551, dir -0.3138, norm 0.4438, swav 0.0000 LR: 6.140e-02 Score 87.235 Data time: 0.1729, Forward time: 2.2768, Backward time: 3.1233, DDP time: 0.0047, Total iter time: 6.5554 [2020-11-05 20:46:48,708][root][INFO] - ===> Epoch[161](4185/26): Loss 0.4713, Sem 0.4003, dir -0.3698, norm 0.4408, swav 0.0000 LR: 6.139e-02 Score 86.851 Data time: 0.1765, Forward time: 2.2768, Backward time: 3.1232, DDP time: 0.0047, Total iter time: 5.1761 [2020-11-05 20:46:54,200][root][INFO] - ===> Epoch[161](4186/26): Loss 0.5650, Sem 0.4626, dir -0.3242, norm 0.4266, swav 0.0000 LR: 6.138e-02 Score 86.182 Data time: 0.1977, Forward time: 2.2767, Backward time: 3.1232, DDP time: 0.0047, Total iter time: 5.3941 [2020-11-05 20:46:59,596][root][INFO] - ===> Epoch[162](4187/26): Loss 0.5122, Sem 0.4114, dir -0.3781, norm 0.4789, swav 0.0000 LR: 6.137e-02 Score 86.494 Data time: 0.1580, Forward time: 2.2766, Backward time: 3.1232, DDP time: 0.0047, Total iter time: 5.2664 [2020-11-05 20:47:06,171][root][INFO] - ===> Epoch[162](4188/26): Loss 0.4205, Sem 0.3602, dir -0.3224, norm 0.3827, swav 0.0000 LR: 6.137e-02 Score 87.923 Data time: 0.1883, Forward time: 2.2765, Backward time: 3.1235, DDP time: 0.0047, Total iter time: 6.4649 [2020-11-05 20:47:12,153][root][INFO] - ===> Epoch[162](4189/26): Loss 0.5292, Sem 0.3743, dir -0.2886, norm 0.4435, swav 0.0000 LR: 6.136e-02 Score 88.086 Data time: 0.2201, Forward time: 2.2765, Backward time: 3.1235, DDP time: 0.0047, Total iter time: 5.9054 [2020-11-05 20:47:18,757][root][INFO] - ===> Epoch[162](4190/26): Loss 0.4805, Sem 0.3405, dir -0.2950, norm 0.4350, swav 0.0000 LR: 6.135e-02 Score 89.309 Data time: 0.2146, Forward time: 2.2765, Backward time: 3.1237, DDP time: 0.0047, Total iter time: 6.4625 [2020-11-05 20:47:24,659][root][INFO] - ===> Epoch[162](4191/26): Loss 0.6019, Sem 0.4336, dir -0.3019, norm 0.4701, swav 0.0000 LR: 6.134e-02 Score 86.278 Data time: 0.2384, Forward time: 2.2766, Backward time: 3.1236, DDP time: 0.0047, Total iter time: 5.7710 [2020-11-05 20:47:30,025][root][INFO] - ===> Epoch[162](4192/26): Loss 0.3652, Sem 0.3427, dir -0.4038, norm 0.4263, swav 0.0000 LR: 6.133e-02 Score 87.937 Data time: 0.2394, Forward time: 2.2767, Backward time: 3.1235, DDP time: 0.0047, Total iter time: 5.2378 [2020-11-05 20:47:35,476][root][INFO] - ===> Epoch[162](4193/26): Loss 0.4123, Sem 0.4159, dir -0.4045, norm 0.4009, swav 0.0000 LR: 6.132e-02 Score 86.218 Data time: 0.2807, Forward time: 2.2768, Backward time: 3.1233, DDP time: 0.0047, Total iter time: 5.3273 [2020-11-05 20:47:41,195][root][INFO] - ===> Epoch[162](4194/26): Loss 0.4538, Sem 0.3654, dir -0.3472, norm 0.4355, swav 0.0000 LR: 6.131e-02 Score 89.018 Data time: 0.2869, Forward time: 2.2770, Backward time: 3.1231, DDP time: 0.0047, Total iter time: 5.5894 [2020-11-05 20:47:47,198][root][INFO] - ===> Epoch[162](4195/26): Loss 0.5422, Sem 0.4130, dir -0.3063, norm 0.4354, swav 0.0000 LR: 6.130e-02 Score 88.077 Data time: 0.2854, Forward time: 2.2771, Backward time: 3.1229, DDP time: 0.0047, Total iter time: 5.8938 [2020-11-05 20:47:53,025][root][INFO] - ===> Epoch[162](4196/26): Loss 0.5838, Sem 0.4400, dir -0.3293, norm 0.4731, swav 0.0000 LR: 6.129e-02 Score 85.341 Data time: 0.1968, Forward time: 2.2771, Backward time: 3.1230, DDP time: 0.0047, Total iter time: 5.6895 [2020-11-05 20:47:59,016][root][INFO] - ===> Epoch[162](4197/26): Loss 0.5129, Sem 0.4106, dir -0.3700, norm 0.4723, swav 0.0000 LR: 6.128e-02 Score 87.573 Data time: 0.2986, Forward time: 2.2773, Backward time: 3.1228, DDP time: 0.0047, Total iter time: 5.8592 [2020-11-05 20:48:06,156][root][INFO] - ===> Epoch[162](4198/26): Loss 0.5345, Sem 0.4136, dir -0.3453, norm 0.4662, swav 0.0000 LR: 6.127e-02 Score 86.868 Data time: 0.3289, Forward time: 2.2775, Backward time: 3.1229, DDP time: 0.0047, Total iter time: 7.0161 [2020-11-05 20:48:11,392][root][INFO] - ===> Epoch[162](4199/26): Loss 0.5457, Sem 0.4106, dir -0.3203, norm 0.4555, swav 0.0000 LR: 6.126e-02 Score 87.074 Data time: 0.1696, Forward time: 2.2774, Backward time: 3.1229, DDP time: 0.0047, Total iter time: 5.1062 [2020-11-05 20:48:16,762][root][INFO] - ===> Epoch[162](4200/26): Loss 0.4675, Sem 0.4022, dir -0.3543, norm 0.4197, swav 0.0000 LR: 6.125e-02 Score 87.795 Data time: 0.2096, Forward time: 2.2773, Backward time: 3.1228, DDP time: 0.0047, Total iter time: 5.2783 [2020-11-05 20:48:22,890][root][INFO] - ===> Epoch[162](4201/26): Loss 0.5574, Sem 0.4122, dir -0.3737, norm 0.5189, swav 0.0000 LR: 6.124e-02 Score 85.347 Data time: 0.2351, Forward time: 2.2773, Backward time: 3.1229, DDP time: 0.0047, Total iter time: 6.0299 [2020-11-05 20:48:29,055][root][INFO] - ===> Epoch[162](4202/26): Loss 0.4648, Sem 0.4081, dir -0.3433, norm 0.3999, swav 0.0000 LR: 6.123e-02 Score 88.517 Data time: 0.2830, Forward time: 2.2776, Backward time: 3.1227, DDP time: 0.0047, Total iter time: 6.0542 [2020-11-05 20:48:34,361][root][INFO] - ===> Epoch[162](4203/26): Loss 0.4600, Sem 0.3710, dir -0.3115, norm 0.4004, swav 0.0000 LR: 6.122e-02 Score 88.847 Data time: 0.1842, Forward time: 2.2775, Backward time: 3.1227, DDP time: 0.0047, Total iter time: 5.1866 [2020-11-05 20:48:40,396][root][INFO] - ===> Epoch[162](4204/26): Loss 0.5524, Sem 0.4001, dir -0.2892, norm 0.4415, swav 0.0000 LR: 6.121e-02 Score 86.723 Data time: 0.2890, Forward time: 2.2775, Backward time: 3.1227, DDP time: 0.0047, Total iter time: 5.9188 [2020-11-05 20:48:46,882][root][INFO] - ===> Epoch[162](4205/26): Loss 0.3900, Sem 0.3309, dir -0.3408, norm 0.3999, swav 0.0000 LR: 6.120e-02 Score 90.221 Data time: 0.3270, Forward time: 2.2778, Backward time: 3.1226, DDP time: 0.0047, Total iter time: 6.3606 [2020-11-05 20:48:52,239][root][INFO] - ===> Epoch[162](4206/26): Loss 0.4457, Sem 0.3603, dir -0.3138, norm 0.3992, swav 0.0000 LR: 6.119e-02 Score 89.280 Data time: 0.2208, Forward time: 2.2779, Backward time: 3.1224, DDP time: 0.0047, Total iter time: 5.2360 [2020-11-05 20:48:58,236][root][INFO] - ===> Epoch[162](4207/26): Loss 0.5318, Sem 0.3904, dir -0.2918, norm 0.4331, swav 0.0000 LR: 6.118e-02 Score 88.094 Data time: 0.1935, Forward time: 2.2778, Backward time: 3.1225, DDP time: 0.0047, Total iter time: 5.8861 [2020-11-05 20:49:04,537][root][INFO] - ===> Epoch[162](4208/26): Loss 0.5688, Sem 0.4823, dir -0.3695, norm 0.4560, swav 0.0000 LR: 6.118e-02 Score 86.027 Data time: 0.1927, Forward time: 2.2778, Backward time: 3.1227, DDP time: 0.0047, Total iter time: 6.1957 [2020-11-05 20:49:10,333][root][INFO] - ===> Epoch[162](4209/26): Loss 0.4240, Sem 0.3703, dir -0.3524, norm 0.4061, swav 0.0000 LR: 6.117e-02 Score 87.987 Data time: 0.2269, Forward time: 2.2778, Backward time: 3.1226, DDP time: 0.0047, Total iter time: 5.6937 [2020-11-05 20:49:16,587][root][INFO] - ===> Epoch[162](4210/26): Loss 0.4901, Sem 0.3966, dir -0.3672, norm 0.4606, swav 0.0000 LR: 6.116e-02 Score 87.293 Data time: 0.1984, Forward time: 2.2778, Backward time: 3.1228, DDP time: 0.0047, Total iter time: 6.1492 [2020-11-05 20:49:22,868][root][INFO] - ===> Epoch[162](4211/26): Loss 0.4481, Sem 0.3550, dir -0.3426, norm 0.4357, swav 0.0000 LR: 6.115e-02 Score 89.001 Data time: 0.2423, Forward time: 2.2778, Backward time: 3.1228, DDP time: 0.0047, Total iter time: 6.1766 [2020-11-05 20:49:27,524][root][INFO] - ===> Epoch[162](4212/26): Loss 0.3793, Sem 0.3530, dir -0.3932, norm 0.4195, swav 0.0000 LR: 6.114e-02 Score 89.575 Data time: 0.2153, Forward time: 2.2778, Backward time: 3.1226, DDP time: 0.0047, Total iter time: 4.5412 [2020-11-05 20:49:33,394][root][INFO] - ===> Epoch[163](4213/26): Loss 0.5224, Sem 0.3910, dir -0.3160, norm 0.4474, swav 0.0000 LR: 6.113e-02 Score 87.001 Data time: 0.2377, Forward time: 2.2778, Backward time: 3.1226, DDP time: 0.0047, Total iter time: 5.7585 [2020-11-05 20:49:38,956][root][INFO] - ===> Epoch[163](4214/26): Loss 0.5045, Sem 0.3757, dir -0.3765, norm 0.5054, swav 0.0000 LR: 6.112e-02 Score 86.935 Data time: 0.2662, Forward time: 2.2780, Backward time: 3.1224, DDP time: 0.0047, Total iter time: 5.4301 [2020-11-05 20:49:43,654][root][INFO] - ===> Epoch[163](4215/26): Loss 0.3600, Sem 0.2979, dir -0.3709, norm 0.4330, swav 0.0000 LR: 6.111e-02 Score 89.327 Data time: 0.2115, Forward time: 2.2780, Backward time: 3.1221, DDP time: 0.0047, Total iter time: 4.5656 [2020-11-05 20:49:49,157][root][INFO] - ===> Epoch[163](4216/26): Loss 0.5126, Sem 0.3851, dir -0.3710, norm 0.4985, swav 0.0000 LR: 6.110e-02 Score 88.234 Data time: 0.2129, Forward time: 2.2779, Backward time: 3.1221, DDP time: 0.0047, Total iter time: 5.3913 [2020-11-05 20:49:55,212][root][INFO] - ===> Epoch[163](4217/26): Loss 0.5357, Sem 0.3982, dir -0.3224, norm 0.4600, swav 0.0000 LR: 6.109e-02 Score 87.250 Data time: 0.1911, Forward time: 2.2779, Backward time: 3.1222, DDP time: 0.0047, Total iter time: 5.9552 [2020-11-05 20:50:01,645][root][INFO] - ===> Epoch[163](4218/26): Loss 0.5648, Sem 0.4614, dir -0.3555, norm 0.4589, swav 0.0000 LR: 6.108e-02 Score 85.928 Data time: 0.1766, Forward time: 2.2778, Backward time: 3.1224, DDP time: 0.0047, Total iter time: 6.3242 [2020-11-05 20:50:06,299][root][INFO] - ===> Epoch[163](4219/26): Loss 0.5418, Sem 0.4197, dir -0.3363, norm 0.4584, swav 0.0000 LR: 6.107e-02 Score 86.393 Data time: 0.1563, Forward time: 2.2777, Backward time: 3.1222, DDP time: 0.0047, Total iter time: 4.5392 [2020-11-05 20:50:12,142][root][INFO] - ===> Epoch[163](4220/26): Loss 0.5325, Sem 0.4521, dir -0.3674, norm 0.4478, swav 0.0000 LR: 6.106e-02 Score 85.148 Data time: 0.2783, Forward time: 2.2778, Backward time: 3.1221, DDP time: 0.0047, Total iter time: 5.7463 [2020-11-05 20:50:17,465][root][INFO] - ===> Epoch[163](4221/26): Loss 0.5141, Sem 0.4578, dir -0.4200, norm 0.4763, swav 0.0000 LR: 6.105e-02 Score 85.525 Data time: 0.1805, Forward time: 2.2778, Backward time: 3.1220, DDP time: 0.0047, Total iter time: 5.1752 [2020-11-05 20:50:23,270][root][INFO] - ===> Epoch[163](4222/26): Loss 0.4607, Sem 0.4005, dir -0.3399, norm 0.4001, swav 0.0000 LR: 6.104e-02 Score 87.423 Data time: 0.1954, Forward time: 2.2777, Backward time: 3.1221, DDP time: 0.0047, Total iter time: 5.6900 [2020-11-05 20:50:29,509][root][INFO] - ===> Epoch[163](4223/26): Loss 0.5561, Sem 0.3643, dir -0.3396, norm 0.5314, swav 0.0000 LR: 6.103e-02 Score 87.644 Data time: 0.3200, Forward time: 2.2779, Backward time: 3.1220, DDP time: 0.0047, Total iter time: 6.1168 [2020-11-05 20:50:35,050][root][INFO] - ===> Epoch[163](4224/26): Loss 0.4045, Sem 0.3667, dir -0.3494, norm 0.3872, swav 0.0000 LR: 6.102e-02 Score 89.239 Data time: 0.2590, Forward time: 2.2780, Backward time: 3.1219, DDP time: 0.0047, Total iter time: 5.4025 [2020-11-05 20:50:42,007][root][INFO] - ===> Epoch[163](4225/26): Loss 0.5515, Sem 0.4474, dir -0.3544, norm 0.4585, swav 0.0000 LR: 6.101e-02 Score 85.791 Data time: 0.2265, Forward time: 2.2780, Backward time: 3.1221, DDP time: 0.0047, Total iter time: 6.8525 [2020-11-05 20:50:46,999][root][INFO] - ===> Epoch[163](4226/26): Loss 0.5472, Sem 0.4511, dir -0.3595, norm 0.4555, swav 0.0000 LR: 6.100e-02 Score 85.366 Data time: 0.2724, Forward time: 2.2780, Backward time: 3.1219, DDP time: 0.0047, Total iter time: 4.8924 [2020-11-05 20:50:52,085][root][INFO] - ===> Epoch[163](4227/26): Loss 0.4787, Sem 0.4216, dir -0.3699, norm 0.4270, swav 0.0000 LR: 6.099e-02 Score 86.721 Data time: 0.1970, Forward time: 2.2780, Backward time: 3.1218, DDP time: 0.0047, Total iter time: 4.9689 [2020-11-05 20:50:57,300][root][INFO] - ===> Epoch[163](4228/26): Loss 0.5289, Sem 0.4067, dir -0.3575, norm 0.4797, swav 0.0000 LR: 6.098e-02 Score 87.282 Data time: 0.2387, Forward time: 2.2780, Backward time: 3.1216, DDP time: 0.0047, Total iter time: 5.0986 [2020-11-05 20:51:03,247][root][INFO] - ===> Epoch[163](4229/26): Loss 0.3754, Sem 0.3058, dir -0.4108, norm 0.4804, swav 0.0000 LR: 6.098e-02 Score 89.539 Data time: 0.2401, Forward time: 2.2781, Backward time: 3.1215, DDP time: 0.0047, Total iter time: 5.8214 [2020-11-05 20:51:08,901][root][INFO] - ===> Epoch[163](4230/26): Loss 0.5579, Sem 0.4541, dir -0.3586, norm 0.4624, swav 0.0000 LR: 6.097e-02 Score 86.124 Data time: 0.1842, Forward time: 2.2780, Backward time: 3.1216, DDP time: 0.0047, Total iter time: 5.5262 [2020-11-05 20:51:15,311][root][INFO] - ===> Epoch[163](4231/26): Loss 0.5243, Sem 0.3827, dir -0.3534, norm 0.4949, swav 0.0000 LR: 6.096e-02 Score 87.900 Data time: 0.2530, Forward time: 2.2781, Backward time: 3.1216, DDP time: 0.0047, Total iter time: 6.3064 [2020-11-05 20:51:21,781][root][INFO] - ===> Epoch[163](4232/26): Loss 0.5736, Sem 0.4164, dir -0.3504, norm 0.5076, swav 0.0000 LR: 6.095e-02 Score 86.177 Data time: 0.2733, Forward time: 2.2782, Backward time: 3.1216, DDP time: 0.0047, Total iter time: 6.3441 [2020-11-05 20:51:28,010][root][INFO] - ===> Epoch[163](4233/26): Loss 0.4674, Sem 0.3403, dir -0.2946, norm 0.4216, swav 0.0000 LR: 6.094e-02 Score 89.637 Data time: 0.2099, Forward time: 2.2783, Backward time: 3.1217, DDP time: 0.0047, Total iter time: 6.1012 [2020-11-05 20:51:36,057][root][INFO] - ===> Epoch[163](4234/26): Loss 0.3908, Sem 0.3370, dir -0.3713, norm 0.4251, swav 0.0000 LR: 6.093e-02 Score 89.184 Data time: 0.1949, Forward time: 2.2782, Backward time: 3.1223, DDP time: 0.0048, Total iter time: 7.9058 [2020-11-05 20:51:42,175][root][INFO] - ===> Epoch[163](4235/26): Loss 0.4305, Sem 0.4301, dir -0.4119, norm 0.4124, swav 0.0000 LR: 6.092e-02 Score 87.214 Data time: 0.2892, Forward time: 2.2784, Backward time: 3.1221, DDP time: 0.0048, Total iter time: 6.0117 [2020-11-05 20:51:47,298][root][INFO] - ===> Epoch[163](4236/26): Loss 0.3929, Sem 0.3952, dir -0.3738, norm 0.3715, swav 0.0000 LR: 6.091e-02 Score 87.485 Data time: 0.1904, Forward time: 2.2783, Backward time: 3.1221, DDP time: 0.0048, Total iter time: 4.9998 [2020-11-05 20:51:52,653][root][INFO] - ===> Epoch[163](4237/26): Loss 0.5131, Sem 0.4625, dir -0.3707, norm 0.4213, swav 0.0000 LR: 6.090e-02 Score 87.084 Data time: 0.1819, Forward time: 2.2782, Backward time: 3.1221, DDP time: 0.0048, Total iter time: 5.2758 [2020-11-05 20:51:57,906][root][INFO] - ===> Epoch[163](4238/26): Loss 0.5213, Sem 0.4138, dir -0.3480, norm 0.4556, swav 0.0000 LR: 6.089e-02 Score 88.027 Data time: 0.1840, Forward time: 2.2781, Backward time: 3.1221, DDP time: 0.0048, Total iter time: 5.1414 [2020-11-05 20:52:03,709][root][INFO] - ===> Epoch[164](4239/26): Loss 0.5109, Sem 0.4277, dir -0.3859, norm 0.4692, swav 0.0000 LR: 6.088e-02 Score 86.318 Data time: 0.1589, Forward time: 2.2780, Backward time: 3.1222, DDP time: 0.0048, Total iter time: 5.7197 [2020-11-05 20:52:09,757][root][INFO] - ===> Epoch[164](4240/26): Loss 0.4898, Sem 0.3995, dir -0.3119, norm 0.4023, swav 0.0000 LR: 6.087e-02 Score 88.110 Data time: 0.2249, Forward time: 2.2779, Backward time: 3.1223, DDP time: 0.0048, Total iter time: 5.9637 [2020-11-05 20:52:16,019][root][INFO] - ===> Epoch[164](4241/26): Loss 0.3341, Sem 0.3002, dir -0.3514, norm 0.3853, swav 0.0000 LR: 6.086e-02 Score 90.910 Data time: 0.2956, Forward time: 2.2782, Backward time: 3.1222, DDP time: 0.0048, Total iter time: 6.1447 [2020-11-05 20:52:22,470][root][INFO] - ===> Epoch[164](4242/26): Loss 0.5185, Sem 0.4315, dir -0.3556, norm 0.4426, swav 0.0000 LR: 6.085e-02 Score 87.405 Data time: 0.1984, Forward time: 2.2781, Backward time: 3.1223, DDP time: 0.0048, Total iter time: 6.3215 [2020-11-05 20:52:27,646][root][INFO] - ===> Epoch[164](4243/26): Loss 0.5905, Sem 0.4517, dir -0.3671, norm 0.5058, swav 0.0000 LR: 6.084e-02 Score 86.103 Data time: 0.1986, Forward time: 2.2781, Backward time: 3.1222, DDP time: 0.0048, Total iter time: 5.0565 [2020-11-05 20:52:32,835][root][INFO] - ===> Epoch[164](4244/26): Loss 0.6573, Sem 0.4853, dir -0.3404, norm 0.5124, swav 0.0000 LR: 6.083e-02 Score 85.577 Data time: 0.2274, Forward time: 2.2781, Backward time: 3.1221, DDP time: 0.0048, Total iter time: 5.0906 [2020-11-05 20:52:37,867][root][INFO] - ===> Epoch[164](4245/26): Loss 0.4174, Sem 0.3572, dir -0.3111, norm 0.3713, swav 0.0000 LR: 6.082e-02 Score 88.003 Data time: 0.1644, Forward time: 2.2780, Backward time: 3.1220, DDP time: 0.0048, Total iter time: 4.9109 [2020-11-05 20:52:43,498][root][INFO] - ===> Epoch[164](4246/26): Loss 0.6348, Sem 0.5119, dir -0.3842, norm 0.5072, swav 0.0000 LR: 6.081e-02 Score 85.173 Data time: 0.2543, Forward time: 2.2781, Backward time: 3.1219, DDP time: 0.0048, Total iter time: 5.5688 [2020-11-05 20:52:50,062][root][INFO] - ===> Epoch[164](4247/26): Loss 0.5095, Sem 0.4160, dir -0.3398, norm 0.4334, swav 0.0000 LR: 6.080e-02 Score 87.591 Data time: 0.1719, Forward time: 2.2780, Backward time: 3.1222, DDP time: 0.0048, Total iter time: 6.4544 [2020-11-05 20:52:56,488][root][INFO] - ===> Epoch[164](4248/26): Loss 0.6637, Sem 0.5147, dir -0.3235, norm 0.4724, swav 0.0000 LR: 6.079e-02 Score 84.151 Data time: 0.1970, Forward time: 2.2779, Backward time: 3.1223, DDP time: 0.0048, Total iter time: 6.3354 [2020-11-05 20:53:01,627][root][INFO] - ===> Epoch[164](4249/26): Loss 0.3689, Sem 0.3450, dir -0.3601, norm 0.3841, swav 0.0000 LR: 6.079e-02 Score 87.576 Data time: 0.1819, Forward time: 2.2779, Backward time: 3.1223, DDP time: 0.0048, Total iter time: 5.0084 [2020-11-05 20:53:06,220][root][INFO] - ===> Epoch[164](4250/26): Loss 0.4754, Sem 0.3924, dir -0.3401, norm 0.4231, swav 0.0000 LR: 6.078e-02 Score 88.101 Data time: 0.2101, Forward time: 2.2778, Backward time: 3.1220, DDP time: 0.0048, Total iter time: 4.5067 [2020-11-05 20:53:11,732][root][INFO] - ===> Epoch[164](4251/26): Loss 0.3636, Sem 0.3486, dir -0.4127, norm 0.4277, swav 0.0000 LR: 6.077e-02 Score 89.383 Data time: 0.2523, Forward time: 2.2779, Backward time: 3.1219, DDP time: 0.0048, Total iter time: 5.4043 [2020-11-05 20:53:18,093][root][INFO] - ===> Epoch[164](4252/26): Loss 0.4393, Sem 0.3714, dir -0.3579, norm 0.4258, swav 0.0000 LR: 6.076e-02 Score 89.022 Data time: 0.2958, Forward time: 2.2780, Backward time: 3.1219, DDP time: 0.0048, Total iter time: 6.2339 [2020-11-05 20:53:24,799][root][INFO] - ===> Epoch[164](4253/26): Loss 0.5317, Sem 0.4084, dir -0.3391, norm 0.4624, swav 0.0000 LR: 6.075e-02 Score 87.295 Data time: 0.3301, Forward time: 2.2783, Backward time: 3.1218, DDP time: 0.0048, Total iter time: 6.5877 [2020-11-05 20:53:30,441][root][INFO] - ===> Epoch[164](4254/26): Loss 0.5908, Sem 0.4187, dir -0.3203, norm 0.4924, swav 0.0000 LR: 6.074e-02 Score 87.919 Data time: 0.1364, Forward time: 2.2781, Backward time: 3.1220, DDP time: 0.0048, Total iter time: 5.5164 [2020-11-05 20:53:36,413][root][INFO] - ===> Epoch[164](4255/26): Loss 0.5042, Sem 0.3764, dir -0.3311, norm 0.4589, swav 0.0000 LR: 6.073e-02 Score 88.638 Data time: 0.1688, Forward time: 2.2780, Backward time: 3.1221, DDP time: 0.0048, Total iter time: 5.8701 [2020-11-05 20:53:41,230][root][INFO] - ===> Epoch[164](4256/26): Loss 0.5743, Sem 0.4339, dir -0.3514, norm 0.4918, swav 0.0000 LR: 6.072e-02 Score 88.021 Data time: 0.2092, Forward time: 2.2780, Backward time: 3.1219, DDP time: 0.0048, Total iter time: 4.7229 [2020-11-05 20:53:47,257][root][INFO] - ===> Epoch[164](4257/26): Loss 0.5041, Sem 0.3903, dir -0.3465, norm 0.4602, swav 0.0000 LR: 6.071e-02 Score 87.982 Data time: 0.1323, Forward time: 2.2778, Backward time: 3.1222, DDP time: 0.0048, Total iter time: 5.9053 [2020-11-05 20:53:53,029][root][INFO] - ===> Epoch[164](4258/26): Loss 0.4654, Sem 0.3826, dir -0.3755, norm 0.4583, swav 0.0000 LR: 6.070e-02 Score 87.027 Data time: 0.2659, Forward time: 2.2779, Backward time: 3.1221, DDP time: 0.0048, Total iter time: 5.7199 [2020-11-05 20:53:58,415][root][INFO] - ===> Epoch[164](4259/26): Loss 0.4600, Sem 0.3960, dir -0.3459, norm 0.4099, swav 0.0000 LR: 6.069e-02 Score 87.625 Data time: 0.1727, Forward time: 2.2778, Backward time: 3.1221, DDP time: 0.0048, Total iter time: 5.2673 [2020-11-05 20:54:04,957][root][INFO] - ===> Epoch[164](4260/26): Loss 0.5130, Sem 0.3988, dir -0.3696, norm 0.4838, swav 0.0000 LR: 6.068e-02 Score 86.693 Data time: 0.2162, Forward time: 2.2778, Backward time: 3.1223, DDP time: 0.0048, Total iter time: 6.4283 [2020-11-05 20:54:11,501][root][INFO] - ===> Epoch[164](4261/26): Loss 0.5736, Sem 0.4231, dir -0.3005, norm 0.4510, swav 0.0000 LR: 6.067e-02 Score 86.895 Data time: 0.2242, Forward time: 2.2779, Backward time: 3.1224, DDP time: 0.0048, Total iter time: 6.4266 [2020-11-05 20:54:16,770][root][INFO] - ===> Epoch[164](4262/26): Loss 0.4953, Sem 0.4264, dir -0.4127, norm 0.4816, swav 0.0000 LR: 6.066e-02 Score 85.753 Data time: 0.1594, Forward time: 2.2777, Backward time: 3.1224, DDP time: 0.0048, Total iter time: 5.1439 [2020-11-05 20:54:22,225][root][INFO] - ===> Epoch[164](4263/26): Loss 0.5255, Sem 0.3818, dir -0.3375, norm 0.4812, swav 0.0000 LR: 6.065e-02 Score 87.460 Data time: 0.2095, Forward time: 2.2777, Backward time: 3.1223, DDP time: 0.0048, Total iter time: 5.3633 [2020-11-05 20:54:27,895][root][INFO] - ===> Epoch[164](4264/26): Loss 0.5375, Sem 0.3752, dir -0.3611, norm 0.5233, swav 0.0000 LR: 6.064e-02 Score 88.179 Data time: 0.2423, Forward time: 2.2778, Backward time: 3.1222, DDP time: 0.0048, Total iter time: 5.5456 [2020-11-05 20:54:34,263][root][INFO] - ===> Epoch[165](4265/26): Loss 0.4429, Sem 0.3582, dir -0.3380, norm 0.4227, swav 0.0000 LR: 6.063e-02 Score 88.777 Data time: 0.3145, Forward time: 2.2780, Backward time: 3.1222, DDP time: 0.0048, Total iter time: 6.2606 [2020-11-05 20:54:39,607][root][INFO] - ===> Epoch[165](4266/26): Loss 0.5137, Sem 0.4214, dir -0.3348, norm 0.4271, swav 0.0000 LR: 6.062e-02 Score 86.566 Data time: 0.2642, Forward time: 2.2781, Backward time: 3.1219, DDP time: 0.0048, Total iter time: 5.1990 [2020-11-05 20:54:45,210][root][INFO] - ===> Epoch[165](4267/26): Loss 0.4743, Sem 0.3767, dir -0.3255, norm 0.4231, swav 0.0000 LR: 6.061e-02 Score 87.717 Data time: 0.3032, Forward time: 2.2782, Backward time: 3.1218, DDP time: 0.0048, Total iter time: 5.5013 [2020-11-05 20:54:50,072][root][INFO] - ===> Epoch[165](4268/26): Loss 0.4661, Sem 0.4229, dir -0.4230, norm 0.4662, swav 0.0000 LR: 6.060e-02 Score 87.327 Data time: 0.2038, Forward time: 2.2782, Backward time: 3.1216, DDP time: 0.0048, Total iter time: 4.7453 [2020-11-05 20:54:56,100][root][INFO] - ===> Epoch[165](4269/26): Loss 0.3742, Sem 0.3643, dir -0.3626, norm 0.3724, swav 0.0000 LR: 6.059e-02 Score 87.944 Data time: 0.2458, Forward time: 2.2783, Backward time: 3.1216, DDP time: 0.0048, Total iter time: 5.9326 [2020-11-05 20:55:02,282][root][INFO] - ===> Epoch[165](4270/26): Loss 0.5322, Sem 0.4373, dir -0.3025, norm 0.3974, swav 0.0000 LR: 6.059e-02 Score 85.008 Data time: 0.2299, Forward time: 2.2783, Backward time: 3.1216, DDP time: 0.0048, Total iter time: 6.0554 [2020-11-05 20:55:08,881][root][INFO] - ===> Epoch[165](4271/26): Loss 0.5256, Sem 0.4258, dir -0.3074, norm 0.4072, swav 0.0000 LR: 6.058e-02 Score 86.964 Data time: 0.1374, Forward time: 2.2782, Backward time: 3.1219, DDP time: 0.0048, Total iter time: 6.4850 [2020-11-05 20:55:15,538][root][INFO] - ===> Epoch[165](4272/26): Loss 0.4314, Sem 0.3628, dir -0.3802, norm 0.4487, swav 0.0000 LR: 6.057e-02 Score 88.891 Data time: 0.2332, Forward time: 2.2781, Backward time: 3.1222, DDP time: 0.0048, Total iter time: 6.5862 [2020-11-05 20:55:22,580][root][INFO] - ===> Epoch[165](4273/26): Loss 0.4285, Sem 0.3726, dir -0.3534, norm 0.4093, swav 0.0000 LR: 6.056e-02 Score 87.791 Data time: 0.3307, Forward time: 2.2784, Backward time: 3.1222, DDP time: 0.0048, Total iter time: 6.9524 [2020-11-05 20:55:28,609][root][INFO] - ===> Epoch[165](4274/26): Loss 0.4879, Sem 0.3986, dir -0.3146, norm 0.4039, swav 0.0000 LR: 6.055e-02 Score 87.499 Data time: 0.1716, Forward time: 2.2783, Backward time: 3.1223, DDP time: 0.0048, Total iter time: 5.8996 [2020-11-05 20:55:33,252][root][INFO] - ===> Epoch[165](4275/26): Loss 0.5637, Sem 0.4650, dir -0.3801, norm 0.4787, swav 0.0000 LR: 6.054e-02 Score 86.354 Data time: 0.1732, Forward time: 2.2782, Backward time: 3.1222, DDP time: 0.0048, Total iter time: 4.5253 [2020-11-05 20:55:38,181][root][INFO] - ===> Epoch[165](4276/26): Loss 0.5287, Sem 0.4034, dir -0.2987, norm 0.4240, swav 0.0000 LR: 6.053e-02 Score 87.087 Data time: 0.2131, Forward time: 2.2782, Backward time: 3.1220, DDP time: 0.0048, Total iter time: 4.8525 [2020-11-05 20:55:44,062][root][INFO] - ===> Epoch[165](4277/26): Loss 0.4701, Sem 0.3728, dir -0.3261, norm 0.4234, swav 0.0000 LR: 6.052e-02 Score 87.762 Data time: 0.1905, Forward time: 2.2781, Backward time: 3.1221, DDP time: 0.0048, Total iter time: 5.7625 [2020-11-05 20:55:49,897][root][INFO] - ===> Epoch[165](4278/26): Loss 0.5153, Sem 0.4077, dir -0.3401, norm 0.4477, swav 0.0000 LR: 6.051e-02 Score 86.730 Data time: 0.2152, Forward time: 2.2781, Backward time: 3.1221, DDP time: 0.0048, Total iter time: 5.7415 [2020-11-05 20:55:57,552][root][INFO] - ===> Epoch[165](4279/26): Loss 0.5289, Sem 0.3845, dir -0.2993, norm 0.4436, swav 0.0000 LR: 6.050e-02 Score 88.778 Data time: 0.2566, Forward time: 2.2782, Backward time: 3.1224, DDP time: 0.0048, Total iter time: 7.5417 [2020-11-05 20:56:02,904][root][INFO] - ===> Epoch[165](4280/26): Loss 0.5232, Sem 0.4003, dir -0.3625, norm 0.4855, swav 0.0000 LR: 6.049e-02 Score 88.295 Data time: 0.2042, Forward time: 2.2782, Backward time: 3.1223, DDP time: 0.0048, Total iter time: 5.2148 [2020-11-05 20:56:08,541][root][INFO] - ===> Epoch[165](4281/26): Loss 0.5563, Sem 0.4693, dir -0.3114, norm 0.3984, swav 0.0000 LR: 6.048e-02 Score 85.807 Data time: 0.1996, Forward time: 2.2781, Backward time: 3.1223, DDP time: 0.0048, Total iter time: 5.5560 [2020-11-05 20:56:14,669][root][INFO] - ===> Epoch[165](4282/26): Loss 0.5665, Sem 0.4386, dir -0.3593, norm 0.4873, swav 0.0000 LR: 6.047e-02 Score 85.611 Data time: 0.2551, Forward time: 2.2782, Backward time: 3.1224, DDP time: 0.0048, Total iter time: 6.0503 [2020-11-05 20:56:19,936][root][INFO] - ===> Epoch[165](4283/26): Loss 0.4687, Sem 0.4225, dir -0.3900, norm 0.4362, swav 0.0000 LR: 6.046e-02 Score 86.749 Data time: 0.1958, Forward time: 2.2782, Backward time: 3.1223, DDP time: 0.0048, Total iter time: 5.1615 [2020-11-05 20:56:25,084][root][INFO] - ===> Epoch[165](4284/26): Loss 0.4230, Sem 0.3943, dir -0.4172, norm 0.4459, swav 0.0000 LR: 6.045e-02 Score 88.004 Data time: 0.1522, Forward time: 2.2780, Backward time: 3.1222, DDP time: 0.0048, Total iter time: 5.0413 [2020-11-05 20:56:30,549][root][INFO] - ===> Epoch[165](4285/26): Loss 0.5129, Sem 0.4004, dir -0.3202, norm 0.4326, swav 0.0000 LR: 6.044e-02 Score 87.931 Data time: 0.2329, Forward time: 2.2780, Backward time: 3.1221, DDP time: 0.0048, Total iter time: 5.4118 [2020-11-05 20:56:36,069][root][INFO] - ===> Epoch[165](4286/26): Loss 0.5474, Sem 0.3947, dir -0.3205, norm 0.4731, swav 0.0000 LR: 6.043e-02 Score 87.469 Data time: 0.2199, Forward time: 2.2781, Backward time: 3.1221, DDP time: 0.0048, Total iter time: 5.3934 [2020-11-05 20:56:41,917][root][INFO] - ===> Epoch[165](4287/26): Loss 0.4787, Sem 0.3985, dir -0.3691, norm 0.4493, swav 0.0000 LR: 6.042e-02 Score 87.733 Data time: 0.2120, Forward time: 2.2781, Backward time: 3.1220, DDP time: 0.0048, Total iter time: 5.7330 [2020-11-05 20:56:48,973][root][INFO] - ===> Epoch[165](4288/26): Loss 0.4795, Sem 0.4019, dir -0.3655, norm 0.4430, swav 0.0000 LR: 6.041e-02 Score 87.689 Data time: 0.1786, Forward time: 2.2780, Backward time: 3.1224, DDP time: 0.0048, Total iter time: 6.9395 [2020-11-05 20:56:55,033][root][INFO] - ===> Epoch[165](4289/26): Loss 0.4259, Sem 0.3449, dir -0.3357, norm 0.4167, swav 0.0000 LR: 6.040e-02 Score 88.791 Data time: 0.1632, Forward time: 2.2779, Backward time: 3.1226, DDP time: 0.0048, Total iter time: 5.9483 [2020-11-05 20:57:02,465][root][INFO] - ===> Epoch[165](4290/26): Loss 0.5809, Sem 0.4605, dir -0.3264, norm 0.4469, swav 0.0000 LR: 6.040e-02 Score 85.359 Data time: 0.2601, Forward time: 2.2780, Backward time: 3.1228, DDP time: 0.0048, Total iter time: 7.3536 [2020-11-05 20:57:08,390][root][INFO] - ===> Epoch[166](4291/26): Loss 0.3396, Sem 0.3437, dir -0.3906, norm 0.3866, swav 0.0000 LR: 6.039e-02 Score 88.841 Data time: 0.2301, Forward time: 2.2781, Backward time: 3.1228, DDP time: 0.0048, Total iter time: 5.7544 [2020-11-05 20:57:13,925][root][INFO] - ===> Epoch[166](4292/26): Loss 0.4992, Sem 0.4058, dir -0.3242, norm 0.4175, swav 0.0000 LR: 6.038e-02 Score 87.055 Data time: 0.1712, Forward time: 2.2780, Backward time: 3.1228, DDP time: 0.0048, Total iter time: 5.3839 [2020-11-05 20:57:20,297][root][INFO] - ===> Epoch[166](4293/26): Loss 0.5645, Sem 0.4486, dir -0.3130, norm 0.4288, swav 0.0000 LR: 6.037e-02 Score 85.337 Data time: 0.2097, Forward time: 2.2780, Backward time: 3.1229, DDP time: 0.0048, Total iter time: 6.2691 [2020-11-05 20:57:26,709][root][INFO] - ===> Epoch[166](4294/26): Loss 0.4080, Sem 0.3050, dir -0.3523, norm 0.4552, swav 0.0000 LR: 6.036e-02 Score 91.388 Data time: 0.2060, Forward time: 2.2780, Backward time: 3.1231, DDP time: 0.0048, Total iter time: 6.2806 [2020-11-05 20:57:32,019][root][INFO] - ===> Epoch[166](4295/26): Loss 0.4545, Sem 0.4110, dir -0.3533, norm 0.3968, swav 0.0000 LR: 6.035e-02 Score 86.164 Data time: 0.1552, Forward time: 2.2778, Backward time: 3.1231, DDP time: 0.0048, Total iter time: 5.1812 [2020-11-05 20:57:37,444][root][INFO] - ===> Epoch[166](4296/26): Loss 0.4110, Sem 0.3292, dir -0.3754, norm 0.4572, swav 0.0000 LR: 6.034e-02 Score 89.985 Data time: 0.1895, Forward time: 2.2778, Backward time: 3.1231, DDP time: 0.0048, Total iter time: 5.3176 [2020-11-05 20:57:42,436][root][INFO] - ===> Epoch[166](4297/26): Loss 0.5006, Sem 0.4185, dir -0.3619, norm 0.4439, swav 0.0000 LR: 6.033e-02 Score 88.086 Data time: 0.2119, Forward time: 2.2777, Backward time: 3.1229, DDP time: 0.0048, Total iter time: 4.8715 [2020-11-05 20:57:48,116][root][INFO] - ===> Epoch[166](4298/26): Loss 0.4855, Sem 0.3905, dir -0.3700, norm 0.4650, swav 0.0000 LR: 6.032e-02 Score 88.329 Data time: 0.1902, Forward time: 2.2777, Backward time: 3.1230, DDP time: 0.0048, Total iter time: 5.5645 [2020-11-05 20:57:53,861][root][INFO] - ===> Epoch[166](4299/26): Loss 0.3993, Sem 0.3482, dir -0.3907, norm 0.4417, swav 0.0000 LR: 6.031e-02 Score 87.507 Data time: 0.1644, Forward time: 2.2776, Backward time: 3.1231, DDP time: 0.0048, Total iter time: 5.6241 [2020-11-05 20:58:00,058][root][INFO] - ===> Epoch[166](4300/26): Loss 0.4153, Sem 0.3963, dir -0.3254, norm 0.3444, swav 0.0000 LR: 6.030e-02 Score 87.846 Data time: 0.1434, Forward time: 2.2774, Backward time: 3.1233, DDP time: 0.0048, Total iter time: 6.1033 [2020-11-05 20:58:06,048][root][INFO] - ===> Epoch[166](4301/26): Loss 0.4698, Sem 0.4196, dir -0.4130, norm 0.4632, swav 0.0000 LR: 6.029e-02 Score 87.431 Data time: 0.1376, Forward time: 2.2772, Backward time: 3.1236, DDP time: 0.0048, Total iter time: 5.8922 [2020-11-05 20:58:11,788][root][INFO] - ===> Epoch[166](4302/26): Loss 0.4728, Sem 0.4158, dir -0.3799, norm 0.4369, swav 0.0000 LR: 6.028e-02 Score 87.251 Data time: 0.1888, Forward time: 2.2771, Backward time: 3.1236, DDP time: 0.0048, Total iter time: 5.6517 [2020-11-05 20:58:17,297][root][INFO] - ===> Epoch[166](4303/26): Loss 0.4356, Sem 0.3386, dir -0.3783, norm 0.4753, swav 0.0000 LR: 6.027e-02 Score 88.903 Data time: 0.2550, Forward time: 2.2772, Backward time: 3.1234, DDP time: 0.0048, Total iter time: 5.3969 [2020-11-05 20:58:23,529][root][INFO] - ===> Epoch[166](4304/26): Loss 0.4685, Sem 0.3524, dir -0.3027, norm 0.4188, swav 0.0000 LR: 6.026e-02 Score 87.926 Data time: 0.1874, Forward time: 2.2772, Backward time: 3.1236, DDP time: 0.0048, Total iter time: 6.0799 [2020-11-05 20:58:29,164][root][INFO] - ===> Epoch[166](4305/26): Loss 0.5094, Sem 0.3985, dir -0.3283, norm 0.4391, swav 0.0000 LR: 6.025e-02 Score 87.867 Data time: 0.1649, Forward time: 2.2771, Backward time: 3.1237, DDP time: 0.0048, Total iter time: 5.5217 [2020-11-05 20:58:34,090][root][INFO] - ===> Epoch[166](4306/26): Loss 0.4417, Sem 0.3730, dir -0.3878, norm 0.4566, swav 0.0000 LR: 6.024e-02 Score 87.553 Data time: 0.1729, Forward time: 2.2769, Backward time: 3.1236, DDP time: 0.0048, Total iter time: 4.8351 [2020-11-05 20:58:42,641][root][INFO] - ===> Epoch[166](4307/26): Loss 0.4410, Sem 0.3651, dir -0.3571, norm 0.4330, swav 0.0000 LR: 6.023e-02 Score 88.854 Data time: 0.2433, Forward time: 2.2770, Backward time: 3.1241, DDP time: 0.0048, Total iter time: 8.4304 [2020-11-05 20:58:49,098][root][INFO] - ===> Epoch[166](4308/26): Loss 0.4077, Sem 0.3595, dir -0.3148, norm 0.3631, swav 0.0000 LR: 6.022e-02 Score 88.651 Data time: 0.2170, Forward time: 2.2771, Backward time: 3.1243, DDP time: 0.0048, Total iter time: 6.3320 [2020-11-05 20:58:54,076][root][INFO] - ===> Epoch[166](4309/26): Loss 0.4309, Sem 0.3640, dir -0.3611, norm 0.4280, swav 0.0000 LR: 6.021e-02 Score 87.797 Data time: 0.1730, Forward time: 2.2769, Backward time: 3.1242, DDP time: 0.0048, Total iter time: 4.8354 [2020-11-05 20:58:59,779][root][INFO] - ===> Epoch[166](4310/26): Loss 0.4267, Sem 0.3606, dir -0.3295, norm 0.3956, swav 0.0000 LR: 6.020e-02 Score 88.351 Data time: 0.2730, Forward time: 2.2771, Backward time: 3.1240, DDP time: 0.0048, Total iter time: 5.6228 [2020-11-05 20:59:06,364][root][INFO] - ===> Epoch[166](4311/26): Loss 0.4810, Sem 0.3932, dir -0.3538, norm 0.4416, swav 0.0000 LR: 6.020e-02 Score 88.078 Data time: 0.2002, Forward time: 2.2771, Backward time: 3.1242, DDP time: 0.0048, Total iter time: 6.4592 [2020-11-05 20:59:11,007][root][INFO] - ===> Epoch[166](4312/26): Loss 0.5663, Sem 0.4463, dir -0.2869, norm 0.4069, swav 0.0000 LR: 6.019e-02 Score 85.423 Data time: 0.2174, Forward time: 2.2771, Backward time: 3.1239, DDP time: 0.0048, Total iter time: 4.5174 [2020-11-05 20:59:17,781][root][INFO] - ===> Epoch[166](4313/26): Loss 0.6087, Sem 0.4961, dir -0.3716, norm 0.4841, swav 0.0000 LR: 6.018e-02 Score 85.368 Data time: 0.2121, Forward time: 2.2771, Backward time: 3.1242, DDP time: 0.0048, Total iter time: 6.6666 [2020-11-05 20:59:25,450][root][INFO] - ===> Epoch[166](4314/26): Loss 0.5094, Sem 0.4246, dir -0.3488, norm 0.4336, swav 0.0000 LR: 6.017e-02 Score 86.646 Data time: 0.2186, Forward time: 2.2771, Backward time: 3.1245, DDP time: 0.0048, Total iter time: 7.5387 [2020-11-05 20:59:31,909][root][INFO] - ===> Epoch[166](4315/26): Loss 0.5612, Sem 0.3943, dir -0.3207, norm 0.4877, swav 0.0000 LR: 6.016e-02 Score 87.187 Data time: 0.1859, Forward time: 2.2770, Backward time: 3.1248, DDP time: 0.0048, Total iter time: 6.3021 [2020-11-05 20:59:38,167][root][INFO] - ===> Epoch[166](4316/26): Loss 0.5366, Sem 0.4103, dir -0.3548, norm 0.4811, swav 0.0000 LR: 6.015e-02 Score 87.835 Data time: 0.3035, Forward time: 2.2772, Backward time: 3.1247, DDP time: 0.0048, Total iter time: 6.1490 [2020-11-05 20:59:43,637][root][INFO] - ===> Epoch[167](4317/26): Loss 0.3882, Sem 0.3296, dir -0.3929, norm 0.4515, swav 0.0000 LR: 6.014e-02 Score 89.202 Data time: 0.2075, Forward time: 2.2772, Backward time: 3.1246, DDP time: 0.0048, Total iter time: 5.3183 [2020-11-05 20:59:49,635][root][INFO] - ===> Epoch[167](4318/26): Loss 0.5028, Sem 0.3996, dir -0.3397, norm 0.4429, swav 0.0000 LR: 6.013e-02 Score 87.878 Data time: 0.2225, Forward time: 2.2772, Backward time: 3.1246, DDP time: 0.0048, Total iter time: 5.9013 [2020-11-05 20:59:55,235][root][INFO] - ===> Epoch[167](4319/26): Loss 0.5110, Sem 0.4256, dir -0.3650, norm 0.4504, swav 0.0000 LR: 6.012e-02 Score 85.894 Data time: 0.2585, Forward time: 2.2773, Backward time: 3.1245, DDP time: 0.0048, Total iter time: 5.4736 [2020-11-05 21:00:00,203][root][INFO] - ===> Epoch[167](4320/26): Loss 0.5970, Sem 0.4469, dir -0.3332, norm 0.4833, swav 0.0000 LR: 6.011e-02 Score 86.198 Data time: 0.2377, Forward time: 2.2774, Backward time: 3.1242, DDP time: 0.0048, Total iter time: 4.8500 [2020-11-05 21:00:05,228][root][INFO] - ===> Epoch[167](4321/26): Loss 0.5103, Sem 0.3931, dir -0.3739, norm 0.4911, swav 0.0000 LR: 6.010e-02 Score 87.436 Data time: 0.2096, Forward time: 2.2774, Backward time: 3.1241, DDP time: 0.0048, Total iter time: 4.9116 [2020-11-05 21:00:10,804][root][INFO] - ===> Epoch[167](4322/26): Loss 0.4925, Sem 0.3965, dir -0.3678, norm 0.4638, swav 0.0000 LR: 6.009e-02 Score 88.286 Data time: 0.2263, Forward time: 2.2774, Backward time: 3.1240, DDP time: 0.0048, Total iter time: 5.4539 [2020-11-05 21:00:15,958][root][INFO] - ===> Epoch[167](4323/26): Loss 0.5675, Sem 0.4201, dir -0.3677, norm 0.5150, swav 0.0000 LR: 6.008e-02 Score 86.762 Data time: 0.2117, Forward time: 2.2774, Backward time: 3.1238, DDP time: 0.0048, Total iter time: 5.0314 [2020-11-05 21:00:21,899][root][INFO] - ===> Epoch[167](4324/26): Loss 0.5583, Sem 0.4300, dir -0.3324, norm 0.4607, swav 0.0000 LR: 6.007e-02 Score 86.270 Data time: 0.1924, Forward time: 2.2774, Backward time: 3.1239, DDP time: 0.0048, Total iter time: 5.8405 [2020-11-05 21:00:27,063][root][INFO] - ===> Epoch[167](4325/26): Loss 0.5654, Sem 0.3997, dir -0.3077, norm 0.4734, swav 0.0000 LR: 6.006e-02 Score 89.866 Data time: 0.1788, Forward time: 2.2773, Backward time: 3.1238, DDP time: 0.0048, Total iter time: 5.0727 [2020-11-05 21:00:32,029][root][INFO] - ===> Epoch[167](4326/26): Loss 0.4187, Sem 0.3595, dir -0.3525, norm 0.4118, swav 0.0000 LR: 6.005e-02 Score 89.059 Data time: 0.1876, Forward time: 2.2772, Backward time: 3.1237, DDP time: 0.0048, Total iter time: 4.8598 [2020-11-05 21:00:38,155][root][INFO] - ===> Epoch[167](4327/26): Loss 0.4347, Sem 0.3560, dir -0.3414, norm 0.4201, swav 0.0000 LR: 6.004e-02 Score 88.299 Data time: 0.2695, Forward time: 2.2773, Backward time: 3.1236, DDP time: 0.0048, Total iter time: 6.0257 [2020-11-05 21:00:43,610][root][INFO] - ===> Epoch[167](4328/26): Loss 0.4613, Sem 0.3757, dir -0.3901, norm 0.4758, swav 0.0000 LR: 6.003e-02 Score 88.128 Data time: 0.2043, Forward time: 2.2773, Backward time: 3.1235, DDP time: 0.0048, Total iter time: 5.3365 [2020-11-05 21:00:48,920][root][INFO] - ===> Epoch[167](4329/26): Loss 0.5857, Sem 0.4131, dir -0.2954, norm 0.4679, swav 0.0000 LR: 6.002e-02 Score 87.374 Data time: 0.2345, Forward time: 2.2774, Backward time: 3.1234, DDP time: 0.0048, Total iter time: 5.2019 [2020-11-05 21:00:55,783][root][INFO] - ===> Epoch[167](4330/26): Loss 0.5772, Sem 0.4823, dir -0.3888, norm 0.4837, swav 0.0000 LR: 6.001e-02 Score 83.849 Data time: 0.2081, Forward time: 2.2774, Backward time: 3.1237, DDP time: 0.0048, Total iter time: 6.7458 [2020-11-05 21:01:01,642][root][INFO] - ===> Epoch[167](4331/26): Loss 0.5467, Sem 0.4362, dir -0.3532, norm 0.4637, swav 0.0000 LR: 6.000e-02 Score 85.147 Data time: 0.2015, Forward time: 2.2774, Backward time: 3.1237, DDP time: 0.0048, Total iter time: 5.7404 [2020-11-05 21:01:06,424][root][INFO] - ===> Epoch[167](4332/26): Loss 0.4552, Sem 0.3659, dir -0.3377, norm 0.4271, swav 0.0000 LR: 6.000e-02 Score 88.463 Data time: 0.1660, Forward time: 2.2772, Backward time: 3.1236, DDP time: 0.0048, Total iter time: 4.6656 [2020-11-05 21:01:12,195][root][INFO] - ===> Epoch[167](4333/26): Loss 0.5198, Sem 0.4417, dir -0.3820, norm 0.4601, swav 0.0000 LR: 5.999e-02 Score 85.916 Data time: 0.1921, Forward time: 2.2772, Backward time: 3.1236, DDP time: 0.0048, Total iter time: 5.6730 [2020-11-05 21:01:17,501][root][INFO] - ===> Epoch[167](4334/26): Loss 0.5046, Sem 0.4018, dir -0.2913, norm 0.3940, swav 0.0000 LR: 5.998e-02 Score 87.274 Data time: 0.1730, Forward time: 2.2771, Backward time: 3.1236, DDP time: 0.0048, Total iter time: 5.1696 [2020-11-05 21:01:22,573][root][INFO] - ===> Epoch[167](4335/26): Loss 0.4608, Sem 0.4040, dir -0.4054, norm 0.4622, swav 0.0000 LR: 5.997e-02 Score 87.317 Data time: 0.2427, Forward time: 2.2771, Backward time: 3.1234, DDP time: 0.0048, Total iter time: 4.9843 [2020-11-05 21:01:28,332][root][INFO] - ===> Epoch[167](4336/26): Loss 0.4489, Sem 0.3951, dir -0.3435, norm 0.3973, swav 0.0000 LR: 5.996e-02 Score 87.667 Data time: 0.2765, Forward time: 2.2773, Backward time: 3.1232, DDP time: 0.0048, Total iter time: 5.6308 [2020-11-05 21:01:33,576][root][INFO] - ===> Epoch[167](4337/26): Loss 0.5936, Sem 0.4569, dir -0.3384, norm 0.4751, swav 0.0000 LR: 5.995e-02 Score 87.887 Data time: 0.2690, Forward time: 2.2773, Backward time: 3.1230, DDP time: 0.0048, Total iter time: 5.1170 [2020-11-05 21:01:41,129][root][INFO] - ===> Epoch[167](4338/26): Loss 0.4468, Sem 0.3753, dir -0.3709, norm 0.4424, swav 0.0000 LR: 5.994e-02 Score 88.766 Data time: 0.3613, Forward time: 2.2777, Backward time: 3.1230, DDP time: 0.0048, Total iter time: 7.4192 [2020-11-05 21:01:47,072][root][INFO] - ===> Epoch[167](4339/26): Loss 0.4521, Sem 0.4041, dir -0.3689, norm 0.4168, swav 0.0000 LR: 5.993e-02 Score 86.964 Data time: 0.2051, Forward time: 2.2777, Backward time: 3.1230, DDP time: 0.0048, Total iter time: 5.8044 [2020-11-05 21:01:51,685][root][INFO] - ===> Epoch[167](4340/26): Loss 0.4449, Sem 0.3564, dir -0.3480, norm 0.4365, swav 0.0000 LR: 5.992e-02 Score 88.466 Data time: 0.1754, Forward time: 2.2776, Backward time: 3.1229, DDP time: 0.0048, Total iter time: 4.5023 [2020-11-05 21:01:57,817][root][INFO] - ===> Epoch[167](4341/26): Loss 0.5154, Sem 0.3999, dir -0.3619, norm 0.4774, swav 0.0000 LR: 5.991e-02 Score 87.713 Data time: 0.2445, Forward time: 2.2777, Backward time: 3.1229, DDP time: 0.0048, Total iter time: 6.0504 [2020-11-05 21:02:03,364][root][INFO] - ===> Epoch[167](4342/26): Loss 0.4065, Sem 0.3420, dir -0.3904, norm 0.4549, swav 0.0000 LR: 5.990e-02 Score 89.183 Data time: 0.2284, Forward time: 2.2777, Backward time: 3.1228, DDP time: 0.0048, Total iter time: 5.4060 [2020-11-05 21:02:09,096][root][INFO] - ===> Epoch[168](4343/26): Loss 0.5617, Sem 0.4119, dir -0.3441, norm 0.4939, swav 0.0000 LR: 5.989e-02 Score 87.850 Data time: 0.2311, Forward time: 2.2778, Backward time: 3.1227, DDP time: 0.0048, Total iter time: 5.6120 [2020-11-05 21:02:14,411][root][INFO] - ===> Epoch[168](4344/26): Loss 0.4798, Sem 0.3829, dir -0.3227, norm 0.4197, swav 0.0000 LR: 5.988e-02 Score 88.346 Data time: 0.1445, Forward time: 2.2776, Backward time: 3.1228, DDP time: 0.0048, Total iter time: 5.1791 [2020-11-05 21:02:19,356][root][INFO] - ===> Epoch[168](4345/26): Loss 0.3950, Sem 0.3456, dir -0.3984, norm 0.4478, swav 0.0000 LR: 5.987e-02 Score 87.738 Data time: 0.1815, Forward time: 2.2775, Backward time: 3.1227, DDP time: 0.0048, Total iter time: 4.8522 [2020-11-05 21:02:24,911][root][INFO] - ===> Epoch[168](4346/26): Loss 0.4938, Sem 0.4078, dir -0.3668, norm 0.4528, swav 0.0000 LR: 5.986e-02 Score 86.990 Data time: 0.2068, Forward time: 2.2775, Backward time: 3.1226, DDP time: 0.0048, Total iter time: 5.4601 [2020-11-05 21:02:31,950][root][INFO] - ===> Epoch[168](4347/26): Loss 0.6560, Sem 0.4772, dir -0.3164, norm 0.4952, swav 0.0000 LR: 5.985e-02 Score 85.987 Data time: 0.2058, Forward time: 2.2774, Backward time: 3.1230, DDP time: 0.0048, Total iter time: 6.9041 [2020-11-05 21:02:37,181][root][INFO] - ===> Epoch[168](4348/26): Loss 0.3710, Sem 0.2703, dir -0.3212, norm 0.4219, swav 0.0000 LR: 5.984e-02 Score 90.900 Data time: 0.2147, Forward time: 2.2774, Backward time: 3.1229, DDP time: 0.0048, Total iter time: 5.1306 [2020-11-05 21:02:43,089][root][INFO] - ===> Epoch[168](4349/26): Loss 0.5464, Sem 0.4268, dir -0.3225, norm 0.4421, swav 0.0000 LR: 5.983e-02 Score 86.927 Data time: 0.2691, Forward time: 2.2775, Backward time: 3.1228, DDP time: 0.0048, Total iter time: 5.7800 [2020-11-05 21:02:49,438][root][INFO] - ===> Epoch[168](4350/26): Loss 0.4544, Sem 0.4351, dir -0.3805, norm 0.3998, swav 0.0000 LR: 5.982e-02 Score 86.459 Data time: 0.1880, Forward time: 2.2775, Backward time: 3.1229, DDP time: 0.0048, Total iter time: 6.2244 [2020-11-05 21:02:55,343][root][INFO] - ===> Epoch[168](4351/26): Loss 0.4612, Sem 0.3697, dir -0.3367, norm 0.4282, swav 0.0000 LR: 5.981e-02 Score 88.299 Data time: 0.2119, Forward time: 2.2775, Backward time: 3.1230, DDP time: 0.0048, Total iter time: 5.7982 [2020-11-05 21:03:00,372][root][INFO] - ===> Epoch[168](4352/26): Loss 0.4239, Sem 0.3745, dir -0.3411, norm 0.3905, swav 0.0000 LR: 5.980e-02 Score 88.367 Data time: 0.2673, Forward time: 2.2775, Backward time: 3.1227, DDP time: 0.0048, Total iter time: 4.9119 [2020-11-05 21:03:05,651][root][INFO] - ===> Epoch[168](4353/26): Loss 0.5464, Sem 0.4780, dir -0.3865, norm 0.4549, swav 0.0000 LR: 5.980e-02 Score 87.075 Data time: 0.1489, Forward time: 2.2774, Backward time: 3.1228, DDP time: 0.0048, Total iter time: 5.1655 [2020-11-05 21:03:10,981][root][INFO] - ===> Epoch[168](4354/26): Loss 0.4834, Sem 0.3669, dir -0.3383, norm 0.4548, swav 0.0000 LR: 5.979e-02 Score 89.454 Data time: 0.2321, Forward time: 2.2774, Backward time: 3.1226, DDP time: 0.0048, Total iter time: 5.2378 [2020-11-05 21:03:17,669][root][INFO] - ===> Epoch[168](4355/26): Loss 0.4898, Sem 0.4180, dir -0.3733, norm 0.4450, swav 0.0000 LR: 5.978e-02 Score 85.619 Data time: 0.2329, Forward time: 2.2774, Backward time: 3.1228, DDP time: 0.0048, Total iter time: 6.5632 [2020-11-05 21:03:23,740][root][INFO] - ===> Epoch[168](4356/26): Loss 0.4825, Sem 0.3899, dir -0.3210, norm 0.4135, swav 0.0000 LR: 5.977e-02 Score 87.757 Data time: 0.2313, Forward time: 2.2774, Backward time: 3.1228, DDP time: 0.0048, Total iter time: 5.9186 [2020-11-05 21:03:29,680][root][INFO] - ===> Epoch[168](4357/26): Loss 0.4026, Sem 0.3585, dir -0.3624, norm 0.4065, swav 0.0000 LR: 5.976e-02 Score 89.172 Data time: 0.1667, Forward time: 2.2773, Backward time: 3.1230, DDP time: 0.0048, Total iter time: 5.8046 [2020-11-05 21:03:35,076][root][INFO] - ===> Epoch[168](4358/26): Loss 0.4756, Sem 0.4089, dir -0.3902, norm 0.4568, swav 0.0000 LR: 5.975e-02 Score 88.536 Data time: 0.1904, Forward time: 2.2772, Backward time: 3.1230, DDP time: 0.0048, Total iter time: 5.3318 [2020-11-05 21:03:41,688][root][INFO] - ===> Epoch[168](4359/26): Loss 0.3426, Sem 0.3289, dir -0.3525, norm 0.3662, swav 0.0000 LR: 5.974e-02 Score 88.815 Data time: 0.1252, Forward time: 2.2770, Backward time: 3.1235, DDP time: 0.0048, Total iter time: 6.5073 [2020-11-05 21:03:48,548][root][INFO] - ===> Epoch[168](4360/26): Loss 0.5135, Sem 0.4156, dir -0.3209, norm 0.4188, swav 0.0000 LR: 5.973e-02 Score 85.716 Data time: 0.1945, Forward time: 2.2769, Backward time: 3.1238, DDP time: 0.0048, Total iter time: 6.7822 [2020-11-05 21:03:54,078][root][INFO] - ===> Epoch[168](4361/26): Loss 0.4083, Sem 0.4078, dir -0.4053, norm 0.4058, swav 0.0000 LR: 5.972e-02 Score 88.303 Data time: 0.2859, Forward time: 2.2770, Backward time: 3.1236, DDP time: 0.0048, Total iter time: 5.4196 [2020-11-05 21:04:00,142][root][INFO] - ===> Epoch[168](4362/26): Loss 0.4089, Sem 0.3906, dir -0.3909, norm 0.4091, swav 0.0000 LR: 5.971e-02 Score 87.750 Data time: 0.2409, Forward time: 2.2771, Backward time: 3.1236, DDP time: 0.0048, Total iter time: 5.9265 [2020-11-05 21:04:06,642][root][INFO] - ===> Epoch[168](4363/26): Loss 0.5170, Sem 0.4148, dir -0.3054, norm 0.4076, swav 0.0000 LR: 5.970e-02 Score 86.942 Data time: 0.2789, Forward time: 2.2773, Backward time: 3.1236, DDP time: 0.0048, Total iter time: 6.3837 [2020-11-05 21:04:12,820][root][INFO] - ===> Epoch[168](4364/26): Loss 0.5006, Sem 0.4092, dir -0.3539, norm 0.4452, swav 0.0000 LR: 5.969e-02 Score 88.122 Data time: 0.2323, Forward time: 2.2773, Backward time: 3.1236, DDP time: 0.0048, Total iter time: 6.0471 [2020-11-05 21:04:17,442][root][INFO] - ===> Epoch[168](4365/26): Loss 0.4045, Sem 0.3200, dir -0.3339, norm 0.4185, swav 0.0000 LR: 5.968e-02 Score 90.080 Data time: 0.1798, Forward time: 2.2773, Backward time: 3.1234, DDP time: 0.0048, Total iter time: 4.5209 [2020-11-05 21:04:24,188][root][INFO] - ===> Epoch[168](4366/26): Loss 0.6264, Sem 0.4507, dir -0.3382, norm 0.5138, swav 0.0000 LR: 5.967e-02 Score 86.346 Data time: 0.2223, Forward time: 2.2773, Backward time: 3.1236, DDP time: 0.0048, Total iter time: 6.6488 [2020-11-05 21:04:30,106][root][INFO] - ===> Epoch[168](4367/26): Loss 0.4180, Sem 0.3384, dir -0.3539, norm 0.4335, swav 0.0000 LR: 5.966e-02 Score 89.752 Data time: 0.2060, Forward time: 2.2773, Backward time: 3.1236, DDP time: 0.0048, Total iter time: 5.7598 [2020-11-05 21:04:36,637][root][INFO] - ===> Epoch[168](4368/26): Loss 0.5778, Sem 0.4278, dir -0.3199, norm 0.4698, swav 0.0000 LR: 5.965e-02 Score 87.768 Data time: 0.1424, Forward time: 2.2772, Backward time: 3.1239, DDP time: 0.0048, Total iter time: 6.3967 [2020-11-05 21:04:42,494][root][INFO] - ===> Epoch[169](4369/26): Loss 0.5071, Sem 0.4251, dir -0.3863, norm 0.4683, swav 0.0000 LR: 5.964e-02 Score 87.885 Data time: 0.1730, Forward time: 2.2771, Backward time: 3.1240, DDP time: 0.0048, Total iter time: 5.7564 [2020-11-05 21:04:48,110][root][INFO] - ===> Epoch[169](4370/26): Loss 0.4948, Sem 0.4448, dir -0.3579, norm 0.4079, swav 0.0000 LR: 5.963e-02 Score 87.188 Data time: 0.2094, Forward time: 2.2771, Backward time: 3.1239, DDP time: 0.0048, Total iter time: 5.5049 [2020-11-05 21:04:55,884][root][INFO] - ===> Epoch[169](4371/26): Loss 0.4120, Sem 0.3918, dir -0.3968, norm 0.4170, swav 0.0000 LR: 5.962e-02 Score 88.172 Data time: 0.1696, Forward time: 2.2770, Backward time: 3.1244, DDP time: 0.0048, Total iter time: 7.6464 [2020-11-05 21:05:01,153][root][INFO] - ===> Epoch[169](4372/26): Loss 0.5288, Sem 0.4518, dir -0.3926, norm 0.4696, swav 0.0000 LR: 5.961e-02 Score 86.349 Data time: 0.1859, Forward time: 2.2769, Backward time: 3.1244, DDP time: 0.0048, Total iter time: 5.1760 [2020-11-05 21:05:06,032][root][INFO] - ===> Epoch[169](4373/26): Loss 0.4686, Sem 0.3510, dir -0.3196, norm 0.4372, swav 0.0000 LR: 5.960e-02 Score 90.189 Data time: 0.2298, Forward time: 2.2769, Backward time: 3.1242, DDP time: 0.0048, Total iter time: 4.7695 [2020-11-05 21:05:11,864][root][INFO] - ===> Epoch[169](4374/26): Loss 0.4136, Sem 0.3310, dir -0.3554, norm 0.4380, swav 0.0000 LR: 5.960e-02 Score 89.868 Data time: 0.1379, Forward time: 2.2768, Backward time: 3.1243, DDP time: 0.0048, Total iter time: 5.7069 [2020-11-05 21:05:17,791][root][INFO] - ===> Epoch[169](4375/26): Loss 0.5576, Sem 0.3760, dir -0.2993, norm 0.4809, swav 0.0000 LR: 5.959e-02 Score 87.785 Data time: 0.2746, Forward time: 2.2769, Backward time: 3.1242, DDP time: 0.0048, Total iter time: 5.8273 [2020-11-05 21:05:23,561][root][INFO] - ===> Epoch[169](4376/26): Loss 0.5566, Sem 0.4028, dir -0.3533, norm 0.5071, swav 0.0000 LR: 5.958e-02 Score 86.794 Data time: 0.2148, Forward time: 2.2769, Backward time: 3.1242, DDP time: 0.0048, Total iter time: 5.6390 [2020-11-05 21:05:28,583][root][INFO] - ===> Epoch[169](4377/26): Loss 0.5069, Sem 0.4110, dir -0.3157, norm 0.4115, swav 0.0000 LR: 5.957e-02 Score 86.602 Data time: 0.2208, Forward time: 2.2769, Backward time: 3.1240, DDP time: 0.0048, Total iter time: 4.8885 [2020-11-05 21:05:33,841][root][INFO] - ===> Epoch[169](4378/26): Loss 0.4371, Sem 0.3796, dir -0.3826, norm 0.4402, swav 0.0000 LR: 5.956e-02 Score 86.540 Data time: 0.1855, Forward time: 2.2769, Backward time: 3.1240, DDP time: 0.0048, Total iter time: 5.1259 [2020-11-05 21:05:40,254][root][INFO] - ===> Epoch[169](4379/26): Loss 0.3901, Sem 0.3277, dir -0.3298, norm 0.3922, swav 0.0000 LR: 5.955e-02 Score 89.943 Data time: 0.1571, Forward time: 2.2767, Backward time: 3.1242, DDP time: 0.0048, Total iter time: 6.3091 [2020-11-05 21:05:46,120][root][INFO] - ===> Epoch[169](4380/26): Loss 0.4733, Sem 0.4035, dir -0.3578, norm 0.4276, swav 0.0000 LR: 5.954e-02 Score 87.144 Data time: 0.1938, Forward time: 2.2767, Backward time: 3.1243, DDP time: 0.0048, Total iter time: 5.7663 [2020-11-05 21:05:52,068][root][INFO] - ===> Epoch[169](4381/26): Loss 0.5112, Sem 0.4082, dir -0.3345, norm 0.4375, swav 0.0000 LR: 5.953e-02 Score 87.701 Data time: 0.3321, Forward time: 2.2768, Backward time: 3.1242, DDP time: 0.0048, Total iter time: 5.8428 [2020-11-05 21:05:57,442][root][INFO] - ===> Epoch[169](4382/26): Loss 0.4440, Sem 0.4014, dir -0.3421, norm 0.3846, swav 0.0000 LR: 5.952e-02 Score 87.942 Data time: 0.2012, Forward time: 2.2768, Backward time: 3.1241, DDP time: 0.0048, Total iter time: 5.2400 [2020-11-05 21:06:03,485][root][INFO] - ===> Epoch[169](4383/26): Loss 0.4041, Sem 0.3636, dir -0.3718, norm 0.4123, swav 0.0000 LR: 5.951e-02 Score 89.266 Data time: 0.2179, Forward time: 2.2769, Backward time: 3.1241, DDP time: 0.0048, Total iter time: 5.9279 [2020-11-05 21:06:08,708][root][INFO] - ===> Epoch[169](4384/26): Loss 0.4593, Sem 0.3916, dir -0.3581, norm 0.4257, swav 0.0000 LR: 5.950e-02 Score 88.564 Data time: 0.2539, Forward time: 2.2769, Backward time: 3.1239, DDP time: 0.0048, Total iter time: 5.1052 [2020-11-05 21:06:14,082][root][INFO] - ===> Epoch[169](4385/26): Loss 0.4902, Sem 0.4141, dir -0.3325, norm 0.4086, swav 0.0000 LR: 5.949e-02 Score 86.486 Data time: 0.2835, Forward time: 2.2769, Backward time: 3.1238, DDP time: 0.0048, Total iter time: 5.2477 [2020-11-05 21:06:19,489][root][INFO] - ===> Epoch[169](4386/26): Loss 0.4202, Sem 0.3482, dir -0.3666, norm 0.4386, swav 0.0000 LR: 5.948e-02 Score 88.117 Data time: 0.2028, Forward time: 2.2769, Backward time: 3.1237, DDP time: 0.0048, Total iter time: 5.2831 [2020-11-05 21:06:24,171][root][INFO] - ===> Epoch[169](4387/26): Loss 0.3898, Sem 0.2910, dir -0.3155, norm 0.4143, swav 0.0000 LR: 5.947e-02 Score 90.556 Data time: 0.1561, Forward time: 2.2768, Backward time: 3.1236, DDP time: 0.0048, Total iter time: 4.5463 [2020-11-05 21:06:29,766][root][INFO] - ===> Epoch[169](4388/26): Loss 0.3604, Sem 0.3819, dir -0.3904, norm 0.3689, swav 0.0000 LR: 5.946e-02 Score 88.328 Data time: 0.1556, Forward time: 2.2766, Backward time: 3.1237, DDP time: 0.0048, Total iter time: 5.4826 [2020-11-05 21:06:35,438][root][INFO] - ===> Epoch[169](4389/26): Loss 0.5080, Sem 0.4658, dir -0.3136, norm 0.3559, swav 0.0000 LR: 5.945e-02 Score 85.548 Data time: 0.2242, Forward time: 2.2766, Backward time: 3.1237, DDP time: 0.0048, Total iter time: 5.5528 [2020-11-05 21:06:41,795][root][INFO] - ===> Epoch[169](4390/26): Loss 0.5041, Sem 0.4147, dir -0.3313, norm 0.4206, swav 0.0000 LR: 5.944e-02 Score 86.631 Data time: 0.2547, Forward time: 2.2767, Backward time: 3.1237, DDP time: 0.0048, Total iter time: 6.2206 [2020-11-05 21:06:47,909][root][INFO] - ===> Epoch[169](4391/26): Loss 0.5617, Sem 0.4476, dir -0.3134, norm 0.4274, swav 0.0000 LR: 5.943e-02 Score 87.564 Data time: 0.1669, Forward time: 2.2766, Backward time: 3.1238, DDP time: 0.0048, Total iter time: 5.9755 [2020-11-05 21:06:53,212][root][INFO] - ===> Epoch[169](4392/26): Loss 0.4735, Sem 0.3739, dir -0.3637, norm 0.4633, swav 0.0000 LR: 5.942e-02 Score 87.925 Data time: 0.1774, Forward time: 2.2765, Backward time: 3.1238, DDP time: 0.0048, Total iter time: 5.1737 [2020-11-05 21:06:58,046][root][INFO] - ===> Epoch[169](4393/26): Loss 0.4105, Sem 0.3365, dir -0.3209, norm 0.3949, swav 0.0000 LR: 5.941e-02 Score 90.777 Data time: 0.1807, Forward time: 2.2764, Backward time: 3.1237, DDP time: 0.0048, Total iter time: 4.7030 [2020-11-05 21:07:05,725][root][INFO] - ===> Epoch[169](4394/26): Loss 0.6393, Sem 0.5661, dir -0.3915, norm 0.4647, swav 0.0000 LR: 5.940e-02 Score 84.012 Data time: 0.1889, Forward time: 2.2763, Backward time: 3.1242, DDP time: 0.0048, Total iter time: 7.5674 [2020-11-05 21:07:12,161][root][INFO] - ===> Epoch[170](4395/26): Loss 0.4318, Sem 0.3601, dir -0.3784, norm 0.4501, swav 0.0000 LR: 5.939e-02 Score 87.624 Data time: 0.2201, Forward time: 2.2764, Backward time: 3.1243, DDP time: 0.0048, Total iter time: 6.3244 [2020-11-05 21:07:17,741][root][INFO] - ===> Epoch[170](4396/26): Loss 0.6905, Sem 0.4911, dir -0.3476, norm 0.5469, swav 0.0000 LR: 5.939e-02 Score 84.659 Data time: 0.1502, Forward time: 2.2763, Backward time: 3.1244, DDP time: 0.0048, Total iter time: 5.4437 [2020-11-05 21:07:24,662][root][INFO] - ===> Epoch[170](4397/26): Loss 0.5186, Sem 0.4206, dir -0.4096, norm 0.5076, swav 0.0000 LR: 5.938e-02 Score 86.970 Data time: 0.1438, Forward time: 2.2761, Backward time: 3.1248, DDP time: 0.0048, Total iter time: 6.8395 [2020-11-05 21:07:30,517][root][INFO] - ===> Epoch[170](4398/26): Loss 0.5225, Sem 0.3922, dir -0.2947, norm 0.4250, swav 0.0000 LR: 5.937e-02 Score 87.961 Data time: 0.1580, Forward time: 2.2759, Backward time: 3.1250, DDP time: 0.0048, Total iter time: 5.7826 [2020-11-05 21:07:36,282][root][INFO] - ===> Epoch[170](4399/26): Loss 0.5027, Sem 0.4325, dir -0.3543, norm 0.4245, swav 0.0000 LR: 5.936e-02 Score 87.416 Data time: 0.2001, Forward time: 2.2759, Backward time: 3.1250, DDP time: 0.0048, Total iter time: 5.7178 [2020-11-05 21:07:41,525][root][INFO] - ===> Epoch[170](4400/26): Loss 0.5044, Sem 0.4283, dir -0.3433, norm 0.4194, swav 0.0000 LR: 5.935e-02 Score 85.849 Data time: 0.2041, Forward time: 2.2759, Backward time: 3.1249, DDP time: 0.0048, Total iter time: 5.1259 [2020-11-05 21:07:47,352][root][INFO] - ===> Epoch[170](4401/26): Loss 0.3801, Sem 0.3713, dir -0.3696, norm 0.3784, swav 0.0000 LR: 5.934e-02 Score 89.139 Data time: 0.2963, Forward time: 2.2760, Backward time: 3.1248, DDP time: 0.0048, Total iter time: 5.7117 [2020-11-05 21:07:51,643][root][INFO] - ===> Epoch[170](4402/26): Loss 0.4690, Sem 0.3378, dir -0.3354, norm 0.4665, swav 0.0000 LR: 5.933e-02 Score 89.167 Data time: 0.1801, Forward time: 2.2759, Backward time: 3.1245, DDP time: 0.0048, Total iter time: 4.1513 [2020-11-05 21:07:56,742][root][INFO] - ===> Epoch[170](4403/26): Loss 0.5364, Sem 0.4123, dir -0.3551, norm 0.4792, swav 0.0000 LR: 5.932e-02 Score 88.734 Data time: 0.1741, Forward time: 2.2758, Backward time: 3.1244, DDP time: 0.0048, Total iter time: 5.0008 [2020-11-05 21:08:01,727][root][INFO] - ===> Epoch[170](4404/26): Loss 0.5756, Sem 0.4872, dir -0.3455, norm 0.4339, swav 0.0000 LR: 5.931e-02 Score 84.154 Data time: 0.1362, Forward time: 2.2757, Backward time: 3.1244, DDP time: 0.0048, Total iter time: 4.8792 [2020-11-05 21:08:07,787][root][INFO] - ===> Epoch[170](4405/26): Loss 0.5631, Sem 0.4289, dir -0.3307, norm 0.4649, swav 0.0000 LR: 5.930e-02 Score 86.908 Data time: 0.2144, Forward time: 2.2756, Backward time: 3.1245, DDP time: 0.0048, Total iter time: 5.9482 [2020-11-05 21:08:12,474][root][INFO] - ===> Epoch[170](4406/26): Loss 0.5683, Sem 0.4717, dir -0.3958, norm 0.4924, swav 0.0000 LR: 5.929e-02 Score 84.873 Data time: 0.2169, Forward time: 2.2757, Backward time: 3.1243, DDP time: 0.0048, Total iter time: 4.5647 [2020-11-05 21:08:18,079][root][INFO] - ===> Epoch[170](4407/26): Loss 0.4123, Sem 0.3591, dir -0.3537, norm 0.4068, swav 0.0000 LR: 5.928e-02 Score 88.202 Data time: 0.1878, Forward time: 2.2756, Backward time: 3.1243, DDP time: 0.0048, Total iter time: 5.4762 [2020-11-05 21:08:23,664][root][INFO] - ===> Epoch[170](4408/26): Loss 0.4896, Sem 0.4150, dir -0.3994, norm 0.4741, swav 0.0000 LR: 5.927e-02 Score 88.456 Data time: 0.2047, Forward time: 2.2755, Backward time: 3.1243, DDP time: 0.0048, Total iter time: 5.4706 [2020-11-05 21:08:29,379][root][INFO] - ===> Epoch[170](4409/26): Loss 0.4633, Sem 0.3872, dir -0.3422, norm 0.4183, swav 0.0000 LR: 5.926e-02 Score 88.524 Data time: 0.2457, Forward time: 2.2756, Backward time: 3.1242, DDP time: 0.0048, Total iter time: 5.5846 [2020-11-05 21:08:35,008][root][INFO] - ===> Epoch[170](4410/26): Loss 0.5404, Sem 0.4221, dir -0.3612, norm 0.4794, swav 0.0000 LR: 5.925e-02 Score 87.251 Data time: 0.2167, Forward time: 2.2756, Backward time: 3.1241, DDP time: 0.0048, Total iter time: 5.5025 [2020-11-05 21:08:40,452][root][INFO] - ===> Epoch[170](4411/26): Loss 0.5351, Sem 0.4223, dir -0.3439, norm 0.4567, swav 0.0000 LR: 5.924e-02 Score 87.242 Data time: 0.2489, Forward time: 2.2757, Backward time: 3.1239, DDP time: 0.0048, Total iter time: 5.3000 [2020-11-05 21:08:46,838][root][INFO] - ===> Epoch[170](4412/26): Loss 0.4620, Sem 0.4085, dir -0.3836, norm 0.4372, swav 0.0000 LR: 5.923e-02 Score 88.369 Data time: 0.1777, Forward time: 2.2756, Backward time: 3.1242, DDP time: 0.0048, Total iter time: 6.2654 [2020-11-05 21:08:53,359][root][INFO] - ===> Epoch[170](4413/26): Loss 0.4697, Sem 0.4128, dir -0.3424, norm 0.3993, swav 0.0000 LR: 5.922e-02 Score 87.254 Data time: 0.2956, Forward time: 2.2758, Backward time: 3.1241, DDP time: 0.0048, Total iter time: 6.4043 [2020-11-05 21:08:59,881][root][INFO] - ===> Epoch[170](4414/26): Loss 0.4149, Sem 0.3616, dir -0.3598, norm 0.4130, swav 0.0000 LR: 5.921e-02 Score 89.712 Data time: 0.1667, Forward time: 2.2758, Backward time: 3.1243, DDP time: 0.0048, Total iter time: 6.3791 [2020-11-05 21:09:04,966][root][INFO] - ===> Epoch[170](4415/26): Loss 0.4172, Sem 0.3778, dir -0.3620, norm 0.4014, swav 0.0000 LR: 5.920e-02 Score 89.203 Data time: 0.1337, Forward time: 2.2756, Backward time: 3.1244, DDP time: 0.0048, Total iter time: 4.9754 [2020-11-05 21:09:11,660][root][INFO] - ===> Epoch[170](4416/26): Loss 0.4588, Sem 0.3624, dir -0.3452, norm 0.4416, swav 0.0000 LR: 5.919e-02 Score 88.918 Data time: 0.2736, Forward time: 2.2757, Backward time: 3.1244, DDP time: 0.0048, Total iter time: 6.6406 [2020-11-05 21:09:17,997][root][INFO] - ===> Epoch[170](4417/26): Loss 0.5254, Sem 0.3882, dir -0.3187, norm 0.4559, swav 0.0000 LR: 5.919e-02 Score 87.212 Data time: 0.1892, Forward time: 2.2757, Backward time: 3.1245, DDP time: 0.0048, Total iter time: 6.1956 [2020-11-05 21:09:23,915][root][INFO] - ===> Epoch[170](4418/26): Loss 0.4580, Sem 0.3698, dir -0.3601, norm 0.4483, swav 0.0000 LR: 5.918e-02 Score 88.242 Data time: 0.2800, Forward time: 2.2759, Backward time: 3.1244, DDP time: 0.0048, Total iter time: 5.8037 [2020-11-05 21:09:29,122][root][INFO] - ===> Epoch[170](4419/26): Loss 0.4189, Sem 0.3745, dir -0.3530, norm 0.3973, swav 0.0000 LR: 5.917e-02 Score 87.880 Data time: 0.1943, Forward time: 2.2759, Backward time: 3.1243, DDP time: 0.0048, Total iter time: 5.0967 [2020-11-05 21:09:35,123][root][INFO] - ===> Epoch[170](4420/26): Loss 0.4632, Sem 0.3706, dir -0.3056, norm 0.3982, swav 0.0000 LR: 5.916e-02 Score 89.552 Data time: 0.2147, Forward time: 2.2759, Backward time: 3.1243, DDP time: 0.0048, Total iter time: 5.9001 [2020-11-05 21:09:39,703][root][INFO] - ===> Epoch[171](4421/26): Loss 0.3298, Sem 0.3398, dir -0.4223, norm 0.4123, swav 0.0000 LR: 5.915e-02 Score 89.749 Data time: 0.1522, Forward time: 2.2757, Backward time: 3.1242, DDP time: 0.0048, Total iter time: 4.4754 [2020-11-05 21:09:44,960][root][INFO] - ===> Epoch[171](4422/26): Loss 0.5155, Sem 0.4321, dir -0.3954, norm 0.4788, swav 0.0000 LR: 5.914e-02 Score 86.922 Data time: 0.2267, Forward time: 2.2757, Backward time: 3.1241, DDP time: 0.0048, Total iter time: 5.1693 [2020-11-05 21:09:49,334][root][INFO] - ===> Epoch[171](4423/26): Loss 0.5183, Sem 0.4054, dir -0.4119, norm 0.5248, swav 0.0000 LR: 5.913e-02 Score 88.623 Data time: 0.1990, Forward time: 2.2757, Backward time: 3.1238, DDP time: 0.0048, Total iter time: 4.2467 [2020-11-05 21:09:55,674][root][INFO] - ===> Epoch[171](4424/26): Loss 0.4132, Sem 0.3445, dir -0.3664, norm 0.4351, swav 0.0000 LR: 5.912e-02 Score 88.656 Data time: 0.2148, Forward time: 2.2757, Backward time: 3.1239, DDP time: 0.0048, Total iter time: 6.2348 [2020-11-05 21:10:02,057][root][INFO] - ===> Epoch[171](4425/26): Loss 0.4250, Sem 0.3539, dir -0.3708, norm 0.4419, swav 0.0000 LR: 5.911e-02 Score 89.082 Data time: 0.1770, Forward time: 2.2756, Backward time: 3.1242, DDP time: 0.0048, Total iter time: 6.2709 [2020-11-05 21:10:09,215][root][INFO] - ===> Epoch[171](4426/26): Loss 0.5680, Sem 0.4253, dir -0.3256, norm 0.4683, swav 0.0000 LR: 5.910e-02 Score 85.924 Data time: 0.1903, Forward time: 2.2756, Backward time: 3.1245, DDP time: 0.0048, Total iter time: 7.0351 [2020-11-05 21:10:14,341][root][INFO] - ===> Epoch[171](4427/26): Loss 0.5393, Sem 0.4005, dir -0.3414, norm 0.4803, swav 0.0000 LR: 5.909e-02 Score 87.686 Data time: 0.1445, Forward time: 2.2754, Backward time: 3.1245, DDP time: 0.0048, Total iter time: 4.9981 [2020-11-05 21:10:19,747][root][INFO] - ===> Epoch[171](4428/26): Loss 0.4770, Sem 0.3932, dir -0.3658, norm 0.4497, swav 0.0000 LR: 5.908e-02 Score 87.352 Data time: 0.2065, Forward time: 2.2754, Backward time: 3.1245, DDP time: 0.0048, Total iter time: 5.2794 [2020-11-05 21:10:24,835][root][INFO] - ===> Epoch[171](4429/26): Loss 0.4227, Sem 0.3654, dir -0.3884, norm 0.4456, swav 0.0000 LR: 5.907e-02 Score 87.977 Data time: 0.2362, Forward time: 2.2754, Backward time: 3.1243, DDP time: 0.0048, Total iter time: 4.9643 [2020-11-05 21:10:29,926][root][INFO] - ===> Epoch[171](4430/26): Loss 0.4778, Sem 0.3570, dir -0.3379, norm 0.4588, swav 0.0000 LR: 5.906e-02 Score 89.521 Data time: 0.1560, Forward time: 2.2753, Backward time: 3.1242, DDP time: 0.0048, Total iter time: 4.9688 [2020-11-05 21:10:34,999][root][INFO] - ===> Epoch[171](4431/26): Loss 0.4220, Sem 0.3859, dir -0.3903, norm 0.4264, swav 0.0000 LR: 5.905e-02 Score 88.477 Data time: 0.2312, Forward time: 2.2753, Backward time: 3.1241, DDP time: 0.0048, Total iter time: 4.9622 [2020-11-05 21:10:41,685][root][INFO] - ===> Epoch[171](4432/26): Loss 0.4105, Sem 0.3363, dir -0.3790, norm 0.4532, swav 0.0000 LR: 5.904e-02 Score 89.838 Data time: 0.2488, Forward time: 2.2753, Backward time: 3.1242, DDP time: 0.0048, Total iter time: 6.5723 [2020-11-05 21:10:47,425][root][INFO] - ===> Epoch[171](4433/26): Loss 0.6082, Sem 0.4544, dir -0.3743, norm 0.5281, swav 0.0000 LR: 5.903e-02 Score 86.570 Data time: 0.2683, Forward time: 2.2755, Backward time: 3.1240, DDP time: 0.0048, Total iter time: 5.6014 [2020-11-05 21:10:52,742][root][INFO] - ===> Epoch[171](4434/26): Loss 0.3481, Sem 0.3384, dir -0.3813, norm 0.3910, swav 0.0000 LR: 5.902e-02 Score 87.648 Data time: 0.1812, Forward time: 2.2754, Backward time: 3.1240, DDP time: 0.0048, Total iter time: 5.1873 [2020-11-05 21:10:58,652][root][INFO] - ===> Epoch[171](4435/26): Loss 0.5084, Sem 0.4144, dir -0.3759, norm 0.4700, swav 0.0000 LR: 5.901e-02 Score 86.926 Data time: 0.2226, Forward time: 2.2754, Backward time: 3.1240, DDP time: 0.0048, Total iter time: 5.8101 [2020-11-05 21:11:03,258][root][INFO] - ===> Epoch[171](4436/26): Loss 0.3920, Sem 0.3794, dir -0.3913, norm 0.4038, swav 0.0000 LR: 5.900e-02 Score 87.701 Data time: 0.2112, Forward time: 2.2754, Backward time: 3.1237, DDP time: 0.0048, Total iter time: 4.5007 [2020-11-05 21:11:08,854][root][INFO] - ===> Epoch[171](4437/26): Loss 0.4376, Sem 0.3461, dir -0.3217, norm 0.4132, swav 0.0000 LR: 5.899e-02 Score 89.024 Data time: 0.2488, Forward time: 2.2755, Backward time: 3.1236, DDP time: 0.0048, Total iter time: 5.4917 [2020-11-05 21:11:14,787][root][INFO] - ===> Epoch[171](4438/26): Loss 0.4801, Sem 0.3892, dir -0.3529, norm 0.4437, swav 0.0000 LR: 5.898e-02 Score 87.404 Data time: 0.2082, Forward time: 2.2755, Backward time: 3.1237, DDP time: 0.0048, Total iter time: 5.8111 [2020-11-05 21:11:20,684][root][INFO] - ===> Epoch[171](4439/26): Loss 0.4379, Sem 0.3377, dir -0.3424, norm 0.4425, swav 0.0000 LR: 5.898e-02 Score 89.301 Data time: 0.2003, Forward time: 2.2754, Backward time: 3.1238, DDP time: 0.0048, Total iter time: 5.7813 [2020-11-05 21:11:27,675][root][INFO] - ===> Epoch[171](4440/26): Loss 0.3589, Sem 0.3430, dir -0.3733, norm 0.3892, swav 0.0000 LR: 5.897e-02 Score 90.415 Data time: 0.2501, Forward time: 2.2755, Backward time: 3.1240, DDP time: 0.0048, Total iter time: 6.9049 [2020-11-05 21:11:33,743][root][INFO] - ===> Epoch[171](4441/26): Loss 0.6171, Sem 0.4551, dir -0.3557, norm 0.5176, swav 0.0000 LR: 5.896e-02 Score 87.535 Data time: 0.3056, Forward time: 2.2756, Backward time: 3.1239, DDP time: 0.0048, Total iter time: 5.9439 [2020-11-05 21:11:38,791][root][INFO] - ===> Epoch[171](4442/26): Loss 0.4654, Sem 0.3958, dir -0.3407, norm 0.4102, swav 0.0000 LR: 5.895e-02 Score 87.483 Data time: 0.2052, Forward time: 2.2756, Backward time: 3.1237, DDP time: 0.0048, Total iter time: 4.9212 [2020-11-05 21:11:44,278][root][INFO] - ===> Epoch[171](4443/26): Loss 0.5345, Sem 0.4250, dir -0.3749, norm 0.4844, swav 0.0000 LR: 5.894e-02 Score 86.431 Data time: 0.1830, Forward time: 2.2755, Backward time: 3.1237, DDP time: 0.0048, Total iter time: 5.3730 [2020-11-05 21:11:50,173][root][INFO] - ===> Epoch[171](4444/26): Loss 0.4522, Sem 0.4098, dir -0.3444, norm 0.3868, swav 0.0000 LR: 5.893e-02 Score 88.107 Data time: 0.1816, Forward time: 2.2754, Backward time: 3.1238, DDP time: 0.0048, Total iter time: 5.7723 [2020-11-05 21:11:55,976][root][INFO] - ===> Epoch[171](4445/26): Loss 0.4270, Sem 0.3620, dir -0.3596, norm 0.4246, swav 0.0000 LR: 5.892e-02 Score 89.141 Data time: 0.2085, Forward time: 2.2754, Backward time: 3.1239, DDP time: 0.0048, Total iter time: 5.6757 [2020-11-05 21:12:01,950][root][INFO] - ===> Epoch[171](4446/26): Loss 0.5548, Sem 0.4674, dir -0.3436, norm 0.4310, swav 0.0000 LR: 5.891e-02 Score 85.327 Data time: 0.2034, Forward time: 2.2754, Backward time: 3.1239, DDP time: 0.0048, Total iter time: 5.8412 [2020-11-05 21:12:06,662][root][INFO] - ===> Epoch[172](4447/26): Loss 0.4844, Sem 0.3615, dir -0.3529, norm 0.4758, swav 0.0000 LR: 5.890e-02 Score 88.589 Data time: 0.2016, Forward time: 2.2753, Backward time: 3.1237, DDP time: 0.0048, Total iter time: 4.6132 [2020-11-05 21:12:11,904][root][INFO] - ===> Epoch[172](4448/26): Loss 0.3337, Sem 0.2997, dir -0.4074, norm 0.4415, swav 0.0000 LR: 5.889e-02 Score 90.685 Data time: 0.2022, Forward time: 2.2753, Backward time: 3.1236, DDP time: 0.0048, Total iter time: 5.1216 [2020-11-05 21:12:18,232][root][INFO] - ===> Epoch[172](4449/26): Loss 0.4335, Sem 0.3287, dir -0.3633, norm 0.4682, swav 0.0000 LR: 5.888e-02 Score 89.921 Data time: 0.2562, Forward time: 2.2754, Backward time: 3.1236, DDP time: 0.0048, Total iter time: 6.2247 [2020-11-05 21:12:23,649][root][INFO] - ===> Epoch[172](4450/26): Loss 0.5003, Sem 0.3828, dir -0.3130, norm 0.4305, swav 0.0000 LR: 5.887e-02 Score 87.116 Data time: 0.2037, Forward time: 2.2754, Backward time: 3.1236, DDP time: 0.0048, Total iter time: 5.2917 [2020-11-05 21:12:30,484][root][INFO] - ===> Epoch[172](4451/26): Loss 0.5347, Sem 0.4403, dir -0.3326, norm 0.4270, swav 0.0000 LR: 5.886e-02 Score 87.117 Data time: 0.2357, Forward time: 2.2754, Backward time: 3.1238, DDP time: 0.0048, Total iter time: 6.7142 [2020-11-05 21:12:36,952][root][INFO] - ===> Epoch[172](4452/26): Loss 0.4321, Sem 0.3515, dir -0.3445, norm 0.4252, swav 0.0000 LR: 5.885e-02 Score 89.304 Data time: 0.2344, Forward time: 2.2755, Backward time: 3.1238, DDP time: 0.0048, Total iter time: 6.3506 [2020-11-05 21:12:42,195][root][INFO] - ===> Epoch[172](4453/26): Loss 0.4672, Sem 0.4019, dir -0.3750, norm 0.4403, swav 0.0000 LR: 5.884e-02 Score 88.205 Data time: 0.1977, Forward time: 2.2755, Backward time: 3.1237, DDP time: 0.0048, Total iter time: 5.0844 [2020-11-05 21:12:47,844][root][INFO] - ===> Epoch[172](4454/26): Loss 0.3275, Sem 0.3202, dir -0.3735, norm 0.3809, swav 0.0000 LR: 5.883e-02 Score 88.598 Data time: 0.2085, Forward time: 2.2755, Backward time: 3.1237, DDP time: 0.0048, Total iter time: 5.5346 [2020-11-05 21:12:53,519][root][INFO] - ===> Epoch[172](4455/26): Loss 0.5312, Sem 0.4306, dir -0.3598, norm 0.4604, swav 0.0000 LR: 5.882e-02 Score 87.221 Data time: 0.1979, Forward time: 2.2755, Backward time: 3.1237, DDP time: 0.0048, Total iter time: 5.5720 [2020-11-05 21:12:58,732][root][INFO] - ===> Epoch[172](4456/26): Loss 0.3890, Sem 0.3396, dir -0.4195, norm 0.4689, swav 0.0000 LR: 5.881e-02 Score 88.695 Data time: 0.2266, Forward time: 2.2754, Backward time: 3.1236, DDP time: 0.0048, Total iter time: 5.0918 [2020-11-05 21:13:06,242][root][INFO] - ===> Epoch[172](4457/26): Loss 0.4253, Sem 0.3652, dir -0.3178, norm 0.3779, swav 0.0000 LR: 5.880e-02 Score 87.999 Data time: 0.3628, Forward time: 2.2757, Backward time: 3.1236, DDP time: 0.0048, Total iter time: 7.3802 [2020-11-05 21:13:12,069][root][INFO] - ===> Epoch[172](4458/26): Loss 0.3007, Sem 0.3140, dir -0.4153, norm 0.4020, swav 0.0000 LR: 5.879e-02 Score 90.094 Data time: 0.1963, Forward time: 2.2757, Backward time: 3.1236, DDP time: 0.0048, Total iter time: 5.7044 [2020-11-05 21:13:18,686][root][INFO] - ===> Epoch[172](4459/26): Loss 0.4597, Sem 0.3366, dir -0.3401, norm 0.4632, swav 0.0000 LR: 5.878e-02 Score 89.963 Data time: 0.2228, Forward time: 2.2757, Backward time: 3.1238, DDP time: 0.0048, Total iter time: 6.5105 [2020-11-05 21:13:25,561][root][INFO] - ===> Epoch[172](4460/26): Loss 0.4747, Sem 0.3911, dir -0.3523, norm 0.4359, swav 0.0000 LR: 5.877e-02 Score 87.789 Data time: 0.2148, Forward time: 2.2757, Backward time: 3.1241, DDP time: 0.0048, Total iter time: 6.7456 [2020-11-05 21:13:30,915][root][INFO] - ===> Epoch[172](4461/26): Loss 0.5810, Sem 0.4569, dir -0.3331, norm 0.4572, swav 0.0000 LR: 5.877e-02 Score 85.561 Data time: 0.1338, Forward time: 2.2755, Backward time: 3.1241, DDP time: 0.0048, Total iter time: 5.2310 [2020-11-05 21:13:37,058][root][INFO] - ===> Epoch[172](4462/26): Loss 0.4458, Sem 0.4079, dir -0.3889, norm 0.4268, swav 0.0000 LR: 5.876e-02 Score 88.261 Data time: 0.1550, Forward time: 2.2754, Backward time: 3.1244, DDP time: 0.0048, Total iter time: 6.0450 [2020-11-05 21:13:42,498][root][INFO] - ===> Epoch[172](4463/26): Loss 0.5244, Sem 0.4282, dir -0.3176, norm 0.4137, swav 0.0000 LR: 5.875e-02 Score 88.731 Data time: 0.2305, Forward time: 2.2754, Backward time: 3.1243, DDP time: 0.0048, Total iter time: 5.3628 [2020-11-05 21:13:49,551][root][INFO] - ===> Epoch[172](4464/26): Loss 0.3579, Sem 0.3363, dir -0.3294, norm 0.3510, swav 0.0000 LR: 5.874e-02 Score 89.559 Data time: 0.2112, Forward time: 2.2754, Backward time: 3.1245, DDP time: 0.0048, Total iter time: 6.9221 [2020-11-05 21:13:55,668][root][INFO] - ===> Epoch[172](4465/26): Loss 0.3936, Sem 0.3324, dir -0.4089, norm 0.4701, swav 0.0000 LR: 5.873e-02 Score 89.871 Data time: 0.2686, Forward time: 2.2756, Backward time: 3.1245, DDP time: 0.0048, Total iter time: 5.9942 [2020-11-05 21:14:01,200][root][INFO] - ===> Epoch[172](4466/26): Loss 0.4647, Sem 0.4385, dir -0.4136, norm 0.4398, swav 0.0000 LR: 5.872e-02 Score 85.982 Data time: 0.2227, Forward time: 2.2756, Backward time: 3.1243, DDP time: 0.0048, Total iter time: 5.4104 [2020-11-05 21:14:07,295][root][INFO] - ===> Epoch[172](4467/26): Loss 0.5123, Sem 0.4603, dir -0.3653, norm 0.4174, swav 0.0000 LR: 5.871e-02 Score 86.505 Data time: 0.1701, Forward time: 2.2755, Backward time: 3.1245, DDP time: 0.0048, Total iter time: 5.9873 [2020-11-05 21:14:13,093][root][INFO] - ===> Epoch[172](4468/26): Loss 0.4089, Sem 0.3567, dir -0.3639, norm 0.4161, swav 0.0000 LR: 5.870e-02 Score 89.772 Data time: 0.2179, Forward time: 2.2755, Backward time: 3.1245, DDP time: 0.0048, Total iter time: 5.7101 [2020-11-05 21:14:18,927][root][INFO] - ===> Epoch[172](4469/26): Loss 0.5288, Sem 0.4201, dir -0.3243, norm 0.4331, swav 0.0000 LR: 5.869e-02 Score 87.788 Data time: 0.2872, Forward time: 2.2757, Backward time: 3.1244, DDP time: 0.0048, Total iter time: 5.7006 [2020-11-05 21:14:24,981][root][INFO] - ===> Epoch[172](4470/26): Loss 0.4465, Sem 0.3975, dir -0.4114, norm 0.4603, swav 0.0000 LR: 5.868e-02 Score 87.537 Data time: 0.2045, Forward time: 2.2756, Backward time: 3.1244, DDP time: 0.0048, Total iter time: 5.9219 [2020-11-05 21:14:30,135][root][INFO] - ===> Epoch[172](4471/26): Loss 0.4663, Sem 0.3851, dir -0.3701, norm 0.4512, swav 0.0000 LR: 5.867e-02 Score 89.280 Data time: 0.2149, Forward time: 2.2756, Backward time: 3.1243, DDP time: 0.0048, Total iter time: 5.0491 [2020-11-05 21:14:36,008][root][INFO] - ===> Epoch[172](4472/26): Loss 0.5239, Sem 0.3898, dir -0.3547, norm 0.4888, swav 0.0000 LR: 5.866e-02 Score 88.147 Data time: 0.2954, Forward time: 2.2758, Backward time: 3.1242, DDP time: 0.0048, Total iter time: 5.7298 [2020-11-05 21:14:41,206][root][INFO] - ===> Epoch[173](4473/26): Loss 0.5377, Sem 0.4021, dir -0.2847, norm 0.4202, swav 0.0000 LR: 5.865e-02 Score 86.782 Data time: 0.2148, Forward time: 2.2758, Backward time: 3.1240, DDP time: 0.0048, Total iter time: 5.0696 [2020-11-05 21:14:46,659][root][INFO] - ===> Epoch[173](4474/26): Loss 0.4186, Sem 0.3877, dir -0.3625, norm 0.3935, swav 0.0000 LR: 5.864e-02 Score 87.697 Data time: 0.2611, Forward time: 2.2759, Backward time: 3.1238, DDP time: 0.0048, Total iter time: 5.3558 [2020-11-05 21:14:53,019][root][INFO] - ===> Epoch[173](4475/26): Loss 0.5246, Sem 0.4527, dir -0.3638, norm 0.4357, swav 0.0000 LR: 5.863e-02 Score 85.672 Data time: 0.2422, Forward time: 2.2760, Backward time: 3.1239, DDP time: 0.0048, Total iter time: 6.2467 [2020-11-05 21:14:59,304][root][INFO] - ===> Epoch[173](4476/26): Loss 0.5654, Sem 0.3944, dir -0.3313, norm 0.5023, swav 0.0000 LR: 5.862e-02 Score 88.637 Data time: 0.2289, Forward time: 2.2760, Backward time: 3.1239, DDP time: 0.0048, Total iter time: 6.1916 [2020-11-05 21:15:06,023][root][INFO] - ===> Epoch[173](4477/26): Loss 0.5250, Sem 0.4152, dir -0.3543, norm 0.4641, swav 0.0000 LR: 5.861e-02 Score 86.594 Data time: 0.1805, Forward time: 2.2759, Backward time: 3.1242, DDP time: 0.0048, Total iter time: 6.5828 [2020-11-05 21:15:12,280][root][INFO] - ===> Epoch[173](4478/26): Loss 0.4628, Sem 0.3724, dir -0.3057, norm 0.3962, swav 0.0000 LR: 5.860e-02 Score 88.556 Data time: 0.2059, Forward time: 2.2759, Backward time: 3.1244, DDP time: 0.0048, Total iter time: 6.1821 [2020-11-05 21:15:17,369][root][INFO] - ===> Epoch[173](4479/26): Loss 0.5117, Sem 0.4201, dir -0.3513, norm 0.4429, swav 0.0000 LR: 5.859e-02 Score 86.959 Data time: 0.2513, Forward time: 2.2759, Backward time: 3.1241, DDP time: 0.0048, Total iter time: 4.9702 [2020-11-05 21:15:22,677][root][INFO] - ===> Epoch[173](4480/26): Loss 0.4485, Sem 0.3809, dir -0.3952, norm 0.4629, swav 0.0000 LR: 5.858e-02 Score 88.431 Data time: 0.2268, Forward time: 2.2760, Backward time: 3.1240, DDP time: 0.0048, Total iter time: 5.1931 [2020-11-05 21:15:28,414][root][INFO] - ===> Epoch[173](4481/26): Loss 0.4090, Sem 0.3468, dir -0.4097, norm 0.4719, swav 0.0000 LR: 5.857e-02 Score 89.355 Data time: 0.1306, Forward time: 2.2758, Backward time: 3.1242, DDP time: 0.0048, Total iter time: 5.6199 [2020-11-05 21:15:34,241][root][INFO] - ===> Epoch[173](4482/26): Loss 0.3581, Sem 0.3340, dir -0.4055, norm 0.4296, swav 0.0000 LR: 5.856e-02 Score 89.428 Data time: 0.1838, Forward time: 2.2758, Backward time: 3.1242, DDP time: 0.0048, Total iter time: 5.7168 [2020-11-05 21:15:39,539][root][INFO] - ===> Epoch[173](4483/26): Loss 0.3700, Sem 0.3311, dir -0.3829, norm 0.4218, swav 0.0000 LR: 5.856e-02 Score 89.661 Data time: 0.1721, Forward time: 2.2757, Backward time: 3.1242, DDP time: 0.0048, Total iter time: 5.1580 [2020-11-05 21:15:44,432][root][INFO] - ===> Epoch[173](4484/26): Loss 0.4406, Sem 0.3884, dir -0.3684, norm 0.4206, swav 0.0000 LR: 5.855e-02 Score 88.233 Data time: 0.2196, Forward time: 2.2757, Backward time: 3.1240, DDP time: 0.0048, Total iter time: 4.7671 [2020-11-05 21:15:50,130][root][INFO] - ===> Epoch[173](4485/26): Loss 0.4589, Sem 0.3933, dir -0.3586, norm 0.4242, swav 0.0000 LR: 5.854e-02 Score 87.582 Data time: 0.2476, Forward time: 2.2758, Backward time: 3.1239, DDP time: 0.0048, Total iter time: 5.5836 [2020-11-05 21:15:56,025][root][INFO] - ===> Epoch[173](4486/26): Loss 0.3786, Sem 0.3264, dir -0.4080, norm 0.4602, swav 0.0000 LR: 5.853e-02 Score 90.197 Data time: 0.1583, Forward time: 2.2757, Backward time: 3.1240, DDP time: 0.0048, Total iter time: 5.7409 [2020-11-05 21:16:01,559][root][INFO] - ===> Epoch[173](4487/26): Loss 0.4576, Sem 0.3964, dir -0.3404, norm 0.4017, swav 0.0000 LR: 5.852e-02 Score 87.993 Data time: 0.1736, Forward time: 2.2756, Backward time: 3.1240, DDP time: 0.0048, Total iter time: 5.4261 [2020-11-05 21:16:06,615][root][INFO] - ===> Epoch[173](4488/26): Loss 0.3955, Sem 0.3231, dir -0.3616, norm 0.4340, swav 0.0000 LR: 5.851e-02 Score 89.545 Data time: 0.2076, Forward time: 2.2756, Backward time: 3.1239, DDP time: 0.0048, Total iter time: 4.9479 [2020-11-05 21:16:12,148][root][INFO] - ===> Epoch[173](4489/26): Loss 0.4745, Sem 0.4026, dir -0.3507, norm 0.4226, swav 0.0000 LR: 5.850e-02 Score 88.669 Data time: 0.1755, Forward time: 2.2755, Backward time: 3.1239, DDP time: 0.0048, Total iter time: 5.4056 [2020-11-05 21:16:18,272][root][INFO] - ===> Epoch[173](4490/26): Loss 0.3969, Sem 0.3721, dir -0.3838, norm 0.4085, swav 0.0000 LR: 5.849e-02 Score 87.751 Data time: 0.1536, Forward time: 2.2753, Backward time: 3.1241, DDP time: 0.0048, Total iter time: 6.0158 [2020-11-05 21:16:23,182][root][INFO] - ===> Epoch[173](4491/26): Loss 0.5251, Sem 0.4120, dir -0.3361, norm 0.4492, swav 0.0000 LR: 5.848e-02 Score 87.566 Data time: 0.2332, Forward time: 2.2754, Backward time: 3.1239, DDP time: 0.0048, Total iter time: 4.8211 [2020-11-05 21:16:28,395][root][INFO] - ===> Epoch[173](4492/26): Loss 0.5873, Sem 0.4458, dir -0.3571, norm 0.4986, swav 0.0000 LR: 5.847e-02 Score 86.172 Data time: 0.2527, Forward time: 2.2754, Backward time: 3.1237, DDP time: 0.0048, Total iter time: 5.1094 [2020-11-05 21:16:34,286][root][INFO] - ===> Epoch[173](4493/26): Loss 0.5063, Sem 0.3519, dir -0.2806, norm 0.4350, swav 0.0000 LR: 5.846e-02 Score 88.952 Data time: 0.1700, Forward time: 2.2753, Backward time: 3.1238, DDP time: 0.0048, Total iter time: 5.7596 [2020-11-05 21:16:40,160][root][INFO] - ===> Epoch[173](4494/26): Loss 0.3910, Sem 0.2981, dir -0.3584, norm 0.4514, swav 0.0000 LR: 5.845e-02 Score 90.354 Data time: 0.2746, Forward time: 2.2754, Backward time: 3.1237, DDP time: 0.0048, Total iter time: 5.7796 [2020-11-05 21:16:45,478][root][INFO] - ===> Epoch[173](4495/26): Loss 0.4982, Sem 0.3964, dir -0.3576, norm 0.4594, swav 0.0000 LR: 5.844e-02 Score 86.868 Data time: 0.2400, Forward time: 2.2755, Backward time: 3.1235, DDP time: 0.0048, Total iter time: 5.1846 [2020-11-05 21:16:52,291][root][INFO] - ===> Epoch[173](4496/26): Loss 0.4691, Sem 0.4035, dir -0.3956, norm 0.4612, swav 0.0000 LR: 5.843e-02 Score 87.141 Data time: 0.1785, Forward time: 2.2754, Backward time: 3.1238, DDP time: 0.0048, Total iter time: 6.6789 [2020-11-05 21:16:58,079][root][INFO] - ===> Epoch[173](4497/26): Loss 0.4539, Sem 0.3658, dir -0.3631, norm 0.4513, swav 0.0000 LR: 5.842e-02 Score 89.574 Data time: 0.2904, Forward time: 2.2756, Backward time: 3.1237, DDP time: 0.0048, Total iter time: 5.6836 [2020-11-05 21:17:03,909][root][INFO] - ===> Epoch[173](4498/26): Loss 0.5822, Sem 0.4583, dir -0.3298, norm 0.4536, swav 0.0000 LR: 5.841e-02 Score 87.434 Data time: 0.2752, Forward time: 2.2757, Backward time: 3.1235, DDP time: 0.0048, Total iter time: 5.6958 [2020-11-05 21:17:10,864][root][INFO] - ===> Epoch[174](4499/26): Loss 0.4057, Sem 0.3792, dir -0.3580, norm 0.3846, swav 0.0000 LR: 5.840e-02 Score 88.844 Data time: 0.2183, Forward time: 2.2757, Backward time: 3.1237, DDP time: 0.0048, Total iter time: 6.8068 [2020-11-05 21:17:17,890][root][INFO] - ===> Epoch[174](4500/26): Loss 0.5529, Sem 0.4213, dir -0.3125, norm 0.4442, swav 0.0000 LR: 5.839e-02 Score 86.982 Data time: 0.3433, Forward time: 2.2760, Backward time: 3.1237, DDP time: 0.0048, Total iter time: 6.8966 [2020-11-05 21:17:18,621][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-11-05 21:17:18,892][root][INFO] - ===> Start testing [2020-11-05 21:18:35,675][root][INFO] - 101/312: Data time: 0.0046, Iter time: 0.2103 Loss 0.078 (AVG: 0.643) Score 98.135 (AVG: 83.655) mIOU 56.194 mAP 66.080 mAcc 65.823 IOU: 77.928 95.379 47.417 75.393 87.044 76.472 60.821 38.710 31.711 68.961 1.017 34.749 45.594 48.891 23.750 45.239 87.065 54.861 85.042 37.829 mAP: 80.310 95.837 56.582 69.115 87.371 81.844 63.765 61.334 47.509 65.932 25.852 49.112 52.949 60.786 42.129 79.475 95.306 75.069 84.975 46.342 mAcc: 91.768 98.572 60.851 86.848 93.453 83.707 78.206 48.267 42.104 82.545 1.027 39.562 71.349 63.951 24.241 53.211 93.995 63.850 89.106 49.845 [2020-11-05 21:19:59,079][root][INFO] - 201/312: Data time: 0.0054, Iter time: 0.2386 Loss 0.438 (AVG: 0.637) Score 89.252 (AVG: 83.306) mIOU 56.442 mAP 66.016 mAcc 66.259 IOU: 75.982 95.656 49.969 73.062 85.968 76.998 62.112 40.134 39.033 69.716 0.630 40.634 45.064 46.623 26.499 45.339 85.403 51.844 80.352 37.820 mAP: 79.065 96.224 57.563 71.301 86.623 77.945 64.441 61.800 51.964 59.555 25.808 47.839 53.020 67.098 43.624 82.347 93.186 71.581 81.000 48.343 mAcc: 91.841 98.343 62.951 85.080 91.898 83.561 79.186 50.137 48.870 83.016 0.637 45.526 70.139 64.249 27.362 53.823 92.097 61.521 85.993 48.958 [2020-11-05 21:21:31,596][root][INFO] - 301/312: Data time: 0.0056, Iter time: 0.4133 Loss 0.205 (AVG: 0.620) Score 93.610 (AVG: 83.598) mIOU 56.846 mAP 65.875 mAcc 66.799 IOU: 76.185 95.637 49.171 70.304 85.761 77.772 65.018 42.485 40.149 70.593 0.613 40.680 46.283 53.782 25.055 42.237 84.724 52.504 79.952 38.016 mAP: 78.670 96.482 55.047 68.876 85.896 78.535 64.318 61.134 51.597 60.936 25.385 49.739 55.762 71.055 40.243 81.091 93.690 71.200 79.320 48.528 mAcc: 91.962 98.185 60.878 81.663 91.660 84.528 81.407 53.248 50.052 83.954 0.620 45.844 71.665 69.791 25.951 51.746 92.353 64.840 85.927 49.697 [2020-11-05 21:21:38,721][root][INFO] - 312/312: Data time: 0.0038, Iter time: 0.3388 Loss 0.814 (AVG: 0.618) Score 75.996 (AVG: 83.654) mIOU 56.855 mAP 65.936 mAcc 66.917 IOU: 76.331 95.694 49.435 69.872 85.869 77.717 64.657 42.706 40.197 69.534 0.599 39.931 45.944 53.617 26.063 43.472 85.072 52.190 80.597 37.599 mAP: 78.755 96.515 55.557 68.876 86.094 78.798 64.177 61.362 51.634 60.936 25.980 48.191 55.762 71.055 41.223 81.174 93.891 70.545 79.712 48.487 mAcc: 91.975 98.202 61.339 81.663 91.803 84.682 80.922 53.426 50.048 83.954 0.606 45.054 71.665 69.791 27.002 53.602 92.535 64.649 86.397 49.019 [2020-11-05 21:21:38,722][root][INFO] - Finished test. Elapsed time: 259.8283 [2020-11-05 21:21:52,712][root][INFO] - [2020-11-05 21:21:52,713][root][INFO] - ################################################################ [2020-11-05 21:21:52,713][root][INFO] - what : AP AP_50% AP_25% [2020-11-05 21:21:52,713][root][INFO] - ################################################################ [2020-11-05 21:21:52,713][root][INFO] - cabinet : 0.031 0.113 0.359 [2020-11-05 21:21:52,713][root][INFO] - bed : 0.091 0.337 0.525 [2020-11-05 21:21:52,713][root][INFO] - chair : 0.360 0.574 0.708 [2020-11-05 21:21:52,714][root][INFO] - sofa : 0.175 0.365 0.593 [2020-11-05 21:21:52,714][root][INFO] - table : 0.064 0.176 0.349 [2020-11-05 21:21:52,714][root][INFO] - door : 0.057 0.149 0.299 [2020-11-05 21:21:52,714][root][INFO] - window : 0.023 0.077 0.253 [2020-11-05 21:21:52,714][root][INFO] - bookshelf : 0.027 0.094 0.300 [2020-11-05 21:21:52,714][root][INFO] - picture : 0.000 0.000 0.000 [2020-11-05 21:21:52,714][root][INFO] - counter : 0.000 0.001 0.019 [2020-11-05 21:21:52,714][root][INFO] - desk : 0.004 0.025 0.205 [2020-11-05 21:21:52,714][root][INFO] - curtain : 0.111 0.267 0.393 [2020-11-05 21:21:52,714][root][INFO] - refrigerator : 0.021 0.091 0.143 [2020-11-05 21:21:52,714][root][INFO] - shower curtain : 0.268 0.449 0.566 [2020-11-05 21:21:52,714][root][INFO] - toilet : 0.714 0.981 0.981 [2020-11-05 21:21:52,714][root][INFO] - sink : 0.112 0.296 0.686 [2020-11-05 21:21:52,714][root][INFO] - bathtub : 0.131 0.327 0.550 [2020-11-05 21:21:52,714][root][INFO] - otherfurniture : 0.107 0.213 0.405 [2020-11-05 21:21:52,714][root][INFO] - ---------------------------------------------------------------- [2020-11-05 21:21:52,714][root][INFO] - average : 0.128 0.252 0.407 [2020-11-05 21:21:52,714][root][INFO] - [2020-11-05 21:21:53,023][root][INFO] - Summary name validation/mAP@0.5 is illegal; using validation/mAP_0.5 instead. [2020-11-05 21:21:53,744][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34Cbest_val.pth [2020-11-05 21:21:53,991][root][INFO] - Current best mIoU: 56.855 at iter 4500 [2020-11-05 21:21:59,636][root][INFO] - ===> Epoch[174](4501/26): Loss 0.5532, Sem 0.4781, dir -0.3487, norm 0.4239, swav 0.0000 LR: 5.838e-02 Score 85.246 Data time: 0.2479, Forward time: 2.2761, Backward time: 3.1236, DDP time: 0.0048, Total iter time: 5.6390 [2020-11-05 21:22:04,987][root][INFO] - ===> Epoch[174](4502/26): Loss 0.4479, Sem 0.3676, dir -0.3100, norm 0.3903, swav 0.0000 LR: 5.837e-02 Score 87.074 Data time: 0.2467, Forward time: 2.2762, Backward time: 3.1234, DDP time: 0.0048, Total iter time: 5.2112 [2020-11-05 21:22:10,434][root][INFO] - ===> Epoch[174](4503/26): Loss 0.4284, Sem 0.3528, dir -0.3419, norm 0.4175, swav 0.0000 LR: 5.836e-02 Score 88.557 Data time: 0.2862, Forward time: 2.2763, Backward time: 3.1232, DDP time: 0.0048, Total iter time: 5.3120 [2020-11-05 21:22:16,490][root][INFO] - ===> Epoch[174](4504/26): Loss 0.4315, Sem 0.3384, dir -0.3643, norm 0.4574, swav 0.0000 LR: 5.835e-02 Score 89.262 Data time: 0.1489, Forward time: 2.2762, Backward time: 3.1234, DDP time: 0.0048, Total iter time: 5.9209 [2020-11-05 21:22:21,425][root][INFO] - ===> Epoch[174](4505/26): Loss 0.4483, Sem 0.3690, dir -0.3762, norm 0.4555, swav 0.0000 LR: 5.834e-02 Score 87.222 Data time: 0.2001, Forward time: 2.2761, Backward time: 3.1233, DDP time: 0.0048, Total iter time: 4.8326 [2020-11-05 21:22:28,223][root][INFO] - ===> Epoch[174](4506/26): Loss 0.4112, Sem 0.3941, dir -0.4115, norm 0.4285, swav 0.0000 LR: 5.834e-02 Score 88.626 Data time: 0.2344, Forward time: 2.2762, Backward time: 3.1234, DDP time: 0.0048, Total iter time: 6.6720 [2020-11-05 21:22:33,505][root][INFO] - ===> Epoch[174](4507/26): Loss 0.4023, Sem 0.3769, dir -0.3637, norm 0.3891, swav 0.0000 LR: 5.833e-02 Score 87.088 Data time: 0.2397, Forward time: 2.2763, Backward time: 3.1232, DDP time: 0.0048, Total iter time: 5.1418 [2020-11-05 21:22:38,890][root][INFO] - ===> Epoch[174](4508/26): Loss 0.4888, Sem 0.3922, dir -0.3268, norm 0.4235, swav 0.0000 LR: 5.832e-02 Score 87.506 Data time: 0.2105, Forward time: 2.2763, Backward time: 3.1232, DDP time: 0.0048, Total iter time: 5.2604 [2020-11-05 21:22:44,140][root][INFO] - ===> Epoch[174](4509/26): Loss 0.3010, Sem 0.2967, dir -0.3504, norm 0.3548, swav 0.0000 LR: 5.831e-02 Score 90.614 Data time: 0.2477, Forward time: 2.2763, Backward time: 3.1229, DDP time: 0.0048, Total iter time: 5.1481 [2020-11-05 21:22:49,093][root][INFO] - ===> Epoch[174](4510/26): Loss 0.4580, Sem 0.3394, dir -0.3255, norm 0.4441, swav 0.0000 LR: 5.830e-02 Score 88.540 Data time: 0.1728, Forward time: 2.2763, Backward time: 3.1229, DDP time: 0.0048, Total iter time: 4.8425 [2020-11-05 21:22:54,503][root][INFO] - ===> Epoch[174](4511/26): Loss 0.4849, Sem 0.4039, dir -0.3552, norm 0.4362, swav 0.0000 LR: 5.829e-02 Score 88.404 Data time: 0.1776, Forward time: 2.2761, Backward time: 3.1229, DDP time: 0.0048, Total iter time: 5.3222 [2020-11-05 21:23:00,870][root][INFO] - ===> Epoch[174](4512/26): Loss 0.2700, Sem 0.2527, dir -0.4385, norm 0.4558, swav 0.0000 LR: 5.828e-02 Score 92.221 Data time: 0.2151, Forward time: 2.2762, Backward time: 3.1230, DDP time: 0.0048, Total iter time: 6.2926 [2020-11-05 21:23:06,509][root][INFO] - ===> Epoch[174](4513/26): Loss 0.4914, Sem 0.4319, dir -0.3456, norm 0.4052, swav 0.0000 LR: 5.827e-02 Score 86.179 Data time: 0.1864, Forward time: 2.2761, Backward time: 3.1230, DDP time: 0.0048, Total iter time: 5.5229 [2020-11-05 21:23:11,770][root][INFO] - ===> Epoch[174](4514/26): Loss 0.5235, Sem 0.4078, dir -0.3616, norm 0.4773, swav 0.0000 LR: 5.826e-02 Score 88.228 Data time: 0.2065, Forward time: 2.2761, Backward time: 3.1229, DDP time: 0.0048, Total iter time: 5.1476 [2020-11-05 21:23:18,458][root][INFO] - ===> Epoch[174](4515/26): Loss 0.4990, Sem 0.4033, dir -0.3436, norm 0.4393, swav 0.0000 LR: 5.825e-02 Score 88.282 Data time: 0.3080, Forward time: 2.2763, Backward time: 3.1229, DDP time: 0.0048, Total iter time: 6.5822 [2020-11-05 21:23:25,468][root][INFO] - ===> Epoch[174](4516/26): Loss 0.3430, Sem 0.3229, dir -0.3873, norm 0.4074, swav 0.0000 LR: 5.824e-02 Score 90.251 Data time: 0.1998, Forward time: 2.2763, Backward time: 3.1232, DDP time: 0.0048, Total iter time: 6.8611 [2020-11-05 21:23:32,539][root][INFO] - ===> Epoch[174](4517/26): Loss 0.5297, Sem 0.4147, dir -0.3435, norm 0.4585, swav 0.0000 LR: 5.823e-02 Score 87.667 Data time: 0.3366, Forward time: 2.2765, Backward time: 3.1232, DDP time: 0.0048, Total iter time: 6.9660 [2020-11-05 21:23:37,864][root][INFO] - ===> Epoch[174](4518/26): Loss 0.4311, Sem 0.3601, dir -0.3485, norm 0.4195, swav 0.0000 LR: 5.822e-02 Score 88.011 Data time: 0.2491, Forward time: 2.2767, Backward time: 3.1229, DDP time: 0.0048, Total iter time: 5.2023 [2020-11-05 21:23:42,972][root][INFO] - ===> Epoch[174](4519/26): Loss 0.3486, Sem 0.3417, dir -0.3494, norm 0.3563, swav 0.0000 LR: 5.821e-02 Score 88.791 Data time: 0.2144, Forward time: 2.2767, Backward time: 3.1228, DDP time: 0.0048, Total iter time: 4.9835 [2020-11-05 21:23:48,761][root][INFO] - ===> Epoch[174](4520/26): Loss 0.3150, Sem 0.3143, dir -0.4112, norm 0.4120, swav 0.0000 LR: 5.820e-02 Score 90.539 Data time: 0.1766, Forward time: 2.2766, Backward time: 3.1229, DDP time: 0.0048, Total iter time: 5.6741 [2020-11-05 21:23:54,486][root][INFO] - ===> Epoch[174](4521/26): Loss 0.4755, Sem 0.3566, dir -0.3693, norm 0.4882, swav 0.0000 LR: 5.819e-02 Score 88.235 Data time: 0.2129, Forward time: 2.2766, Backward time: 3.1228, DDP time: 0.0048, Total iter time: 5.6539 [2020-11-05 21:24:00,596][root][INFO] - ===> Epoch[174](4522/26): Loss 0.5365, Sem 0.4330, dir -0.3222, norm 0.4257, swav 0.0000 LR: 5.818e-02 Score 87.785 Data time: 0.1953, Forward time: 2.2766, Backward time: 3.1229, DDP time: 0.0048, Total iter time: 5.9967 [2020-11-05 21:24:06,529][root][INFO] - ===> Epoch[174](4523/26): Loss 0.3858, Sem 0.3319, dir -0.3449, norm 0.3989, swav 0.0000 LR: 5.817e-02 Score 89.196 Data time: 0.2611, Forward time: 2.2767, Backward time: 3.1228, DDP time: 0.0048, Total iter time: 5.8141 [2020-11-05 21:24:14,108][root][INFO] - ===> Epoch[174](4524/26): Loss 0.4991, Sem 0.3662, dir -0.3041, norm 0.4370, swav 0.0000 LR: 5.816e-02 Score 90.433 Data time: 0.2061, Forward time: 2.2767, Backward time: 3.1232, DDP time: 0.0048, Total iter time: 7.4588 [2020-11-05 21:24:19,064][root][INFO] - ===> Epoch[175](4525/26): Loss 0.5623, Sem 0.4124, dir -0.3368, norm 0.4867, swav 0.0000 LR: 5.815e-02 Score 87.577 Data time: 0.2065, Forward time: 2.2766, Backward time: 3.1231, DDP time: 0.0048, Total iter time: 4.8452 [2020-11-05 21:24:26,032][root][INFO] - ===> Epoch[175](4526/26): Loss 0.4584, Sem 0.3311, dir -0.3429, norm 0.4702, swav 0.0000 LR: 5.814e-02 Score 89.639 Data time: 0.2536, Forward time: 2.2767, Backward time: 3.1232, DDP time: 0.0048, Total iter time: 6.8610 [2020-11-05 21:24:32,965][root][INFO] - ===> Epoch[175](4527/26): Loss 0.4340, Sem 0.3455, dir -0.3474, norm 0.4359, swav 0.0000 LR: 5.813e-02 Score 88.747 Data time: 0.1707, Forward time: 2.2766, Backward time: 3.1236, DDP time: 0.0048, Total iter time: 6.7789 [2020-11-05 21:24:37,768][root][INFO] - ===> Epoch[175](4528/26): Loss 0.4838, Sem 0.3942, dir -0.3984, norm 0.4881, swav 0.0000 LR: 5.813e-02 Score 87.445 Data time: 0.2381, Forward time: 2.2766, Backward time: 3.1233, DDP time: 0.0048, Total iter time: 4.6977 [2020-11-05 21:24:43,286][root][INFO] - ===> Epoch[175](4529/26): Loss 0.4379, Sem 0.3883, dir -0.3714, norm 0.4210, swav 0.0000 LR: 5.812e-02 Score 87.976 Data time: 0.2514, Forward time: 2.2767, Backward time: 3.1232, DDP time: 0.0048, Total iter time: 5.3928 [2020-11-05 21:24:48,609][root][INFO] - ===> Epoch[175](4530/26): Loss 0.5293, Sem 0.3554, dir -0.3481, norm 0.5220, swav 0.0000 LR: 5.811e-02 Score 88.947 Data time: 0.2385, Forward time: 2.2767, Backward time: 3.1230, DDP time: 0.0048, Total iter time: 5.1945 [2020-11-05 21:24:54,493][root][INFO] - ===> Epoch[175](4531/26): Loss 0.4686, Sem 0.3815, dir -0.3533, norm 0.4404, swav 0.0000 LR: 5.810e-02 Score 88.472 Data time: 0.2837, Forward time: 2.2769, Backward time: 3.1229, DDP time: 0.0048, Total iter time: 5.7550 [2020-11-05 21:24:59,542][root][INFO] - ===> Epoch[175](4532/26): Loss 0.4975, Sem 0.4053, dir -0.3935, norm 0.4857, swav 0.0000 LR: 5.809e-02 Score 88.518 Data time: 0.2005, Forward time: 2.2769, Backward time: 3.1228, DDP time: 0.0048, Total iter time: 4.9380 [2020-11-05 21:25:04,215][root][INFO] - ===> Epoch[175](4533/26): Loss 0.5013, Sem 0.3729, dir -0.3383, norm 0.4666, swav 0.0000 LR: 5.808e-02 Score 88.566 Data time: 0.2209, Forward time: 2.2769, Backward time: 3.1225, DDP time: 0.0048, Total iter time: 4.5709 [2020-11-05 21:25:10,447][root][INFO] - ===> Epoch[175](4534/26): Loss 0.6216, Sem 0.4527, dir -0.3317, norm 0.5005, swav 0.0000 LR: 5.807e-02 Score 86.568 Data time: 0.2389, Forward time: 2.2769, Backward time: 3.1225, DDP time: 0.0048, Total iter time: 6.1091 [2020-11-05 21:25:16,895][root][INFO] - ===> Epoch[175](4535/26): Loss 0.4856, Sem 0.3886, dir -0.3561, norm 0.4530, swav 0.0000 LR: 5.806e-02 Score 89.042 Data time: 0.1674, Forward time: 2.2768, Backward time: 3.1228, DDP time: 0.0048, Total iter time: 6.3027 [2020-11-05 21:25:22,936][root][INFO] - ===> Epoch[175](4536/26): Loss 0.4584, Sem 0.3581, dir -0.3561, norm 0.4564, swav 0.0000 LR: 5.805e-02 Score 88.663 Data time: 0.2245, Forward time: 2.2768, Backward time: 3.1228, DDP time: 0.0048, Total iter time: 5.9284 [2020-11-05 21:25:29,216][root][INFO] - ===> Epoch[175](4537/26): Loss 0.3550, Sem 0.2963, dir -0.4100, norm 0.4688, swav 0.0000 LR: 5.804e-02 Score 90.935 Data time: 0.3021, Forward time: 2.2770, Backward time: 3.1227, DDP time: 0.0048, Total iter time: 6.1471 [2020-11-05 21:25:35,325][root][INFO] - ===> Epoch[175](4538/26): Loss 0.4818, Sem 0.3490, dir -0.2979, norm 0.4308, swav 0.0000 LR: 5.803e-02 Score 90.244 Data time: 0.1780, Forward time: 2.2770, Backward time: 3.1228, DDP time: 0.0048, Total iter time: 5.9726 [2020-11-05 21:25:42,556][root][INFO] - ===> Epoch[175](4539/26): Loss 0.4798, Sem 0.4111, dir -0.3967, norm 0.4654, swav 0.0000 LR: 5.802e-02 Score 88.254 Data time: 0.2254, Forward time: 2.2770, Backward time: 3.1231, DDP time: 0.0048, Total iter time: 7.0958 [2020-11-05 21:25:50,304][root][INFO] - ===> Epoch[175](4540/26): Loss 0.4968, Sem 0.3692, dir -0.3221, norm 0.4498, swav 0.0000 LR: 5.801e-02 Score 88.905 Data time: 0.2510, Forward time: 2.2771, Backward time: 3.1235, DDP time: 0.0048, Total iter time: 7.6299 [2020-11-05 21:25:56,032][root][INFO] - ===> Epoch[175](4541/26): Loss 0.4016, Sem 0.3161, dir -0.3278, norm 0.4132, swav 0.0000 LR: 5.800e-02 Score 89.251 Data time: 0.2795, Forward time: 2.2772, Backward time: 3.1233, DDP time: 0.0048, Total iter time: 5.5732 [2020-11-05 21:26:01,089][root][INFO] - ===> Epoch[175](4542/26): Loss 0.3047, Sem 0.3425, dir -0.4125, norm 0.3747, swav 0.0000 LR: 5.799e-02 Score 88.159 Data time: 0.2092, Forward time: 2.2772, Backward time: 3.1231, DDP time: 0.0048, Total iter time: 4.9316 [2020-11-05 21:26:07,318][root][INFO] - ===> Epoch[175](4543/26): Loss 0.5162, Sem 0.3871, dir -0.3620, norm 0.4912, swav 0.0000 LR: 5.798e-02 Score 88.953 Data time: 0.2378, Forward time: 2.2772, Backward time: 3.1231, DDP time: 0.0048, Total iter time: 6.1193 [2020-11-05 21:26:14,224][root][INFO] - ===> Epoch[175](4544/26): Loss 0.5056, Sem 0.4386, dir -0.3566, norm 0.4236, swav 0.0000 LR: 5.797e-02 Score 86.900 Data time: 0.2319, Forward time: 2.2773, Backward time: 3.1233, DDP time: 0.0048, Total iter time: 6.7723 [2020-11-05 21:26:19,074][root][INFO] - ===> Epoch[175](4545/26): Loss 0.4474, Sem 0.3753, dir -0.3410, norm 0.4130, swav 0.0000 LR: 5.796e-02 Score 88.268 Data time: 0.1912, Forward time: 2.2772, Backward time: 3.1232, DDP time: 0.0048, Total iter time: 4.6921 [2020-11-05 21:26:25,452][root][INFO] - ===> Epoch[175](4546/26): Loss 0.4526, Sem 0.4416, dir -0.3525, norm 0.3635, swav 0.0000 LR: 5.795e-02 Score 86.009 Data time: 0.3412, Forward time: 2.2774, Backward time: 3.1231, DDP time: 0.0048, Total iter time: 6.2804 [2020-11-05 21:26:30,948][root][INFO] - ===> Epoch[175](4547/26): Loss 0.3957, Sem 0.3367, dir -0.3301, norm 0.3891, swav 0.0000 LR: 5.794e-02 Score 88.581 Data time: 0.2234, Forward time: 2.2774, Backward time: 3.1230, DDP time: 0.0048, Total iter time: 5.3703 [2020-11-05 21:26:37,390][root][INFO] - ===> Epoch[175](4548/26): Loss 0.3897, Sem 0.3672, dir -0.3994, norm 0.4220, swav 0.0000 LR: 5.793e-02 Score 88.755 Data time: 0.1727, Forward time: 2.2773, Backward time: 3.1233, DDP time: 0.0048, Total iter time: 6.3520 [2020-11-05 21:26:42,974][root][INFO] - ===> Epoch[175](4549/26): Loss 0.3948, Sem 0.3145, dir -0.3927, norm 0.4730, swav 0.0000 LR: 5.792e-02 Score 90.275 Data time: 0.1963, Forward time: 2.2773, Backward time: 3.1233, DDP time: 0.0048, Total iter time: 5.4991 [2020-11-05 21:26:48,747][root][INFO] - ===> Epoch[175](4550/26): Loss 0.5907, Sem 0.4981, dir -0.3253, norm 0.4179, swav 0.0000 LR: 5.791e-02 Score 85.059 Data time: 0.1969, Forward time: 2.2772, Backward time: 3.1233, DDP time: 0.0048, Total iter time: 5.6801 [2020-11-05 21:26:53,376][root][INFO] - ===> Epoch[176](4551/26): Loss 0.3668, Sem 0.3241, dir -0.3620, norm 0.4048, swav 0.0000 LR: 5.791e-02 Score 89.869 Data time: 0.1749, Forward time: 2.2772, Backward time: 3.1231, DDP time: 0.0048, Total iter time: 4.5028 [2020-11-05 21:26:58,328][root][INFO] - ===> Epoch[176](4552/26): Loss 0.3354, Sem 0.3240, dir -0.3880, norm 0.3994, swav 0.0000 LR: 5.790e-02 Score 89.878 Data time: 0.1623, Forward time: 2.2770, Backward time: 3.1231, DDP time: 0.0048, Total iter time: 4.8490 [2020-11-05 21:27:03,619][root][INFO] - ===> Epoch[176](4553/26): Loss 0.2972, Sem 0.3333, dir -0.3969, norm 0.3607, swav 0.0000 LR: 5.789e-02 Score 89.271 Data time: 0.2585, Forward time: 2.2771, Backward time: 3.1229, DDP time: 0.0048, Total iter time: 5.2024 [2020-11-05 21:27:10,458][root][INFO] - ===> Epoch[176](4554/26): Loss 0.4399, Sem 0.4146, dir -0.3558, norm 0.3811, swav 0.0000 LR: 5.788e-02 Score 88.066 Data time: 0.2969, Forward time: 2.2773, Backward time: 3.1229, DDP time: 0.0048, Total iter time: 6.7188 [2020-11-05 21:27:15,826][root][INFO] - ===> Epoch[176](4555/26): Loss 0.4345, Sem 0.3455, dir -0.3929, norm 0.4819, swav 0.0000 LR: 5.787e-02 Score 89.273 Data time: 0.2087, Forward time: 2.2773, Backward time: 3.1227, DDP time: 0.0048, Total iter time: 5.2278 [2020-11-05 21:27:21,294][root][INFO] - ===> Epoch[176](4556/26): Loss 0.4646, Sem 0.3878, dir -0.3500, norm 0.4268, swav 0.0000 LR: 5.786e-02 Score 88.064 Data time: 0.2729, Forward time: 2.2775, Backward time: 3.1225, DDP time: 0.0048, Total iter time: 5.3532 [2020-11-05 21:27:26,979][root][INFO] - ===> Epoch[176](4557/26): Loss 0.5371, Sem 0.4008, dir -0.3530, norm 0.4894, swav 0.0000 LR: 5.785e-02 Score 88.431 Data time: 0.2804, Forward time: 2.2776, Backward time: 3.1224, DDP time: 0.0048, Total iter time: 5.5688 [2020-11-05 21:27:32,440][root][INFO] - ===> Epoch[176](4558/26): Loss 0.4354, Sem 0.3066, dir -0.2713, norm 0.4001, swav 0.0000 LR: 5.784e-02 Score 91.403 Data time: 0.2763, Forward time: 2.2777, Backward time: 3.1222, DDP time: 0.0048, Total iter time: 5.3402 [2020-11-05 21:27:39,409][root][INFO] - ===> Epoch[176](4559/26): Loss 0.4199, Sem 0.3300, dir -0.3228, norm 0.4127, swav 0.0000 LR: 5.783e-02 Score 89.681 Data time: 0.1371, Forward time: 2.2775, Backward time: 3.1226, DDP time: 0.0048, Total iter time: 6.8357 [2020-11-05 21:27:44,148][root][INFO] - ===> Epoch[176](4560/26): Loss 0.4596, Sem 0.3900, dir -0.3593, norm 0.4289, swav 0.0000 LR: 5.782e-02 Score 87.561 Data time: 0.1950, Forward time: 2.2775, Backward time: 3.1224, DDP time: 0.0048, Total iter time: 4.6563 [2020-11-05 21:27:49,736][root][INFO] - ===> Epoch[176](4561/26): Loss 0.5958, Sem 0.4292, dir -0.3351, norm 0.5017, swav 0.0000 LR: 5.781e-02 Score 86.648 Data time: 0.1866, Forward time: 2.2774, Backward time: 3.1224, DDP time: 0.0048, Total iter time: 5.4807 [2020-11-05 21:27:55,294][root][INFO] - ===> Epoch[176](4562/26): Loss 0.3642, Sem 0.3212, dir -0.3485, norm 0.3915, swav 0.0000 LR: 5.780e-02 Score 90.324 Data time: 0.2490, Forward time: 2.2776, Backward time: 3.1223, DDP time: 0.0048, Total iter time: 5.4569 [2020-11-05 21:28:00,763][root][INFO] - ===> Epoch[176](4563/26): Loss 0.5136, Sem 0.3727, dir -0.2765, norm 0.4174, swav 0.0000 LR: 5.779e-02 Score 87.673 Data time: 0.1925, Forward time: 2.2775, Backward time: 3.1222, DDP time: 0.0048, Total iter time: 5.3608 [2020-11-05 21:28:06,567][root][INFO] - ===> Epoch[176](4564/26): Loss 0.5662, Sem 0.4015, dir -0.2853, norm 0.4500, swav 0.0000 LR: 5.778e-02 Score 86.741 Data time: 0.2464, Forward time: 2.2776, Backward time: 3.1222, DDP time: 0.0048, Total iter time: 5.7030 [2020-11-05 21:28:11,648][root][INFO] - ===> Epoch[176](4565/26): Loss 0.5510, Sem 0.3801, dir -0.3175, norm 0.4884, swav 0.0000 LR: 5.777e-02 Score 88.835 Data time: 0.2255, Forward time: 2.2776, Backward time: 3.1220, DDP time: 0.0048, Total iter time: 4.9427 [2020-11-05 21:28:17,000][root][INFO] - ===> Epoch[176](4566/26): Loss 0.5244, Sem 0.3741, dir -0.3059, norm 0.4562, swav 0.0000 LR: 5.776e-02 Score 87.574 Data time: 0.2445, Forward time: 2.2777, Backward time: 3.1219, DDP time: 0.0048, Total iter time: 5.2369 [2020-11-05 21:28:22,770][root][INFO] - ===> Epoch[176](4567/26): Loss 0.5233, Sem 0.4142, dir -0.3902, norm 0.4994, swav 0.0000 LR: 5.775e-02 Score 87.829 Data time: 0.2232, Forward time: 2.2776, Backward time: 3.1219, DDP time: 0.0048, Total iter time: 5.6464 [2020-11-05 21:28:29,386][root][INFO] - ===> Epoch[176](4568/26): Loss 0.4237, Sem 0.3182, dir -0.3430, norm 0.4486, swav 0.0000 LR: 5.774e-02 Score 89.615 Data time: 0.2482, Forward time: 2.2777, Backward time: 3.1220, DDP time: 0.0048, Total iter time: 6.5013 [2020-11-05 21:28:34,576][root][INFO] - ===> Epoch[176](4569/26): Loss 0.4020, Sem 0.3253, dir -0.3596, norm 0.4363, swav 0.0000 LR: 5.773e-02 Score 89.003 Data time: 0.1880, Forward time: 2.2777, Backward time: 3.1219, DDP time: 0.0048, Total iter time: 5.0518 [2020-11-05 21:28:41,352][root][INFO] - ===> Epoch[176](4570/26): Loss 0.4278, Sem 0.3942, dir -0.4023, norm 0.4359, swav 0.0000 LR: 5.772e-02 Score 87.418 Data time: 0.2009, Forward time: 2.2776, Backward time: 3.1221, DDP time: 0.0048, Total iter time: 6.6848 [2020-11-05 21:28:46,680][root][INFO] - ===> Epoch[176](4571/26): Loss 0.4348, Sem 0.3644, dir -0.3984, norm 0.4687, swav 0.0000 LR: 5.771e-02 Score 88.116 Data time: 0.2232, Forward time: 2.2776, Backward time: 3.1220, DDP time: 0.0048, Total iter time: 5.2153 [2020-11-05 21:28:52,803][root][INFO] - ===> Epoch[176](4572/26): Loss 0.3476, Sem 0.3610, dir -0.4216, norm 0.4082, swav 0.0000 LR: 5.770e-02 Score 88.415 Data time: 0.2171, Forward time: 2.2776, Backward time: 3.1221, DDP time: 0.0048, Total iter time: 6.0060 [2020-11-05 21:28:58,437][root][INFO] - ===> Epoch[176](4573/26): Loss 0.3181, Sem 0.3074, dir -0.3885, norm 0.3992, swav 0.0000 LR: 5.769e-02 Score 90.544 Data time: 0.2045, Forward time: 2.2776, Backward time: 3.1221, DDP time: 0.0048, Total iter time: 5.4945 [2020-11-05 21:29:04,628][root][INFO] - ===> Epoch[176](4574/26): Loss 0.3364, Sem 0.3411, dir -0.3969, norm 0.3922, swav 0.0000 LR: 5.769e-02 Score 89.568 Data time: 0.2461, Forward time: 2.2777, Backward time: 3.1221, DDP time: 0.0048, Total iter time: 6.0690 [2020-11-05 21:29:09,376][root][INFO] - ===> Epoch[176](4575/26): Loss 0.4594, Sem 0.4032, dir -0.3725, norm 0.4288, swav 0.0000 LR: 5.768e-02 Score 87.854 Data time: 0.1932, Forward time: 2.2777, Backward time: 3.1219, DDP time: 0.0048, Total iter time: 4.6031 [2020-11-05 21:29:15,370][root][INFO] - ===> Epoch[176](4576/26): Loss 0.4837, Sem 0.3920, dir -0.3539, norm 0.4456, swav 0.0000 LR: 5.767e-02 Score 87.294 Data time: 0.1467, Forward time: 2.2775, Backward time: 3.1221, DDP time: 0.0048, Total iter time: 5.8699 [2020-11-05 21:29:20,819][root][INFO] - ===> Epoch[177](4577/26): Loss 0.4248, Sem 0.3806, dir -0.3702, norm 0.4143, swav 0.0000 LR: 5.766e-02 Score 89.418 Data time: 0.1995, Forward time: 2.2775, Backward time: 3.1220, DDP time: 0.0048, Total iter time: 5.3666 [2020-11-05 21:29:26,895][root][INFO] - ===> Epoch[177](4578/26): Loss 0.4667, Sem 0.4023, dir -0.3828, norm 0.4472, swav 0.0000 LR: 5.765e-02 Score 87.549 Data time: 0.2225, Forward time: 2.2775, Backward time: 3.1221, DDP time: 0.0048, Total iter time: 5.9756 [2020-11-05 21:29:33,056][root][INFO] - ===> Epoch[177](4579/26): Loss 0.4114, Sem 0.4056, dir -0.4041, norm 0.4099, swav 0.0000 LR: 5.764e-02 Score 87.903 Data time: 0.1785, Forward time: 2.2775, Backward time: 3.1222, DDP time: 0.0048, Total iter time: 6.0338 [2020-11-05 21:29:38,903][root][INFO] - ===> Epoch[177](4580/26): Loss 0.3298, Sem 0.3164, dir -0.3847, norm 0.3981, swav 0.0000 LR: 5.763e-02 Score 89.232 Data time: 0.1616, Forward time: 2.2773, Backward time: 3.1223, DDP time: 0.0048, Total iter time: 5.7498 [2020-11-05 21:29:44,788][root][INFO] - ===> Epoch[177](4581/26): Loss 0.4761, Sem 0.3991, dir -0.3764, norm 0.4533, swav 0.0000 LR: 5.762e-02 Score 87.548 Data time: 0.2236, Forward time: 2.2773, Backward time: 3.1224, DDP time: 0.0048, Total iter time: 5.7793 [2020-11-05 21:29:52,740][root][INFO] - ===> Epoch[177](4582/26): Loss 0.4039, Sem 0.3867, dir -0.3577, norm 0.3748, swav 0.0000 LR: 5.761e-02 Score 87.420 Data time: 0.2144, Forward time: 2.2773, Backward time: 3.1228, DDP time: 0.0048, Total iter time: 7.8331 [2020-11-05 21:29:59,557][root][INFO] - ===> Epoch[177](4583/26): Loss 0.3322, Sem 0.3160, dir -0.3748, norm 0.3910, swav 0.0000 LR: 5.760e-02 Score 90.340 Data time: 0.1780, Forward time: 2.2772, Backward time: 3.1231, DDP time: 0.0048, Total iter time: 6.7000 [2020-11-05 21:30:06,203][root][INFO] - ===> Epoch[177](4584/26): Loss 0.4124, Sem 0.3355, dir -0.3433, norm 0.4202, swav 0.0000 LR: 5.759e-02 Score 89.268 Data time: 0.1720, Forward time: 2.2771, Backward time: 3.1234, DDP time: 0.0048, Total iter time: 6.5314 [2020-11-05 21:30:11,527][root][INFO] - ===> Epoch[177](4585/26): Loss 0.4964, Sem 0.4066, dir -0.3446, norm 0.4344, swav 0.0000 LR: 5.758e-02 Score 87.464 Data time: 0.2522, Forward time: 2.2772, Backward time: 3.1232, DDP time: 0.0048, Total iter time: 5.2569 [2020-11-05 21:30:17,911][root][INFO] - ===> Epoch[177](4586/26): Loss 0.4894, Sem 0.3728, dir -0.3399, norm 0.4565, swav 0.0000 LR: 5.757e-02 Score 88.037 Data time: 0.3026, Forward time: 2.2775, Backward time: 3.1231, DDP time: 0.0048, Total iter time: 6.2479 [2020-11-05 21:30:23,312][root][INFO] - ===> Epoch[177](4587/26): Loss 0.4410, Sem 0.3792, dir -0.3718, norm 0.4337, swav 0.0000 LR: 5.756e-02 Score 87.578 Data time: 0.1783, Forward time: 2.2774, Backward time: 3.1230, DDP time: 0.0048, Total iter time: 5.2666 [2020-11-05 21:30:29,267][root][INFO] - ===> Epoch[177](4588/26): Loss 0.3812, Sem 0.3495, dir -0.3570, norm 0.3886, swav 0.0000 LR: 5.755e-02 Score 89.999 Data time: 0.1834, Forward time: 2.2774, Backward time: 3.1231, DDP time: 0.0048, Total iter time: 5.8540 [2020-11-05 21:30:35,280][root][INFO] - ===> Epoch[177](4589/26): Loss 0.4996, Sem 0.3931, dir -0.3107, norm 0.4173, swav 0.0000 LR: 5.754e-02 Score 87.090 Data time: 0.1884, Forward time: 2.2773, Backward time: 3.1232, DDP time: 0.0048, Total iter time: 5.8958 [2020-11-05 21:30:41,299][root][INFO] - ===> Epoch[177](4590/26): Loss 0.3704, Sem 0.3669, dir -0.3749, norm 0.3785, swav 0.0000 LR: 5.753e-02 Score 88.156 Data time: 0.2549, Forward time: 2.2773, Backward time: 3.1233, DDP time: 0.0048, Total iter time: 5.8982 [2020-11-05 21:30:48,776][root][INFO] - ===> Epoch[177](4591/26): Loss 0.4972, Sem 0.4177, dir -0.3726, norm 0.4520, swav 0.0000 LR: 5.752e-02 Score 87.164 Data time: 0.3602, Forward time: 2.2776, Backward time: 3.1233, DDP time: 0.0048, Total iter time: 7.3682 [2020-11-05 21:30:53,448][root][INFO] - ===> Epoch[177](4592/26): Loss 0.4780, Sem 0.3579, dir -0.3941, norm 0.5141, swav 0.0000 LR: 5.751e-02 Score 89.051 Data time: 0.1949, Forward time: 2.2776, Backward time: 3.1231, DDP time: 0.0048, Total iter time: 4.5410 [2020-11-05 21:30:58,737][root][INFO] - ===> Epoch[177](4593/26): Loss 0.3444, Sem 0.3367, dir -0.4040, norm 0.4117, swav 0.0000 LR: 5.750e-02 Score 88.464 Data time: 0.2314, Forward time: 2.2776, Backward time: 3.1229, DDP time: 0.0048, Total iter time: 5.1856 [2020-11-05 21:31:04,360][root][INFO] - ===> Epoch[177](4594/26): Loss 0.4723, Sem 0.3757, dir -0.4105, norm 0.5071, swav 0.0000 LR: 5.749e-02 Score 88.535 Data time: 0.2069, Forward time: 2.2776, Backward time: 3.1229, DDP time: 0.0048, Total iter time: 5.4989 [2020-11-05 21:31:09,776][root][INFO] - ===> Epoch[177](4595/26): Loss 0.4740, Sem 0.3831, dir -0.3302, norm 0.4212, swav 0.0000 LR: 5.748e-02 Score 87.762 Data time: 0.1403, Forward time: 2.2775, Backward time: 3.1230, DDP time: 0.0048, Total iter time: 5.2833 [2020-11-05 21:31:16,125][root][INFO] - ===> Epoch[177](4596/26): Loss 0.5437, Sem 0.3863, dir -0.3260, norm 0.4833, swav 0.0000 LR: 5.747e-02 Score 88.048 Data time: 0.2086, Forward time: 2.2775, Backward time: 3.1231, DDP time: 0.0048, Total iter time: 6.2567 [2020-11-05 21:31:22,681][root][INFO] - ===> Epoch[177](4597/26): Loss 0.3980, Sem 0.3576, dir -0.3787, norm 0.4190, swav 0.0000 LR: 5.747e-02 Score 89.678 Data time: 0.2312, Forward time: 2.2774, Backward time: 3.1233, DDP time: 0.0048, Total iter time: 6.4313 [2020-11-05 21:31:28,538][root][INFO] - ===> Epoch[177](4598/26): Loss 0.4704, Sem 0.3342, dir -0.3232, norm 0.4594, swav 0.0000 LR: 5.746e-02 Score 89.503 Data time: 0.2445, Forward time: 2.2775, Backward time: 3.1233, DDP time: 0.0048, Total iter time: 5.7714 [2020-11-05 21:31:33,359][root][INFO] - ===> Epoch[177](4599/26): Loss 0.4667, Sem 0.3875, dir -0.3508, norm 0.4299, swav 0.0000 LR: 5.745e-02 Score 88.575 Data time: 0.2178, Forward time: 2.2775, Backward time: 3.1230, DDP time: 0.0048, Total iter time: 4.6911 [2020-11-05 21:31:38,572][root][INFO] - ===> Epoch[177](4600/26): Loss 0.4825, Sem 0.3212, dir -0.3630, norm 0.5243, swav 0.0000 LR: 5.744e-02 Score 90.079 Data time: 0.1620, Forward time: 2.2774, Backward time: 3.1230, DDP time: 0.0048, Total iter time: 5.1127 [2020-11-05 21:31:44,788][root][INFO] - ===> Epoch[177](4601/26): Loss 0.4660, Sem 0.3202, dir -0.3644, norm 0.5102, swav 0.0000 LR: 5.743e-02 Score 90.239 Data time: 0.2910, Forward time: 2.2775, Backward time: 3.1229, DDP time: 0.0048, Total iter time: 6.1372 [2020-11-05 21:31:50,035][root][INFO] - ===> Epoch[177](4602/26): Loss 0.5144, Sem 0.3749, dir -0.3301, norm 0.4696, swav 0.0000 LR: 5.742e-02 Score 88.775 Data time: 0.1965, Forward time: 2.2775, Backward time: 3.1228, DDP time: 0.0048, Total iter time: 5.1318 [2020-11-05 21:31:56,522][root][INFO] - ===> Epoch[178](4603/26): Loss 0.4900, Sem 0.4095, dir -0.3663, norm 0.4469, swav 0.0000 LR: 5.741e-02 Score 87.972 Data time: 0.1660, Forward time: 2.2774, Backward time: 3.1231, DDP time: 0.0048, Total iter time: 6.3667 [2020-11-05 21:32:03,066][root][INFO] - ===> Epoch[178](4604/26): Loss 0.4349, Sem 0.3590, dir -0.3871, norm 0.4630, swav 0.0000 LR: 5.740e-02 Score 88.782 Data time: 0.1810, Forward time: 2.2773, Backward time: 3.1233, DDP time: 0.0048, Total iter time: 6.4588 [2020-11-05 21:32:08,627][root][INFO] - ===> Epoch[178](4605/26): Loss 0.6180, Sem 0.4684, dir -0.4039, norm 0.5535, swav 0.0000 LR: 5.739e-02 Score 86.122 Data time: 0.2050, Forward time: 2.2773, Backward time: 3.1233, DDP time: 0.0048, Total iter time: 5.4459 [2020-11-05 21:32:13,934][root][INFO] - ===> Epoch[178](4606/26): Loss 0.3990, Sem 0.3476, dir -0.3767, norm 0.4281, swav 0.0000 LR: 5.738e-02 Score 88.965 Data time: 0.2235, Forward time: 2.2773, Backward time: 3.1232, DDP time: 0.0048, Total iter time: 5.1874 [2020-11-05 21:32:19,749][root][INFO] - ===> Epoch[178](4607/26): Loss 0.3956, Sem 0.3371, dir -0.3883, norm 0.4468, swav 0.0000 LR: 5.737e-02 Score 89.300 Data time: 0.2137, Forward time: 2.2773, Backward time: 3.1232, DDP time: 0.0048, Total iter time: 5.7103 [2020-11-05 21:32:25,593][root][INFO] - ===> Epoch[178](4608/26): Loss 0.3482, Sem 0.3489, dir -0.4117, norm 0.4110, swav 0.0000 LR: 5.736e-02 Score 89.618 Data time: 0.1922, Forward time: 2.2772, Backward time: 3.1233, DDP time: 0.0048, Total iter time: 5.7458 [2020-11-05 21:32:31,664][root][INFO] - ===> Epoch[178](4609/26): Loss 0.4719, Sem 0.3994, dir -0.3598, norm 0.4323, swav 0.0000 LR: 5.735e-02 Score 86.978 Data time: 0.1925, Forward time: 2.2772, Backward time: 3.1234, DDP time: 0.0048, Total iter time: 5.9467 [2020-11-05 21:32:36,686][root][INFO] - ===> Epoch[178](4610/26): Loss 0.4661, Sem 0.2885, dir -0.2936, norm 0.4713, swav 0.0000 LR: 5.734e-02 Score 90.753 Data time: 0.1491, Forward time: 2.2771, Backward time: 3.1234, DDP time: 0.0048, Total iter time: 4.9196 [2020-11-05 21:32:41,928][root][INFO] - ===> Epoch[178](4611/26): Loss 0.4003, Sem 0.3694, dir -0.3886, norm 0.4195, swav 0.0000 LR: 5.733e-02 Score 88.772 Data time: 0.2301, Forward time: 2.2771, Backward time: 3.1232, DDP time: 0.0048, Total iter time: 5.1833 [2020-11-05 21:32:47,670][root][INFO] - ===> Epoch[178](4612/26): Loss 0.4532, Sem 0.3994, dir -0.3515, norm 0.4053, swav 0.0000 LR: 5.732e-02 Score 88.216 Data time: 0.2083, Forward time: 2.2771, Backward time: 3.1232, DDP time: 0.0048, Total iter time: 5.6219 [2020-11-05 21:32:54,653][root][INFO] - ===> Epoch[178](4613/26): Loss 0.4332, Sem 0.4097, dir -0.3682, norm 0.3917, swav 0.0000 LR: 5.731e-02 Score 87.555 Data time: 0.2120, Forward time: 2.2771, Backward time: 3.1235, DDP time: 0.0048, Total iter time: 6.8771 [2020-11-05 21:32:59,992][root][INFO] - ===> Epoch[178](4614/26): Loss 0.6158, Sem 0.4132, dir -0.3350, norm 0.5376, swav 0.0000 LR: 5.730e-02 Score 87.538 Data time: 0.2237, Forward time: 2.2771, Backward time: 3.1233, DDP time: 0.0048, Total iter time: 5.2214 [2020-11-05 21:33:05,872][root][INFO] - ===> Epoch[178](4615/26): Loss 0.3434, Sem 0.3073, dir -0.3532, norm 0.3893, swav 0.0000 LR: 5.729e-02 Score 90.186 Data time: 0.2029, Forward time: 2.2771, Backward time: 3.1234, DDP time: 0.0048, Total iter time: 5.7562 [2020-11-05 21:33:12,156][root][INFO] - ===> Epoch[178](4616/26): Loss 0.5084, Sem 0.3973, dir -0.3032, norm 0.4143, swav 0.0000 LR: 5.728e-02 Score 87.440 Data time: 0.2672, Forward time: 2.2772, Backward time: 3.1233, DDP time: 0.0048, Total iter time: 6.1785 [2020-11-05 21:33:16,900][root][INFO] - ===> Epoch[178](4617/26): Loss 0.4718, Sem 0.3805, dir -0.3129, norm 0.4043, swav 0.0000 LR: 5.727e-02 Score 86.841 Data time: 0.2157, Forward time: 2.2773, Backward time: 3.1231, DDP time: 0.0048, Total iter time: 4.6044 [2020-11-05 21:33:22,096][root][INFO] - ===> Epoch[178](4618/26): Loss 0.4184, Sem 0.3724, dir -0.4016, norm 0.4476, swav 0.0000 LR: 5.726e-02 Score 88.998 Data time: 0.1861, Forward time: 2.2772, Backward time: 3.1230, DDP time: 0.0048, Total iter time: 5.0898 [2020-11-05 21:33:26,153][root][INFO] - ===> Epoch[178](4619/26): Loss 0.4301, Sem 0.2803, dir -0.3028, norm 0.4525, swav 0.0000 LR: 5.725e-02 Score 90.563 Data time: 0.1771, Forward time: 2.2771, Backward time: 3.1227, DDP time: 0.0048, Total iter time: 3.9573 [2020-11-05 21:33:31,820][root][INFO] - ===> Epoch[178](4620/26): Loss 0.4121, Sem 0.3427, dir -0.3970, norm 0.4663, swav 0.0000 LR: 5.725e-02 Score 88.941 Data time: 0.1778, Forward time: 2.2771, Backward time: 3.1228, DDP time: 0.0048, Total iter time: 5.5868 [2020-11-05 21:33:38,820][root][INFO] - ===> Epoch[178](4621/26): Loss 0.4928, Sem 0.3810, dir -0.3592, norm 0.4710, swav 0.0000 LR: 5.724e-02 Score 88.994 Data time: 0.2286, Forward time: 2.2770, Backward time: 3.1230, DDP time: 0.0048, Total iter time: 6.8931 [2020-11-05 21:33:44,750][root][INFO] - ===> Epoch[178](4622/26): Loss 0.4442, Sem 0.3571, dir -0.3807, norm 0.4678, swav 0.0000 LR: 5.723e-02 Score 88.961 Data time: 0.2773, Forward time: 2.2772, Backward time: 3.1229, DDP time: 0.0048, Total iter time: 5.8219 [2020-11-05 21:33:50,118][root][INFO] - ===> Epoch[178](4623/26): Loss 0.4593, Sem 0.3969, dir -0.4028, norm 0.4653, swav 0.0000 LR: 5.722e-02 Score 87.446 Data time: 0.2591, Forward time: 2.2773, Backward time: 3.1227, DDP time: 0.0048, Total iter time: 5.2313 [2020-11-05 21:33:56,185][root][INFO] - ===> Epoch[178](4624/26): Loss 0.4893, Sem 0.4047, dir -0.3447, norm 0.4293, swav 0.0000 LR: 5.721e-02 Score 86.181 Data time: 0.2665, Forward time: 2.2774, Backward time: 3.1227, DDP time: 0.0048, Total iter time: 5.9390 [2020-11-05 21:34:01,777][root][INFO] - ===> Epoch[178](4625/26): Loss 0.4426, Sem 0.3474, dir -0.3862, norm 0.4813, swav 0.0000 LR: 5.720e-02 Score 88.983 Data time: 0.2461, Forward time: 2.2775, Backward time: 3.1226, DDP time: 0.0048, Total iter time: 5.4721 [2020-11-05 21:34:07,046][root][INFO] - ===> Epoch[178](4626/26): Loss 0.4782, Sem 0.4139, dir -0.3742, norm 0.4385, swav 0.0000 LR: 5.719e-02 Score 87.430 Data time: 0.2045, Forward time: 2.2775, Backward time: 3.1224, DDP time: 0.0048, Total iter time: 5.1657 [2020-11-05 21:34:13,091][root][INFO] - ===> Epoch[178](4627/26): Loss 0.4535, Sem 0.3996, dir -0.3655, norm 0.4194, swav 0.0000 LR: 5.718e-02 Score 88.283 Data time: 0.2104, Forward time: 2.2775, Backward time: 3.1225, DDP time: 0.0048, Total iter time: 5.9354 [2020-11-05 21:34:18,288][root][INFO] - ===> Epoch[178](4628/26): Loss 0.4535, Sem 0.4044, dir -0.4099, norm 0.4589, swav 0.0000 LR: 5.717e-02 Score 87.132 Data time: 0.2143, Forward time: 2.2774, Backward time: 3.1224, DDP time: 0.0048, Total iter time: 5.0664 [2020-11-05 21:34:24,346][root][INFO] - ===> Epoch[179](4629/26): Loss 0.3741, Sem 0.3968, dir -0.4020, norm 0.3793, swav 0.0000 LR: 5.716e-02 Score 86.148 Data time: 0.1256, Forward time: 2.2772, Backward time: 3.1227, DDP time: 0.0048, Total iter time: 5.9549 [2020-11-05 21:34:28,855][root][INFO] - ===> Epoch[179](4630/26): Loss 0.5296, Sem 0.4010, dir -0.2977, norm 0.4263, swav 0.0000 LR: 5.715e-02 Score 87.339 Data time: 0.1940, Forward time: 2.2772, Backward time: 3.1225, DDP time: 0.0048, Total iter time: 4.4357 [2020-11-05 21:34:34,303][root][INFO] - ===> Epoch[179](4631/26): Loss 0.4260, Sem 0.3480, dir -0.3540, norm 0.4319, swav 0.0000 LR: 5.714e-02 Score 89.500 Data time: 0.2206, Forward time: 2.2772, Backward time: 3.1224, DDP time: 0.0048, Total iter time: 5.3351 [2020-11-05 21:34:40,187][root][INFO] - ===> Epoch[179](4632/26): Loss 0.4331, Sem 0.3730, dir -0.3899, norm 0.4500, swav 0.0000 LR: 5.713e-02 Score 89.202 Data time: 0.2107, Forward time: 2.2771, Backward time: 3.1225, DDP time: 0.0048, Total iter time: 5.7551 [2020-11-05 21:34:46,457][root][INFO] - ===> Epoch[179](4633/26): Loss 0.4890, Sem 0.4085, dir -0.3633, norm 0.4438, swav 0.0000 LR: 5.712e-02 Score 88.251 Data time: 0.3022, Forward time: 2.2773, Backward time: 3.1224, DDP time: 0.0048, Total iter time: 6.1426 [2020-11-05 21:34:52,476][root][INFO] - ===> Epoch[179](4634/26): Loss 0.4542, Sem 0.4140, dir -0.3491, norm 0.3893, swav 0.0000 LR: 5.711e-02 Score 88.107 Data time: 0.2267, Forward time: 2.2774, Backward time: 3.1223, DDP time: 0.0048, Total iter time: 5.9056 [2020-11-05 21:34:58,613][root][INFO] - ===> Epoch[179](4635/26): Loss 0.4325, Sem 0.3777, dir -0.3658, norm 0.4206, swav 0.0000 LR: 5.710e-02 Score 88.363 Data time: 0.2234, Forward time: 2.2774, Backward time: 3.1224, DDP time: 0.0048, Total iter time: 5.9962 [2020-11-05 21:35:04,264][root][INFO] - ===> Epoch[179](4636/26): Loss 0.3988, Sem 0.3231, dir -0.4074, norm 0.4831, swav 0.0000 LR: 5.709e-02 Score 89.731 Data time: 0.2458, Forward time: 2.2775, Backward time: 3.1222, DDP time: 0.0048, Total iter time: 5.5319 [2020-11-05 21:35:10,488][root][INFO] - ===> Epoch[179](4637/26): Loss 0.3592, Sem 0.3105, dir -0.3636, norm 0.4124, swav 0.0000 LR: 5.708e-02 Score 89.209 Data time: 0.1854, Forward time: 2.2775, Backward time: 3.1224, DDP time: 0.0048, Total iter time: 6.0979 [2020-11-05 21:35:14,883][root][INFO] - ===> Epoch[179](4638/26): Loss 0.4072, Sem 0.3460, dir -0.3801, norm 0.4413, swav 0.0000 LR: 5.707e-02 Score 89.688 Data time: 0.1609, Forward time: 2.2773, Backward time: 3.1222, DDP time: 0.0048, Total iter time: 4.3009 [2020-11-05 21:35:20,336][root][INFO] - ===> Epoch[179](4639/26): Loss 0.5786, Sem 0.5010, dir -0.3862, norm 0.4638, swav 0.0000 LR: 5.706e-02 Score 83.697 Data time: 0.2493, Forward time: 2.2774, Backward time: 3.1221, DDP time: 0.0048, Total iter time: 5.3656 [2020-11-05 21:35:26,711][root][INFO] - ===> Epoch[179](4640/26): Loss 0.4465, Sem 0.4014, dir -0.3632, norm 0.4084, swav 0.0000 LR: 5.705e-02 Score 87.479 Data time: 0.2391, Forward time: 2.2775, Backward time: 3.1221, DDP time: 0.0048, Total iter time: 6.2535 [2020-11-05 21:35:31,647][root][INFO] - ===> Epoch[179](4641/26): Loss 0.4002, Sem 0.3531, dir -0.3714, norm 0.4185, swav 0.0000 LR: 5.704e-02 Score 88.467 Data time: 0.1969, Forward time: 2.2775, Backward time: 3.1219, DDP time: 0.0048, Total iter time: 4.8049 [2020-11-05 21:35:37,144][root][INFO] - ===> Epoch[179](4642/26): Loss 0.4803, Sem 0.3826, dir -0.3257, norm 0.4235, swav 0.0000 LR: 5.703e-02 Score 89.836 Data time: 0.1891, Forward time: 2.2774, Backward time: 3.1220, DDP time: 0.0048, Total iter time: 5.4045 [2020-11-05 21:35:42,678][root][INFO] - ===> Epoch[179](4643/26): Loss 0.4046, Sem 0.3529, dir -0.3274, norm 0.3791, swav 0.0000 LR: 5.702e-02 Score 89.898 Data time: 0.2156, Forward time: 2.2774, Backward time: 3.1219, DDP time: 0.0048, Total iter time: 5.4522 [2020-11-05 21:35:49,589][root][INFO] - ===> Epoch[179](4644/26): Loss 0.4613, Sem 0.3514, dir -0.3807, norm 0.4905, swav 0.0000 LR: 5.702e-02 Score 88.694 Data time: 0.2696, Forward time: 2.2776, Backward time: 3.1220, DDP time: 0.0048, Total iter time: 6.7976 [2020-11-05 21:35:54,883][root][INFO] - ===> Epoch[179](4645/26): Loss 0.4491, Sem 0.3665, dir -0.3367, norm 0.4193, swav 0.0000 LR: 5.701e-02 Score 88.873 Data time: 0.2142, Forward time: 2.2776, Backward time: 3.1218, DDP time: 0.0048, Total iter time: 5.1480 [2020-11-05 21:35:59,942][root][INFO] - ===> Epoch[179](4646/26): Loss 0.4726, Sem 0.3832, dir -0.3415, norm 0.4309, swav 0.0000 LR: 5.700e-02 Score 86.317 Data time: 0.1840, Forward time: 2.2775, Backward time: 3.1217, DDP time: 0.0048, Total iter time: 4.9510 [2020-11-05 21:36:06,161][root][INFO] - ===> Epoch[179](4647/26): Loss 0.5150, Sem 0.4098, dir -0.3934, norm 0.4986, swav 0.0000 LR: 5.699e-02 Score 88.283 Data time: 0.2252, Forward time: 2.2775, Backward time: 3.1218, DDP time: 0.0048, Total iter time: 6.1115 [2020-11-05 21:36:11,632][root][INFO] - ===> Epoch[179](4648/26): Loss 0.4069, Sem 0.3533, dir -0.3573, norm 0.4109, swav 0.0000 LR: 5.698e-02 Score 89.161 Data time: 0.2107, Forward time: 2.2775, Backward time: 3.1218, DDP time: 0.0048, Total iter time: 5.3600 [2020-11-05 21:36:17,283][root][INFO] - ===> Epoch[179](4649/26): Loss 0.4858, Sem 0.3446, dir -0.3391, norm 0.4803, swav 0.0000 LR: 5.697e-02 Score 88.155 Data time: 0.1640, Forward time: 2.2774, Backward time: 3.1218, DDP time: 0.0048, Total iter time: 5.5600 [2020-11-05 21:36:22,401][root][INFO] - ===> Epoch[179](4650/26): Loss 0.4469, Sem 0.3810, dir -0.3334, norm 0.3993, swav 0.0000 LR: 5.696e-02 Score 87.038 Data time: 0.2253, Forward time: 2.2774, Backward time: 3.1217, DDP time: 0.0048, Total iter time: 5.0162 [2020-11-05 21:36:29,333][root][INFO] - ===> Epoch[179](4651/26): Loss 0.4265, Sem 0.3292, dir -0.3449, norm 0.4422, swav 0.0000 LR: 5.695e-02 Score 88.924 Data time: 0.2288, Forward time: 2.2774, Backward time: 3.1220, DDP time: 0.0048, Total iter time: 6.8254 [2020-11-05 21:36:35,104][root][INFO] - ===> Epoch[179](4652/26): Loss 0.5090, Sem 0.4168, dir -0.3896, norm 0.4818, swav 0.0000 LR: 5.694e-02 Score 87.641 Data time: 0.2690, Forward time: 2.2774, Backward time: 3.1219, DDP time: 0.0048, Total iter time: 5.6555 [2020-11-05 21:36:40,709][root][INFO] - ===> Epoch[179](4653/26): Loss 0.4511, Sem 0.3972, dir -0.3851, norm 0.4390, swav 0.0000 LR: 5.693e-02 Score 88.429 Data time: 0.2963, Forward time: 2.2775, Backward time: 3.1217, DDP time: 0.0048, Total iter time: 5.4717 [2020-11-05 21:36:47,231][root][INFO] - ===> Epoch[179](4654/26): Loss 0.3242, Sem 0.2822, dir -0.3766, norm 0.4186, swav 0.0000 LR: 5.692e-02 Score 91.872 Data time: 0.2232, Forward time: 2.2776, Backward time: 3.1219, DDP time: 0.0048, Total iter time: 6.3797 [2020-11-05 21:36:52,975][root][INFO] - ===> Epoch[180](4655/26): Loss 0.3147, Sem 0.3133, dir -0.4002, norm 0.4016, swav 0.0000 LR: 5.691e-02 Score 89.844 Data time: 0.2719, Forward time: 2.2777, Backward time: 3.1217, DDP time: 0.0048, Total iter time: 5.6396 [2020-11-05 21:36:57,743][root][INFO] - ===> Epoch[180](4656/26): Loss 0.4349, Sem 0.4039, dir -0.3986, norm 0.4296, swav 0.0000 LR: 5.690e-02 Score 86.525 Data time: 0.2264, Forward time: 2.2777, Backward time: 3.1215, DDP time: 0.0048, Total iter time: 4.6441 [2020-11-05 21:37:04,270][root][INFO] - ===> Epoch[180](4657/26): Loss 0.5662, Sem 0.4367, dir -0.3442, norm 0.4736, swav 0.0000 LR: 5.689e-02 Score 86.674 Data time: 0.1950, Forward time: 2.2778, Backward time: 3.1216, DDP time: 0.0048, Total iter time: 6.4354 [2020-11-05 21:37:09,998][root][INFO] - ===> Epoch[180](4658/26): Loss 0.2429, Sem 0.2705, dir -0.4502, norm 0.4225, swav 0.0000 LR: 5.688e-02 Score 91.397 Data time: 0.1822, Forward time: 2.2777, Backward time: 3.1217, DDP time: 0.0048, Total iter time: 5.5989 [2020-11-05 21:37:14,436][root][INFO] - ===> Epoch[180](4659/26): Loss 0.3754, Sem 0.3273, dir -0.3727, norm 0.4208, swav 0.0000 LR: 5.687e-02 Score 89.293 Data time: 0.2031, Forward time: 2.2776, Backward time: 3.1214, DDP time: 0.0048, Total iter time: 4.3380 [2020-11-05 21:37:19,298][root][INFO] - ===> Epoch[180](4660/26): Loss 0.4681, Sem 0.3656, dir -0.3754, norm 0.4779, swav 0.0000 LR: 5.686e-02 Score 89.105 Data time: 0.2231, Forward time: 2.2777, Backward time: 3.1212, DDP time: 0.0048, Total iter time: 4.7415 [2020-11-05 21:37:26,211][root][INFO] - ===> Epoch[180](4661/26): Loss 0.4513, Sem 0.3688, dir -0.3971, norm 0.4796, swav 0.0000 LR: 5.685e-02 Score 88.302 Data time: 0.2317, Forward time: 2.2777, Backward time: 3.1214, DDP time: 0.0048, Total iter time: 6.8007 [2020-11-05 21:37:31,501][root][INFO] - ===> Epoch[180](4662/26): Loss 0.4727, Sem 0.3816, dir -0.3590, norm 0.4501, swav 0.0000 LR: 5.684e-02 Score 88.975 Data time: 0.1974, Forward time: 2.2777, Backward time: 3.1213, DDP time: 0.0048, Total iter time: 5.1648 [2020-11-05 21:37:37,350][root][INFO] - ===> Epoch[180](4663/26): Loss 0.4919, Sem 0.4114, dir -0.3876, norm 0.4681, swav 0.0000 LR: 5.683e-02 Score 87.198 Data time: 0.2316, Forward time: 2.2777, Backward time: 3.1213, DDP time: 0.0048, Total iter time: 5.7341 [2020-11-05 21:37:43,523][root][INFO] - ===> Epoch[180](4664/26): Loss 0.2842, Sem 0.3036, dir -0.3983, norm 0.3790, swav 0.0000 LR: 5.682e-02 Score 89.514 Data time: 0.2501, Forward time: 2.2777, Backward time: 3.1213, DDP time: 0.0048, Total iter time: 6.0554 [2020-11-05 21:37:48,902][root][INFO] - ===> Epoch[180](4665/26): Loss 0.5230, Sem 0.4348, dir -0.3369, norm 0.4251, swav 0.0000 LR: 5.681e-02 Score 86.127 Data time: 0.2227, Forward time: 2.2778, Backward time: 3.1212, DDP time: 0.0048, Total iter time: 5.2670 [2020-11-05 21:37:54,860][root][INFO] - ===> Epoch[180](4666/26): Loss 0.3263, Sem 0.3467, dir -0.4194, norm 0.3990, swav 0.0000 LR: 5.680e-02 Score 88.731 Data time: 0.2004, Forward time: 2.2778, Backward time: 3.1212, DDP time: 0.0048, Total iter time: 5.8281 [2020-11-05 21:38:00,111][root][INFO] - ===> Epoch[180](4667/26): Loss 0.4621, Sem 0.4201, dir -0.3703, norm 0.4123, swav 0.0000 LR: 5.679e-02 Score 87.861 Data time: 0.1428, Forward time: 2.2777, Backward time: 3.1212, DDP time: 0.0048, Total iter time: 5.1320 [2020-11-05 21:38:05,410][root][INFO] - ===> Epoch[180](4668/26): Loss 0.3403, Sem 0.3054, dir -0.3800, norm 0.4149, swav 0.0000 LR: 5.679e-02 Score 90.433 Data time: 0.1656, Forward time: 2.2776, Backward time: 3.1213, DDP time: 0.0048, Total iter time: 5.2267 [2020-11-05 21:38:11,836][root][INFO] - ===> Epoch[180](4669/26): Loss 0.5226, Sem 0.4244, dir -0.3514, norm 0.4496, swav 0.0000 LR: 5.678e-02 Score 86.907 Data time: 0.2168, Forward time: 2.2775, Backward time: 3.1214, DDP time: 0.0048, Total iter time: 6.3247 [2020-11-05 21:38:17,872][root][INFO] - ===> Epoch[180](4670/26): Loss 0.4215, Sem 0.3662, dir -0.3991, norm 0.4544, swav 0.0000 LR: 5.677e-02 Score 88.417 Data time: 0.2491, Forward time: 2.2776, Backward time: 3.1214, DDP time: 0.0048, Total iter time: 5.9265 [2020-11-05 21:38:22,889][root][INFO] - ===> Epoch[180](4671/26): Loss 0.3783, Sem 0.3156, dir -0.3445, norm 0.4072, swav 0.0000 LR: 5.676e-02 Score 91.490 Data time: 0.2312, Forward time: 2.2777, Backward time: 3.1211, DDP time: 0.0048, Total iter time: 4.8777 [2020-11-05 21:38:28,242][root][INFO] - ===> Epoch[180](4672/26): Loss 0.4257, Sem 0.3922, dir -0.3588, norm 0.3923, swav 0.0000 LR: 5.675e-02 Score 88.537 Data time: 0.2318, Forward time: 2.2777, Backward time: 3.1210, DDP time: 0.0048, Total iter time: 5.2379 [2020-11-05 21:38:33,372][root][INFO] - ===> Epoch[180](4673/26): Loss 0.4961, Sem 0.3682, dir -0.3692, norm 0.4971, swav 0.0000 LR: 5.674e-02 Score 87.504 Data time: 0.1794, Forward time: 2.2776, Backward time: 3.1210, DDP time: 0.0048, Total iter time: 5.0344 [2020-11-05 21:38:39,230][root][INFO] - ===> Epoch[180](4674/26): Loss 0.4995, Sem 0.4199, dir -0.2962, norm 0.3757, swav 0.0000 LR: 5.673e-02 Score 87.471 Data time: 0.3015, Forward time: 2.2777, Backward time: 3.1209, DDP time: 0.0048, Total iter time: 5.7715 [2020-11-05 21:38:45,567][root][INFO] - ===> Epoch[180](4675/26): Loss 0.4791, Sem 0.3997, dir -0.3376, norm 0.4170, swav 0.0000 LR: 5.672e-02 Score 87.812 Data time: 0.1843, Forward time: 2.2776, Backward time: 3.1210, DDP time: 0.0048, Total iter time: 6.1816 [2020-11-05 21:38:50,826][root][INFO] - ===> Epoch[180](4676/26): Loss 0.3962, Sem 0.3602, dir -0.4078, norm 0.4438, swav 0.0000 LR: 5.671e-02 Score 88.995 Data time: 0.2347, Forward time: 2.2776, Backward time: 3.1209, DDP time: 0.0048, Total iter time: 5.1355 [2020-11-05 21:38:56,218][root][INFO] - ===> Epoch[180](4677/26): Loss 0.3890, Sem 0.3272, dir -0.3344, norm 0.3963, swav 0.0000 LR: 5.670e-02 Score 89.768 Data time: 0.1863, Forward time: 2.2776, Backward time: 3.1209, DDP time: 0.0048, Total iter time: 5.2629 [2020-11-05 21:39:01,467][root][INFO] - ===> Epoch[180](4678/26): Loss 0.3218, Sem 0.3288, dir -0.4320, norm 0.4250, swav 0.0000 LR: 5.669e-02 Score 89.965 Data time: 0.2001, Forward time: 2.2775, Backward time: 3.1208, DDP time: 0.0048, Total iter time: 5.1352 [2020-11-05 21:39:07,646][root][INFO] - ===> Epoch[180](4679/26): Loss 0.4968, Sem 0.4232, dir -0.3596, norm 0.4333, swav 0.0000 LR: 5.668e-02 Score 87.937 Data time: 0.2153, Forward time: 2.2775, Backward time: 3.1209, DDP time: 0.0048, Total iter time: 6.0264 [2020-11-05 21:39:13,043][root][INFO] - ===> Epoch[180](4680/26): Loss 0.3786, Sem 0.3344, dir -0.3776, norm 0.4218, swav 0.0000 LR: 5.667e-02 Score 88.984 Data time: 0.2595, Forward time: 2.2776, Backward time: 3.1207, DDP time: 0.0048, Total iter time: 5.2860 [2020-11-05 21:39:18,488][root][INFO] - ===> Epoch[181](4681/26): Loss 0.3538, Sem 0.3188, dir -0.3368, norm 0.3718, swav 0.0000 LR: 5.666e-02 Score 90.628 Data time: 0.2636, Forward time: 2.2777, Backward time: 3.1205, DDP time: 0.0048, Total iter time: 5.2940 [2020-11-05 21:39:24,015][root][INFO] - ===> Epoch[181](4682/26): Loss 0.3818, Sem 0.3283, dir -0.3274, norm 0.3808, swav 0.0000 LR: 5.665e-02 Score 90.099 Data time: 0.2252, Forward time: 2.2778, Backward time: 3.1204, DDP time: 0.0048, Total iter time: 5.3988 [2020-11-05 21:39:29,700][root][INFO] - ===> Epoch[181](4683/26): Loss 0.4171, Sem 0.3763, dir -0.3972, norm 0.4381, swav 0.0000 LR: 5.664e-02 Score 89.338 Data time: 0.2018, Forward time: 2.2778, Backward time: 3.1204, DDP time: 0.0048, Total iter time: 5.5657 [2020-11-05 21:39:36,484][root][INFO] - ===> Epoch[181](4684/26): Loss 0.4580, Sem 0.3790, dir -0.4096, norm 0.4886, swav 0.0000 LR: 5.663e-02 Score 88.802 Data time: 0.1837, Forward time: 2.2777, Backward time: 3.1207, DDP time: 0.0048, Total iter time: 6.6639 [2020-11-05 21:39:42,762][root][INFO] - ===> Epoch[181](4685/26): Loss 0.4670, Sem 0.3846, dir -0.3956, norm 0.4780, swav 0.0000 LR: 5.662e-02 Score 87.405 Data time: 0.2026, Forward time: 2.2777, Backward time: 3.1208, DDP time: 0.0048, Total iter time: 6.1626 [2020-11-05 21:39:48,566][root][INFO] - ===> Epoch[181](4686/26): Loss 0.3654, Sem 0.3464, dir -0.4054, norm 0.4244, swav 0.0000 LR: 5.661e-02 Score 89.087 Data time: 0.2718, Forward time: 2.2778, Backward time: 3.1207, DDP time: 0.0048, Total iter time: 5.6635 [2020-11-05 21:39:53,886][root][INFO] - ===> Epoch[181](4687/26): Loss 0.5022, Sem 0.4022, dir -0.3682, norm 0.4682, swav 0.0000 LR: 5.660e-02 Score 88.175 Data time: 0.2145, Forward time: 2.2778, Backward time: 3.1205, DDP time: 0.0048, Total iter time: 5.2041 [2020-11-05 21:39:59,232][root][INFO] - ===> Epoch[181](4688/26): Loss 0.3672, Sem 0.3477, dir -0.3941, norm 0.4135, swav 0.0000 LR: 5.659e-02 Score 89.145 Data time: 0.1849, Forward time: 2.2778, Backward time: 3.1205, DDP time: 0.0048, Total iter time: 5.2149 [2020-11-05 21:40:04,302][root][INFO] - ===> Epoch[181](4689/26): Loss 0.2447, Sem 0.2709, dir -0.3669, norm 0.3407, swav 0.0000 LR: 5.658e-02 Score 91.178 Data time: 0.1862, Forward time: 2.2777, Backward time: 3.1204, DDP time: 0.0048, Total iter time: 4.9765 [2020-11-05 21:40:09,332][root][INFO] - ===> Epoch[181](4690/26): Loss 0.2762, Sem 0.2781, dir -0.3949, norm 0.3930, swav 0.0000 LR: 5.657e-02 Score 90.726 Data time: 0.2377, Forward time: 2.2777, Backward time: 3.1202, DDP time: 0.0048, Total iter time: 4.9339 [2020-11-05 21:40:15,044][root][INFO] - ===> Epoch[181](4691/26): Loss 0.4637, Sem 0.3789, dir -0.3591, norm 0.4439, swav 0.0000 LR: 5.656e-02 Score 88.610 Data time: 0.2795, Forward time: 2.2779, Backward time: 3.1201, DDP time: 0.0048, Total iter time: 5.5815 [2020-11-05 21:40:20,790][root][INFO] - ===> Epoch[181](4692/26): Loss 0.6198, Sem 0.4360, dir -0.3612, norm 0.5450, swav 0.0000 LR: 5.656e-02 Score 86.472 Data time: 0.2480, Forward time: 2.2779, Backward time: 3.1200, DDP time: 0.0048, Total iter time: 5.6190 [2020-11-05 21:40:26,186][root][INFO] - ===> Epoch[181](4693/26): Loss 0.4245, Sem 0.3616, dir -0.3356, norm 0.3985, swav 0.0000 LR: 5.655e-02 Score 89.359 Data time: 0.2319, Forward time: 2.2779, Backward time: 3.1199, DDP time: 0.0048, Total iter time: 5.2788 [2020-11-05 21:40:31,718][root][INFO] - ===> Epoch[181](4694/26): Loss 0.4884, Sem 0.4050, dir -0.3502, norm 0.4336, swav 0.0000 LR: 5.654e-02 Score 87.086 Data time: 0.2584, Forward time: 2.2780, Backward time: 3.1197, DDP time: 0.0048, Total iter time: 5.4265 [2020-11-05 21:40:37,603][root][INFO] - ===> Epoch[181](4695/26): Loss 0.4493, Sem 0.3368, dir -0.3255, norm 0.4379, swav 0.0000 LR: 5.653e-02 Score 89.327 Data time: 0.2447, Forward time: 2.2781, Backward time: 3.1196, DDP time: 0.0048, Total iter time: 5.7772 [2020-11-05 21:40:43,047][root][INFO] - ===> Epoch[181](4696/26): Loss 0.4911, Sem 0.4283, dir -0.3847, norm 0.4475, swav 0.0000 LR: 5.652e-02 Score 86.058 Data time: 0.2262, Forward time: 2.2782, Backward time: 3.1195, DDP time: 0.0048, Total iter time: 5.3141 [2020-11-05 21:40:47,965][root][INFO] - ===> Epoch[181](4697/26): Loss 0.3254, Sem 0.3129, dir -0.3434, norm 0.3558, swav 0.0000 LR: 5.651e-02 Score 91.433 Data time: 0.1758, Forward time: 2.2781, Backward time: 3.1194, DDP time: 0.0048, Total iter time: 4.8130 [2020-11-05 21:40:54,075][root][INFO] - ===> Epoch[181](4698/26): Loss 0.4013, Sem 0.3080, dir -0.3623, norm 0.4556, swav 0.0000 LR: 5.650e-02 Score 89.399 Data time: 0.1840, Forward time: 2.2780, Backward time: 3.1195, DDP time: 0.0048, Total iter time: 6.0444 [2020-11-05 21:40:59,444][root][INFO] - ===> Epoch[181](4699/26): Loss 0.4526, Sem 0.3952, dir -0.4117, norm 0.4690, swav 0.0000 LR: 5.649e-02 Score 87.912 Data time: 0.1372, Forward time: 2.2779, Backward time: 3.1196, DDP time: 0.0048, Total iter time: 5.2678 [2020-11-05 21:41:05,971][root][INFO] - ===> Epoch[181](4700/26): Loss 0.3821, Sem 0.3476, dir -0.3691, norm 0.4036, swav 0.0000 LR: 5.648e-02 Score 90.172 Data time: 0.2546, Forward time: 2.2780, Backward time: 3.1197, DDP time: 0.0048, Total iter time: 6.4424 [2020-11-05 21:41:14,027][root][INFO] - ===> Epoch[181](4701/26): Loss 0.4992, Sem 0.3676, dir -0.3367, norm 0.4683, swav 0.0000 LR: 5.647e-02 Score 88.916 Data time: 0.2451, Forward time: 2.2781, Backward time: 3.1201, DDP time: 0.0048, Total iter time: 7.9393 [2020-11-05 21:41:19,367][root][INFO] - ===> Epoch[181](4702/26): Loss 0.3729, Sem 0.3493, dir -0.3569, norm 0.3805, swav 0.0000 LR: 5.646e-02 Score 89.528 Data time: 0.2443, Forward time: 2.2781, Backward time: 3.1199, DDP time: 0.0048, Total iter time: 5.2248 [2020-11-05 21:41:25,202][root][INFO] - ===> Epoch[181](4703/26): Loss 0.4452, Sem 0.3258, dir -0.3314, norm 0.4508, swav 0.0000 LR: 5.645e-02 Score 89.758 Data time: 0.2437, Forward time: 2.2782, Backward time: 3.1199, DDP time: 0.0048, Total iter time: 5.7201 [2020-11-05 21:41:30,115][root][INFO] - ===> Epoch[181](4704/26): Loss 0.4187, Sem 0.4095, dir -0.4157, norm 0.4249, swav 0.0000 LR: 5.644e-02 Score 87.053 Data time: 0.1976, Forward time: 2.2781, Backward time: 3.1197, DDP time: 0.0048, Total iter time: 4.8031 [2020-11-05 21:41:36,869][root][INFO] - ===> Epoch[181](4705/26): Loss 0.4408, Sem 0.3671, dir -0.3489, norm 0.4226, swav 0.0000 LR: 5.643e-02 Score 89.105 Data time: 0.2561, Forward time: 2.2782, Backward time: 3.1199, DDP time: 0.0048, Total iter time: 6.6432 [2020-11-05 21:41:42,755][root][INFO] - ===> Epoch[181](4706/26): Loss 0.4994, Sem 0.3568, dir -0.3097, norm 0.4523, swav 0.0000 LR: 5.642e-02 Score 89.207 Data time: 0.1702, Forward time: 2.2781, Backward time: 3.1200, DDP time: 0.0048, Total iter time: 5.7589 [2020-11-05 21:41:48,414][root][INFO] - ===> Epoch[182](4707/26): Loss 0.3956, Sem 0.3698, dir -0.3936, norm 0.4195, swav 0.0000 LR: 5.641e-02 Score 88.591 Data time: 0.2200, Forward time: 2.2780, Backward time: 3.1200, DDP time: 0.0048, Total iter time: 5.5586 [2020-11-05 21:41:53,939][root][INFO] - ===> Epoch[182](4708/26): Loss 0.4245, Sem 0.3122, dir -0.3458, norm 0.4581, swav 0.0000 LR: 5.640e-02 Score 90.310 Data time: 0.1513, Forward time: 2.2779, Backward time: 3.1201, DDP time: 0.0048, Total iter time: 5.4230 [2020-11-05 21:41:59,001][root][INFO] - ===> Epoch[182](4709/26): Loss 0.4636, Sem 0.4106, dir -0.3727, norm 0.4256, swav 0.0000 LR: 5.639e-02 Score 87.440 Data time: 0.1754, Forward time: 2.2778, Backward time: 3.1200, DDP time: 0.0048, Total iter time: 4.9856 [2020-11-05 21:42:03,461][root][INFO] - ===> Epoch[182](4710/26): Loss 0.3789, Sem 0.3554, dir -0.3825, norm 0.4061, swav 0.0000 LR: 5.638e-02 Score 88.622 Data time: 0.1858, Forward time: 2.2777, Backward time: 3.1198, DDP time: 0.0048, Total iter time: 4.3622 [2020-11-05 21:42:08,298][root][INFO] - ===> Epoch[182](4711/26): Loss 0.3549, Sem 0.3380, dir -0.3732, norm 0.3900, swav 0.0000 LR: 5.637e-02 Score 89.446 Data time: 0.1931, Forward time: 2.2777, Backward time: 3.1197, DDP time: 0.0048, Total iter time: 4.7220 [2020-11-05 21:42:13,405][root][INFO] - ===> Epoch[182](4712/26): Loss 0.3890, Sem 0.3195, dir -0.3676, norm 0.4371, swav 0.0000 LR: 5.636e-02 Score 90.735 Data time: 0.2551, Forward time: 2.2777, Backward time: 3.1195, DDP time: 0.0048, Total iter time: 4.9993 [2020-11-05 21:42:18,811][root][INFO] - ===> Epoch[182](4713/26): Loss 0.3780, Sem 0.3180, dir -0.3781, norm 0.4381, swav 0.0000 LR: 5.635e-02 Score 90.421 Data time: 0.2352, Forward time: 2.2778, Backward time: 3.1193, DDP time: 0.0048, Total iter time: 5.2722 [2020-11-05 21:42:24,390][root][INFO] - ===> Epoch[182](4714/26): Loss 0.3379, Sem 0.3044, dir -0.4149, norm 0.4484, swav 0.0000 LR: 5.634e-02 Score 90.604 Data time: 0.2718, Forward time: 2.2779, Backward time: 3.1192, DDP time: 0.0048, Total iter time: 5.4638 [2020-11-05 21:42:30,232][root][INFO] - ===> Epoch[182](4715/26): Loss 0.4936, Sem 0.3787, dir -0.2986, norm 0.4135, swav 0.0000 LR: 5.633e-02 Score 88.038 Data time: 0.1962, Forward time: 2.2779, Backward time: 3.1192, DDP time: 0.0048, Total iter time: 5.7106 [2020-11-05 21:42:36,030][root][INFO] - ===> Epoch[182](4716/26): Loss 0.5511, Sem 0.4799, dir -0.4073, norm 0.4784, swav 0.0000 LR: 5.633e-02 Score 86.080 Data time: 0.2194, Forward time: 2.2779, Backward time: 3.1191, DDP time: 0.0048, Total iter time: 5.6952 [2020-11-05 21:42:41,534][root][INFO] - ===> Epoch[182](4717/26): Loss 0.4248, Sem 0.3479, dir -0.3663, norm 0.4431, swav 0.0000 LR: 5.632e-02 Score 88.804 Data time: 0.1752, Forward time: 2.2778, Backward time: 3.1192, DDP time: 0.0048, Total iter time: 5.3882 [2020-11-05 21:42:47,615][root][INFO] - ===> Epoch[182](4718/26): Loss 0.3803, Sem 0.3337, dir -0.4027, norm 0.4492, swav 0.0000 LR: 5.631e-02 Score 89.509 Data time: 0.2754, Forward time: 2.2780, Backward time: 3.1191, DDP time: 0.0048, Total iter time: 5.9610 [2020-11-05 21:42:53,252][root][INFO] - ===> Epoch[182](4719/26): Loss 0.3767, Sem 0.3293, dir -0.3540, norm 0.4013, swav 0.0000 LR: 5.630e-02 Score 89.377 Data time: 0.2489, Forward time: 2.2780, Backward time: 3.1190, DDP time: 0.0048, Total iter time: 5.4949 [2020-11-05 21:42:57,870][root][INFO] - ===> Epoch[182](4720/26): Loss 0.4521, Sem 0.3858, dir -0.3726, norm 0.4389, swav 0.0000 LR: 5.629e-02 Score 87.051 Data time: 0.2084, Forward time: 2.2781, Backward time: 3.1187, DDP time: 0.0048, Total iter time: 4.4952 [2020-11-05 21:43:02,241][root][INFO] - ===> Epoch[182](4721/26): Loss 0.3486, Sem 0.3077, dir -0.3693, norm 0.4101, swav 0.0000 LR: 5.628e-02 Score 90.824 Data time: 0.1471, Forward time: 2.2779, Backward time: 3.1186, DDP time: 0.0048, Total iter time: 4.2691 [2020-11-05 21:43:07,965][root][INFO] - ===> Epoch[182](4722/26): Loss 0.4966, Sem 0.4037, dir -0.2921, norm 0.3850, swav 0.0000 LR: 5.627e-02 Score 87.922 Data time: 0.1818, Forward time: 2.2778, Backward time: 3.1187, DDP time: 0.0048, Total iter time: 5.6429 [2020-11-05 21:43:13,762][root][INFO] - ===> Epoch[182](4723/26): Loss 0.5192, Sem 0.4581, dir -0.3682, norm 0.4292, swav 0.0000 LR: 5.626e-02 Score 86.712 Data time: 0.2697, Forward time: 2.2779, Backward time: 3.1186, DDP time: 0.0048, Total iter time: 5.7227 [2020-11-05 21:43:20,245][root][INFO] - ===> Epoch[182](4724/26): Loss 0.4622, Sem 0.4280, dir -0.3807, norm 0.4149, swav 0.0000 LR: 5.625e-02 Score 88.413 Data time: 0.2085, Forward time: 2.2779, Backward time: 3.1187, DDP time: 0.0048, Total iter time: 6.3490 [2020-11-05 21:43:27,303][root][INFO] - ===> Epoch[182](4725/26): Loss 0.4798, Sem 0.3808, dir -0.3581, norm 0.4572, swav 0.0000 LR: 5.624e-02 Score 87.023 Data time: 0.2774, Forward time: 2.2781, Backward time: 3.1188, DDP time: 0.0048, Total iter time: 6.9335 [2020-11-05 21:43:32,224][root][INFO] - ===> Epoch[182](4726/26): Loss 0.3769, Sem 0.3356, dir -0.3732, norm 0.4146, swav 0.0000 LR: 5.623e-02 Score 90.097 Data time: 0.1567, Forward time: 2.2780, Backward time: 3.1187, DDP time: 0.0048, Total iter time: 4.7659 [2020-11-05 21:43:37,257][root][INFO] - ===> Epoch[182](4727/26): Loss 0.4130, Sem 0.3485, dir -0.2879, norm 0.3524, swav 0.0000 LR: 5.622e-02 Score 91.063 Data time: 0.2069, Forward time: 2.2780, Backward time: 3.1186, DDP time: 0.0048, Total iter time: 4.9504 [2020-11-05 21:43:42,901][root][INFO] - ===> Epoch[182](4728/26): Loss 0.3673, Sem 0.3558, dir -0.4271, norm 0.4386, swav 0.0000 LR: 5.621e-02 Score 89.046 Data time: 0.1823, Forward time: 2.2779, Backward time: 3.1187, DDP time: 0.0048, Total iter time: 5.5198 [2020-11-05 21:43:49,779][root][INFO] - ===> Epoch[182](4729/26): Loss 0.4591, Sem 0.3631, dir -0.3465, norm 0.4426, swav 0.0000 LR: 5.620e-02 Score 88.801 Data time: 0.1936, Forward time: 2.2779, Backward time: 3.1189, DDP time: 0.0048, Total iter time: 6.7843 [2020-11-05 21:43:56,659][root][INFO] - ===> Epoch[182](4730/26): Loss 0.3898, Sem 0.3566, dir -0.4351, norm 0.4683, swav 0.0000 LR: 5.619e-02 Score 89.293 Data time: 0.1813, Forward time: 2.2777, Backward time: 3.1192, DDP time: 0.0048, Total iter time: 6.7666 [2020-11-05 21:44:02,264][root][INFO] - ===> Epoch[182](4731/26): Loss 0.4328, Sem 0.3808, dir -0.3628, norm 0.4148, swav 0.0000 LR: 5.618e-02 Score 87.670 Data time: 0.2608, Forward time: 2.2778, Backward time: 3.1191, DDP time: 0.0048, Total iter time: 5.5470 [2020-11-05 21:44:08,187][root][INFO] - ===> Epoch[182](4732/26): Loss 0.4525, Sem 0.3254, dir -0.3722, norm 0.4993, swav 0.0000 LR: 5.617e-02 Score 89.671 Data time: 0.1895, Forward time: 2.2778, Backward time: 3.1192, DDP time: 0.0048, Total iter time: 5.8133 [2020-11-05 21:44:13,356][root][INFO] - ===> Epoch[183](4733/26): Loss 0.3308, Sem 0.3257, dir -0.3879, norm 0.3929, swav 0.0000 LR: 5.616e-02 Score 90.206 Data time: 0.2522, Forward time: 2.2779, Backward time: 3.1189, DDP time: 0.0048, Total iter time: 5.0422 [2020-11-05 21:44:18,840][root][INFO] - ===> Epoch[183](4734/26): Loss 0.4551, Sem 0.3487, dir -0.3250, norm 0.4313, swav 0.0000 LR: 5.615e-02 Score 89.788 Data time: 0.2275, Forward time: 2.2779, Backward time: 3.1188, DDP time: 0.0048, Total iter time: 5.3599 [2020-11-05 21:44:24,005][root][INFO] - ===> Epoch[183](4735/26): Loss 0.4384, Sem 0.3381, dir -0.3237, norm 0.4240, swav 0.0000 LR: 5.614e-02 Score 89.804 Data time: 0.2186, Forward time: 2.2779, Backward time: 3.1187, DDP time: 0.0048, Total iter time: 5.0307 [2020-11-05 21:44:28,935][root][INFO] - ===> Epoch[183](4736/26): Loss 0.4290, Sem 0.4019, dir -0.3515, norm 0.3786, swav 0.0000 LR: 5.613e-02 Score 86.940 Data time: 0.1778, Forward time: 2.2779, Backward time: 3.1186, DDP time: 0.0048, Total iter time: 4.8107 [2020-11-05 21:44:34,040][root][INFO] - ===> Epoch[183](4737/26): Loss 0.4916, Sem 0.4019, dir -0.3139, norm 0.4035, swav 0.0000 LR: 5.612e-02 Score 85.885 Data time: 0.1866, Forward time: 2.2778, Backward time: 3.1185, DDP time: 0.0048, Total iter time: 5.0010 [2020-11-05 21:44:39,027][root][INFO] - ===> Epoch[183](4738/26): Loss 0.4073, Sem 0.3444, dir -0.3572, norm 0.4201, swav 0.0000 LR: 5.611e-02 Score 89.785 Data time: 0.2189, Forward time: 2.2778, Backward time: 3.1183, DDP time: 0.0048, Total iter time: 4.8813 [2020-11-05 21:44:43,952][root][INFO] - ===> Epoch[183](4739/26): Loss 0.5025, Sem 0.3856, dir -0.3614, norm 0.4782, swav 0.0000 LR: 5.610e-02 Score 88.778 Data time: 0.1970, Forward time: 2.2778, Backward time: 3.1181, DDP time: 0.0048, Total iter time: 4.8072 [2020-11-05 21:44:50,988][root][INFO] - ===> Epoch[183](4740/26): Loss 0.5356, Sem 0.3772, dir -0.3412, norm 0.4997, swav 0.0000 LR: 5.609e-02 Score 87.268 Data time: 0.2573, Forward time: 2.2779, Backward time: 3.1183, DDP time: 0.0048, Total iter time: 6.9188 [2020-11-05 21:44:56,159][root][INFO] - ===> Epoch[183](4741/26): Loss 0.4242, Sem 0.4077, dir -0.3789, norm 0.3955, swav 0.0000 LR: 5.609e-02 Score 87.390 Data time: 0.2408, Forward time: 2.2780, Backward time: 3.1181, DDP time: 0.0048, Total iter time: 5.0426 [2020-11-05 21:45:04,078][root][INFO] - ===> Epoch[183](4742/26): Loss 0.4515, Sem 0.4309, dir -0.3771, norm 0.3977, swav 0.0000 LR: 5.608e-02 Score 86.359 Data time: 0.2273, Forward time: 2.2779, Backward time: 3.1185, DDP time: 0.0048, Total iter time: 7.7988 [2020-11-05 21:45:10,660][root][INFO] - ===> Epoch[183](4743/26): Loss 0.3802, Sem 0.3044, dir -0.3834, norm 0.4591, swav 0.0000 LR: 5.607e-02 Score 90.416 Data time: 0.3109, Forward time: 2.2782, Backward time: 3.1185, DDP time: 0.0048, Total iter time: 6.4707 [2020-11-05 21:45:16,848][root][INFO] - ===> Epoch[183](4744/26): Loss 0.4929, Sem 0.4255, dir -0.3465, norm 0.4138, swav 0.0000 LR: 5.606e-02 Score 87.345 Data time: 0.1796, Forward time: 2.2781, Backward time: 3.1186, DDP time: 0.0048, Total iter time: 6.0329 [2020-11-05 21:45:22,441][root][INFO] - ===> Epoch[183](4745/26): Loss 0.4071, Sem 0.3322, dir -0.3365, norm 0.4113, swav 0.0000 LR: 5.605e-02 Score 90.404 Data time: 0.2181, Forward time: 2.2781, Backward time: 3.1185, DDP time: 0.0048, Total iter time: 5.4648 [2020-11-05 21:45:27,721][root][INFO] - ===> Epoch[183](4746/26): Loss 0.4524, Sem 0.3554, dir -0.3665, norm 0.4635, swav 0.0000 LR: 5.604e-02 Score 88.559 Data time: 0.1628, Forward time: 2.2780, Backward time: 3.1185, DDP time: 0.0048, Total iter time: 5.1701 [2020-11-05 21:45:33,351][root][INFO] - ===> Epoch[183](4747/26): Loss 0.4782, Sem 0.3623, dir -0.3893, norm 0.5052, swav 0.0000 LR: 5.603e-02 Score 88.212 Data time: 0.2331, Forward time: 2.2781, Backward time: 3.1185, DDP time: 0.0048, Total iter time: 5.5112 [2020-11-05 21:45:39,711][root][INFO] - ===> Epoch[183](4748/26): Loss 0.4721, Sem 0.3421, dir -0.3296, norm 0.4596, swav 0.0000 LR: 5.602e-02 Score 89.205 Data time: 0.1980, Forward time: 2.2779, Backward time: 3.1187, DDP time: 0.0048, Total iter time: 6.2314 [2020-11-05 21:45:44,304][root][INFO] - ===> Epoch[183](4749/26): Loss 0.5263, Sem 0.4297, dir -0.3682, norm 0.4649, swav 0.0000 LR: 5.601e-02 Score 88.171 Data time: 0.2305, Forward time: 2.2780, Backward time: 3.1184, DDP time: 0.0048, Total iter time: 4.4798 [2020-11-05 21:45:50,249][root][INFO] - ===> Epoch[183](4750/26): Loss 0.3153, Sem 0.2890, dir -0.3511, norm 0.3774, swav 0.0000 LR: 5.600e-02 Score 91.617 Data time: 0.1873, Forward time: 2.2779, Backward time: 3.1185, DDP time: 0.0048, Total iter time: 5.8287 [2020-11-05 21:45:54,292][root][INFO] - ===> Epoch[183](4751/26): Loss 0.4452, Sem 0.4348, dir -0.4185, norm 0.4289, swav 0.0000 LR: 5.599e-02 Score 87.647 Data time: 0.2207, Forward time: 2.2779, Backward time: 3.1182, DDP time: 0.0048, Total iter time: 3.9509 [2020-11-05 21:46:01,567][root][INFO] - ===> Epoch[183](4752/26): Loss 0.5394, Sem 0.4002, dir -0.3607, norm 0.4999, swav 0.0000 LR: 5.598e-02 Score 87.149 Data time: 0.1886, Forward time: 2.2778, Backward time: 3.1185, DDP time: 0.0048, Total iter time: 7.1696 [2020-11-05 21:46:06,996][root][INFO] - ===> Epoch[183](4753/26): Loss 0.5888, Sem 0.4671, dir -0.3268, norm 0.4485, swav 0.0000 LR: 5.597e-02 Score 85.507 Data time: 0.1714, Forward time: 2.2777, Backward time: 3.1186, DDP time: 0.0048, Total iter time: 5.3452 [2020-11-05 21:46:14,326][root][INFO] - ===> Epoch[183](4754/26): Loss 0.5006, Sem 0.4198, dir -0.3543, norm 0.4351, swav 0.0000 LR: 5.596e-02 Score 87.881 Data time: 0.1811, Forward time: 2.2777, Backward time: 3.1189, DDP time: 0.0048, Total iter time: 7.2322 [2020-11-05 21:46:20,061][root][INFO] - ===> Epoch[183](4755/26): Loss 0.4929, Sem 0.3806, dir -0.3345, norm 0.4468, swav 0.0000 LR: 5.595e-02 Score 87.432 Data time: 0.1984, Forward time: 2.2776, Backward time: 3.1189, DDP time: 0.0048, Total iter time: 5.6339 [2020-11-05 21:46:25,515][root][INFO] - ===> Epoch[183](4756/26): Loss 0.3741, Sem 0.3231, dir -0.3672, norm 0.4182, swav 0.0000 LR: 5.594e-02 Score 90.045 Data time: 0.2517, Forward time: 2.2777, Backward time: 3.1188, DDP time: 0.0048, Total iter time: 5.3378 [2020-11-05 21:46:30,526][root][INFO] - ===> Epoch[183](4757/26): Loss 0.4754, Sem 0.3827, dir -0.3929, norm 0.4855, swav 0.0000 LR: 5.593e-02 Score 88.239 Data time: 0.1664, Forward time: 2.2776, Backward time: 3.1187, DDP time: 0.0048, Total iter time: 4.8811 [2020-11-05 21:46:35,840][root][INFO] - ===> Epoch[183](4758/26): Loss 0.5384, Sem 0.4382, dir -0.2996, norm 0.3999, swav 0.0000 LR: 5.592e-02 Score 85.423 Data time: 0.1831, Forward time: 2.2776, Backward time: 3.1187, DDP time: 0.0048, Total iter time: 5.2210 [2020-11-05 21:46:42,032][root][INFO] - ===> Epoch[184](4759/26): Loss 0.5098, Sem 0.3764, dir -0.3425, norm 0.4759, swav 0.0000 LR: 5.591e-02 Score 86.072 Data time: 0.2448, Forward time: 2.2776, Backward time: 3.1187, DDP time: 0.0048, Total iter time: 6.0712 [2020-11-05 21:46:48,533][root][INFO] - ===> Epoch[184](4760/26): Loss 0.5093, Sem 0.4217, dir -0.3842, norm 0.4717, swav 0.0000 LR: 5.590e-02 Score 87.013 Data time: 0.1488, Forward time: 2.2775, Backward time: 3.1190, DDP time: 0.0048, Total iter time: 6.3626 [2020-11-05 21:46:54,119][root][INFO] - ===> Epoch[184](4761/26): Loss 0.3698, Sem 0.3602, dir -0.3997, norm 0.4093, swav 0.0000 LR: 5.589e-02 Score 87.589 Data time: 0.1625, Forward time: 2.2774, Backward time: 3.1191, DDP time: 0.0048, Total iter time: 5.4736 [2020-11-05 21:46:59,376][root][INFO] - ===> Epoch[184](4762/26): Loss 0.3743, Sem 0.3544, dir -0.3940, norm 0.4139, swav 0.0000 LR: 5.588e-02 Score 88.490 Data time: 0.2631, Forward time: 2.2774, Backward time: 3.1189, DDP time: 0.0048, Total iter time: 5.1495 [2020-11-05 21:47:06,816][root][INFO] - ===> Epoch[184](4763/26): Loss 0.3358, Sem 0.3415, dir -0.4313, norm 0.4255, swav 0.0000 LR: 5.587e-02 Score 89.022 Data time: 0.2578, Forward time: 2.2775, Backward time: 3.1191, DDP time: 0.0048, Total iter time: 7.3095 [2020-11-05 21:47:12,502][root][INFO] - ===> Epoch[184](4764/26): Loss 0.4700, Sem 0.3752, dir -0.3703, norm 0.4652, swav 0.0000 LR: 5.586e-02 Score 86.562 Data time: 0.1876, Forward time: 2.2775, Backward time: 3.1191, DDP time: 0.0048, Total iter time: 5.5451 [2020-11-05 21:47:17,299][root][INFO] - ===> Epoch[184](4765/26): Loss 0.4132, Sem 0.3338, dir -0.2823, norm 0.3617, swav 0.0000 LR: 5.585e-02 Score 89.663 Data time: 0.2082, Forward time: 2.2775, Backward time: 3.1189, DDP time: 0.0048, Total iter time: 4.6668 [2020-11-05 21:47:23,425][root][INFO] - ===> Epoch[184](4766/26): Loss 0.5561, Sem 0.4500, dir -0.4000, norm 0.5061, swav 0.0000 LR: 5.585e-02 Score 87.357 Data time: 0.2520, Forward time: 2.2775, Backward time: 3.1190, DDP time: 0.0048, Total iter time: 6.0008 [2020-11-05 21:47:28,904][root][INFO] - ===> Epoch[184](4767/26): Loss 0.3347, Sem 0.2650, dir -0.3106, norm 0.3803, swav 0.0000 LR: 5.584e-02 Score 92.028 Data time: 0.1846, Forward time: 2.2774, Backward time: 3.1190, DDP time: 0.0048, Total iter time: 5.3429 [2020-11-05 21:47:34,175][root][INFO] - ===> Epoch[184](4768/26): Loss 0.4202, Sem 0.3276, dir -0.3690, norm 0.4617, swav 0.0000 LR: 5.583e-02 Score 89.879 Data time: 0.1957, Forward time: 2.2774, Backward time: 3.1189, DDP time: 0.0048, Total iter time: 5.1442 [2020-11-05 21:47:40,263][root][INFO] - ===> Epoch[184](4769/26): Loss 0.4103, Sem 0.3476, dir -0.3682, norm 0.4309, swav 0.0000 LR: 5.582e-02 Score 88.861 Data time: 0.3429, Forward time: 2.2775, Backward time: 3.1188, DDP time: 0.0048, Total iter time: 5.9743 [2020-11-05 21:47:45,960][root][INFO] - ===> Epoch[184](4770/26): Loss 0.4405, Sem 0.3634, dir -0.3713, norm 0.4483, swav 0.0000 LR: 5.581e-02 Score 87.878 Data time: 0.2136, Forward time: 2.2776, Backward time: 3.1187, DDP time: 0.0048, Total iter time: 5.5291 [2020-11-05 21:47:51,238][root][INFO] - ===> Epoch[184](4771/26): Loss 0.3784, Sem 0.3614, dir -0.3612, norm 0.3781, swav 0.0000 LR: 5.580e-02 Score 88.752 Data time: 0.2332, Forward time: 2.2775, Backward time: 3.1187, DDP time: 0.0048, Total iter time: 5.1564 [2020-11-05 21:47:57,230][root][INFO] - ===> Epoch[184](4772/26): Loss 0.3816, Sem 0.3452, dir -0.3477, norm 0.3841, swav 0.0000 LR: 5.579e-02 Score 88.936 Data time: 0.1973, Forward time: 2.2775, Backward time: 3.1187, DDP time: 0.0048, Total iter time: 5.8865 [2020-11-05 21:48:03,111][root][INFO] - ===> Epoch[184](4773/26): Loss 0.5193, Sem 0.4407, dir -0.3284, norm 0.4070, swav 0.0000 LR: 5.578e-02 Score 88.057 Data time: 0.2749, Forward time: 2.2776, Backward time: 3.1186, DDP time: 0.0048, Total iter time: 5.7658 [2020-11-05 21:48:08,266][root][INFO] - ===> Epoch[184](4774/26): Loss 0.4282, Sem 0.3699, dir -0.3397, norm 0.3979, swav 0.0000 LR: 5.577e-02 Score 88.650 Data time: 0.2142, Forward time: 2.2776, Backward time: 3.1185, DDP time: 0.0048, Total iter time: 5.0369 [2020-11-05 21:48:13,300][root][INFO] - ===> Epoch[184](4775/26): Loss 0.3710, Sem 0.3302, dir -0.3798, norm 0.4205, swav 0.0000 LR: 5.576e-02 Score 89.143 Data time: 0.2701, Forward time: 2.2777, Backward time: 3.1183, DDP time: 0.0048, Total iter time: 4.9134 [2020-11-05 21:48:19,033][root][INFO] - ===> Epoch[184](4776/26): Loss 0.5345, Sem 0.4307, dir -0.3128, norm 0.4166, swav 0.0000 LR: 5.575e-02 Score 87.582 Data time: 0.2657, Forward time: 2.2778, Backward time: 3.1181, DDP time: 0.0048, Total iter time: 5.6193 [2020-11-05 21:48:25,232][root][INFO] - ===> Epoch[184](4777/26): Loss 0.4113, Sem 0.4022, dir -0.4126, norm 0.4217, swav 0.0000 LR: 5.574e-02 Score 87.522 Data time: 0.1220, Forward time: 2.2776, Backward time: 3.1184, DDP time: 0.0048, Total iter time: 6.0600 [2020-11-05 21:48:30,174][root][INFO] - ===> Epoch[184](4778/26): Loss 0.5080, Sem 0.3532, dir -0.3075, norm 0.4622, swav 0.0000 LR: 5.573e-02 Score 88.612 Data time: 0.1918, Forward time: 2.2776, Backward time: 3.1183, DDP time: 0.0048, Total iter time: 4.8594 [2020-11-05 21:48:36,361][root][INFO] - ===> Epoch[184](4779/26): Loss 0.5041, Sem 0.3777, dir -0.3558, norm 0.4822, swav 0.0000 LR: 5.572e-02 Score 88.662 Data time: 0.2740, Forward time: 2.2777, Backward time: 3.1183, DDP time: 0.0048, Total iter time: 6.0882 [2020-11-05 21:48:42,520][root][INFO] - ===> Epoch[184](4780/26): Loss 0.4567, Sem 0.3350, dir -0.2775, norm 0.3993, swav 0.0000 LR: 5.571e-02 Score 89.202 Data time: 0.2402, Forward time: 2.2777, Backward time: 3.1184, DDP time: 0.0048, Total iter time: 6.0313 [2020-11-05 21:48:47,445][root][INFO] - ===> Epoch[184](4781/26): Loss 0.4759, Sem 0.3210, dir -0.3427, norm 0.4976, swav 0.0000 LR: 5.570e-02 Score 90.759 Data time: 0.2723, Forward time: 2.2777, Backward time: 3.1181, DDP time: 0.0048, Total iter time: 4.8101 [2020-11-05 21:48:53,067][root][INFO] - ===> Epoch[184](4782/26): Loss 0.5272, Sem 0.3889, dir -0.3430, norm 0.4812, swav 0.0000 LR: 5.569e-02 Score 86.918 Data time: 0.2086, Forward time: 2.2777, Backward time: 3.1181, DDP time: 0.0048, Total iter time: 5.4745 [2020-11-05 21:48:57,595][root][INFO] - ===> Epoch[184](4783/26): Loss 0.5437, Sem 0.3811, dir -0.3571, norm 0.5197, swav 0.0000 LR: 5.568e-02 Score 89.765 Data time: 0.2504, Forward time: 2.2777, Backward time: 3.1178, DDP time: 0.0048, Total iter time: 4.4304 [2020-11-05 21:49:03,507][root][INFO] - ===> Epoch[184](4784/26): Loss 0.3550, Sem 0.3274, dir -0.4207, norm 0.4483, swav 0.0000 LR: 5.567e-02 Score 89.821 Data time: 0.2457, Forward time: 2.2778, Backward time: 3.1178, DDP time: 0.0048, Total iter time: 5.8039 [2020-11-05 21:49:08,794][root][INFO] - ===> Epoch[185](4785/26): Loss 0.4072, Sem 0.3735, dir -0.4114, norm 0.4451, swav 0.0000 LR: 5.566e-02 Score 89.627 Data time: 0.2137, Forward time: 2.2778, Backward time: 3.1177, DDP time: 0.0048, Total iter time: 5.1583 [2020-11-05 21:49:13,929][root][INFO] - ===> Epoch[185](4786/26): Loss 0.4088, Sem 0.3940, dir -0.3866, norm 0.4014, swav 0.0000 LR: 5.565e-02 Score 89.046 Data time: 0.2388, Forward time: 2.2778, Backward time: 3.1175, DDP time: 0.0048, Total iter time: 5.0122 [2020-11-05 21:49:19,845][root][INFO] - ===> Epoch[185](4787/26): Loss 0.4730, Sem 0.4155, dir -0.3584, norm 0.4159, swav 0.0000 LR: 5.564e-02 Score 86.482 Data time: 0.1935, Forward time: 2.2778, Backward time: 3.1176, DDP time: 0.0048, Total iter time: 5.8031 [2020-11-05 21:49:26,596][root][INFO] - ===> Epoch[185](4788/26): Loss 0.4560, Sem 0.3161, dir -0.3139, norm 0.4538, swav 0.0000 LR: 5.563e-02 Score 90.554 Data time: 0.2962, Forward time: 2.2780, Backward time: 3.1176, DDP time: 0.0048, Total iter time: 6.6475 [2020-11-05 21:49:32,373][root][INFO] - ===> Epoch[185](4789/26): Loss 0.4730, Sem 0.3908, dir -0.3524, norm 0.4346, swav 0.0000 LR: 5.562e-02 Score 88.205 Data time: 0.1836, Forward time: 2.2779, Backward time: 3.1176, DDP time: 0.0048, Total iter time: 5.6623 [2020-11-05 21:49:37,943][root][INFO] - ===> Epoch[185](4790/26): Loss 0.4158, Sem 0.3585, dir -0.3496, norm 0.4068, swav 0.0000 LR: 5.561e-02 Score 88.789 Data time: 0.2060, Forward time: 2.2779, Backward time: 3.1176, DDP time: 0.0048, Total iter time: 5.4726 [2020-11-05 21:49:43,816][root][INFO] - ===> Epoch[185](4791/26): Loss 0.4068, Sem 0.3274, dir -0.3533, norm 0.4327, swav 0.0000 LR: 5.561e-02 Score 89.979 Data time: 0.2569, Forward time: 2.2779, Backward time: 3.1175, DDP time: 0.0048, Total iter time: 5.7555 [2020-11-05 21:49:49,207][root][INFO] - ===> Epoch[185](4792/26): Loss 0.4432, Sem 0.4128, dir -0.3819, norm 0.4123, swav 0.0000 LR: 5.560e-02 Score 87.766 Data time: 0.2216, Forward time: 2.2780, Backward time: 3.1174, DDP time: 0.0048, Total iter time: 5.2548 [2020-11-05 21:49:54,489][root][INFO] - ===> Epoch[185](4793/26): Loss 0.4327, Sem 0.3652, dir -0.3762, norm 0.4436, swav 0.0000 LR: 5.559e-02 Score 88.470 Data time: 0.1645, Forward time: 2.2779, Backward time: 3.1174, DDP time: 0.0048, Total iter time: 5.1554 [2020-11-05 21:50:00,621][root][INFO] - ===> Epoch[185](4794/26): Loss 0.4664, Sem 0.3682, dir -0.3818, norm 0.4800, swav 0.0000 LR: 5.558e-02 Score 88.018 Data time: 0.2122, Forward time: 2.2779, Backward time: 3.1175, DDP time: 0.0048, Total iter time: 6.0402 [2020-11-05 21:50:05,872][root][INFO] - ===> Epoch[185](4795/26): Loss 0.4525, Sem 0.3924, dir -0.3717, norm 0.4318, swav 0.0000 LR: 5.557e-02 Score 88.672 Data time: 0.2344, Forward time: 2.2780, Backward time: 3.1173, DDP time: 0.0048, Total iter time: 5.1228 [2020-11-05 21:50:10,846][root][INFO] - ===> Epoch[185](4796/26): Loss 0.3008, Sem 0.2918, dir -0.3823, norm 0.3913, swav 0.0000 LR: 5.556e-02 Score 91.894 Data time: 0.2231, Forward time: 2.2780, Backward time: 3.1171, DDP time: 0.0048, Total iter time: 4.8497 [2020-11-05 21:50:16,355][root][INFO] - ===> Epoch[185](4797/26): Loss 0.3448, Sem 0.3008, dir -0.3686, norm 0.4125, swav 0.0000 LR: 5.555e-02 Score 90.691 Data time: 0.2208, Forward time: 2.2780, Backward time: 3.1170, DDP time: 0.0048, Total iter time: 5.3829 [2020-11-05 21:50:21,801][root][INFO] - ===> Epoch[185](4798/26): Loss 0.4230, Sem 0.3777, dir -0.3711, norm 0.4164, swav 0.0000 LR: 5.554e-02 Score 89.391 Data time: 0.2480, Forward time: 2.2781, Backward time: 3.1169, DDP time: 0.0048, Total iter time: 5.3432 [2020-11-05 21:50:28,095][root][INFO] - ===> Epoch[185](4799/26): Loss 0.5118, Sem 0.4081, dir -0.4049, norm 0.5086, swav 0.0000 LR: 5.553e-02 Score 88.046 Data time: 0.2699, Forward time: 2.2782, Backward time: 3.1169, DDP time: 0.0048, Total iter time: 6.1569 [2020-11-05 21:50:33,736][root][INFO] - ===> Epoch[185](4800/26): Loss 0.3695, Sem 0.3281, dir -0.3266, norm 0.3680, swav 0.0000 LR: 5.552e-02 Score 90.712 Data time: 0.1722, Forward time: 2.2781, Backward time: 3.1169, DDP time: 0.0048, Total iter time: 5.4989 [2020-11-05 21:50:38,873][root][INFO] - ===> Epoch[185](4801/26): Loss 0.4063, Sem 0.3879, dir -0.4060, norm 0.4244, swav 0.0000 LR: 5.551e-02 Score 88.863 Data time: 0.2859, Forward time: 2.2781, Backward time: 3.1167, DDP time: 0.0048, Total iter time: 5.0306 [2020-11-05 21:50:43,966][root][INFO] - ===> Epoch[185](4802/26): Loss 0.3597, Sem 0.3467, dir -0.4118, norm 0.4248, swav 0.0000 LR: 5.550e-02 Score 89.416 Data time: 0.1799, Forward time: 2.2781, Backward time: 3.1166, DDP time: 0.0048, Total iter time: 4.9764 [2020-11-05 21:50:50,431][root][INFO] - ===> Epoch[185](4803/26): Loss 0.2934, Sem 0.2710, dir -0.3692, norm 0.3915, swav 0.0000 LR: 5.549e-02 Score 90.493 Data time: 0.2311, Forward time: 2.2781, Backward time: 3.1167, DDP time: 0.0048, Total iter time: 6.3533 [2020-11-05 21:50:57,191][root][INFO] - ===> Epoch[185](4804/26): Loss 0.4369, Sem 0.3189, dir -0.3401, norm 0.4581, swav 0.0000 LR: 5.548e-02 Score 90.482 Data time: 0.2208, Forward time: 2.2781, Backward time: 3.1169, DDP time: 0.0048, Total iter time: 6.6294 [2020-11-05 21:51:02,225][root][INFO] - ===> Epoch[185](4805/26): Loss 0.4640, Sem 0.3928, dir -0.3757, norm 0.4468, swav 0.0000 LR: 5.547e-02 Score 88.391 Data time: 0.1992, Forward time: 2.2781, Backward time: 3.1168, DDP time: 0.0048, Total iter time: 4.9034 [2020-11-05 21:51:08,169][root][INFO] - ===> Epoch[185](4806/26): Loss 0.5134, Sem 0.3956, dir -0.3797, norm 0.4975, swav 0.0000 LR: 5.546e-02 Score 87.152 Data time: 0.1821, Forward time: 2.2781, Backward time: 3.1169, DDP time: 0.0048, Total iter time: 5.8320 [2020-11-05 21:51:13,894][root][INFO] - ===> Epoch[185](4807/26): Loss 0.3911, Sem 0.3070, dir -0.3309, norm 0.4150, swav 0.0000 LR: 5.545e-02 Score 91.469 Data time: 0.1867, Forward time: 2.2780, Backward time: 3.1169, DDP time: 0.0048, Total iter time: 5.6027 [2020-11-05 21:51:20,362][root][INFO] - ===> Epoch[185](4808/26): Loss 0.4652, Sem 0.3463, dir -0.3567, norm 0.4756, swav 0.0000 LR: 5.544e-02 Score 88.517 Data time: 0.2316, Forward time: 2.2780, Backward time: 3.1170, DDP time: 0.0048, Total iter time: 6.3698 [2020-11-05 21:51:26,300][root][INFO] - ===> Epoch[185](4809/26): Loss 0.5851, Sem 0.4738, dir -0.3657, norm 0.4770, swav 0.0000 LR: 5.543e-02 Score 86.456 Data time: 0.2005, Forward time: 2.2780, Backward time: 3.1170, DDP time: 0.0048, Total iter time: 5.7989 [2020-11-05 21:51:32,611][root][INFO] - ===> Epoch[185](4810/26): Loss 0.4038, Sem 0.3277, dir -0.3701, norm 0.4462, swav 0.0000 LR: 5.542e-02 Score 88.140 Data time: 0.2087, Forward time: 2.2779, Backward time: 3.1172, DDP time: 0.0048, Total iter time: 6.1862 [2020-11-05 21:51:39,616][root][INFO] - ===> Epoch[186](4811/26): Loss 0.5099, Sem 0.3958, dir -0.3951, norm 0.5092, swav 0.0000 LR: 5.541e-02 Score 86.957 Data time: 0.2195, Forward time: 2.2779, Backward time: 3.1175, DDP time: 0.0048, Total iter time: 6.8952 [2020-11-05 21:51:45,265][root][INFO] - ===> Epoch[186](4812/26): Loss 0.4992, Sem 0.4109, dir -0.3604, norm 0.4487, swav 0.0000 LR: 5.540e-02 Score 87.829 Data time: 0.1585, Forward time: 2.2778, Backward time: 3.1176, DDP time: 0.0048, Total iter time: 5.5262 [2020-11-05 21:51:51,836][root][INFO] - ===> Epoch[186](4813/26): Loss 0.4444, Sem 0.3466, dir -0.3401, norm 0.4380, swav 0.0000 LR: 5.539e-02 Score 89.297 Data time: 0.1409, Forward time: 2.2776, Backward time: 3.1179, DDP time: 0.0048, Total iter time: 6.5031 [2020-11-05 21:51:56,672][root][INFO] - ===> Epoch[186](4814/26): Loss 0.3525, Sem 0.3567, dir -0.3925, norm 0.3883, swav 0.0000 LR: 5.538e-02 Score 89.483 Data time: 0.1851, Forward time: 2.2776, Backward time: 3.1178, DDP time: 0.0048, Total iter time: 4.7470 [2020-11-05 21:52:02,300][root][INFO] - ===> Epoch[186](4815/26): Loss 0.5286, Sem 0.3710, dir -0.3112, norm 0.4688, swav 0.0000 LR: 5.537e-02 Score 88.373 Data time: 0.1745, Forward time: 2.2775, Backward time: 3.1178, DDP time: 0.0048, Total iter time: 5.5217 [2020-11-05 21:52:07,889][root][INFO] - ===> Epoch[186](4816/26): Loss 0.3355, Sem 0.3122, dir -0.4008, norm 0.4241, swav 0.0000 LR: 5.536e-02 Score 90.206 Data time: 0.1376, Forward time: 2.2774, Backward time: 3.1179, DDP time: 0.0048, Total iter time: 5.5021 [2020-11-05 21:52:13,695][root][INFO] - ===> Epoch[186](4817/26): Loss 0.4475, Sem 0.3876, dir -0.3630, norm 0.4229, swav 0.0000 LR: 5.536e-02 Score 87.276 Data time: 0.1909, Forward time: 2.2773, Backward time: 3.1180, DDP time: 0.0048, Total iter time: 5.7110 [2020-11-05 21:52:18,857][root][INFO] - ===> Epoch[186](4818/26): Loss 0.4160, Sem 0.3602, dir -0.3460, norm 0.4018, swav 0.0000 LR: 5.535e-02 Score 88.609 Data time: 0.2350, Forward time: 2.2773, Backward time: 3.1178, DDP time: 0.0048, Total iter time: 5.0597 [2020-11-05 21:52:24,784][root][INFO] - ===> Epoch[186](4819/26): Loss 0.3357, Sem 0.2829, dir -0.3658, norm 0.4186, swav 0.0000 LR: 5.534e-02 Score 91.150 Data time: 0.2333, Forward time: 2.2774, Backward time: 3.1178, DDP time: 0.0048, Total iter time: 5.7994 [2020-11-05 21:52:31,311][root][INFO] - ===> Epoch[186](4820/26): Loss 0.5503, Sem 0.4196, dir -0.2948, norm 0.4255, swav 0.0000 LR: 5.533e-02 Score 86.961 Data time: 0.2052, Forward time: 2.2774, Backward time: 3.1179, DDP time: 0.0048, Total iter time: 6.4116 [2020-11-05 21:52:37,069][root][INFO] - ===> Epoch[186](4821/26): Loss 0.3189, Sem 0.2877, dir -0.4379, norm 0.4690, swav 0.0000 LR: 5.532e-02 Score 90.942 Data time: 0.1982, Forward time: 2.2774, Backward time: 3.1179, DDP time: 0.0048, Total iter time: 5.6438 [2020-11-05 21:52:42,817][root][INFO] - ===> Epoch[186](4822/26): Loss 0.5243, Sem 0.4387, dir -0.3796, norm 0.4653, swav 0.0000 LR: 5.531e-02 Score 85.719 Data time: 0.1860, Forward time: 2.2773, Backward time: 3.1180, DDP time: 0.0048, Total iter time: 5.6382 [2020-11-05 21:52:47,409][root][INFO] - ===> Epoch[186](4823/26): Loss 0.3179, Sem 0.3667, dir -0.4090, norm 0.3603, swav 0.0000 LR: 5.530e-02 Score 89.342 Data time: 0.2584, Forward time: 2.2773, Backward time: 3.1177, DDP time: 0.0048, Total iter time: 4.4850 [2020-11-05 21:52:52,144][root][INFO] - ===> Epoch[186](4824/26): Loss 0.3449, Sem 0.3343, dir -0.3933, norm 0.4039, swav 0.0000 LR: 5.529e-02 Score 89.817 Data time: 0.2234, Forward time: 2.2773, Backward time: 3.1175, DDP time: 0.0048, Total iter time: 4.6318 [2020-11-05 21:52:57,623][root][INFO] - ===> Epoch[186](4825/26): Loss 0.4422, Sem 0.3921, dir -0.4018, norm 0.4519, swav 0.0000 LR: 5.528e-02 Score 88.958 Data time: 0.2524, Forward time: 2.2775, Backward time: 3.1174, DDP time: 0.0048, Total iter time: 5.3823 [2020-11-05 21:53:04,290][root][INFO] - ===> Epoch[186](4826/26): Loss 0.4917, Sem 0.4131, dir -0.3816, norm 0.4601, swav 0.0000 LR: 5.527e-02 Score 87.897 Data time: 0.2297, Forward time: 2.2775, Backward time: 3.1175, DDP time: 0.0048, Total iter time: 6.5354 [2020-11-05 21:53:09,716][root][INFO] - ===> Epoch[186](4827/26): Loss 0.4049, Sem 0.3349, dir -0.3732, norm 0.4432, swav 0.0000 LR: 5.526e-02 Score 89.891 Data time: 0.2449, Forward time: 2.2776, Backward time: 3.1173, DDP time: 0.0048, Total iter time: 5.2844 [2020-11-05 21:53:15,556][root][INFO] - ===> Epoch[186](4828/26): Loss 0.4026, Sem 0.3710, dir -0.4067, norm 0.4383, swav 0.0000 LR: 5.525e-02 Score 88.028 Data time: 0.1848, Forward time: 2.2775, Backward time: 3.1174, DDP time: 0.0048, Total iter time: 5.7215 [2020-11-05 21:53:21,281][root][INFO] - ===> Epoch[186](4829/26): Loss 0.4081, Sem 0.3222, dir -0.3970, norm 0.4829, swav 0.0000 LR: 5.524e-02 Score 91.205 Data time: 0.2252, Forward time: 2.2776, Backward time: 3.1173, DDP time: 0.0048, Total iter time: 5.6282 [2020-11-05 21:53:25,781][root][INFO] - ===> Epoch[186](4830/26): Loss 0.3879, Sem 0.3382, dir -0.3949, norm 0.4446, swav 0.0000 LR: 5.523e-02 Score 89.546 Data time: 0.2116, Forward time: 2.2775, Backward time: 3.1171, DDP time: 0.0048, Total iter time: 4.3794 [2020-11-05 21:53:31,191][root][INFO] - ===> Epoch[186](4831/26): Loss 0.4260, Sem 0.3481, dir -0.3813, norm 0.4591, swav 0.0000 LR: 5.522e-02 Score 89.969 Data time: 0.2560, Forward time: 2.2776, Backward time: 3.1169, DDP time: 0.0048, Total iter time: 5.3081 [2020-11-05 21:53:36,989][root][INFO] - ===> Epoch[186](4832/26): Loss 0.4330, Sem 0.3171, dir -0.3410, norm 0.4569, swav 0.0000 LR: 5.521e-02 Score 89.418 Data time: 0.2576, Forward time: 2.2777, Backward time: 3.1168, DDP time: 0.0048, Total iter time: 5.6838 [2020-11-05 21:53:44,086][root][INFO] - ===> Epoch[186](4833/26): Loss 0.4422, Sem 0.3750, dir -0.3750, norm 0.4422, swav 0.0000 LR: 5.520e-02 Score 88.272 Data time: 0.3497, Forward time: 2.2780, Backward time: 3.1168, DDP time: 0.0048, Total iter time: 6.9772 [2020-11-05 21:53:50,240][root][INFO] - ===> Epoch[186](4834/26): Loss 0.4854, Sem 0.3691, dir -0.3405, norm 0.4569, swav 0.0000 LR: 5.519e-02 Score 88.735 Data time: 0.1851, Forward time: 2.2779, Backward time: 3.1169, DDP time: 0.0048, Total iter time: 6.0284 [2020-11-05 21:53:56,457][root][INFO] - ===> Epoch[186](4835/26): Loss 0.4110, Sem 0.3100, dir -0.3266, norm 0.4277, swav 0.0000 LR: 5.518e-02 Score 90.591 Data time: 0.2066, Forward time: 2.2779, Backward time: 3.1170, DDP time: 0.0048, Total iter time: 6.1020 [2020-11-05 21:54:02,046][root][INFO] - ===> Epoch[186](4836/26): Loss 0.4267, Sem 0.4101, dir -0.4192, norm 0.4359, swav 0.0000 LR: 5.517e-02 Score 87.331 Data time: 0.2044, Forward time: 2.2779, Backward time: 3.1170, DDP time: 0.0048, Total iter time: 5.4629 [2020-11-05 21:54:06,662][root][INFO] - ===> Epoch[187](4837/26): Loss 0.4248, Sem 0.3665, dir -0.3442, norm 0.4025, swav 0.0000 LR: 5.516e-02 Score 89.208 Data time: 0.1665, Forward time: 2.2778, Backward time: 3.1169, DDP time: 0.0048, Total iter time: 4.4948 [2020-11-05 21:54:11,259][root][INFO] - ===> Epoch[187](4838/26): Loss 0.3664, Sem 0.3588, dir -0.3886, norm 0.3962, swav 0.0000 LR: 5.515e-02 Score 88.934 Data time: 0.1542, Forward time: 2.2777, Backward time: 3.1168, DDP time: 0.0048, Total iter time: 4.5117 [2020-11-05 21:54:16,953][root][INFO] - ===> Epoch[187](4839/26): Loss 0.3425, Sem 0.2912, dir -0.3829, norm 0.4341, swav 0.0000 LR: 5.514e-02 Score 91.606 Data time: 0.2357, Forward time: 2.2777, Backward time: 3.1167, DDP time: 0.0048, Total iter time: 5.6065 [2020-11-05 21:54:22,783][root][INFO] - ===> Epoch[187](4840/26): Loss 0.4648, Sem 0.3727, dir -0.3791, norm 0.4712, swav 0.0000 LR: 5.513e-02 Score 89.449 Data time: 0.1946, Forward time: 2.2776, Backward time: 3.1168, DDP time: 0.0048, Total iter time: 5.7062 [2020-11-05 21:54:28,464][root][INFO] - ===> Epoch[187](4841/26): Loss 0.3777, Sem 0.3226, dir -0.3514, norm 0.4066, swav 0.0000 LR: 5.512e-02 Score 88.630 Data time: 0.2101, Forward time: 2.2776, Backward time: 3.1168, DDP time: 0.0048, Total iter time: 5.5771 [2020-11-05 21:54:33,297][root][INFO] - ===> Epoch[187](4842/26): Loss 0.3580, Sem 0.3243, dir -0.3755, norm 0.4092, swav 0.0000 LR: 5.512e-02 Score 89.587 Data time: 0.2063, Forward time: 2.2776, Backward time: 3.1167, DDP time: 0.0048, Total iter time: 4.7176 [2020-11-05 21:54:39,107][root][INFO] - ===> Epoch[187](4843/26): Loss 0.3497, Sem 0.2957, dir -0.3570, norm 0.4110, swav 0.0000 LR: 5.511e-02 Score 90.154 Data time: 0.2793, Forward time: 2.2777, Backward time: 3.1165, DDP time: 0.0048, Total iter time: 5.7018 [2020-11-05 21:54:45,072][root][INFO] - ===> Epoch[187](4844/26): Loss 0.3218, Sem 0.3045, dir -0.4124, norm 0.4297, swav 0.0000 LR: 5.510e-02 Score 90.283 Data time: 0.1451, Forward time: 2.2776, Backward time: 3.1167, DDP time: 0.0048, Total iter time: 5.8260 [2020-11-05 21:54:50,622][root][INFO] - ===> Epoch[187](4845/26): Loss 0.4767, Sem 0.3784, dir -0.3440, norm 0.4423, swav 0.0000 LR: 5.509e-02 Score 87.312 Data time: 0.2012, Forward time: 2.2775, Backward time: 3.1167, DDP time: 0.0048, Total iter time: 5.4478 [2020-11-05 21:54:56,741][root][INFO] - ===> Epoch[187](4846/26): Loss 0.4548, Sem 0.3718, dir -0.3798, norm 0.4629, swav 0.0000 LR: 5.508e-02 Score 88.769 Data time: 0.2411, Forward time: 2.2776, Backward time: 3.1167, DDP time: 0.0048, Total iter time: 6.0244 [2020-11-05 21:55:02,929][root][INFO] - ===> Epoch[187](4847/26): Loss 0.5054, Sem 0.3768, dir -0.3612, norm 0.4898, swav 0.0000 LR: 5.507e-02 Score 87.897 Data time: 0.1890, Forward time: 2.2776, Backward time: 3.1168, DDP time: 0.0048, Total iter time: 6.0766 [2020-11-05 21:55:07,910][root][INFO] - ===> Epoch[187](4848/26): Loss 0.4396, Sem 0.3907, dir -0.3750, norm 0.4240, swav 0.0000 LR: 5.506e-02 Score 89.531 Data time: 0.2350, Forward time: 2.2776, Backward time: 3.1166, DDP time: 0.0048, Total iter time: 4.8701 [2020-11-05 21:55:13,229][root][INFO] - ===> Epoch[187](4849/26): Loss 0.5325, Sem 0.3715, dir -0.3505, norm 0.5115, swav 0.0000 LR: 5.505e-02 Score 88.426 Data time: 0.2364, Forward time: 2.2776, Backward time: 3.1165, DDP time: 0.0048, Total iter time: 5.2004 [2020-11-05 21:55:19,137][root][INFO] - ===> Epoch[187](4850/26): Loss 0.4801, Sem 0.3743, dir -0.3711, norm 0.4769, swav 0.0000 LR: 5.504e-02 Score 88.998 Data time: 0.2009, Forward time: 2.2775, Backward time: 3.1166, DDP time: 0.0048, Total iter time: 5.8133 [2020-11-05 21:55:24,275][root][INFO] - ===> Epoch[187](4851/26): Loss 0.3944, Sem 0.2920, dir -0.3443, norm 0.4467, swav 0.0000 LR: 5.503e-02 Score 91.318 Data time: 0.2252, Forward time: 2.2776, Backward time: 3.1164, DDP time: 0.0048, Total iter time: 5.0465 [2020-11-05 21:55:30,209][root][INFO] - ===> Epoch[187](4852/26): Loss 0.3916, Sem 0.3616, dir -0.4096, norm 0.4397, swav 0.0000 LR: 5.502e-02 Score 88.889 Data time: 0.1664, Forward time: 2.2775, Backward time: 3.1166, DDP time: 0.0048, Total iter time: 5.8076 [2020-11-05 21:55:34,792][root][INFO] - ===> Epoch[187](4853/26): Loss 0.2810, Sem 0.3068, dir -0.3844, norm 0.3586, swav 0.0000 LR: 5.501e-02 Score 89.811 Data time: 0.2247, Forward time: 2.2774, Backward time: 3.1163, DDP time: 0.0048, Total iter time: 4.4770 [2020-11-05 21:55:40,789][root][INFO] - ===> Epoch[187](4854/26): Loss 0.4287, Sem 0.3594, dir -0.3684, norm 0.4377, swav 0.0000 LR: 5.500e-02 Score 89.045 Data time: 0.2775, Forward time: 2.2776, Backward time: 3.1162, DDP time: 0.0048, Total iter time: 5.8806 [2020-11-05 21:55:47,032][root][INFO] - ===> Epoch[187](4855/26): Loss 0.4002, Sem 0.3445, dir -0.3676, norm 0.4233, swav 0.0000 LR: 5.499e-02 Score 89.433 Data time: 0.2552, Forward time: 2.2777, Backward time: 3.1162, DDP time: 0.0048, Total iter time: 6.0888 [2020-11-05 21:55:52,423][root][INFO] - ===> Epoch[187](4856/26): Loss 0.4444, Sem 0.3451, dir -0.3447, norm 0.4441, swav 0.0000 LR: 5.498e-02 Score 89.332 Data time: 0.1901, Forward time: 2.2777, Backward time: 3.1161, DDP time: 0.0048, Total iter time: 5.2650 [2020-11-05 21:55:57,321][root][INFO] - ===> Epoch[187](4857/26): Loss 0.5646, Sem 0.4175, dir -0.3276, norm 0.4747, swav 0.0000 LR: 5.497e-02 Score 86.215 Data time: 0.1382, Forward time: 2.2776, Backward time: 3.1161, DDP time: 0.0048, Total iter time: 4.7871 [2020-11-05 21:56:03,200][root][INFO] - ===> Epoch[187](4858/26): Loss 0.4800, Sem 0.4161, dir -0.3885, norm 0.4524, swav 0.0000 LR: 5.496e-02 Score 88.687 Data time: 0.2104, Forward time: 2.2775, Backward time: 3.1161, DDP time: 0.0048, Total iter time: 5.7950 [2020-11-05 21:56:08,715][root][INFO] - ===> Epoch[187](4859/26): Loss 0.5104, Sem 0.3352, dir -0.4013, norm 0.5765, swav 0.0000 LR: 5.495e-02 Score 89.981 Data time: 0.2497, Forward time: 2.2776, Backward time: 3.1160, DDP time: 0.0048, Total iter time: 5.3702 [2020-11-05 21:56:14,661][root][INFO] - ===> Epoch[187](4860/26): Loss 0.3169, Sem 0.3300, dir -0.3904, norm 0.3774, swav 0.0000 LR: 5.494e-02 Score 89.036 Data time: 0.1746, Forward time: 2.2776, Backward time: 3.1161, DDP time: 0.0048, Total iter time: 5.8173 [2020-11-05 21:56:19,758][root][INFO] - ===> Epoch[187](4861/26): Loss 0.4758, Sem 0.4024, dir -0.3474, norm 0.4207, swav 0.0000 LR: 5.493e-02 Score 88.747 Data time: 0.2003, Forward time: 2.2775, Backward time: 3.1160, DDP time: 0.0048, Total iter time: 4.9812 [2020-11-05 21:56:25,395][root][INFO] - ===> Epoch[187](4862/26): Loss 0.4012, Sem 0.3748, dir -0.3861, norm 0.4125, swav 0.0000 LR: 5.492e-02 Score 88.055 Data time: 0.1936, Forward time: 2.2774, Backward time: 3.1160, DDP time: 0.0048, Total iter time: 5.5246 [2020-11-05 21:56:31,239][root][INFO] - ===> Epoch[188](4863/26): Loss 0.3804, Sem 0.3462, dir -0.3398, norm 0.3739, swav 0.0000 LR: 5.491e-02 Score 90.071 Data time: 0.1672, Forward time: 2.2773, Backward time: 3.1162, DDP time: 0.0048, Total iter time: 5.7344 [2020-11-05 21:56:37,987][root][INFO] - ===> Epoch[188](4864/26): Loss 0.4828, Sem 0.3537, dir -0.4117, norm 0.5408, swav 0.0000 LR: 5.490e-02 Score 89.251 Data time: 0.1659, Forward time: 2.2772, Backward time: 3.1165, DDP time: 0.0048, Total iter time: 6.6566 [2020-11-05 21:56:43,313][root][INFO] - ===> Epoch[188](4865/26): Loss 0.3720, Sem 0.3142, dir -0.3712, norm 0.4291, swav 0.0000 LR: 5.489e-02 Score 90.288 Data time: 0.2170, Forward time: 2.2772, Backward time: 3.1164, DDP time: 0.0048, Total iter time: 5.2454 [2020-11-05 21:56:49,235][root][INFO] - ===> Epoch[188](4866/26): Loss 0.3115, Sem 0.3256, dir -0.4340, norm 0.4199, swav 0.0000 LR: 5.488e-02 Score 90.453 Data time: 0.2672, Forward time: 2.2773, Backward time: 3.1163, DDP time: 0.0048, Total iter time: 5.8072 [2020-11-05 21:56:55,326][root][INFO] - ===> Epoch[188](4867/26): Loss 0.4159, Sem 0.3471, dir -0.3238, norm 0.3925, swav 0.0000 LR: 5.487e-02 Score 88.596 Data time: 0.2317, Forward time: 2.2774, Backward time: 3.1163, DDP time: 0.0048, Total iter time: 5.9784 [2020-11-05 21:57:00,601][root][INFO] - ===> Epoch[188](4868/26): Loss 0.5201, Sem 0.3645, dir -0.3345, norm 0.4901, swav 0.0000 LR: 5.486e-02 Score 88.001 Data time: 0.1953, Forward time: 2.2773, Backward time: 3.1162, DDP time: 0.0048, Total iter time: 5.1571 [2020-11-05 21:57:06,481][root][INFO] - ===> Epoch[188](4869/26): Loss 0.3629, Sem 0.3666, dir -0.4037, norm 0.4001, swav 0.0000 LR: 5.486e-02 Score 88.336 Data time: 0.2092, Forward time: 2.2773, Backward time: 3.1163, DDP time: 0.0048, Total iter time: 5.7787 [2020-11-05 21:57:12,568][root][INFO] - ===> Epoch[188](4870/26): Loss 0.4617, Sem 0.3967, dir -0.3423, norm 0.4073, swav 0.0000 LR: 5.485e-02 Score 86.569 Data time: 0.2099, Forward time: 2.2773, Backward time: 3.1164, DDP time: 0.0048, Total iter time: 5.9812 [2020-11-05 21:57:19,364][root][INFO] - ===> Epoch[188](4871/26): Loss 0.3495, Sem 0.3096, dir -0.3958, norm 0.4357, swav 0.0000 LR: 5.484e-02 Score 90.714 Data time: 0.2395, Forward time: 2.2773, Backward time: 3.1165, DDP time: 0.0048, Total iter time: 6.6895 [2020-11-05 21:57:24,742][root][INFO] - ===> Epoch[188](4872/26): Loss 0.4690, Sem 0.3195, dir -0.3961, norm 0.5455, swav 0.0000 LR: 5.483e-02 Score 90.706 Data time: 0.3055, Forward time: 2.2774, Backward time: 3.1163, DDP time: 0.0048, Total iter time: 5.2494 [2020-11-05 21:57:29,946][root][INFO] - ===> Epoch[188](4873/26): Loss 0.3061, Sem 0.3060, dir -0.3989, norm 0.3989, swav 0.0000 LR: 5.482e-02 Score 91.067 Data time: 0.1919, Forward time: 2.2774, Backward time: 3.1162, DDP time: 0.0048, Total iter time: 5.0664 [2020-11-05 21:57:34,924][root][INFO] - ===> Epoch[188](4874/26): Loss 0.3415, Sem 0.3179, dir -0.4044, norm 0.4280, swav 0.0000 LR: 5.481e-02 Score 89.703 Data time: 0.1855, Forward time: 2.2773, Backward time: 3.1161, DDP time: 0.0048, Total iter time: 4.8667 [2020-11-05 21:57:39,605][root][INFO] - ===> Epoch[188](4875/26): Loss 0.3397, Sem 0.3461, dir -0.4325, norm 0.4261, swav 0.0000 LR: 5.480e-02 Score 89.097 Data time: 0.2140, Forward time: 2.2773, Backward time: 3.1160, DDP time: 0.0048, Total iter time: 4.5780 [2020-11-05 21:57:47,793][root][INFO] - ===> Epoch[188](4876/26): Loss 0.4037, Sem 0.3080, dir -0.3421, norm 0.4378, swav 0.0000 LR: 5.479e-02 Score 90.351 Data time: 0.1818, Forward time: 2.2772, Backward time: 3.1165, DDP time: 0.0048, Total iter time: 8.0977 [2020-11-05 21:57:54,820][root][INFO] - ===> Epoch[188](4877/26): Loss 0.5039, Sem 0.4084, dir -0.3295, norm 0.4249, swav 0.0000 LR: 5.478e-02 Score 86.443 Data time: 0.2406, Forward time: 2.2773, Backward time: 3.1167, DDP time: 0.0048, Total iter time: 6.9353 [2020-11-05 21:58:00,517][root][INFO] - ===> Epoch[188](4878/26): Loss 0.4196, Sem 0.3575, dir -0.3661, norm 0.4282, swav 0.0000 LR: 5.477e-02 Score 88.793 Data time: 0.2406, Forward time: 2.2773, Backward time: 3.1166, DDP time: 0.0048, Total iter time: 5.5469 [2020-11-05 21:58:06,583][root][INFO] - ===> Epoch[188](4879/26): Loss 0.3530, Sem 0.2772, dir -0.3480, norm 0.4238, swav 0.0000 LR: 5.476e-02 Score 91.987 Data time: 0.2677, Forward time: 2.2775, Backward time: 3.1165, DDP time: 0.0048, Total iter time: 5.9325 [2020-11-05 21:58:12,701][root][INFO] - ===> Epoch[188](4880/26): Loss 0.3951, Sem 0.4294, dir -0.4029, norm 0.3686, swav 0.0000 LR: 5.475e-02 Score 88.053 Data time: 0.1684, Forward time: 2.2774, Backward time: 3.1167, DDP time: 0.0048, Total iter time: 5.9737 [2020-11-05 21:58:18,341][root][INFO] - ===> Epoch[188](4881/26): Loss 0.3153, Sem 0.3244, dir -0.4440, norm 0.4349, swav 0.0000 LR: 5.474e-02 Score 89.935 Data time: 0.2573, Forward time: 2.2775, Backward time: 3.1165, DDP time: 0.0048, Total iter time: 5.5451 [2020-11-05 21:58:23,143][root][INFO] - ===> Epoch[188](4882/26): Loss 0.3516, Sem 0.3184, dir -0.4027, norm 0.4359, swav 0.0000 LR: 5.473e-02 Score 89.046 Data time: 0.1684, Forward time: 2.2774, Backward time: 3.1164, DDP time: 0.0048, Total iter time: 4.6859 [2020-11-05 21:58:29,936][root][INFO] - ===> Epoch[188](4883/26): Loss 0.3872, Sem 0.3879, dir -0.4056, norm 0.4048, swav 0.0000 LR: 5.472e-02 Score 87.314 Data time: 0.1723, Forward time: 2.2773, Backward time: 3.1167, DDP time: 0.0048, Total iter time: 6.7159 [2020-11-05 21:58:35,846][root][INFO] - ===> Epoch[188](4884/26): Loss 0.4537, Sem 0.3678, dir -0.3655, norm 0.4513, swav 0.0000 LR: 5.471e-02 Score 89.868 Data time: 0.1910, Forward time: 2.2773, Backward time: 3.1168, DDP time: 0.0048, Total iter time: 5.8281 [2020-11-05 21:58:40,621][root][INFO] - ===> Epoch[188](4885/26): Loss 0.3914, Sem 0.2953, dir -0.3728, norm 0.4689, swav 0.0000 LR: 5.470e-02 Score 90.399 Data time: 0.2285, Forward time: 2.2773, Backward time: 3.1166, DDP time: 0.0048, Total iter time: 4.6883 [2020-11-05 21:58:46,755][root][INFO] - ===> Epoch[188](4886/26): Loss 0.3220, Sem 0.3059, dir -0.3975, norm 0.4136, swav 0.0000 LR: 5.469e-02 Score 90.956 Data time: 0.2654, Forward time: 2.2774, Backward time: 3.1165, DDP time: 0.0048, Total iter time: 6.0225 [2020-11-05 21:58:52,089][root][INFO] - ===> Epoch[188](4887/26): Loss 0.4506, Sem 0.3701, dir -0.3575, norm 0.4380, swav 0.0000 LR: 5.468e-02 Score 88.815 Data time: 0.2321, Forward time: 2.2774, Backward time: 3.1164, DDP time: 0.0048, Total iter time: 5.1926 [2020-11-05 21:58:57,619][root][INFO] - ===> Epoch[188](4888/26): Loss 0.2925, Sem 0.2979, dir -0.3467, norm 0.3412, swav 0.0000 LR: 5.467e-02 Score 90.507 Data time: 0.2715, Forward time: 2.2776, Backward time: 3.1162, DDP time: 0.0048, Total iter time: 5.4057 [2020-11-05 21:59:03,877][root][INFO] - ===> Epoch[189](4889/26): Loss 0.3599, Sem 0.2857, dir -0.3626, norm 0.4368, swav 0.0000 LR: 5.466e-02 Score 91.948 Data time: 0.2013, Forward time: 2.2775, Backward time: 3.1163, DDP time: 0.0048, Total iter time: 6.1448 [2020-11-05 21:59:09,967][root][INFO] - ===> Epoch[189](4890/26): Loss 0.3929, Sem 0.3332, dir -0.3405, norm 0.4002, swav 0.0000 LR: 5.465e-02 Score 89.497 Data time: 0.1706, Forward time: 2.2775, Backward time: 3.1164, DDP time: 0.0048, Total iter time: 5.9958 [2020-11-05 21:59:14,853][root][INFO] - ===> Epoch[189](4891/26): Loss 0.4426, Sem 0.3277, dir -0.3811, norm 0.4960, swav 0.0000 LR: 5.464e-02 Score 90.368 Data time: 0.1567, Forward time: 2.2774, Backward time: 3.1164, DDP time: 0.0048, Total iter time: 4.8102 [2020-11-05 21:59:19,635][root][INFO] - ===> Epoch[189](4892/26): Loss 0.4655, Sem 0.3646, dir -0.3582, norm 0.4591, swav 0.0000 LR: 5.463e-02 Score 89.221 Data time: 0.2026, Forward time: 2.2773, Backward time: 3.1162, DDP time: 0.0048, Total iter time: 4.7080 [2020-11-05 21:59:24,383][root][INFO] - ===> Epoch[189](4893/26): Loss 0.3820, Sem 0.3761, dir -0.4183, norm 0.4242, swav 0.0000 LR: 5.462e-02 Score 87.455 Data time: 0.2093, Forward time: 2.2773, Backward time: 3.1160, DDP time: 0.0048, Total iter time: 4.6076 [2020-11-05 21:59:30,626][root][INFO] - ===> Epoch[189](4894/26): Loss 0.4674, Sem 0.3805, dir -0.3692, norm 0.4561, swav 0.0000 LR: 5.461e-02 Score 88.395 Data time: 0.1764, Forward time: 2.2772, Backward time: 3.1162, DDP time: 0.0048, Total iter time: 6.1175 [2020-11-05 21:59:36,185][root][INFO] - ===> Epoch[189](4895/26): Loss 0.3394, Sem 0.3498, dir -0.4356, norm 0.4252, swav 0.0000 LR: 5.461e-02 Score 87.832 Data time: 0.2529, Forward time: 2.2773, Backward time: 3.1161, DDP time: 0.0048, Total iter time: 5.4677 [2020-11-05 21:59:40,925][root][INFO] - ===> Epoch[189](4896/26): Loss 0.4308, Sem 0.3369, dir -0.3195, norm 0.4135, swav 0.0000 LR: 5.460e-02 Score 89.847 Data time: 0.2194, Forward time: 2.2773, Backward time: 3.1159, DDP time: 0.0048, Total iter time: 4.6271 [2020-11-05 21:59:48,056][root][INFO] - ===> Epoch[189](4897/26): Loss 0.4334, Sem 0.2998, dir -0.3757, norm 0.5093, swav 0.0000 LR: 5.459e-02 Score 89.500 Data time: 0.2124, Forward time: 2.2773, Backward time: 3.1161, DDP time: 0.0048, Total iter time: 7.0259 [2020-11-05 21:59:55,246][root][INFO] - ===> Epoch[189](4898/26): Loss 0.5221, Sem 0.4168, dir -0.3440, norm 0.4493, swav 0.0000 LR: 5.458e-02 Score 87.551 Data time: 0.2092, Forward time: 2.2773, Backward time: 3.1164, DDP time: 0.0048, Total iter time: 7.0665 [2020-11-05 22:00:00,780][root][INFO] - ===> Epoch[189](4899/26): Loss 0.4379, Sem 0.3423, dir -0.3505, norm 0.4461, swav 0.0000 LR: 5.457e-02 Score 88.477 Data time: 0.2309, Forward time: 2.2774, Backward time: 3.1162, DDP time: 0.0048, Total iter time: 5.4221 [2020-11-05 22:00:06,508][root][INFO] - ===> Epoch[189](4900/26): Loss 0.4305, Sem 0.3630, dir -0.3855, norm 0.4530, swav 0.0000 LR: 5.456e-02 Score 89.005 Data time: 0.2350, Forward time: 2.2775, Backward time: 3.1161, DDP time: 0.0048, Total iter time: 5.6073 [2020-11-05 22:00:12,241][root][INFO] - ===> Epoch[189](4901/26): Loss 0.5108, Sem 0.3583, dir -0.3003, norm 0.4528, swav 0.0000 LR: 5.455e-02 Score 89.444 Data time: 0.1845, Forward time: 2.2774, Backward time: 3.1162, DDP time: 0.0048, Total iter time: 5.6155 [2020-11-05 22:00:18,474][root][INFO] - ===> Epoch[189](4902/26): Loss 0.5210, Sem 0.4162, dir -0.3735, norm 0.4783, swav 0.0000 LR: 5.454e-02 Score 87.913 Data time: 0.2450, Forward time: 2.2775, Backward time: 3.1162, DDP time: 0.0048, Total iter time: 6.1360 [2020-11-05 22:00:25,081][root][INFO] - ===> Epoch[189](4903/26): Loss 0.4334, Sem 0.3715, dir -0.3527, norm 0.4145, swav 0.0000 LR: 5.453e-02 Score 89.170 Data time: 0.2494, Forward time: 2.2776, Backward time: 3.1163, DDP time: 0.0048, Total iter time: 6.4788 [2020-11-05 22:00:30,631][root][INFO] - ===> Epoch[189](4904/26): Loss 0.4186, Sem 0.3410, dir -0.3843, norm 0.4619, swav 0.0000 LR: 5.452e-02 Score 89.647 Data time: 0.2715, Forward time: 2.2777, Backward time: 3.1161, DDP time: 0.0048, Total iter time: 5.4213 [2020-11-05 22:00:36,329][root][INFO] - ===> Epoch[189](4905/26): Loss 0.3617, Sem 0.3428, dir -0.3736, norm 0.3925, swav 0.0000 LR: 5.451e-02 Score 88.884 Data time: 0.3162, Forward time: 2.2778, Backward time: 3.1160, DDP time: 0.0048, Total iter time: 5.5635 [2020-11-05 22:00:42,796][root][INFO] - ===> Epoch[189](4906/26): Loss 0.5534, Sem 0.4268, dir -0.3634, norm 0.4900, swav 0.0000 LR: 5.450e-02 Score 87.733 Data time: 0.2746, Forward time: 2.2779, Backward time: 3.1160, DDP time: 0.0048, Total iter time: 6.3086 [2020-11-05 22:00:48,595][root][INFO] - ===> Epoch[189](4907/26): Loss 0.4035, Sem 0.3536, dir -0.3715, norm 0.4214, swav 0.0000 LR: 5.449e-02 Score 88.141 Data time: 0.2127, Forward time: 2.2780, Backward time: 3.1159, DDP time: 0.0048, Total iter time: 5.6760 [2020-11-05 22:00:54,206][root][INFO] - ===> Epoch[189](4908/26): Loss 0.3283, Sem 0.3026, dir -0.4113, norm 0.4370, swav 0.0000 LR: 5.448e-02 Score 91.026 Data time: 0.1916, Forward time: 2.2780, Backward time: 3.1159, DDP time: 0.0048, Total iter time: 5.5014 [2020-11-05 22:00:59,729][root][INFO] - ===> Epoch[189](4909/26): Loss 0.3942, Sem 0.2772, dir -0.3628, norm 0.4798, swav 0.0000 LR: 5.447e-02 Score 90.830 Data time: 0.2060, Forward time: 2.2780, Backward time: 3.1159, DDP time: 0.0048, Total iter time: 5.4294 [2020-11-05 22:01:03,805][root][INFO] - ===> Epoch[189](4910/26): Loss 0.3320, Sem 0.3259, dir -0.3788, norm 0.3848, swav 0.0000 LR: 5.446e-02 Score 89.085 Data time: 0.1925, Forward time: 2.2779, Backward time: 3.1156, DDP time: 0.0048, Total iter time: 3.9785 [2020-11-05 22:01:08,357][root][INFO] - ===> Epoch[189](4911/26): Loss 0.4522, Sem 0.3770, dir -0.3492, norm 0.4244, swav 0.0000 LR: 5.445e-02 Score 87.335 Data time: 0.2146, Forward time: 2.2779, Backward time: 3.1153, DDP time: 0.0048, Total iter time: 4.4674 [2020-11-05 22:01:13,669][root][INFO] - ===> Epoch[189](4912/26): Loss 0.3606, Sem 0.3277, dir -0.3508, norm 0.3837, swav 0.0000 LR: 5.444e-02 Score 89.741 Data time: 0.2013, Forward time: 2.2779, Backward time: 3.1153, DDP time: 0.0048, Total iter time: 5.2040 [2020-11-05 22:01:20,634][root][INFO] - ===> Epoch[189](4913/26): Loss 0.3883, Sem 0.3029, dir -0.3590, norm 0.4445, swav 0.0000 LR: 5.443e-02 Score 90.866 Data time: 0.2284, Forward time: 2.2779, Backward time: 3.1154, DDP time: 0.0048, Total iter time: 6.8435 [2020-11-05 22:01:26,440][root][INFO] - ===> Epoch[189](4914/26): Loss 0.3856, Sem 0.3335, dir -0.4253, norm 0.4774, swav 0.0000 LR: 5.442e-02 Score 89.232 Data time: 0.1955, Forward time: 2.2779, Backward time: 3.1155, DDP time: 0.0048, Total iter time: 5.6570 [2020-11-05 22:01:31,968][root][INFO] - ===> Epoch[190](4915/26): Loss 0.4997, Sem 0.4166, dir -0.3788, norm 0.4618, swav 0.0000 LR: 5.441e-02 Score 86.852 Data time: 0.2102, Forward time: 2.2779, Backward time: 3.1154, DDP time: 0.0048, Total iter time: 5.4115 [2020-11-05 22:01:38,242][root][INFO] - ===> Epoch[190](4916/26): Loss 0.3974, Sem 0.3450, dir -0.3368, norm 0.3893, swav 0.0000 LR: 5.440e-02 Score 89.925 Data time: 0.2268, Forward time: 2.2779, Backward time: 3.1155, DDP time: 0.0048, Total iter time: 6.1435 [2020-11-05 22:01:45,053][root][INFO] - ===> Epoch[190](4917/26): Loss 0.3905, Sem 0.2991, dir -0.3851, norm 0.4764, swav 0.0000 LR: 5.439e-02 Score 89.730 Data time: 0.3278, Forward time: 2.2781, Backward time: 3.1155, DDP time: 0.0048, Total iter time: 6.6749 [2020-11-05 22:01:50,656][root][INFO] - ===> Epoch[190](4918/26): Loss 0.6016, Sem 0.4649, dir -0.3572, norm 0.4940, swav 0.0000 LR: 5.438e-02 Score 86.387 Data time: 0.2473, Forward time: 2.2782, Backward time: 3.1153, DDP time: 0.0048, Total iter time: 5.4487 [2020-11-05 22:01:57,248][root][INFO] - ===> Epoch[190](4919/26): Loss 0.4726, Sem 0.4353, dir -0.4039, norm 0.4411, swav 0.0000 LR: 5.437e-02 Score 86.693 Data time: 0.1841, Forward time: 2.2782, Backward time: 3.1155, DDP time: 0.0048, Total iter time: 6.4818 [2020-11-05 22:02:02,418][root][INFO] - ===> Epoch[190](4920/26): Loss 0.4254, Sem 0.3432, dir -0.3374, norm 0.4197, swav 0.0000 LR: 5.436e-02 Score 88.726 Data time: 0.2125, Forward time: 2.2782, Backward time: 3.1154, DDP time: 0.0048, Total iter time: 5.0596 [2020-11-05 22:02:07,058][root][INFO] - ===> Epoch[190](4921/26): Loss 0.4896, Sem 0.3748, dir -0.3461, norm 0.4609, swav 0.0000 LR: 5.435e-02 Score 88.342 Data time: 0.2366, Forward time: 2.2782, Backward time: 3.1151, DDP time: 0.0048, Total iter time: 4.5241 [2020-11-05 22:02:13,150][root][INFO] - ===> Epoch[190](4922/26): Loss 0.4362, Sem 0.3821, dir -0.3298, norm 0.3839, swav 0.0000 LR: 5.435e-02 Score 86.774 Data time: 0.2916, Forward time: 2.2784, Backward time: 3.1150, DDP time: 0.0048, Total iter time: 5.9516 [2020-11-05 22:02:18,865][root][INFO] - ===> Epoch[190](4923/26): Loss 0.3970, Sem 0.2983, dir -0.3583, norm 0.4570, swav 0.0000 LR: 5.434e-02 Score 90.334 Data time: 0.2034, Forward time: 2.2784, Backward time: 3.1150, DDP time: 0.0048, Total iter time: 5.6072 [2020-11-05 22:02:23,846][root][INFO] - ===> Epoch[190](4924/26): Loss 0.4182, Sem 0.3225, dir -0.3794, norm 0.4751, swav 0.0000 LR: 5.433e-02 Score 90.456 Data time: 0.1964, Forward time: 2.2783, Backward time: 3.1149, DDP time: 0.0048, Total iter time: 4.8664 [2020-11-05 22:02:28,637][root][INFO] - ===> Epoch[190](4925/26): Loss 0.3950, Sem 0.3612, dir -0.3996, norm 0.4334, swav 0.0000 LR: 5.432e-02 Score 89.014 Data time: 0.1465, Forward time: 2.2782, Backward time: 3.1148, DDP time: 0.0048, Total iter time: 4.6719 [2020-11-05 22:02:34,581][root][INFO] - ===> Epoch[190](4926/26): Loss 0.3662, Sem 0.3019, dir -0.3642, norm 0.4284, swav 0.0000 LR: 5.431e-02 Score 90.137 Data time: 0.2181, Forward time: 2.2782, Backward time: 3.1149, DDP time: 0.0048, Total iter time: 5.8840 [2020-11-05 22:02:40,254][root][INFO] - ===> Epoch[190](4927/26): Loss 0.3691, Sem 0.2932, dir -0.3986, norm 0.4745, swav 0.0000 LR: 5.430e-02 Score 91.148 Data time: 0.3135, Forward time: 2.2783, Backward time: 3.1147, DDP time: 0.0048, Total iter time: 5.5616 [2020-11-05 22:02:45,494][root][INFO] - ===> Epoch[190](4928/26): Loss 0.3265, Sem 0.3393, dir -0.3972, norm 0.3844, swav 0.0000 LR: 5.429e-02 Score 88.100 Data time: 0.2515, Forward time: 2.2784, Backward time: 3.1145, DDP time: 0.0048, Total iter time: 5.1175 [2020-11-05 22:02:51,571][root][INFO] - ===> Epoch[190](4929/26): Loss 0.3350, Sem 0.2932, dir -0.3671, norm 0.4089, swav 0.0000 LR: 5.428e-02 Score 89.252 Data time: 0.2998, Forward time: 2.2786, Backward time: 3.1144, DDP time: 0.0048, Total iter time: 5.9749 [2020-11-05 22:02:58,299][root][INFO] - ===> Epoch[190](4930/26): Loss 0.4809, Sem 0.3798, dir -0.3420, norm 0.4431, swav 0.0000 LR: 5.427e-02 Score 88.351 Data time: 0.2262, Forward time: 2.2786, Backward time: 3.1145, DDP time: 0.0048, Total iter time: 6.5909 [2020-11-05 22:03:03,212][root][INFO] - ===> Epoch[190](4931/26): Loss 0.3336, Sem 0.3058, dir -0.4272, norm 0.4551, swav 0.0000 LR: 5.426e-02 Score 90.747 Data time: 0.1463, Forward time: 2.2785, Backward time: 3.1145, DDP time: 0.0048, Total iter time: 4.7908 [2020-11-05 22:03:08,667][root][INFO] - ===> Epoch[190](4932/26): Loss 0.4537, Sem 0.3522, dir -0.3254, norm 0.4269, swav 0.0000 LR: 5.425e-02 Score 89.169 Data time: 0.1962, Forward time: 2.2785, Backward time: 3.1145, DDP time: 0.0048, Total iter time: 5.3700 [2020-11-05 22:03:15,226][root][INFO] - ===> Epoch[190](4933/26): Loss 0.3162, Sem 0.2934, dir -0.4012, norm 0.4240, swav 0.0000 LR: 5.424e-02 Score 90.893 Data time: 0.1867, Forward time: 2.2783, Backward time: 3.1147, DDP time: 0.0048, Total iter time: 6.4293 [2020-11-05 22:03:22,413][root][INFO] - ===> Epoch[190](4934/26): Loss 0.4127, Sem 0.3793, dir -0.3683, norm 0.4017, swav 0.0000 LR: 5.423e-02 Score 88.110 Data time: 0.3518, Forward time: 2.2786, Backward time: 3.1147, DDP time: 0.0048, Total iter time: 7.0941 [2020-11-05 22:03:27,931][root][INFO] - ===> Epoch[190](4935/26): Loss 0.5015, Sem 0.3992, dir -0.3952, norm 0.4974, swav 0.0000 LR: 5.422e-02 Score 89.222 Data time: 0.2179, Forward time: 2.2786, Backward time: 3.1147, DDP time: 0.0048, Total iter time: 5.3859 [2020-11-05 22:03:34,796][root][INFO] - ===> Epoch[190](4936/26): Loss 0.3162, Sem 0.2707, dir -0.3949, norm 0.4404, swav 0.0000 LR: 5.421e-02 Score 91.922 Data time: 0.2446, Forward time: 2.2786, Backward time: 3.1149, DDP time: 0.0048, Total iter time: 6.7414 [2020-11-05 22:03:40,948][root][INFO] - ===> Epoch[190](4937/26): Loss 0.3247, Sem 0.2988, dir -0.3677, norm 0.3935, swav 0.0000 LR: 5.420e-02 Score 90.288 Data time: 0.2205, Forward time: 2.2786, Backward time: 3.1149, DDP time: 0.0048, Total iter time: 6.0266 [2020-11-05 22:03:46,115][root][INFO] - ===> Epoch[190](4938/26): Loss 0.5059, Sem 0.3853, dir -0.4074, norm 0.5280, swav 0.0000 LR: 5.419e-02 Score 87.656 Data time: 0.2188, Forward time: 2.2786, Backward time: 3.1148, DDP time: 0.0048, Total iter time: 5.0574 [2020-11-05 22:03:54,166][root][INFO] - ===> Epoch[190](4939/26): Loss 0.3896, Sem 0.2771, dir -0.3284, norm 0.4409, swav 0.0000 LR: 5.418e-02 Score 91.622 Data time: 0.3388, Forward time: 2.2789, Backward time: 3.1150, DDP time: 0.0048, Total iter time: 7.9515 [2020-11-05 22:03:59,154][root][INFO] - ===> Epoch[190](4940/26): Loss 0.4617, Sem 0.3766, dir -0.4146, norm 0.4997, swav 0.0000 LR: 5.417e-02 Score 88.510 Data time: 0.2047, Forward time: 2.2789, Backward time: 3.1148, DDP time: 0.0048, Total iter time: 4.8423 [2020-11-05 22:04:03,935][root][INFO] - ===> Epoch[191](4941/26): Loss 0.3666, Sem 0.2982, dir -0.3404, norm 0.4088, swav 0.0000 LR: 5.416e-02 Score 90.282 Data time: 0.1861, Forward time: 2.2789, Backward time: 3.1146, DDP time: 0.0048, Total iter time: 4.6788 [2020-11-05 22:04:10,727][root][INFO] - ===> Epoch[191](4942/26): Loss 0.3789, Sem 0.3218, dir -0.3735, norm 0.4306, swav 0.0000 LR: 5.415e-02 Score 90.427 Data time: 0.1945, Forward time: 2.2788, Backward time: 3.1149, DDP time: 0.0048, Total iter time: 6.6763 [2020-11-05 22:04:16,269][root][INFO] - ===> Epoch[191](4943/26): Loss 0.2794, Sem 0.2923, dir -0.4026, norm 0.3898, swav 0.0000 LR: 5.414e-02 Score 90.528 Data time: 0.2241, Forward time: 2.2788, Backward time: 3.1148, DDP time: 0.0048, Total iter time: 5.4226 [2020-11-05 22:04:22,524][root][INFO] - ===> Epoch[191](4944/26): Loss 0.4051, Sem 0.3184, dir -0.3649, norm 0.4516, swav 0.0000 LR: 5.413e-02 Score 91.001 Data time: 0.2251, Forward time: 2.2789, Backward time: 3.1148, DDP time: 0.0048, Total iter time: 6.1391 [2020-11-05 22:04:27,281][root][INFO] - ===> Epoch[191](4945/26): Loss 0.4495, Sem 0.3546, dir -0.3557, norm 0.4506, swav 0.0000 LR: 5.412e-02 Score 89.585 Data time: 0.1614, Forward time: 2.2788, Backward time: 3.1147, DDP time: 0.0048, Total iter time: 4.6279 [2020-11-05 22:04:32,875][root][INFO] - ===> Epoch[191](4946/26): Loss 0.3910, Sem 0.3459, dir -0.3722, norm 0.4173, swav 0.0000 LR: 5.411e-02 Score 87.938 Data time: 0.2161, Forward time: 2.2788, Backward time: 3.1147, DDP time: 0.0048, Total iter time: 5.5005 [2020-11-05 22:04:38,458][root][INFO] - ===> Epoch[191](4947/26): Loss 0.4374, Sem 0.3360, dir -0.3805, norm 0.4819, swav 0.0000 LR: 5.410e-02 Score 89.637 Data time: 0.1942, Forward time: 2.2788, Backward time: 3.1146, DDP time: 0.0048, Total iter time: 5.4690 [2020-11-05 22:04:44,208][root][INFO] - ===> Epoch[191](4948/26): Loss 0.3599, Sem 0.3413, dir -0.4153, norm 0.4339, swav 0.0000 LR: 5.409e-02 Score 90.073 Data time: 0.2008, Forward time: 2.2787, Backward time: 3.1147, DDP time: 0.0048, Total iter time: 5.6329 [2020-11-05 22:04:49,475][root][INFO] - ===> Epoch[191](4949/26): Loss 0.3909, Sem 0.3736, dir -0.3926, norm 0.4099, swav 0.0000 LR: 5.409e-02 Score 87.757 Data time: 0.2305, Forward time: 2.2788, Backward time: 3.1145, DDP time: 0.0048, Total iter time: 5.1784 [2020-11-05 22:04:55,207][root][INFO] - ===> Epoch[191](4950/26): Loss 0.3985, Sem 0.3377, dir -0.3443, norm 0.4051, swav 0.0000 LR: 5.408e-02 Score 89.940 Data time: 0.2631, Forward time: 2.2789, Backward time: 3.1144, DDP time: 0.0048, Total iter time: 5.6100 [2020-11-05 22:05:01,709][root][INFO] - ===> Epoch[191](4951/26): Loss 0.3957, Sem 0.3329, dir -0.3716, norm 0.4343, swav 0.0000 LR: 5.407e-02 Score 89.477 Data time: 0.2246, Forward time: 2.2789, Backward time: 3.1145, DDP time: 0.0048, Total iter time: 6.3835 [2020-11-05 22:05:07,208][root][INFO] - ===> Epoch[191](4952/26): Loss 0.4434, Sem 0.3881, dir -0.3423, norm 0.3975, swav 0.0000 LR: 5.406e-02 Score 89.099 Data time: 0.2017, Forward time: 2.2789, Backward time: 3.1145, DDP time: 0.0048, Total iter time: 5.3648 [2020-11-05 22:05:12,183][root][INFO] - ===> Epoch[191](4953/26): Loss 0.3991, Sem 0.3197, dir -0.3469, norm 0.4264, swav 0.0000 LR: 5.405e-02 Score 89.422 Data time: 0.2124, Forward time: 2.2789, Backward time: 3.1143, DDP time: 0.0048, Total iter time: 4.8659 [2020-11-05 22:05:18,185][root][INFO] - ===> Epoch[191](4954/26): Loss 0.4290, Sem 0.3709, dir -0.3917, norm 0.4499, swav 0.0000 LR: 5.404e-02 Score 87.986 Data time: 0.3080, Forward time: 2.2790, Backward time: 3.1142, DDP time: 0.0048, Total iter time: 5.9024 [2020-11-05 22:05:24,133][root][INFO] - ===> Epoch[191](4955/26): Loss 0.5189, Sem 0.3980, dir -0.3188, norm 0.4396, swav 0.0000 LR: 5.403e-02 Score 88.302 Data time: 0.2622, Forward time: 2.2791, Backward time: 3.1142, DDP time: 0.0048, Total iter time: 5.8242 [2020-11-05 22:05:30,707][root][INFO] - ===> Epoch[191](4956/26): Loss 0.4366, Sem 0.3078, dir -0.3132, norm 0.4420, swav 0.0000 LR: 5.402e-02 Score 90.194 Data time: 0.2137, Forward time: 2.2791, Backward time: 3.1143, DDP time: 0.0048, Total iter time: 6.4640 [2020-11-05 22:05:36,334][root][INFO] - ===> Epoch[191](4957/26): Loss 0.4101, Sem 0.3700, dir -0.3757, norm 0.4158, swav 0.0000 LR: 5.401e-02 Score 89.054 Data time: 0.1882, Forward time: 2.2790, Backward time: 3.1144, DDP time: 0.0048, Total iter time: 5.5127 [2020-11-05 22:05:43,488][root][INFO] - ===> Epoch[191](4958/26): Loss 0.3591, Sem 0.3225, dir -0.3842, norm 0.4208, swav 0.0000 LR: 5.400e-02 Score 89.740 Data time: 0.2202, Forward time: 2.2790, Backward time: 3.1146, DDP time: 0.0048, Total iter time: 7.0429 [2020-11-05 22:05:50,203][root][INFO] - ===> Epoch[191](4959/26): Loss 0.2978, Sem 0.2930, dir -0.4107, norm 0.4155, swav 0.0000 LR: 5.399e-02 Score 90.919 Data time: 0.2548, Forward time: 2.2791, Backward time: 3.1147, DDP time: 0.0048, Total iter time: 6.5974 [2020-11-05 22:05:54,643][root][INFO] - ===> Epoch[191](4960/26): Loss 0.4138, Sem 0.3696, dir -0.3908, norm 0.4350, swav 0.0000 LR: 5.398e-02 Score 87.805 Data time: 0.1991, Forward time: 2.2791, Backward time: 3.1144, DDP time: 0.0048, Total iter time: 4.2993 [2020-11-05 22:06:00,009][root][INFO] - ===> Epoch[191](4961/26): Loss 0.2908, Sem 0.2633, dir -0.4380, norm 0.4655, swav 0.0000 LR: 5.397e-02 Score 92.345 Data time: 0.2650, Forward time: 2.2791, Backward time: 3.1143, DDP time: 0.0048, Total iter time: 5.2642 [2020-11-05 22:06:05,524][root][INFO] - ===> Epoch[191](4962/26): Loss 0.3703, Sem 0.3233, dir -0.4000, norm 0.4470, swav 0.0000 LR: 5.396e-02 Score 89.458 Data time: 0.2203, Forward time: 2.2791, Backward time: 3.1143, DDP time: 0.0048, Total iter time: 5.3839 [2020-11-05 22:06:11,377][root][INFO] - ===> Epoch[191](4963/26): Loss 0.4066, Sem 0.3560, dir -0.3899, norm 0.4405, swav 0.0000 LR: 5.395e-02 Score 88.375 Data time: 0.2407, Forward time: 2.2792, Backward time: 3.1142, DDP time: 0.0048, Total iter time: 5.7307 [2020-11-05 22:06:16,080][root][INFO] - ===> Epoch[191](4964/26): Loss 0.3840, Sem 0.3490, dir -0.3902, norm 0.4253, swav 0.0000 LR: 5.394e-02 Score 89.911 Data time: 0.1924, Forward time: 2.2792, Backward time: 3.1140, DDP time: 0.0048, Total iter time: 4.5693 [2020-11-05 22:06:21,097][root][INFO] - ===> Epoch[191](4965/26): Loss 0.3610, Sem 0.3448, dir -0.4180, norm 0.4343, swav 0.0000 LR: 5.393e-02 Score 89.966 Data time: 0.2396, Forward time: 2.2792, Backward time: 3.1138, DDP time: 0.0048, Total iter time: 4.9095 [2020-11-05 22:06:27,153][root][INFO] - ===> Epoch[191](4966/26): Loss 0.3871, Sem 0.3760, dir -0.4036, norm 0.4148, swav 0.0000 LR: 5.392e-02 Score 88.441 Data time: 0.2278, Forward time: 2.2792, Backward time: 3.1139, DDP time: 0.0048, Total iter time: 5.9316 [2020-11-05 22:06:31,637][root][INFO] - ===> Epoch[192](4967/26): Loss 0.3529, Sem 0.2788, dir -0.2962, norm 0.3703, swav 0.0000 LR: 5.391e-02 Score 91.774 Data time: 0.1954, Forward time: 2.2791, Backward time: 3.1137, DDP time: 0.0048, Total iter time: 4.3949 [2020-11-05 22:06:37,692][root][INFO] - ===> Epoch[192](4968/26): Loss 0.4588, Sem 0.3474, dir -0.3148, norm 0.4262, swav 0.0000 LR: 5.390e-02 Score 90.169 Data time: 0.2135, Forward time: 2.2791, Backward time: 3.1138, DDP time: 0.0048, Total iter time: 5.9486 [2020-11-05 22:06:43,147][root][INFO] - ===> Epoch[192](4969/26): Loss 0.3499, Sem 0.3360, dir -0.4233, norm 0.4373, swav 0.0000 LR: 5.389e-02 Score 89.652 Data time: 0.2158, Forward time: 2.2791, Backward time: 3.1137, DDP time: 0.0048, Total iter time: 5.3287 [2020-11-05 22:06:49,067][root][INFO] - ===> Epoch[192](4970/26): Loss 0.3540, Sem 0.3132, dir -0.3525, norm 0.3933, swav 0.0000 LR: 5.388e-02 Score 89.321 Data time: 0.2315, Forward time: 2.2791, Backward time: 3.1137, DDP time: 0.0048, Total iter time: 5.8055 [2020-11-05 22:06:54,057][root][INFO] - ===> Epoch[192](4971/26): Loss 0.3718, Sem 0.3188, dir -0.3537, norm 0.4067, swav 0.0000 LR: 5.387e-02 Score 89.067 Data time: 0.2350, Forward time: 2.2791, Backward time: 3.1136, DDP time: 0.0048, Total iter time: 4.8731 [2020-11-05 22:06:59,676][root][INFO] - ===> Epoch[192](4972/26): Loss 0.4000, Sem 0.3202, dir -0.4030, norm 0.4827, swav 0.0000 LR: 5.386e-02 Score 89.425 Data time: 0.1881, Forward time: 2.2791, Backward time: 3.1136, DDP time: 0.0048, Total iter time: 5.4971 [2020-11-05 22:07:06,682][root][INFO] - ===> Epoch[192](4973/26): Loss 0.3769, Sem 0.3867, dir -0.3956, norm 0.3858, swav 0.0000 LR: 5.385e-02 Score 88.326 Data time: 0.1644, Forward time: 2.2789, Backward time: 3.1140, DDP time: 0.0048, Total iter time: 6.9018 [2020-11-05 22:07:13,648][root][INFO] - ===> Epoch[192](4974/26): Loss 0.4987, Sem 0.3928, dir -0.4022, norm 0.5081, swav 0.0000 LR: 5.384e-02 Score 89.294 Data time: 0.3203, Forward time: 2.2791, Backward time: 3.1140, DDP time: 0.0048, Total iter time: 6.8801 [2020-11-05 22:07:18,888][root][INFO] - ===> Epoch[192](4975/26): Loss 0.3736, Sem 0.3291, dir -0.3774, norm 0.4219, swav 0.0000 LR: 5.383e-02 Score 89.770 Data time: 0.2461, Forward time: 2.2792, Backward time: 3.1138, DDP time: 0.0048, Total iter time: 5.1233 [2020-11-05 22:07:23,837][root][INFO] - ===> Epoch[192](4976/26): Loss 0.3832, Sem 0.3316, dir -0.3898, norm 0.4414, swav 0.0000 LR: 5.382e-02 Score 89.516 Data time: 0.1657, Forward time: 2.2791, Backward time: 3.1137, DDP time: 0.0048, Total iter time: 4.8318 [2020-11-05 22:07:29,086][root][INFO] - ===> Epoch[192](4977/26): Loss 0.3722, Sem 0.2777, dir -0.3323, norm 0.4268, swav 0.0000 LR: 5.382e-02 Score 92.377 Data time: 0.1749, Forward time: 2.2790, Backward time: 3.1137, DDP time: 0.0048, Total iter time: 5.1572 [2020-11-05 22:07:34,535][root][INFO] - ===> Epoch[192](4978/26): Loss 0.3813, Sem 0.2924, dir -0.3553, norm 0.4442, swav 0.0000 LR: 5.381e-02 Score 90.538 Data time: 0.2074, Forward time: 2.2790, Backward time: 3.1137, DDP time: 0.0048, Total iter time: 5.3714 [2020-11-05 22:07:40,349][root][INFO] - ===> Epoch[192](4979/26): Loss 0.3913, Sem 0.3417, dir -0.4062, norm 0.4558, swav 0.0000 LR: 5.380e-02 Score 89.660 Data time: 0.2367, Forward time: 2.2790, Backward time: 3.1137, DDP time: 0.0048, Total iter time: 5.7210 [2020-11-05 22:07:46,404][root][INFO] - ===> Epoch[192](4980/26): Loss 0.4378, Sem 0.3807, dir -0.3200, norm 0.3772, swav 0.0000 LR: 5.379e-02 Score 89.220 Data time: 0.2190, Forward time: 2.2790, Backward time: 3.1137, DDP time: 0.0048, Total iter time: 5.9524 [2020-11-05 22:07:52,366][root][INFO] - ===> Epoch[192](4981/26): Loss 0.4923, Sem 0.4259, dir -0.3734, norm 0.4398, swav 0.0000 LR: 5.378e-02 Score 85.132 Data time: 0.2763, Forward time: 2.2791, Backward time: 3.1136, DDP time: 0.0048, Total iter time: 5.8389 [2020-11-05 22:07:58,444][root][INFO] - ===> Epoch[192](4982/26): Loss 0.3357, Sem 0.3096, dir -0.3871, norm 0.4132, swav 0.0000 LR: 5.377e-02 Score 89.939 Data time: 0.2808, Forward time: 2.2793, Backward time: 3.1135, DDP time: 0.0048, Total iter time: 5.9562 [2020-11-05 22:08:04,081][root][INFO] - ===> Epoch[192](4983/26): Loss 0.4337, Sem 0.3736, dir -0.3457, norm 0.4057, swav 0.0000 LR: 5.376e-02 Score 89.000 Data time: 0.2023, Forward time: 2.2793, Backward time: 3.1135, DDP time: 0.0048, Total iter time: 5.5025 [2020-11-05 22:08:08,560][root][INFO] - ===> Epoch[192](4984/26): Loss 0.3608, Sem 0.2926, dir -0.3872, norm 0.4554, swav 0.0000 LR: 5.375e-02 Score 90.692 Data time: 0.1853, Forward time: 2.2792, Backward time: 3.1133, DDP time: 0.0048, Total iter time: 4.3715 [2020-11-05 22:08:16,869][root][INFO] - ===> Epoch[192](4985/26): Loss 0.5628, Sem 0.3749, dir -0.3134, norm 0.5013, swav 0.0000 LR: 5.374e-02 Score 87.767 Data time: 0.1776, Forward time: 2.2791, Backward time: 3.1139, DDP time: 0.0048, Total iter time: 8.2129 [2020-11-05 22:08:23,191][root][INFO] - ===> Epoch[192](4986/26): Loss 0.4890, Sem 0.3879, dir -0.3555, norm 0.4566, swav 0.0000 LR: 5.373e-02 Score 87.752 Data time: 0.2347, Forward time: 2.2792, Backward time: 3.1139, DDP time: 0.0048, Total iter time: 6.2101 [2020-11-05 22:08:28,095][root][INFO] - ===> Epoch[192](4987/26): Loss 0.3942, Sem 0.3632, dir -0.3891, norm 0.4201, swav 0.0000 LR: 5.372e-02 Score 89.713 Data time: 0.1663, Forward time: 2.2791, Backward time: 3.1138, DDP time: 0.0048, Total iter time: 4.7806 [2020-11-05 22:08:32,472][root][INFO] - ===> Epoch[192](4988/26): Loss 0.4048, Sem 0.3179, dir -0.3246, norm 0.4115, swav 0.0000 LR: 5.371e-02 Score 88.771 Data time: 0.2071, Forward time: 2.2791, Backward time: 3.1136, DDP time: 0.0048, Total iter time: 4.2786 [2020-11-05 22:08:39,037][root][INFO] - ===> Epoch[192](4989/26): Loss 0.3743, Sem 0.3380, dir -0.3787, norm 0.4150, swav 0.0000 LR: 5.370e-02 Score 89.584 Data time: 0.2201, Forward time: 2.2791, Backward time: 3.1137, DDP time: 0.0048, Total iter time: 6.4512 [2020-11-05 22:08:45,542][root][INFO] - ===> Epoch[192](4990/26): Loss 0.3203, Sem 0.3142, dir -0.4164, norm 0.4224, swav 0.0000 LR: 5.369e-02 Score 89.946 Data time: 0.2171, Forward time: 2.2791, Backward time: 3.1138, DDP time: 0.0048, Total iter time: 6.3698 [2020-11-05 22:08:53,052][root][INFO] - ===> Epoch[192](4991/26): Loss 0.4570, Sem 0.3678, dir -0.3436, norm 0.4327, swav 0.0000 LR: 5.368e-02 Score 89.721 Data time: 0.1905, Forward time: 2.2790, Backward time: 3.1142, DDP time: 0.0048, Total iter time: 7.3875 [2020-11-05 22:08:57,890][root][INFO] - ===> Epoch[192](4992/26): Loss 0.3592, Sem 0.3557, dir -0.4262, norm 0.4297, swav 0.0000 LR: 5.367e-02 Score 89.296 Data time: 0.1527, Forward time: 2.2789, Backward time: 3.1141, DDP time: 0.0048, Total iter time: 4.7323 [2020-11-05 22:09:04,267][root][INFO] - ===> Epoch[193](4993/26): Loss 0.4943, Sem 0.3927, dir -0.3426, norm 0.4441, swav 0.0000 LR: 5.366e-02 Score 88.651 Data time: 0.2437, Forward time: 2.2789, Backward time: 3.1142, DDP time: 0.0048, Total iter time: 6.2813 [2020-11-05 22:09:08,256][root][INFO] - ===> Epoch[193](4994/26): Loss 0.3210, Sem 0.3196, dir -0.3652, norm 0.3665, swav 0.0000 LR: 5.365e-02 Score 90.048 Data time: 0.1403, Forward time: 2.2788, Backward time: 3.1141, DDP time: 0.0048, Total iter time: 3.8751 [2020-11-05 22:09:13,721][root][INFO] - ===> Epoch[193](4995/26): Loss 0.3561, Sem 0.3202, dir -0.4046, norm 0.4405, swav 0.0000 LR: 5.364e-02 Score 90.169 Data time: 0.2384, Forward time: 2.2788, Backward time: 3.1140, DDP time: 0.0048, Total iter time: 5.3947 [2020-11-05 22:09:19,580][root][INFO] - ===> Epoch[193](4996/26): Loss 0.4000, Sem 0.3835, dir -0.3859, norm 0.4025, swav 0.0000 LR: 5.363e-02 Score 87.186 Data time: 0.2288, Forward time: 2.2789, Backward time: 3.1139, DDP time: 0.0048, Total iter time: 5.7424 [2020-11-05 22:09:25,513][root][INFO] - ===> Epoch[193](4997/26): Loss 0.3359, Sem 0.3094, dir -0.3632, norm 0.3898, swav 0.0000 LR: 5.362e-02 Score 91.027 Data time: 0.2118, Forward time: 2.2788, Backward time: 3.1140, DDP time: 0.0048, Total iter time: 5.8225 [2020-11-05 22:09:30,084][root][INFO] - ===> Epoch[193](4998/26): Loss 0.3577, Sem 0.3298, dir -0.3620, norm 0.3899, swav 0.0000 LR: 5.361e-02 Score 88.999 Data time: 0.1745, Forward time: 2.2787, Backward time: 3.1139, DDP time: 0.0048, Total iter time: 4.4584 [2020-11-05 22:09:35,571][root][INFO] - ===> Epoch[193](4999/26): Loss 0.3297, Sem 0.3373, dir -0.4013, norm 0.3937, swav 0.0000 LR: 5.360e-02 Score 89.341 Data time: 0.2445, Forward time: 2.2788, Backward time: 3.1137, DDP time: 0.0048, Total iter time: 5.4032 [2020-11-05 22:09:42,744][root][INFO] - ===> Epoch[193](5000/26): Loss 0.4051, Sem 0.3623, dir -0.4060, norm 0.4488, swav 0.0000 LR: 5.359e-02 Score 89.140 Data time: 0.2322, Forward time: 2.2788, Backward time: 3.1140, DDP time: 0.0048, Total iter time: 7.0507 [2020-11-05 22:09:43,511][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-11-05 22:09:43,821][root][INFO] - ===> Start testing [2020-11-05 22:11:15,120][root][INFO] - 101/312: Data time: 0.0054, Iter time: 0.1660 Loss 0.201 (AVG: 0.579) Score 91.999 (AVG: 84.535) mIOU 58.292 mAP 68.591 mAcc 69.884 IOU: 76.049 95.892 57.944 66.958 87.752 76.874 66.933 41.605 40.537 74.939 19.749 57.345 39.221 45.643 38.926 42.398 84.607 49.467 68.855 34.146 mAP: 79.770 95.844 62.290 60.783 84.638 83.237 63.586 60.685 51.207 72.236 27.935 56.503 62.677 71.664 60.440 83.336 96.712 72.638 75.408 50.225 mAcc: 91.789 98.637 76.137 78.359 93.270 85.517 75.346 49.119 50.225 86.636 24.859 71.428 79.039 69.212 41.977 59.698 96.163 53.930 76.943 39.390 [2020-11-05 22:12:30,207][root][INFO] - 201/312: Data time: 0.0089, Iter time: 0.1307 Loss 0.049 (AVG: 0.625) Score 99.627 (AVG: 83.411) mIOU 57.366 mAP 67.244 mAcc 68.780 IOU: 75.782 95.780 53.231 68.995 85.391 73.587 62.353 44.464 41.156 69.711 13.835 54.105 41.688 46.504 33.165 43.588 85.200 47.695 77.676 33.408 mAP: 78.970 95.547 58.215 70.805 85.342 80.739 62.470 60.691 50.455 69.937 25.771 52.371 61.573 65.076 52.341 80.626 95.125 71.564 77.143 50.128 mAcc: 91.590 98.698 71.718 78.342 92.298 82.356 70.811 53.178 49.452 84.083 17.492 68.117 80.319 69.644 36.869 58.995 96.368 51.802 84.625 38.843 [2020-11-05 22:13:52,916][root][INFO] - 301/312: Data time: 0.0073, Iter time: 0.3859 Loss 0.169 (AVG: 0.626) Score 95.437 (AVG: 83.517) mIOU 57.545 mAP 66.592 mAcc 69.299 IOU: 76.653 95.641 50.279 68.738 85.484 77.389 63.016 41.697 42.202 71.498 10.205 53.217 42.405 48.944 31.372 46.979 82.646 49.455 78.728 34.347 mAP: 78.467 95.432 57.624 70.003 85.389 81.316 63.172 59.197 50.165 64.354 24.734 53.341 59.029 68.744 44.592 80.862 94.290 72.787 79.058 49.292 mAcc: 91.332 98.639 69.339 76.804 92.115 86.315 71.806 51.045 50.695 83.550 12.453 69.888 80.328 74.320 34.047 66.204 95.720 54.677 86.543 40.168 [2020-11-05 22:14:02,780][root][INFO] - 312/312: Data time: 0.0030, Iter time: 0.2127 Loss 0.309 (AVG: 0.630) Score 91.321 (AVG: 83.578) mIOU 57.673 mAP 66.436 mAcc 69.437 IOU: 76.776 95.586 50.910 68.886 85.468 78.142 62.802 42.749 42.132 70.091 10.030 53.590 42.129 48.990 34.244 46.953 81.106 50.084 78.690 34.112 mAP: 78.504 95.352 56.956 69.103 85.529 81.541 62.977 59.352 50.233 64.138 24.080 53.455 58.592 69.226 44.754 80.862 92.608 73.155 79.058 49.239 mAcc: 91.325 98.618 69.870 76.665 92.125 86.885 71.523 52.084 50.952 82.660 12.437 70.043 80.207 74.255 37.051 66.204 94.065 55.388 86.543 39.850 [2020-11-05 22:14:02,781][root][INFO] - Finished test. Elapsed time: 258.9577 [2020-11-05 22:14:16,344][root][INFO] - [2020-11-05 22:14:16,345][root][INFO] - ################################################################ [2020-11-05 22:14:16,345][root][INFO] - what : AP AP_50% AP_25% [2020-11-05 22:14:16,345][root][INFO] - ################################################################ [2020-11-05 22:14:16,345][root][INFO] - cabinet : 0.050 0.155 0.420 [2020-11-05 22:14:16,345][root][INFO] - bed : 0.165 0.468 0.643 [2020-11-05 22:14:16,345][root][INFO] - chair : 0.410 0.613 0.731 [2020-11-05 22:14:16,346][root][INFO] - sofa : 0.224 0.480 0.635 [2020-11-05 22:14:16,346][root][INFO] - table : 0.034 0.093 0.218 [2020-11-05 22:14:16,346][root][INFO] - door : 0.053 0.139 0.259 [2020-11-05 22:14:16,346][root][INFO] - window : 0.018 0.051 0.201 [2020-11-05 22:14:16,346][root][INFO] - bookshelf : 0.031 0.105 0.314 [2020-11-05 22:14:16,346][root][INFO] - picture : 0.001 0.007 0.041 [2020-11-05 22:14:16,346][root][INFO] - counter : 0.001 0.008 0.197 [2020-11-05 22:14:16,346][root][INFO] - desk : 0.006 0.029 0.185 [2020-11-05 22:14:16,346][root][INFO] - curtain : 0.104 0.202 0.391 [2020-11-05 22:14:16,346][root][INFO] - refrigerator : 0.032 0.085 0.184 [2020-11-05 22:14:16,346][root][INFO] - shower curtain : 0.257 0.468 0.543 [2020-11-05 22:14:16,346][root][INFO] - toilet : 0.697 0.970 0.970 [2020-11-05 22:14:16,346][root][INFO] - sink : 0.155 0.355 0.689 [2020-11-05 22:14:16,346][root][INFO] - bathtub : 0.158 0.270 0.636 [2020-11-05 22:14:16,346][root][INFO] - otherfurniture : 0.126 0.244 0.415 [2020-11-05 22:14:16,346][root][INFO] - ---------------------------------------------------------------- [2020-11-05 22:14:16,346][root][INFO] - average : 0.140 0.264 0.426 [2020-11-05 22:14:16,346][root][INFO] - [2020-11-05 22:14:16,644][root][INFO] - Summary name validation/mAP@0.5 is illegal; using validation/mAP_0.5 instead. [2020-11-05 22:14:17,374][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34Cbest_val.pth [2020-11-05 22:14:17,595][root][INFO] - Current best mIoU: 57.673 at iter 5000 [2020-11-05 22:14:22,697][root][INFO] - ===> Epoch[193](5001/26): Loss 0.4744, Sem 0.3993, dir -0.3684, norm 0.4434, swav 0.0000 LR: 5.358e-02 Score 87.930 Data time: 0.2370, Forward time: 2.2788, Backward time: 3.1138, DDP time: 0.0048, Total iter time: 5.0981 [2020-11-05 22:14:29,500][root][INFO] - ===> Epoch[193](5002/26): Loss 0.4059, Sem 0.3661, dir -0.3904, norm 0.4303, swav 0.0000 LR: 5.357e-02 Score 88.925 Data time: 0.1523, Forward time: 2.2787, Backward time: 3.1141, DDP time: 0.0048, Total iter time: 6.6629 [2020-11-05 22:14:34,988][root][INFO] - ===> Epoch[193](5003/26): Loss 0.2929, Sem 0.3053, dir -0.4334, norm 0.4209, swav 0.0000 LR: 5.356e-02 Score 90.299 Data time: 0.1389, Forward time: 2.2786, Backward time: 3.1143, DDP time: 0.0048, Total iter time: 5.3856 [2020-11-05 22:14:42,217][root][INFO] - ===> Epoch[193](5004/26): Loss 0.4701, Sem 0.3718, dir -0.3627, norm 0.4610, swav 0.0000 LR: 5.355e-02 Score 88.468 Data time: 0.2664, Forward time: 2.2786, Backward time: 3.1144, DDP time: 0.0048, Total iter time: 7.1587 [2020-11-05 22:14:47,788][root][INFO] - ===> Epoch[193](5005/26): Loss 0.3489, Sem 0.3367, dir -0.4073, norm 0.4194, swav 0.0000 LR: 5.355e-02 Score 90.343 Data time: 0.2803, Forward time: 2.2788, Backward time: 3.1143, DDP time: 0.0048, Total iter time: 5.4441 [2020-11-05 22:14:54,401][root][INFO] - ===> Epoch[193](5006/26): Loss 0.4244, Sem 0.3690, dir -0.3952, norm 0.4506, swav 0.0000 LR: 5.354e-02 Score 88.615 Data time: 0.2426, Forward time: 2.2788, Backward time: 3.1144, DDP time: 0.0048, Total iter time: 6.4835 [2020-11-05 22:15:00,480][root][INFO] - ===> Epoch[193](5007/26): Loss 0.4402, Sem 0.3659, dir -0.4173, norm 0.4916, swav 0.0000 LR: 5.353e-02 Score 88.942 Data time: 0.2467, Forward time: 2.2789, Backward time: 3.1143, DDP time: 0.0048, Total iter time: 5.9613 [2020-11-05 22:15:06,589][root][INFO] - ===> Epoch[193](5008/26): Loss 0.2896, Sem 0.2881, dir -0.3533, norm 0.3548, swav 0.0000 LR: 5.352e-02 Score 90.090 Data time: 0.1260, Forward time: 2.2788, Backward time: 3.1146, DDP time: 0.0048, Total iter time: 5.9808 [2020-11-05 22:15:12,350][root][INFO] - ===> Epoch[193](5009/26): Loss 0.4272, Sem 0.3589, dir -0.3512, norm 0.4195, swav 0.0000 LR: 5.351e-02 Score 87.925 Data time: 0.2270, Forward time: 2.2787, Backward time: 3.1146, DDP time: 0.0048, Total iter time: 5.6755 [2020-11-05 22:15:17,537][root][INFO] - ===> Epoch[193](5010/26): Loss 0.3631, Sem 0.2889, dir -0.4191, norm 0.4933, swav 0.0000 LR: 5.350e-02 Score 91.805 Data time: 0.1729, Forward time: 2.2787, Backward time: 3.1146, DDP time: 0.0048, Total iter time: 5.0573 [2020-11-05 22:15:22,991][root][INFO] - ===> Epoch[193](5011/26): Loss 0.3349, Sem 0.2937, dir -0.4008, norm 0.4420, swav 0.0000 LR: 5.349e-02 Score 91.468 Data time: 0.1915, Forward time: 2.2786, Backward time: 3.1146, DDP time: 0.0048, Total iter time: 5.3467 [2020-11-05 22:15:28,064][root][INFO] - ===> Epoch[193](5012/26): Loss 0.3694, Sem 0.3050, dir -0.3685, norm 0.4330, swav 0.0000 LR: 5.348e-02 Score 90.172 Data time: 0.2167, Forward time: 2.2786, Backward time: 3.1144, DDP time: 0.0048, Total iter time: 4.9769 [2020-11-05 22:15:34,504][root][INFO] - ===> Epoch[193](5013/26): Loss 0.2668, Sem 0.2660, dir -0.4215, norm 0.4223, swav 0.0000 LR: 5.347e-02 Score 92.272 Data time: 0.2151, Forward time: 2.2785, Backward time: 3.1146, DDP time: 0.0048, Total iter time: 6.3198 [2020-11-05 22:15:40,604][root][INFO] - ===> Epoch[193](5014/26): Loss 0.5044, Sem 0.3804, dir -0.3900, norm 0.5140, swav 0.0000 LR: 5.346e-02 Score 87.412 Data time: 0.2864, Forward time: 2.2787, Backward time: 3.1145, DDP time: 0.0048, Total iter time: 5.9957 [2020-11-05 22:15:45,375][root][INFO] - ===> Epoch[193](5015/26): Loss 0.3138, Sem 0.3218, dir -0.3815, norm 0.3736, swav 0.0000 LR: 5.345e-02 Score 89.777 Data time: 0.2061, Forward time: 2.2787, Backward time: 3.1143, DDP time: 0.0048, Total iter time: 4.6383 [2020-11-05 22:15:51,638][root][INFO] - ===> Epoch[193](5016/26): Loss 0.4027, Sem 0.3841, dir -0.4049, norm 0.4234, swav 0.0000 LR: 5.344e-02 Score 88.312 Data time: 0.2198, Forward time: 2.2787, Backward time: 3.1144, DDP time: 0.0048, Total iter time: 6.1633 [2020-11-05 22:15:58,880][root][INFO] - ===> Epoch[193](5017/26): Loss 0.4019, Sem 0.3603, dir -0.3232, norm 0.3649, swav 0.0000 LR: 5.343e-02 Score 87.990 Data time: 0.2326, Forward time: 2.2787, Backward time: 3.1146, DDP time: 0.0048, Total iter time: 7.1216 [2020-11-05 22:16:04,685][root][INFO] - ===> Epoch[193](5018/26): Loss 0.4314, Sem 0.3594, dir -0.3576, norm 0.4296, swav 0.0000 LR: 5.342e-02 Score 89.231 Data time: 0.2674, Forward time: 2.2788, Backward time: 3.1145, DDP time: 0.0048, Total iter time: 5.6826 [2020-11-05 22:16:10,386][root][INFO] - ===> Epoch[194](5019/26): Loss 0.3406, Sem 0.3439, dir -0.3802, norm 0.3769, swav 0.0000 LR: 5.341e-02 Score 88.566 Data time: 0.1971, Forward time: 2.2787, Backward time: 3.1146, DDP time: 0.0048, Total iter time: 5.5721 [2020-11-05 22:16:17,169][root][INFO] - ===> Epoch[194](5020/26): Loss 0.2775, Sem 0.3012, dir -0.4133, norm 0.3897, swav 0.0000 LR: 5.340e-02 Score 90.486 Data time: 0.3250, Forward time: 2.2789, Backward time: 3.1146, DDP time: 0.0048, Total iter time: 6.6930 [2020-11-05 22:16:23,083][root][INFO] - ===> Epoch[194](5021/26): Loss 0.5085, Sem 0.3895, dir -0.3144, norm 0.4334, swav 0.0000 LR: 5.339e-02 Score 88.130 Data time: 0.2519, Forward time: 2.2790, Backward time: 3.1145, DDP time: 0.0048, Total iter time: 5.7846 [2020-11-05 22:16:29,953][root][INFO] - ===> Epoch[194](5022/26): Loss 0.4003, Sem 0.3805, dir -0.4015, norm 0.4213, swav 0.0000 LR: 5.338e-02 Score 88.718 Data time: 0.1923, Forward time: 2.2790, Backward time: 3.1148, DDP time: 0.0048, Total iter time: 6.7748 [2020-11-05 22:16:35,306][root][INFO] - ===> Epoch[194](5023/26): Loss 0.3501, Sem 0.3525, dir -0.4404, norm 0.4379, swav 0.0000 LR: 5.337e-02 Score 89.225 Data time: 0.1845, Forward time: 2.2789, Backward time: 3.1147, DDP time: 0.0048, Total iter time: 5.2542 [2020-11-05 22:16:41,671][root][INFO] - ===> Epoch[194](5024/26): Loss 0.3326, Sem 0.3198, dir -0.3505, norm 0.3633, swav 0.0000 LR: 5.336e-02 Score 88.838 Data time: 0.2274, Forward time: 2.2790, Backward time: 3.1148, DDP time: 0.0048, Total iter time: 6.2543 [2020-11-05 22:16:46,162][root][INFO] - ===> Epoch[194](5025/26): Loss 0.4534, Sem 0.3819, dir -0.3357, norm 0.4072, swav 0.0000 LR: 5.335e-02 Score 87.696 Data time: 0.1859, Forward time: 2.2789, Backward time: 3.1146, DDP time: 0.0048, Total iter time: 4.3627 [2020-11-05 22:16:53,142][root][INFO] - ===> Epoch[194](5026/26): Loss 0.4054, Sem 0.3426, dir -0.3278, norm 0.3906, swav 0.0000 LR: 5.334e-02 Score 89.959 Data time: 0.2986, Forward time: 2.2791, Backward time: 3.1147, DDP time: 0.0048, Total iter time: 6.8869 [2020-11-05 22:16:58,771][root][INFO] - ===> Epoch[194](5027/26): Loss 0.4355, Sem 0.4076, dir -0.3576, norm 0.3855, swav 0.0000 LR: 5.333e-02 Score 88.004 Data time: 0.2376, Forward time: 2.2791, Backward time: 3.1146, DDP time: 0.0048, Total iter time: 5.4889 [2020-11-05 22:17:04,625][root][INFO] - ===> Epoch[194](5028/26): Loss 0.4631, Sem 0.3828, dir -0.3393, norm 0.4196, swav 0.0000 LR: 5.332e-02 Score 88.958 Data time: 0.2706, Forward time: 2.2793, Backward time: 3.1144, DDP time: 0.0048, Total iter time: 5.7193 [2020-11-05 22:17:10,458][root][INFO] - ===> Epoch[194](5029/26): Loss 0.2504, Sem 0.2538, dir -0.3840, norm 0.3807, swav 0.0000 LR: 5.331e-02 Score 91.933 Data time: 0.1696, Forward time: 2.2792, Backward time: 3.1145, DDP time: 0.0048, Total iter time: 5.6943 [2020-11-05 22:17:15,365][root][INFO] - ===> Epoch[194](5030/26): Loss 0.3407, Sem 0.2973, dir -0.3734, norm 0.4167, swav 0.0000 LR: 5.330e-02 Score 89.656 Data time: 0.2290, Forward time: 2.2792, Backward time: 3.1143, DDP time: 0.0048, Total iter time: 4.8013 [2020-11-05 22:17:20,390][root][INFO] - ===> Epoch[194](5031/26): Loss 0.4473, Sem 0.3093, dir -0.3385, norm 0.4765, swav 0.0000 LR: 5.329e-02 Score 90.384 Data time: 0.1988, Forward time: 2.2792, Backward time: 3.1142, DDP time: 0.0048, Total iter time: 4.9021 [2020-11-05 22:17:26,893][root][INFO] - ===> Epoch[194](5032/26): Loss 0.4498, Sem 0.3876, dir -0.3923, norm 0.4545, swav 0.0000 LR: 5.328e-02 Score 88.214 Data time: 0.1962, Forward time: 2.2791, Backward time: 3.1144, DDP time: 0.0048, Total iter time: 6.3905 [2020-11-05 22:17:32,874][root][INFO] - ===> Epoch[194](5033/26): Loss 0.3715, Sem 0.3469, dir -0.3846, norm 0.4092, swav 0.0000 LR: 5.328e-02 Score 89.363 Data time: 0.2399, Forward time: 2.2792, Backward time: 3.1144, DDP time: 0.0048, Total iter time: 5.8928 [2020-11-05 22:17:38,500][root][INFO] - ===> Epoch[194](5034/26): Loss 0.4002, Sem 0.3315, dir -0.3735, norm 0.4422, swav 0.0000 LR: 5.327e-02 Score 89.924 Data time: 0.2284, Forward time: 2.2792, Backward time: 3.1143, DDP time: 0.0048, Total iter time: 5.4995 [2020-11-05 22:17:43,386][root][INFO] - ===> Epoch[194](5035/26): Loss 0.4024, Sem 0.3198, dir -0.3621, norm 0.4447, swav 0.0000 LR: 5.326e-02 Score 91.383 Data time: 0.1833, Forward time: 2.2792, Backward time: 3.1142, DDP time: 0.0048, Total iter time: 4.7510 [2020-11-05 22:17:48,973][root][INFO] - ===> Epoch[194](5036/26): Loss 0.4272, Sem 0.4389, dir -0.4242, norm 0.4125, swav 0.0000 LR: 5.325e-02 Score 88.166 Data time: 0.2595, Forward time: 2.2792, Backward time: 3.1141, DDP time: 0.0048, Total iter time: 5.4745 [2020-11-05 22:17:54,121][root][INFO] - ===> Epoch[194](5037/26): Loss 0.4145, Sem 0.3397, dir -0.3594, norm 0.4342, swav 0.0000 LR: 5.324e-02 Score 89.207 Data time: 0.1582, Forward time: 2.2790, Backward time: 3.1141, DDP time: 0.0048, Total iter time: 5.0192 [2020-11-05 22:17:59,605][root][INFO] - ===> Epoch[194](5038/26): Loss 0.5122, Sem 0.3784, dir -0.3384, norm 0.4722, swav 0.0000 LR: 5.323e-02 Score 87.240 Data time: 0.2739, Forward time: 2.2791, Backward time: 3.1140, DDP time: 0.0048, Total iter time: 5.3801 [2020-11-05 22:18:05,007][root][INFO] - ===> Epoch[194](5039/26): Loss 0.3911, Sem 0.3049, dir -0.3550, norm 0.4412, swav 0.0000 LR: 5.322e-02 Score 89.166 Data time: 0.1969, Forward time: 2.2790, Backward time: 3.1140, DDP time: 0.0048, Total iter time: 5.2841 [2020-11-05 22:18:10,337][root][INFO] - ===> Epoch[194](5040/26): Loss 0.4325, Sem 0.3363, dir -0.3469, norm 0.4431, swav 0.0000 LR: 5.321e-02 Score 90.199 Data time: 0.2935, Forward time: 2.2791, Backward time: 3.1138, DDP time: 0.0048, Total iter time: 5.2028 [2020-11-05 22:18:16,313][root][INFO] - ===> Epoch[194](5041/26): Loss 0.4582, Sem 0.4038, dir -0.3700, norm 0.4244, swav 0.0000 LR: 5.320e-02 Score 87.128 Data time: 0.2586, Forward time: 2.2792, Backward time: 3.1137, DDP time: 0.0048, Total iter time: 5.8365 [2020-11-05 22:18:21,863][root][INFO] - ===> Epoch[194](5042/26): Loss 0.4723, Sem 0.3690, dir -0.3283, norm 0.4316, swav 0.0000 LR: 5.319e-02 Score 89.484 Data time: 0.2701, Forward time: 2.2793, Backward time: 3.1136, DDP time: 0.0048, Total iter time: 5.4338 [2020-11-05 22:18:28,218][root][INFO] - ===> Epoch[194](5043/26): Loss 0.5539, Sem 0.3757, dir -0.3530, norm 0.5312, swav 0.0000 LR: 5.318e-02 Score 89.711 Data time: 0.3039, Forward time: 2.2795, Backward time: 3.1135, DDP time: 0.0048, Total iter time: 6.2299 [2020-11-05 22:18:32,591][root][INFO] - ===> Epoch[194](5044/26): Loss 0.4081, Sem 0.3872, dir -0.3926, norm 0.4136, swav 0.0000 LR: 5.317e-02 Score 88.082 Data time: 0.1931, Forward time: 2.2795, Backward time: 3.1133, DDP time: 0.0048, Total iter time: 4.2217 [2020-11-05 22:18:38,265][root][INFO] - ===> Epoch[195](5045/26): Loss 0.4942, Sem 0.3763, dir -0.3582, norm 0.4760, swav 0.0000 LR: 5.316e-02 Score 88.870 Data time: 0.1745, Forward time: 2.2794, Backward time: 3.1133, DDP time: 0.0048, Total iter time: 5.5649 [2020-11-05 22:18:44,963][root][INFO] - ===> Epoch[195](5046/26): Loss 0.3702, Sem 0.3023, dir -0.3619, norm 0.4298, swav 0.0000 LR: 5.315e-02 Score 90.832 Data time: 0.1767, Forward time: 2.2793, Backward time: 3.1136, DDP time: 0.0048, Total iter time: 6.5928 [2020-11-05 22:18:49,727][root][INFO] - ===> Epoch[195](5047/26): Loss 0.4333, Sem 0.3763, dir -0.3442, norm 0.4013, swav 0.0000 LR: 5.314e-02 Score 88.624 Data time: 0.1626, Forward time: 2.2792, Backward time: 3.1135, DDP time: 0.0048, Total iter time: 4.6422 [2020-11-05 22:18:56,211][root][INFO] - ===> Epoch[195](5048/26): Loss 0.4584, Sem 0.4082, dir -0.4030, norm 0.4532, swav 0.0000 LR: 5.313e-02 Score 87.446 Data time: 0.2667, Forward time: 2.2792, Backward time: 3.1136, DDP time: 0.0048, Total iter time: 6.4011 [2020-11-05 22:19:01,614][root][INFO] - ===> Epoch[195](5049/26): Loss 0.5408, Sem 0.4475, dir -0.3572, norm 0.4505, swav 0.0000 LR: 5.312e-02 Score 86.674 Data time: 0.2525, Forward time: 2.2793, Backward time: 3.1134, DDP time: 0.0048, Total iter time: 5.2742 [2020-11-05 22:19:07,217][root][INFO] - ===> Epoch[195](5050/26): Loss 0.4144, Sem 0.3288, dir -0.3660, norm 0.4516, swav 0.0000 LR: 5.311e-02 Score 89.866 Data time: 0.2210, Forward time: 2.2794, Backward time: 3.1133, DDP time: 0.0048, Total iter time: 5.4687 [2020-11-05 22:19:12,866][root][INFO] - ===> Epoch[195](5051/26): Loss 0.4404, Sem 0.3782, dir -0.3730, norm 0.4352, swav 0.0000 LR: 5.310e-02 Score 88.985 Data time: 0.2093, Forward time: 2.2793, Backward time: 3.1133, DDP time: 0.0048, Total iter time: 5.5374 [2020-11-05 22:19:20,263][root][INFO] - ===> Epoch[195](5052/26): Loss 0.4943, Sem 0.3892, dir -0.3108, norm 0.4159, swav 0.0000 LR: 5.309e-02 Score 87.222 Data time: 0.2714, Forward time: 2.2794, Backward time: 3.1135, DDP time: 0.0048, Total iter time: 7.2861 [2020-11-05 22:19:26,861][root][INFO] - ===> Epoch[195](5053/26): Loss 0.4924, Sem 0.4216, dir -0.3949, norm 0.4657, swav 0.0000 LR: 5.308e-02 Score 86.418 Data time: 0.2848, Forward time: 2.2796, Backward time: 3.1135, DDP time: 0.0048, Total iter time: 6.4521 [2020-11-05 22:19:32,465][root][INFO] - ===> Epoch[195](5054/26): Loss 0.3782, Sem 0.3500, dir -0.3671, norm 0.3953, swav 0.0000 LR: 5.307e-02 Score 87.880 Data time: 0.1621, Forward time: 2.2795, Backward time: 3.1136, DDP time: 0.0048, Total iter time: 5.4694 [2020-11-05 22:19:37,881][root][INFO] - ===> Epoch[195](5055/26): Loss 0.4377, Sem 0.3564, dir -0.3541, norm 0.4355, swav 0.0000 LR: 5.306e-02 Score 89.159 Data time: 0.2052, Forward time: 2.2794, Backward time: 3.1136, DDP time: 0.0048, Total iter time: 5.3146 [2020-11-05 22:19:42,805][root][INFO] - ===> Epoch[195](5056/26): Loss 0.4068, Sem 0.3608, dir -0.4177, norm 0.4637, swav 0.0000 LR: 5.305e-02 Score 89.064 Data time: 0.1941, Forward time: 2.2794, Backward time: 3.1134, DDP time: 0.0048, Total iter time: 4.8126 [2020-11-05 22:19:48,867][root][INFO] - ===> Epoch[195](5057/26): Loss 0.3671, Sem 0.2996, dir -0.3659, norm 0.4335, swav 0.0000 LR: 5.304e-02 Score 90.491 Data time: 0.1294, Forward time: 2.2792, Backward time: 3.1137, DDP time: 0.0048, Total iter time: 5.9459 [2020-11-05 22:19:54,828][root][INFO] - ===> Epoch[195](5058/26): Loss 0.5129, Sem 0.4371, dir -0.3917, norm 0.4676, swav 0.0000 LR: 5.303e-02 Score 86.768 Data time: 0.1674, Forward time: 2.2791, Backward time: 3.1138, DDP time: 0.0048, Total iter time: 5.8827 [2020-11-05 22:20:01,073][root][INFO] - ===> Epoch[195](5059/26): Loss 0.3901, Sem 0.3869, dir -0.3516, norm 0.3549, swav 0.0000 LR: 5.302e-02 Score 88.409 Data time: 0.2078, Forward time: 2.2791, Backward time: 3.1139, DDP time: 0.0048, Total iter time: 6.1276 [2020-11-05 22:20:09,801][root][INFO] - ===> Epoch[195](5060/26): Loss 0.4077, Sem 0.3603, dir -0.3592, norm 0.4066, swav 0.0000 LR: 5.301e-02 Score 89.364 Data time: 0.2129, Forward time: 2.2791, Backward time: 3.1145, DDP time: 0.0048, Total iter time: 8.6143 [2020-11-05 22:20:15,423][root][INFO] - ===> Epoch[195](5061/26): Loss 0.3631, Sem 0.2893, dir -0.3733, norm 0.4471, swav 0.0000 LR: 5.300e-02 Score 90.894 Data time: 0.1892, Forward time: 2.2791, Backward time: 3.1145, DDP time: 0.0048, Total iter time: 5.5084 [2020-11-05 22:20:21,849][root][INFO] - ===> Epoch[195](5062/26): Loss 0.4077, Sem 0.3035, dir -0.3389, norm 0.4430, swav 0.0000 LR: 5.300e-02 Score 91.088 Data time: 0.1780, Forward time: 2.2790, Backward time: 3.1147, DDP time: 0.0048, Total iter time: 6.3029 [2020-11-05 22:20:27,016][root][INFO] - ===> Epoch[195](5063/26): Loss 0.4658, Sem 0.3369, dir -0.3156, norm 0.4445, swav 0.0000 LR: 5.299e-02 Score 89.199 Data time: 0.1874, Forward time: 2.2789, Backward time: 3.1146, DDP time: 0.0048, Total iter time: 5.0413 [2020-11-05 22:20:31,933][root][INFO] - ===> Epoch[195](5064/26): Loss 0.3909, Sem 0.3364, dir -0.4260, norm 0.4805, swav 0.0000 LR: 5.298e-02 Score 89.074 Data time: 0.2196, Forward time: 2.2789, Backward time: 3.1145, DDP time: 0.0048, Total iter time: 4.8210 [2020-11-05 22:20:37,841][root][INFO] - ===> Epoch[195](5065/26): Loss 0.3577, Sem 0.3263, dir -0.4402, norm 0.4716, swav 0.0000 LR: 5.297e-02 Score 89.105 Data time: 0.1693, Forward time: 2.2788, Backward time: 3.1146, DDP time: 0.0048, Total iter time: 5.7933 [2020-11-05 22:20:43,837][root][INFO] - ===> Epoch[195](5066/26): Loss 0.4446, Sem 0.3539, dir -0.3318, norm 0.4225, swav 0.0000 LR: 5.296e-02 Score 88.685 Data time: 0.2408, Forward time: 2.2789, Backward time: 3.1146, DDP time: 0.0048, Total iter time: 5.8833 [2020-11-05 22:20:49,888][root][INFO] - ===> Epoch[195](5067/26): Loss 0.3933, Sem 0.3619, dir -0.4056, norm 0.4370, swav 0.0000 LR: 5.295e-02 Score 88.203 Data time: 0.2623, Forward time: 2.2789, Backward time: 3.1145, DDP time: 0.0048, Total iter time: 5.9108 [2020-11-05 22:20:55,689][root][INFO] - ===> Epoch[195](5068/26): Loss 0.5029, Sem 0.3854, dir -0.2913, norm 0.4088, swav 0.0000 LR: 5.294e-02 Score 88.451 Data time: 0.2683, Forward time: 2.2790, Backward time: 3.1144, DDP time: 0.0048, Total iter time: 5.6608 [2020-11-05 22:21:01,869][root][INFO] - ===> Epoch[195](5069/26): Loss 0.3888, Sem 0.3770, dir -0.4265, norm 0.4382, swav 0.0000 LR: 5.293e-02 Score 88.005 Data time: 0.1759, Forward time: 2.2790, Backward time: 3.1146, DDP time: 0.0048, Total iter time: 6.0603 [2020-11-05 22:21:06,760][root][INFO] - ===> Epoch[195](5070/26): Loss 0.5339, Sem 0.4545, dir -0.3726, norm 0.4520, swav 0.0000 LR: 5.292e-02 Score 87.179 Data time: 0.2131, Forward time: 2.2790, Backward time: 3.1144, DDP time: 0.0048, Total iter time: 4.7697 [2020-11-05 22:21:12,330][root][INFO] - ===> Epoch[196](5071/26): Loss 0.4282, Sem 0.3327, dir -0.4251, norm 0.5206, swav 0.0000 LR: 5.291e-02 Score 89.100 Data time: 0.1573, Forward time: 2.2789, Backward time: 3.1145, DDP time: 0.0048, Total iter time: 5.4461 [2020-11-05 22:21:17,731][root][INFO] - ===> Epoch[196](5072/26): Loss 0.5013, Sem 0.3985, dir -0.3556, norm 0.4584, swav 0.0000 LR: 5.290e-02 Score 88.005 Data time: 0.1687, Forward time: 2.2787, Backward time: 3.1145, DDP time: 0.0048, Total iter time: 5.3200 [2020-11-05 22:21:22,770][root][INFO] - ===> Epoch[196](5073/26): Loss 0.4482, Sem 0.3737, dir -0.3948, norm 0.4693, swav 0.0000 LR: 5.289e-02 Score 88.696 Data time: 0.2294, Forward time: 2.2788, Backward time: 3.1143, DDP time: 0.0048, Total iter time: 4.9168 [2020-11-05 22:21:27,899][root][INFO] - ===> Epoch[196](5074/26): Loss 0.4692, Sem 0.3626, dir -0.3112, norm 0.4178, swav 0.0000 LR: 5.288e-02 Score 88.939 Data time: 0.1532, Forward time: 2.2786, Backward time: 3.1143, DDP time: 0.0048, Total iter time: 4.9988 [2020-11-05 22:21:34,371][root][INFO] - ===> Epoch[196](5075/26): Loss 0.4642, Sem 0.3818, dir -0.3446, norm 0.4271, swav 0.0000 LR: 5.287e-02 Score 88.649 Data time: 0.2542, Forward time: 2.2787, Backward time: 3.1144, DDP time: 0.0048, Total iter time: 6.3707 [2020-11-05 22:21:41,076][root][INFO] - ===> Epoch[196](5076/26): Loss 0.4227, Sem 0.3977, dir -0.3527, norm 0.3777, swav 0.0000 LR: 5.286e-02 Score 87.571 Data time: 0.1525, Forward time: 2.2786, Backward time: 3.1147, DDP time: 0.0048, Total iter time: 6.5797 [2020-11-05 22:21:46,855][root][INFO] - ===> Epoch[196](5077/26): Loss 0.3842, Sem 0.3436, dir -0.3513, norm 0.3919, swav 0.0000 LR: 5.285e-02 Score 89.092 Data time: 0.1257, Forward time: 2.2784, Backward time: 3.1149, DDP time: 0.0048, Total iter time: 5.6748 [2020-11-05 22:21:53,141][root][INFO] - ===> Epoch[196](5078/26): Loss 0.3945, Sem 0.3653, dir -0.4131, norm 0.4423, swav 0.0000 LR: 5.284e-02 Score 88.322 Data time: 0.1942, Forward time: 2.2783, Backward time: 3.1151, DDP time: 0.0048, Total iter time: 6.2198 [2020-11-05 22:21:58,913][root][INFO] - ===> Epoch[196](5079/26): Loss 0.4273, Sem 0.3524, dir -0.3482, norm 0.4231, swav 0.0000 LR: 5.283e-02 Score 88.696 Data time: 0.2552, Forward time: 2.2784, Backward time: 3.1150, DDP time: 0.0048, Total iter time: 5.6569 [2020-11-05 22:22:04,236][root][INFO] - ===> Epoch[196](5080/26): Loss 0.3648, Sem 0.3640, dir -0.3620, norm 0.3628, swav 0.0000 LR: 5.282e-02 Score 88.608 Data time: 0.2153, Forward time: 2.2784, Backward time: 3.1149, DDP time: 0.0048, Total iter time: 5.1800 [2020-11-05 22:22:09,171][root][INFO] - ===> Epoch[196](5081/26): Loss 0.4695, Sem 0.4044, dir -0.3713, norm 0.4365, swav 0.0000 LR: 5.281e-02 Score 86.267 Data time: 0.1810, Forward time: 2.2784, Backward time: 3.1148, DDP time: 0.0048, Total iter time: 4.7996 [2020-11-05 22:22:14,985][root][INFO] - ===> Epoch[196](5082/26): Loss 0.3471, Sem 0.3409, dir -0.3676, norm 0.3739, swav 0.0000 LR: 5.280e-02 Score 89.979 Data time: 0.1934, Forward time: 2.2783, Backward time: 3.1148, DDP time: 0.0048, Total iter time: 5.7119 [2020-11-05 22:22:20,031][root][INFO] - ===> Epoch[196](5083/26): Loss 0.2876, Sem 0.3074, dir -0.4095, norm 0.3897, swav 0.0000 LR: 5.279e-02 Score 89.790 Data time: 0.1768, Forward time: 2.2782, Backward time: 3.1148, DDP time: 0.0048, Total iter time: 4.9431 [2020-11-05 22:22:25,697][root][INFO] - ===> Epoch[196](5084/26): Loss 0.3287, Sem 0.3209, dir -0.3497, norm 0.3574, swav 0.0000 LR: 5.278e-02 Score 90.354 Data time: 0.1845, Forward time: 2.2782, Backward time: 3.1148, DDP time: 0.0048, Total iter time: 5.5672 [2020-11-05 22:22:32,034][root][INFO] - ===> Epoch[196](5085/26): Loss 0.4928, Sem 0.3780, dir -0.3558, norm 0.4706, swav 0.0000 LR: 5.277e-02 Score 87.659 Data time: 0.1827, Forward time: 2.2781, Backward time: 3.1150, DDP time: 0.0048, Total iter time: 6.2180 [2020-11-05 22:22:37,391][root][INFO] - ===> Epoch[196](5086/26): Loss 0.3599, Sem 0.3306, dir -0.4001, norm 0.4293, swav 0.0000 LR: 5.276e-02 Score 89.034 Data time: 0.2294, Forward time: 2.2781, Backward time: 3.1149, DDP time: 0.0048, Total iter time: 5.2598 [2020-11-05 22:22:44,360][root][INFO] - ===> Epoch[196](5087/26): Loss 0.3487, Sem 0.3852, dir -0.3800, norm 0.3436, swav 0.0000 LR: 5.275e-02 Score 87.540 Data time: 0.1634, Forward time: 2.2780, Backward time: 3.1152, DDP time: 0.0048, Total iter time: 6.8395 [2020-11-05 22:22:50,517][root][INFO] - ===> Epoch[196](5088/26): Loss 0.3576, Sem 0.3261, dir -0.3458, norm 0.3774, swav 0.0000 LR: 5.274e-02 Score 90.226 Data time: 0.1823, Forward time: 2.2780, Backward time: 3.1153, DDP time: 0.0048, Total iter time: 6.0635 [2020-11-05 22:22:55,787][root][INFO] - ===> Epoch[196](5089/26): Loss 0.4673, Sem 0.4221, dir -0.3641, norm 0.4093, swav 0.0000 LR: 5.273e-02 Score 86.594 Data time: 0.1179, Forward time: 2.2778, Backward time: 3.1154, DDP time: 0.0048, Total iter time: 5.1568 [2020-11-05 22:23:01,304][root][INFO] - ===> Epoch[196](5090/26): Loss 0.3258, Sem 0.3064, dir -0.4467, norm 0.4660, swav 0.0000 LR: 5.272e-02 Score 90.164 Data time: 0.2288, Forward time: 2.2778, Backward time: 3.1154, DDP time: 0.0048, Total iter time: 5.4400 [2020-11-05 22:23:06,761][root][INFO] - ===> Epoch[196](5091/26): Loss 0.3564, Sem 0.2888, dir -0.3322, norm 0.3999, swav 0.0000 LR: 5.272e-02 Score 90.807 Data time: 0.1821, Forward time: 2.2777, Backward time: 3.1153, DDP time: 0.0048, Total iter time: 5.3262 [2020-11-05 22:23:13,046][root][INFO] - ===> Epoch[196](5092/26): Loss 0.3772, Sem 0.3572, dir -0.3711, norm 0.3911, swav 0.0000 LR: 5.271e-02 Score 88.969 Data time: 0.1248, Forward time: 2.2775, Backward time: 3.1157, DDP time: 0.0048, Total iter time: 6.1525 [2020-11-05 22:23:17,818][root][INFO] - ===> Epoch[196](5093/26): Loss 0.4181, Sem 0.3597, dir -0.3831, norm 0.4415, swav 0.0000 LR: 5.270e-02 Score 88.744 Data time: 0.1967, Forward time: 2.2775, Backward time: 3.1155, DDP time: 0.0048, Total iter time: 4.6937 [2020-11-05 22:23:23,268][root][INFO] - ===> Epoch[196](5094/26): Loss 0.3077, Sem 0.3011, dir -0.4094, norm 0.4160, swav 0.0000 LR: 5.269e-02 Score 90.633 Data time: 0.2669, Forward time: 2.2776, Backward time: 3.1154, DDP time: 0.0048, Total iter time: 5.3391 [2020-11-05 22:23:30,581][root][INFO] - ===> Epoch[196](5095/26): Loss 0.5407, Sem 0.4201, dir -0.3494, norm 0.4699, swav 0.0000 LR: 5.268e-02 Score 87.852 Data time: 0.2024, Forward time: 2.2776, Backward time: 3.1157, DDP time: 0.0048, Total iter time: 7.1803 [2020-11-05 22:23:36,779][root][INFO] - ===> Epoch[196](5096/26): Loss 0.4376, Sem 0.3556, dir -0.3984, norm 0.4804, swav 0.0000 LR: 5.267e-02 Score 89.561 Data time: 0.1932, Forward time: 2.2775, Backward time: 3.1158, DDP time: 0.0048, Total iter time: 6.0546 [2020-11-05 22:23:42,301][root][INFO] - ===> Epoch[197](5097/26): Loss 0.4716, Sem 0.3451, dir -0.3089, norm 0.4354, swav 0.0000 LR: 5.266e-02 Score 88.885 Data time: 0.1757, Forward time: 2.2775, Backward time: 3.1158, DDP time: 0.0048, Total iter time: 5.3894 [2020-11-05 22:23:47,763][root][INFO] - ===> Epoch[197](5098/26): Loss 0.4670, Sem 0.4056, dir -0.3710, norm 0.4325, swav 0.0000 LR: 5.265e-02 Score 86.946 Data time: 0.1827, Forward time: 2.2774, Backward time: 3.1158, DDP time: 0.0048, Total iter time: 5.3734 [2020-11-05 22:23:53,379][root][INFO] - ===> Epoch[197](5099/26): Loss 0.4119, Sem 0.3280, dir -0.3674, norm 0.4513, swav 0.0000 LR: 5.264e-02 Score 90.388 Data time: 0.2564, Forward time: 2.2775, Backward time: 3.1157, DDP time: 0.0048, Total iter time: 5.4981 [2020-11-05 22:23:58,543][root][INFO] - ===> Epoch[197](5100/26): Loss 0.4373, Sem 0.3662, dir -0.3736, norm 0.4447, swav 0.0000 LR: 5.263e-02 Score 88.867 Data time: 0.1836, Forward time: 2.2774, Backward time: 3.1156, DDP time: 0.0048, Total iter time: 5.0416 [2020-11-05 22:24:04,386][root][INFO] - ===> Epoch[197](5101/26): Loss 0.3281, Sem 0.3023, dir -0.3825, norm 0.4083, swav 0.0000 LR: 5.262e-02 Score 91.697 Data time: 0.2769, Forward time: 2.2775, Backward time: 3.1156, DDP time: 0.0048, Total iter time: 5.7370 [2020-11-05 22:24:09,654][root][INFO] - ===> Epoch[197](5102/26): Loss 0.3193, Sem 0.3127, dir -0.4501, norm 0.4567, swav 0.0000 LR: 5.261e-02 Score 90.373 Data time: 0.1868, Forward time: 2.2774, Backward time: 3.1155, DDP time: 0.0048, Total iter time: 5.1486 [2020-11-05 22:24:16,119][root][INFO] - ===> Epoch[197](5103/26): Loss 0.3419, Sem 0.3555, dir -0.3917, norm 0.3782, swav 0.0000 LR: 5.260e-02 Score 88.768 Data time: 0.2940, Forward time: 2.2776, Backward time: 3.1155, DDP time: 0.0048, Total iter time: 6.3386 [2020-11-05 22:24:21,220][root][INFO] - ===> Epoch[197](5104/26): Loss 0.3601, Sem 0.3348, dir -0.4030, norm 0.4283, swav 0.0000 LR: 5.259e-02 Score 90.744 Data time: 0.2153, Forward time: 2.2776, Backward time: 3.1153, DDP time: 0.0048, Total iter time: 4.9808 [2020-11-05 22:24:28,995][root][INFO] - ===> Epoch[197](5105/26): Loss 0.4029, Sem 0.3117, dir -0.3221, norm 0.4132, swav 0.0000 LR: 5.258e-02 Score 90.260 Data time: 0.2301, Forward time: 2.2776, Backward time: 3.1157, DDP time: 0.0048, Total iter time: 7.6622 [2020-11-05 22:24:34,327][root][INFO] - ===> Epoch[197](5106/26): Loss 0.5026, Sem 0.3742, dir -0.3563, norm 0.4848, swav 0.0000 LR: 5.257e-02 Score 89.108 Data time: 0.1947, Forward time: 2.2776, Backward time: 3.1156, DDP time: 0.0048, Total iter time: 5.1853 [2020-11-05 22:24:39,724][root][INFO] - ===> Epoch[197](5107/26): Loss 0.3419, Sem 0.2867, dir -0.4026, norm 0.4578, swav 0.0000 LR: 5.256e-02 Score 90.660 Data time: 0.1582, Forward time: 2.2775, Backward time: 3.1156, DDP time: 0.0048, Total iter time: 5.2683 [2020-11-05 22:24:46,704][root][INFO] - ===> Epoch[197](5108/26): Loss 0.4051, Sem 0.3593, dir -0.3539, norm 0.3997, swav 0.0000 LR: 5.255e-02 Score 88.977 Data time: 0.1518, Forward time: 2.2774, Backward time: 3.1160, DDP time: 0.0048, Total iter time: 6.8538 [2020-11-05 22:24:52,251][root][INFO] - ===> Epoch[197](5109/26): Loss 0.3890, Sem 0.3958, dir -0.4548, norm 0.4481, swav 0.0000 LR: 5.254e-02 Score 87.637 Data time: 0.2030, Forward time: 2.2773, Backward time: 3.1160, DDP time: 0.0048, Total iter time: 5.4520 [2020-11-05 22:24:59,567][root][INFO] - ===> Epoch[197](5110/26): Loss 0.3150, Sem 0.2818, dir -0.3911, norm 0.4242, swav 0.0000 LR: 5.253e-02 Score 91.798 Data time: 0.1696, Forward time: 2.2772, Backward time: 3.1164, DDP time: 0.0048, Total iter time: 7.1986 [2020-11-05 22:25:03,946][root][INFO] - ===> Epoch[197](5111/26): Loss 0.3283, Sem 0.3133, dir -0.3761, norm 0.3911, swav 0.0000 LR: 5.252e-02 Score 89.594 Data time: 0.2427, Forward time: 2.2772, Backward time: 3.1161, DDP time: 0.0048, Total iter time: 4.3080 [2020-11-05 22:25:09,933][root][INFO] - ===> Epoch[197](5112/26): Loss 0.3771, Sem 0.3636, dir -0.4229, norm 0.4365, swav 0.0000 LR: 5.251e-02 Score 88.659 Data time: 0.2864, Forward time: 2.2774, Backward time: 3.1160, DDP time: 0.0048, Total iter time: 5.8690 [2020-11-05 22:25:16,753][root][INFO] - ===> Epoch[197](5113/26): Loss 0.3468, Sem 0.3410, dir -0.4204, norm 0.4263, swav 0.0000 LR: 5.250e-02 Score 89.065 Data time: 0.2420, Forward time: 2.2774, Backward time: 3.1161, DDP time: 0.0048, Total iter time: 6.6970 [2020-11-05 22:25:23,556][root][INFO] - ===> Epoch[197](5114/26): Loss 0.3929, Sem 0.3282, dir -0.3846, norm 0.4493, swav 0.0000 LR: 5.249e-02 Score 90.618 Data time: 0.2380, Forward time: 2.2775, Backward time: 3.1163, DDP time: 0.0048, Total iter time: 6.6888 [2020-11-05 22:25:29,293][root][INFO] - ===> Epoch[197](5115/26): Loss 0.3131, Sem 0.3247, dir -0.4074, norm 0.3958, swav 0.0000 LR: 5.248e-02 Score 89.060 Data time: 0.1954, Forward time: 2.2774, Backward time: 3.1163, DDP time: 0.0048, Total iter time: 5.5741 [2020-11-05 22:25:35,005][root][INFO] - ===> Epoch[197](5116/26): Loss 0.3042, Sem 0.3123, dir -0.4263, norm 0.4182, swav 0.0000 LR: 5.247e-02 Score 89.578 Data time: 0.2142, Forward time: 2.2774, Backward time: 3.1163, DDP time: 0.0048, Total iter time: 5.5973 [2020-11-05 22:25:41,195][root][INFO] - ===> Epoch[197](5117/26): Loss 0.5049, Sem 0.3859, dir -0.3564, norm 0.4755, swav 0.0000 LR: 5.246e-02 Score 88.376 Data time: 0.2264, Forward time: 2.2774, Backward time: 3.1163, DDP time: 0.0048, Total iter time: 6.0576 [2020-11-05 22:25:46,570][root][INFO] - ===> Epoch[197](5118/26): Loss 0.3601, Sem 0.3483, dir -0.3599, norm 0.3717, swav 0.0000 LR: 5.245e-02 Score 89.380 Data time: 0.2443, Forward time: 2.2775, Backward time: 3.1162, DDP time: 0.0048, Total iter time: 5.2496 [2020-11-05 22:25:51,080][root][INFO] - ===> Epoch[197](5119/26): Loss 0.3896, Sem 0.3326, dir -0.3776, norm 0.4347, swav 0.0000 LR: 5.244e-02 Score 89.883 Data time: 0.1835, Forward time: 2.2775, Backward time: 3.1160, DDP time: 0.0048, Total iter time: 4.3838 [2020-11-05 22:25:57,207][root][INFO] - ===> Epoch[197](5120/26): Loss 0.5287, Sem 0.3937, dir -0.3124, norm 0.4474, swav 0.0000 LR: 5.243e-02 Score 87.105 Data time: 0.1833, Forward time: 2.2774, Backward time: 3.1161, DDP time: 0.0048, Total iter time: 6.0316 [2020-11-05 22:26:02,304][root][INFO] - ===> Epoch[197](5121/26): Loss 0.3386, Sem 0.3409, dir -0.4374, norm 0.4351, swav 0.0000 LR: 5.243e-02 Score 91.031 Data time: 0.1616, Forward time: 2.2773, Backward time: 3.1161, DDP time: 0.0048, Total iter time: 4.9940 [2020-11-05 22:26:07,875][root][INFO] - ===> Epoch[197](5122/26): Loss 0.4027, Sem 0.3352, dir -0.3759, norm 0.4433, swav 0.0000 LR: 5.242e-02 Score 89.008 Data time: 0.2186, Forward time: 2.2773, Backward time: 3.1160, DDP time: 0.0048, Total iter time: 5.4800 [2020-11-05 22:26:13,207][root][INFO] - ===> Epoch[198](5123/26): Loss 0.5191, Sem 0.3682, dir -0.3786, norm 0.5295, swav 0.0000 LR: 5.241e-02 Score 88.336 Data time: 0.2047, Forward time: 2.2773, Backward time: 3.1160, DDP time: 0.0048, Total iter time: 5.1992 [2020-11-05 22:26:19,917][root][INFO] - ===> Epoch[198](5124/26): Loss 0.3188, Sem 0.3075, dir -0.4247, norm 0.4361, swav 0.0000 LR: 5.240e-02 Score 90.527 Data time: 0.1798, Forward time: 2.2772, Backward time: 3.1162, DDP time: 0.0048, Total iter time: 6.5748 [2020-11-05 22:26:26,115][root][INFO] - ===> Epoch[198](5125/26): Loss 0.3851, Sem 0.3265, dir -0.3699, norm 0.4284, swav 0.0000 LR: 5.239e-02 Score 90.423 Data time: 0.2475, Forward time: 2.2773, Backward time: 3.1162, DDP time: 0.0048, Total iter time: 6.0868 [2020-11-05 22:26:32,217][root][INFO] - ===> Epoch[198](5126/26): Loss 0.3912, Sem 0.3229, dir -0.3625, norm 0.4308, swav 0.0000 LR: 5.238e-02 Score 89.869 Data time: 0.2085, Forward time: 2.2773, Backward time: 3.1162, DDP time: 0.0048, Total iter time: 5.9553 [2020-11-05 22:26:38,799][root][INFO] - ===> Epoch[198](5127/26): Loss 0.3608, Sem 0.2736, dir -0.3273, norm 0.4145, swav 0.0000 LR: 5.237e-02 Score 91.623 Data time: 0.2326, Forward time: 2.2773, Backward time: 3.1164, DDP time: 0.0048, Total iter time: 6.4332 [2020-11-05 22:26:44,991][root][INFO] - ===> Epoch[198](5128/26): Loss 0.4328, Sem 0.3496, dir -0.3529, norm 0.4360, swav 0.0000 LR: 5.236e-02 Score 89.206 Data time: 0.2296, Forward time: 2.2773, Backward time: 3.1164, DDP time: 0.0048, Total iter time: 6.0905 [2020-11-05 22:26:50,371][root][INFO] - ===> Epoch[198](5129/26): Loss 0.3311, Sem 0.3328, dir -0.4397, norm 0.4380, swav 0.0000 LR: 5.235e-02 Score 91.026 Data time: 0.1818, Forward time: 2.2772, Backward time: 3.1164, DDP time: 0.0048, Total iter time: 5.2402 [2020-11-05 22:26:57,238][root][INFO] - ===> Epoch[198](5130/26): Loss 0.4423, Sem 0.3200, dir -0.3850, norm 0.5072, swav 0.0000 LR: 5.234e-02 Score 89.793 Data time: 0.2123, Forward time: 2.2772, Backward time: 3.1167, DDP time: 0.0048, Total iter time: 6.7635 [2020-11-05 22:27:02,756][root][INFO] - ===> Epoch[198](5131/26): Loss 0.4760, Sem 0.3757, dir -0.3742, norm 0.4745, swav 0.0000 LR: 5.233e-02 Score 88.401 Data time: 0.2619, Forward time: 2.2773, Backward time: 3.1165, DDP time: 0.0048, Total iter time: 5.3982 [2020-11-05 22:27:08,548][root][INFO] - ===> Epoch[198](5132/26): Loss 0.3303, Sem 0.3175, dir -0.3886, norm 0.4014, swav 0.0000 LR: 5.232e-02 Score 89.768 Data time: 0.2637, Forward time: 2.2773, Backward time: 3.1165, DDP time: 0.0048, Total iter time: 5.6587 [2020-11-05 22:27:13,675][root][INFO] - ===> Epoch[198](5133/26): Loss 0.3630, Sem 0.3148, dir -0.3636, norm 0.4117, swav 0.0000 LR: 5.231e-02 Score 90.429 Data time: 0.1497, Forward time: 2.2772, Backward time: 3.1165, DDP time: 0.0048, Total iter time: 4.9943 [2020-11-05 22:27:20,053][root][INFO] - ===> Epoch[198](5134/26): Loss 0.3737, Sem 0.3247, dir -0.3564, norm 0.4055, swav 0.0000 LR: 5.230e-02 Score 89.779 Data time: 0.1950, Forward time: 2.2771, Backward time: 3.1166, DDP time: 0.0048, Total iter time: 6.2854 [2020-11-05 22:27:26,736][root][INFO] - ===> Epoch[198](5135/26): Loss 0.4583, Sem 0.3699, dir -0.4026, norm 0.4910, swav 0.0000 LR: 5.229e-02 Score 89.243 Data time: 0.2024, Forward time: 2.2771, Backward time: 3.1168, DDP time: 0.0048, Total iter time: 6.5717 [2020-11-05 22:27:31,767][root][INFO] - ===> Epoch[198](5136/26): Loss 0.4717, Sem 0.3894, dir -0.3970, norm 0.4793, swav 0.0000 LR: 5.228e-02 Score 88.134 Data time: 0.2276, Forward time: 2.2771, Backward time: 3.1166, DDP time: 0.0048, Total iter time: 4.8771 [2020-11-05 22:27:37,339][root][INFO] - ===> Epoch[198](5137/26): Loss 0.3327, Sem 0.2788, dir -0.3505, norm 0.4045, swav 0.0000 LR: 5.227e-02 Score 91.694 Data time: 0.2385, Forward time: 2.2772, Backward time: 3.1166, DDP time: 0.0048, Total iter time: 5.4439 [2020-11-05 22:27:44,580][root][INFO] - ===> Epoch[198](5138/26): Loss 0.3336, Sem 0.2791, dir -0.3602, norm 0.4148, swav 0.0000 LR: 5.226e-02 Score 91.184 Data time: 0.3221, Forward time: 2.2774, Backward time: 3.1166, DDP time: 0.0048, Total iter time: 7.1104 [2020-11-05 22:27:50,652][root][INFO] - ===> Epoch[198](5139/26): Loss 0.2995, Sem 0.2821, dir -0.4209, norm 0.4383, swav 0.0000 LR: 5.225e-02 Score 90.384 Data time: 0.2832, Forward time: 2.2775, Backward time: 3.1165, DDP time: 0.0048, Total iter time: 5.9043 [2020-11-05 22:27:56,014][root][INFO] - ===> Epoch[198](5140/26): Loss 0.4865, Sem 0.3188, dir -0.3890, norm 0.5567, swav 0.0000 LR: 5.224e-02 Score 90.609 Data time: 0.2218, Forward time: 2.2775, Backward time: 3.1164, DDP time: 0.0048, Total iter time: 5.2365 [2020-11-05 22:28:00,816][root][INFO] - ===> Epoch[198](5141/26): Loss 0.3449, Sem 0.2994, dir -0.3330, norm 0.3785, swav 0.0000 LR: 5.223e-02 Score 90.596 Data time: 0.2110, Forward time: 2.2775, Backward time: 3.1163, DDP time: 0.0048, Total iter time: 4.6767 [2020-11-05 22:28:06,149][root][INFO] - ===> Epoch[198](5142/26): Loss 0.4126, Sem 0.3434, dir -0.3666, norm 0.4358, swav 0.0000 LR: 5.222e-02 Score 90.569 Data time: 0.1907, Forward time: 2.2775, Backward time: 3.1162, DDP time: 0.0048, Total iter time: 5.2246 [2020-11-05 22:28:11,846][root][INFO] - ===> Epoch[198](5143/26): Loss 0.3869, Sem 0.3284, dir -0.3835, norm 0.4420, swav 0.0000 LR: 5.221e-02 Score 90.053 Data time: 0.1920, Forward time: 2.2774, Backward time: 3.1163, DDP time: 0.0048, Total iter time: 5.6073 [2020-11-05 22:28:16,731][root][INFO] - ===> Epoch[198](5144/26): Loss 0.3473, Sem 0.3292, dir -0.4325, norm 0.4506, swav 0.0000 LR: 5.220e-02 Score 89.846 Data time: 0.1722, Forward time: 2.2773, Backward time: 3.1162, DDP time: 0.0048, Total iter time: 4.7980 [2020-11-05 22:28:22,580][root][INFO] - ===> Epoch[198](5145/26): Loss 0.3723, Sem 0.3203, dir -0.3305, norm 0.3825, swav 0.0000 LR: 5.219e-02 Score 89.996 Data time: 0.1508, Forward time: 2.2772, Backward time: 3.1163, DDP time: 0.0048, Total iter time: 5.7474 [2020-11-05 22:28:28,388][root][INFO] - ===> Epoch[198](5146/26): Loss 0.4037, Sem 0.3283, dir -0.3718, norm 0.4471, swav 0.0000 LR: 5.218e-02 Score 90.132 Data time: 0.1394, Forward time: 2.2771, Backward time: 3.1165, DDP time: 0.0048, Total iter time: 5.7211 [2020-11-05 22:28:33,768][root][INFO] - ===> Epoch[198](5147/26): Loss 0.5108, Sem 0.4178, dir -0.3426, norm 0.4356, swav 0.0000 LR: 5.217e-02 Score 88.209 Data time: 0.1713, Forward time: 2.2769, Backward time: 3.1165, DDP time: 0.0048, Total iter time: 5.3057 [2020-11-05 22:28:39,409][root][INFO] - ===> Epoch[198](5148/26): Loss 0.3808, Sem 0.3169, dir -0.4004, norm 0.4643, swav 0.0000 LR: 5.216e-02 Score 89.644 Data time: 0.1672, Forward time: 2.2768, Backward time: 3.1166, DDP time: 0.0048, Total iter time: 5.5367 [2020-11-05 22:28:44,116][root][INFO] - ===> Epoch[199](5149/26): Loss 0.3690, Sem 0.3543, dir -0.3957, norm 0.4103, swav 0.0000 LR: 5.215e-02 Score 88.935 Data time: 0.1510, Forward time: 2.2767, Backward time: 3.1165, DDP time: 0.0048, Total iter time: 4.5944 [2020-11-05 22:28:49,933][root][INFO] - ===> Epoch[199](5150/26): Loss 0.4365, Sem 0.3808, dir -0.4068, norm 0.4626, swav 0.0000 LR: 5.214e-02 Score 88.329 Data time: 0.1894, Forward time: 2.2766, Backward time: 3.1166, DDP time: 0.0048, Total iter time: 5.7172 [2020-11-05 22:28:56,485][root][INFO] - ===> Epoch[199](5151/26): Loss 0.4841, Sem 0.4122, dir -0.3596, norm 0.4316, swav 0.0000 LR: 5.213e-02 Score 87.007 Data time: 0.3081, Forward time: 2.2768, Backward time: 3.1166, DDP time: 0.0048, Total iter time: 6.4486 [2020-11-05 22:29:01,551][root][INFO] - ===> Epoch[199](5152/26): Loss 0.3575, Sem 0.3287, dir -0.3757, norm 0.4045, swav 0.0000 LR: 5.213e-02 Score 89.848 Data time: 0.1872, Forward time: 2.2768, Backward time: 3.1164, DDP time: 0.0048, Total iter time: 4.9442 [2020-11-05 22:29:06,496][root][INFO] - ===> Epoch[199](5153/26): Loss 0.3466, Sem 0.3007, dir -0.4074, norm 0.4534, swav 0.0000 LR: 5.212e-02 Score 90.074 Data time: 0.1977, Forward time: 2.2767, Backward time: 3.1163, DDP time: 0.0048, Total iter time: 4.8360 [2020-11-05 22:29:12,311][root][INFO] - ===> Epoch[199](5154/26): Loss 0.3727, Sem 0.3414, dir -0.3949, norm 0.4261, swav 0.0000 LR: 5.211e-02 Score 90.314 Data time: 0.2367, Forward time: 2.2768, Backward time: 3.1163, DDP time: 0.0048, Total iter time: 5.7192 [2020-11-05 22:29:18,024][root][INFO] - ===> Epoch[199](5155/26): Loss 0.4195, Sem 0.3211, dir -0.3104, norm 0.4088, swav 0.0000 LR: 5.210e-02 Score 91.500 Data time: 0.2255, Forward time: 2.2768, Backward time: 3.1163, DDP time: 0.0048, Total iter time: 5.5963 [2020-11-05 22:29:23,061][root][INFO] - ===> Epoch[199](5156/26): Loss 0.2807, Sem 0.2945, dir -0.4043, norm 0.3905, swav 0.0000 LR: 5.209e-02 Score 91.320 Data time: 0.2018, Forward time: 2.2767, Backward time: 3.1161, DDP time: 0.0048, Total iter time: 4.9139 [2020-11-05 22:29:29,460][root][INFO] - ===> Epoch[199](5157/26): Loss 0.2683, Sem 0.2803, dir -0.4615, norm 0.4495, swav 0.0000 LR: 5.208e-02 Score 91.604 Data time: 0.2201, Forward time: 2.2767, Backward time: 3.1163, DDP time: 0.0048, Total iter time: 6.3041 [2020-11-05 22:29:36,315][root][INFO] - ===> Epoch[199](5158/26): Loss 0.3683, Sem 0.3362, dir -0.4155, norm 0.4476, swav 0.0000 LR: 5.207e-02 Score 89.046 Data time: 0.2580, Forward time: 2.2768, Backward time: 3.1164, DDP time: 0.0048, Total iter time: 6.7471 [2020-11-05 22:29:42,188][root][INFO] - ===> Epoch[199](5159/26): Loss 0.4343, Sem 0.3377, dir -0.3088, norm 0.4054, swav 0.0000 LR: 5.206e-02 Score 90.178 Data time: 0.2261, Forward time: 2.2769, Backward time: 3.1163, DDP time: 0.0048, Total iter time: 5.7566 [2020-11-05 22:29:47,415][root][INFO] - ===> Epoch[199](5160/26): Loss 0.4188, Sem 0.3293, dir -0.3865, norm 0.4761, swav 0.0000 LR: 5.205e-02 Score 89.226 Data time: 0.1314, Forward time: 2.2767, Backward time: 3.1164, DDP time: 0.0048, Total iter time: 5.1270 [2020-11-05 22:29:53,064][root][INFO] - ===> Epoch[199](5161/26): Loss 0.3240, Sem 0.2915, dir -0.3642, norm 0.3967, swav 0.0000 LR: 5.204e-02 Score 89.802 Data time: 0.2679, Forward time: 2.2768, Backward time: 3.1163, DDP time: 0.0048, Total iter time: 5.5676 [2020-11-05 22:29:59,301][root][INFO] - ===> Epoch[199](5162/26): Loss 0.3983, Sem 0.3682, dir -0.4174, norm 0.4474, swav 0.0000 LR: 5.203e-02 Score 88.465 Data time: 0.2370, Forward time: 2.2769, Backward time: 3.1163, DDP time: 0.0048, Total iter time: 6.1219 [2020-11-05 22:30:05,415][root][INFO] - ===> Epoch[199](5163/26): Loss 0.3122, Sem 0.2628, dir -0.4277, norm 0.4772, swav 0.0000 LR: 5.202e-02 Score 90.651 Data time: 0.2243, Forward time: 2.2769, Backward time: 3.1163, DDP time: 0.0048, Total iter time: 6.0014 [2020-11-05 22:30:11,490][root][INFO] - ===> Epoch[199](5164/26): Loss 0.3471, Sem 0.3097, dir -0.3977, norm 0.4350, swav 0.0000 LR: 5.201e-02 Score 89.516 Data time: 0.2186, Forward time: 2.2769, Backward time: 3.1164, DDP time: 0.0048, Total iter time: 5.9566 [2020-11-05 22:30:17,359][root][INFO] - ===> Epoch[199](5165/26): Loss 0.3878, Sem 0.3689, dir -0.3965, norm 0.4154, swav 0.0000 LR: 5.200e-02 Score 88.495 Data time: 0.2128, Forward time: 2.2769, Backward time: 3.1164, DDP time: 0.0048, Total iter time: 5.7370 [2020-11-05 22:30:24,210][root][INFO] - ===> Epoch[199](5166/26): Loss 0.3787, Sem 0.3474, dir -0.3694, norm 0.4007, swav 0.0000 LR: 5.199e-02 Score 89.820 Data time: 0.1957, Forward time: 2.2769, Backward time: 3.1166, DDP time: 0.0048, Total iter time: 6.7366 [2020-11-05 22:30:30,933][root][INFO] - ===> Epoch[199](5167/26): Loss 0.3409, Sem 0.3428, dir -0.3975, norm 0.3956, swav 0.0000 LR: 5.198e-02 Score 89.063 Data time: 0.2690, Forward time: 2.2770, Backward time: 3.1167, DDP time: 0.0048, Total iter time: 6.6161 [2020-11-05 22:30:36,304][root][INFO] - ===> Epoch[199](5168/26): Loss 0.4114, Sem 0.3729, dir -0.3862, norm 0.4248, swav 0.0000 LR: 5.197e-02 Score 88.391 Data time: 0.2394, Forward time: 2.2770, Backward time: 3.1166, DDP time: 0.0048, Total iter time: 5.2487 [2020-11-05 22:30:40,653][root][INFO] - ===> Epoch[199](5169/26): Loss 0.3812, Sem 0.3272, dir -0.4191, norm 0.4731, swav 0.0000 LR: 5.196e-02 Score 89.850 Data time: 0.1838, Forward time: 2.2770, Backward time: 3.1164, DDP time: 0.0048, Total iter time: 4.2038 [2020-11-05 22:30:46,825][root][INFO] - ===> Epoch[199](5170/26): Loss 0.3952, Sem 0.2834, dir -0.3603, norm 0.4721, swav 0.0000 LR: 5.195e-02 Score 90.310 Data time: 0.1939, Forward time: 2.2770, Backward time: 3.1164, DDP time: 0.0048, Total iter time: 6.0596 [2020-11-05 22:30:52,662][root][INFO] - ===> Epoch[199](5171/26): Loss 0.3221, Sem 0.3180, dir -0.3623, norm 0.3664, swav 0.0000 LR: 5.194e-02 Score 90.252 Data time: 0.1878, Forward time: 2.2769, Backward time: 3.1165, DDP time: 0.0048, Total iter time: 5.7024 [2020-11-05 22:30:57,421][root][INFO] - ===> Epoch[199](5172/26): Loss 0.3578, Sem 0.3329, dir -0.3690, norm 0.3940, swav 0.0000 LR: 5.193e-02 Score 89.826 Data time: 0.2030, Forward time: 2.2768, Backward time: 3.1164, DDP time: 0.0048, Total iter time: 4.6620 [2020-11-05 22:31:02,798][root][INFO] - ===> Epoch[199](5173/26): Loss 0.4623, Sem 0.3834, dir -0.3810, norm 0.4598, swav 0.0000 LR: 5.192e-02 Score 89.186 Data time: 0.2221, Forward time: 2.2769, Backward time: 3.1163, DDP time: 0.0048, Total iter time: 5.2643 [2020-11-05 22:31:08,676][root][INFO] - ===> Epoch[199](5174/26): Loss 0.5563, Sem 0.3913, dir -0.3300, norm 0.4950, swav 0.0000 LR: 5.191e-02 Score 88.644 Data time: 0.1839, Forward time: 2.2768, Backward time: 3.1164, DDP time: 0.0048, Total iter time: 5.7605 [2020-11-05 22:31:15,901][root][INFO] - ===> Epoch[200](5175/26): Loss 0.3538, Sem 0.2733, dir -0.3896, norm 0.4701, swav 0.0000 LR: 5.190e-02 Score 90.697 Data time: 0.1776, Forward time: 2.2767, Backward time: 3.1167, DDP time: 0.0048, Total iter time: 7.1251 [2020-11-05 22:31:21,075][root][INFO] - ===> Epoch[200](5176/26): Loss 0.4848, Sem 0.4300, dir -0.3806, norm 0.4353, swav 0.0000 LR: 5.189e-02 Score 84.711 Data time: 0.1471, Forward time: 2.2766, Backward time: 3.1167, DDP time: 0.0049, Total iter time: 5.0709 [2020-11-05 22:31:26,494][root][INFO] - ===> Epoch[200](5177/26): Loss 0.3830, Sem 0.3486, dir -0.4148, norm 0.4492, swav 0.0000 LR: 5.188e-02 Score 90.429 Data time: 0.2030, Forward time: 2.2766, Backward time: 3.1166, DDP time: 0.0049, Total iter time: 5.3213 [2020-11-05 22:31:32,676][root][INFO] - ===> Epoch[200](5178/26): Loss 0.3186, Sem 0.2832, dir -0.3282, norm 0.3637, swav 0.0000 LR: 5.187e-02 Score 89.916 Data time: 0.2317, Forward time: 2.2766, Backward time: 3.1167, DDP time: 0.0049, Total iter time: 6.0450 [2020-11-05 22:31:38,477][root][INFO] - ===> Epoch[200](5179/26): Loss 0.3562, Sem 0.3515, dir -0.3917, norm 0.3964, swav 0.0000 LR: 5.186e-02 Score 88.131 Data time: 0.2569, Forward time: 2.2767, Backward time: 3.1166, DDP time: 0.0049, Total iter time: 5.6877 [2020-11-05 22:31:44,225][root][INFO] - ===> Epoch[200](5180/26): Loss 0.3786, Sem 0.3303, dir -0.4036, norm 0.4520, swav 0.0000 LR: 5.185e-02 Score 89.805 Data time: 0.2733, Forward time: 2.2768, Backward time: 3.1165, DDP time: 0.0049, Total iter time: 5.5953 [2020-11-05 22:31:49,524][root][INFO] - ===> Epoch[200](5181/26): Loss 0.3830, Sem 0.3055, dir -0.3969, norm 0.4745, swav 0.0000 LR: 5.184e-02 Score 91.489 Data time: 0.2492, Forward time: 2.2769, Backward time: 3.1163, DDP time: 0.0049, Total iter time: 5.1933 [2020-11-05 22:31:55,700][root][INFO] - ===> Epoch[200](5182/26): Loss 0.3239, Sem 0.3040, dir -0.4069, norm 0.4268, swav 0.0000 LR: 5.183e-02 Score 89.861 Data time: 0.2602, Forward time: 2.2769, Backward time: 3.1163, DDP time: 0.0049, Total iter time: 6.0649 [2020-11-05 22:32:01,300][root][INFO] - ===> Epoch[200](5183/26): Loss 0.4428, Sem 0.3549, dir -0.3166, norm 0.4045, swav 0.0000 LR: 5.183e-02 Score 89.894 Data time: 0.2091, Forward time: 2.2769, Backward time: 3.1163, DDP time: 0.0049, Total iter time: 5.4895 [2020-11-05 22:32:07,690][root][INFO] - ===> Epoch[200](5184/26): Loss 0.3166, Sem 0.2965, dir -0.4098, norm 0.4298, swav 0.0000 LR: 5.182e-02 Score 90.750 Data time: 0.2350, Forward time: 2.2770, Backward time: 3.1163, DDP time: 0.0049, Total iter time: 6.2883 [2020-11-05 22:32:13,758][root][INFO] - ===> Epoch[200](5185/26): Loss 0.4466, Sem 0.3736, dir -0.3957, norm 0.4687, swav 0.0000 LR: 5.181e-02 Score 89.429 Data time: 0.1732, Forward time: 2.2769, Backward time: 3.1165, DDP time: 0.0049, Total iter time: 5.9414 [2020-11-05 22:32:18,204][root][INFO] - ===> Epoch[200](5186/26): Loss 0.3226, Sem 0.3060, dir -0.3830, norm 0.3996, swav 0.0000 LR: 5.180e-02 Score 91.904 Data time: 0.1838, Forward time: 2.2768, Backward time: 3.1163, DDP time: 0.0049, Total iter time: 4.3498 [2020-11-05 22:32:23,652][root][INFO] - ===> Epoch[200](5187/26): Loss 0.4392, Sem 0.3398, dir -0.3646, norm 0.4639, swav 0.0000 LR: 5.179e-02 Score 91.476 Data time: 0.2024, Forward time: 2.2768, Backward time: 3.1162, DDP time: 0.0049, Total iter time: 5.3509 [2020-11-05 22:32:29,050][root][INFO] - ===> Epoch[200](5188/26): Loss 0.3773, Sem 0.3121, dir -0.3633, norm 0.4285, swav 0.0000 LR: 5.178e-02 Score 90.575 Data time: 0.2097, Forward time: 2.2767, Backward time: 3.1162, DDP time: 0.0049, Total iter time: 5.2687 [2020-11-05 22:32:34,773][root][INFO] - ===> Epoch[200](5189/26): Loss 0.3519, Sem 0.3665, dir -0.4157, norm 0.4010, swav 0.0000 LR: 5.177e-02 Score 88.839 Data time: 0.2012, Forward time: 2.2767, Backward time: 3.1163, DDP time: 0.0049, Total iter time: 5.6286 [2020-11-05 22:32:40,317][root][INFO] - ===> Epoch[200](5190/26): Loss 0.3022, Sem 0.3226, dir -0.4278, norm 0.4075, swav 0.0000 LR: 5.176e-02 Score 89.438 Data time: 0.2623, Forward time: 2.2768, Backward time: 3.1161, DDP time: 0.0049, Total iter time: 5.4287 [2020-11-05 22:32:46,816][root][INFO] - ===> Epoch[200](5191/26): Loss 0.4584, Sem 0.2986, dir -0.3315, norm 0.4913, swav 0.0000 LR: 5.175e-02 Score 90.713 Data time: 0.2022, Forward time: 2.2767, Backward time: 3.1163, DDP time: 0.0049, Total iter time: 6.3844 [2020-11-05 22:32:54,184][root][INFO] - ===> Epoch[200](5192/26): Loss 0.2927, Sem 0.3041, dir -0.3785, norm 0.3671, swav 0.0000 LR: 5.174e-02 Score 90.838 Data time: 0.3524, Forward time: 2.2770, Backward time: 3.1163, DDP time: 0.0049, Total iter time: 7.2608 [2020-11-05 22:33:01,032][root][INFO] - ===> Epoch[200](5193/26): Loss 0.4880, Sem 0.3819, dir -0.3517, norm 0.4578, swav 0.0000 LR: 5.173e-02 Score 88.205 Data time: 0.2927, Forward time: 2.2772, Backward time: 3.1164, DDP time: 0.0049, Total iter time: 6.7185 [2020-11-05 22:33:06,026][root][INFO] - ===> Epoch[200](5194/26): Loss 0.3318, Sem 0.2822, dir -0.4230, norm 0.4727, swav 0.0000 LR: 5.172e-02 Score 91.410 Data time: 0.1420, Forward time: 2.2770, Backward time: 3.1163, DDP time: 0.0049, Total iter time: 4.8484 [2020-11-05 22:33:11,717][root][INFO] - ===> Epoch[200](5195/26): Loss 0.3175, Sem 0.3189, dir -0.3715, norm 0.3701, swav 0.0000 LR: 5.171e-02 Score 89.889 Data time: 0.1641, Forward time: 2.2769, Backward time: 3.1164, DDP time: 0.0049, Total iter time: 5.5956 [2020-11-05 22:33:17,992][root][INFO] - ===> Epoch[200](5196/26): Loss 0.3943, Sem 0.3216, dir -0.3741, norm 0.4467, swav 0.0000 LR: 5.170e-02 Score 90.301 Data time: 0.1765, Forward time: 2.2768, Backward time: 3.1166, DDP time: 0.0049, Total iter time: 6.2024 [2020-11-05 22:33:23,637][root][INFO] - ===> Epoch[200](5197/26): Loss 0.3988, Sem 0.3350, dir -0.4266, norm 0.4904, swav 0.0000 LR: 5.169e-02 Score 90.799 Data time: 0.1898, Forward time: 2.2768, Backward time: 3.1166, DDP time: 0.0049, Total iter time: 5.5364 [2020-11-05 22:33:30,087][root][INFO] - ===> Epoch[200](5198/26): Loss 0.3001, Sem 0.3177, dir -0.3928, norm 0.3752, swav 0.0000 LR: 5.168e-02 Score 90.181 Data time: 0.1745, Forward time: 2.2767, Backward time: 3.1168, DDP time: 0.0049, Total iter time: 6.3405 [2020-11-05 22:33:36,073][root][INFO] - ===> Epoch[200](5199/26): Loss 0.3408, Sem 0.3214, dir -0.4221, norm 0.4416, swav 0.0000 LR: 5.167e-02 Score 90.398 Data time: 0.2208, Forward time: 2.2766, Backward time: 3.1169, DDP time: 0.0049, Total iter time: 5.8719 [2020-11-05 22:33:41,823][root][INFO] - ===> Epoch[200](5200/26): Loss 0.4824, Sem 0.4131, dir -0.3675, norm 0.4368, swav 0.0000 LR: 5.166e-02 Score 88.107 Data time: 0.1670, Forward time: 2.2765, Backward time: 3.1170, DDP time: 0.0049, Total iter time: 5.6221 [2020-11-05 22:33:49,022][root][INFO] - ===> Epoch[201](5201/26): Loss 0.5071, Sem 0.3339, dir -0.3163, norm 0.4895, swav 0.0000 LR: 5.165e-02 Score 89.803 Data time: 0.3166, Forward time: 2.2767, Backward time: 3.1171, DDP time: 0.0049, Total iter time: 7.0861 [2020-11-05 22:33:54,684][root][INFO] - ===> Epoch[201](5202/26): Loss 0.3192, Sem 0.3150, dir -0.3894, norm 0.3936, swav 0.0000 LR: 5.164e-02 Score 90.133 Data time: 0.2335, Forward time: 2.2768, Backward time: 3.1170, DDP time: 0.0049, Total iter time: 5.5113 [2020-11-05 22:34:00,056][root][INFO] - ===> Epoch[201](5203/26): Loss 0.3683, Sem 0.3148, dir -0.3877, norm 0.4412, swav 0.0000 LR: 5.163e-02 Score 89.541 Data time: 0.2167, Forward time: 2.2768, Backward time: 3.1169, DDP time: 0.0049, Total iter time: 5.2505 [2020-11-05 22:34:05,651][root][INFO] - ===> Epoch[201](5204/26): Loss 0.3154, Sem 0.3259, dir -0.4207, norm 0.4101, swav 0.0000 LR: 5.162e-02 Score 89.796 Data time: 0.1874, Forward time: 2.2767, Backward time: 3.1169, DDP time: 0.0049, Total iter time: 5.4723 [2020-11-05 22:34:10,771][root][INFO] - ===> Epoch[201](5205/26): Loss 0.5279, Sem 0.3930, dir -0.4142, norm 0.5491, swav 0.0000 LR: 5.161e-02 Score 88.317 Data time: 0.2439, Forward time: 2.2768, Backward time: 3.1167, DDP time: 0.0049, Total iter time: 5.0231 [2020-11-05 22:34:16,116][root][INFO] - ===> Epoch[201](5206/26): Loss 0.2732, Sem 0.2526, dir -0.3958, norm 0.4164, swav 0.0000 LR: 5.160e-02 Score 91.886 Data time: 0.1999, Forward time: 2.2767, Backward time: 3.1167, DDP time: 0.0049, Total iter time: 5.2217 [2020-11-05 22:34:22,058][root][INFO] - ===> Epoch[201](5207/26): Loss 0.5076, Sem 0.3682, dir -0.3394, norm 0.4788, swav 0.0000 LR: 5.159e-02 Score 87.904 Data time: 0.2142, Forward time: 2.2768, Backward time: 3.1167, DDP time: 0.0049, Total iter time: 5.8295 [2020-11-05 22:34:27,824][root][INFO] - ===> Epoch[201](5208/26): Loss 0.4265, Sem 0.3457, dir -0.3010, norm 0.3819, swav 0.0000 LR: 5.158e-02 Score 89.780 Data time: 0.2009, Forward time: 2.2768, Backward time: 3.1167, DDP time: 0.0049, Total iter time: 5.6410 [2020-11-05 22:34:33,963][root][INFO] - ===> Epoch[201](5209/26): Loss 0.3267, Sem 0.2864, dir -0.3583, norm 0.3986, swav 0.0000 LR: 5.157e-02 Score 91.085 Data time: 0.1226, Forward time: 2.2766, Backward time: 3.1170, DDP time: 0.0049, Total iter time: 6.0314 [2020-11-05 22:34:39,925][root][INFO] - ===> Epoch[201](5210/26): Loss 0.3130, Sem 0.2762, dir -0.4430, norm 0.4798, swav 0.0000 LR: 5.156e-02 Score 91.575 Data time: 0.1983, Forward time: 2.2765, Backward time: 3.1170, DDP time: 0.0049, Total iter time: 5.8893 [2020-11-05 22:34:47,057][root][INFO] - ===> Epoch[201](5211/26): Loss 0.3836, Sem 0.3112, dir -0.3518, norm 0.4243, swav 0.0000 LR: 5.155e-02 Score 88.229 Data time: 0.2545, Forward time: 2.2766, Backward time: 3.1172, DDP time: 0.0049, Total iter time: 7.0242 [2020-11-05 22:34:52,410][root][INFO] - ===> Epoch[201](5212/26): Loss 0.3080, Sem 0.2923, dir -0.4318, norm 0.4474, swav 0.0000 LR: 5.154e-02 Score 90.201 Data time: 0.2496, Forward time: 2.2767, Backward time: 3.1170, DDP time: 0.0049, Total iter time: 5.2136 [2020-11-05 22:34:58,223][root][INFO] - ===> Epoch[201](5213/26): Loss 0.3772, Sem 0.3443, dir -0.3780, norm 0.4109, swav 0.0000 LR: 5.153e-02 Score 89.938 Data time: 0.2054, Forward time: 2.2767, Backward time: 3.1170, DDP time: 0.0049, Total iter time: 5.6957 [2020-11-05 22:35:03,501][root][INFO] - ===> Epoch[201](5214/26): Loss 0.3901, Sem 0.3299, dir -0.3812, norm 0.4413, swav 0.0000 LR: 5.152e-02 Score 89.179 Data time: 0.2285, Forward time: 2.2767, Backward time: 3.1169, DDP time: 0.0049, Total iter time: 5.1543 [2020-11-05 22:35:10,449][root][INFO] - ===> Epoch[201](5215/26): Loss 0.4176, Sem 0.3487, dir -0.3897, norm 0.4586, swav 0.0000 LR: 5.152e-02 Score 89.389 Data time: 0.2674, Forward time: 2.2768, Backward time: 3.1170, DDP time: 0.0049, Total iter time: 6.8251 [2020-11-05 22:35:18,028][root][INFO] - ===> Epoch[201](5216/26): Loss 0.2922, Sem 0.2992, dir -0.4324, norm 0.4253, swav 0.0000 LR: 5.151e-02 Score 91.026 Data time: 0.2315, Forward time: 2.2769, Backward time: 3.1173, DDP time: 0.0049, Total iter time: 7.4340 [2020-11-05 22:35:23,112][root][INFO] - ===> Epoch[201](5217/26): Loss 0.3129, Sem 0.3237, dir -0.4772, norm 0.4664, swav 0.0000 LR: 5.150e-02 Score 90.782 Data time: 0.1785, Forward time: 2.2769, Backward time: 3.1172, DDP time: 0.0049, Total iter time: 4.9555 [2020-11-05 22:35:28,931][root][INFO] - ===> Epoch[201](5218/26): Loss 0.3904, Sem 0.3024, dir -0.3395, norm 0.4275, swav 0.0000 LR: 5.149e-02 Score 90.645 Data time: 0.1641, Forward time: 2.2768, Backward time: 3.1173, DDP time: 0.0049, Total iter time: 5.6991 [2020-11-05 22:35:35,538][root][INFO] - ===> Epoch[201](5219/26): Loss 0.3666, Sem 0.3232, dir -0.3367, norm 0.3802, swav 0.0000 LR: 5.148e-02 Score 90.332 Data time: 0.2410, Forward time: 2.2768, Backward time: 3.1174, DDP time: 0.0049, Total iter time: 6.4988 [2020-11-05 22:35:40,667][root][INFO] - ===> Epoch[201](5220/26): Loss 0.4001, Sem 0.3005, dir -0.3927, norm 0.4923, swav 0.0000 LR: 5.147e-02 Score 90.729 Data time: 0.2375, Forward time: 2.2769, Backward time: 3.1172, DDP time: 0.0049, Total iter time: 4.9954 [2020-11-05 22:35:46,430][root][INFO] - ===> Epoch[201](5221/26): Loss 0.2908, Sem 0.2862, dir -0.4104, norm 0.4150, swav 0.0000 LR: 5.146e-02 Score 90.350 Data time: 0.2687, Forward time: 2.2770, Backward time: 3.1171, DDP time: 0.0049, Total iter time: 5.6075 [2020-11-05 22:35:51,007][root][INFO] - ===> Epoch[201](5222/26): Loss 0.3637, Sem 0.3285, dir -0.3952, norm 0.4304, swav 0.0000 LR: 5.145e-02 Score 89.256 Data time: 0.1869, Forward time: 2.2769, Backward time: 3.1169, DDP time: 0.0049, Total iter time: 4.4364 [2020-11-05 22:35:56,796][root][INFO] - ===> Epoch[201](5223/26): Loss 0.3557, Sem 0.2868, dir -0.3299, norm 0.3988, swav 0.0000 LR: 5.144e-02 Score 90.431 Data time: 0.2938, Forward time: 2.2770, Backward time: 3.1168, DDP time: 0.0049, Total iter time: 5.6870 [2020-11-05 22:36:02,871][root][INFO] - ===> Epoch[201](5224/26): Loss 0.4151, Sem 0.3677, dir -0.3838, norm 0.4311, swav 0.0000 LR: 5.143e-02 Score 89.023 Data time: 0.2826, Forward time: 2.2772, Backward time: 3.1167, DDP time: 0.0049, Total iter time: 5.9534 [2020-11-05 22:36:08,823][root][INFO] - ===> Epoch[201](5225/26): Loss 0.3548, Sem 0.3288, dir -0.4046, norm 0.4306, swav 0.0000 LR: 5.142e-02 Score 90.423 Data time: 0.1934, Forward time: 2.2772, Backward time: 3.1167, DDP time: 0.0049, Total iter time: 5.8257 [2020-11-05 22:36:14,531][root][INFO] - ===> Epoch[201](5226/26): Loss 0.3788, Sem 0.2874, dir -0.3598, norm 0.4512, swav 0.0000 LR: 5.141e-02 Score 90.696 Data time: 0.1938, Forward time: 2.2771, Backward time: 3.1167, DDP time: 0.0049, Total iter time: 5.5893 [2020-11-05 22:36:19,635][root][INFO] - ===> Epoch[202](5227/26): Loss 0.3734, Sem 0.3550, dir -0.3872, norm 0.4056, swav 0.0000 LR: 5.140e-02 Score 88.799 Data time: 0.1520, Forward time: 2.2770, Backward time: 3.1167, DDP time: 0.0049, Total iter time: 4.9886 [2020-11-05 22:36:25,036][root][INFO] - ===> Epoch[202](5228/26): Loss 0.4307, Sem 0.3791, dir -0.4125, norm 0.4641, swav 0.0000 LR: 5.139e-02 Score 88.246 Data time: 0.1981, Forward time: 2.2770, Backward time: 3.1167, DDP time: 0.0049, Total iter time: 5.2829 [2020-11-05 22:36:31,583][root][INFO] - ===> Epoch[202](5229/26): Loss 0.4503, Sem 0.3671, dir -0.3113, norm 0.3945, swav 0.0000 LR: 5.138e-02 Score 89.720 Data time: 0.2048, Forward time: 2.2770, Backward time: 3.1168, DDP time: 0.0049, Total iter time: 6.4227 [2020-11-05 22:36:37,610][root][INFO] - ===> Epoch[202](5230/26): Loss 0.4251, Sem 0.3356, dir -0.3452, norm 0.4348, swav 0.0000 LR: 5.137e-02 Score 89.383 Data time: 0.1954, Forward time: 2.2770, Backward time: 3.1169, DDP time: 0.0049, Total iter time: 5.8817 [2020-11-05 22:36:43,085][root][INFO] - ===> Epoch[202](5231/26): Loss 0.3768, Sem 0.3324, dir -0.4317, norm 0.4761, swav 0.0000 LR: 5.136e-02 Score 89.218 Data time: 0.2026, Forward time: 2.2770, Backward time: 3.1168, DDP time: 0.0049, Total iter time: 5.3438 [2020-11-05 22:36:49,305][root][INFO] - ===> Epoch[202](5232/26): Loss 0.5070, Sem 0.3734, dir -0.2948, norm 0.4284, swav 0.0000 LR: 5.135e-02 Score 89.760 Data time: 0.2014, Forward time: 2.2769, Backward time: 3.1169, DDP time: 0.0049, Total iter time: 6.1124 [2020-11-05 22:36:55,098][root][INFO] - ===> Epoch[202](5233/26): Loss 0.4419, Sem 0.3975, dir -0.4528, norm 0.4972, swav 0.0000 LR: 5.134e-02 Score 87.370 Data time: 0.2205, Forward time: 2.2770, Backward time: 3.1169, DDP time: 0.0049, Total iter time: 5.6739 [2020-11-05 22:37:02,965][root][INFO] - ===> Epoch[202](5234/26): Loss 0.4171, Sem 0.3775, dir -0.4132, norm 0.4528, swav 0.0000 LR: 5.133e-02 Score 88.522 Data time: 0.1593, Forward time: 2.2769, Backward time: 3.1174, DDP time: 0.0049, Total iter time: 7.7326 [2020-11-05 22:37:08,407][root][INFO] - ===> Epoch[202](5235/26): Loss 0.3594, Sem 0.2849, dir -0.3697, norm 0.4442, swav 0.0000 LR: 5.132e-02 Score 90.851 Data time: 0.1886, Forward time: 2.2768, Backward time: 3.1174, DDP time: 0.0049, Total iter time: 5.3570 [2020-11-05 22:37:13,806][root][INFO] - ===> Epoch[202](5236/26): Loss 0.3715, Sem 0.3176, dir -0.3951, norm 0.4489, swav 0.0000 LR: 5.131e-02 Score 90.924 Data time: 0.2380, Forward time: 2.2768, Backward time: 3.1173, DDP time: 0.0049, Total iter time: 5.3181 [2020-11-05 22:37:19,151][root][INFO] - ===> Epoch[202](5237/26): Loss 0.3386, Sem 0.3141, dir -0.3590, norm 0.3836, swav 0.0000 LR: 5.130e-02 Score 90.622 Data time: 0.1824, Forward time: 2.2768, Backward time: 3.1173, DDP time: 0.0049, Total iter time: 5.2240 [2020-11-05 22:37:25,650][root][INFO] - ===> Epoch[202](5238/26): Loss 0.3998, Sem 0.3736, dir -0.4308, norm 0.4569, swav 0.0000 LR: 5.129e-02 Score 88.518 Data time: 0.2207, Forward time: 2.2768, Backward time: 3.1174, DDP time: 0.0049, Total iter time: 6.4017 [2020-11-05 22:37:30,509][root][INFO] - ===> Epoch[202](5239/26): Loss 0.3749, Sem 0.2825, dir -0.3803, norm 0.4727, swav 0.0000 LR: 5.128e-02 Score 91.728 Data time: 0.1362, Forward time: 2.2766, Backward time: 3.1174, DDP time: 0.0049, Total iter time: 4.7375 [2020-11-05 22:37:36,627][root][INFO] - ===> Epoch[202](5240/26): Loss 0.3578, Sem 0.2952, dir -0.3335, norm 0.3961, swav 0.0000 LR: 5.127e-02 Score 90.410 Data time: 0.2258, Forward time: 2.2767, Backward time: 3.1174, DDP time: 0.0049, Total iter time: 6.0245 [2020-11-05 22:37:42,121][root][INFO] - ===> Epoch[202](5241/26): Loss 0.3038, Sem 0.2817, dir -0.4310, norm 0.4531, swav 0.0000 LR: 5.126e-02 Score 91.084 Data time: 0.1986, Forward time: 2.2766, Backward time: 3.1174, DDP time: 0.0049, Total iter time: 5.3559 [2020-11-05 22:37:47,603][root][INFO] - ===> Epoch[202](5242/26): Loss 0.4024, Sem 0.3401, dir -0.3289, norm 0.3912, swav 0.0000 LR: 5.125e-02 Score 88.571 Data time: 0.2543, Forward time: 2.2767, Backward time: 3.1172, DDP time: 0.0049, Total iter time: 5.3540 [2020-11-05 22:37:53,159][root][INFO] - ===> Epoch[202](5243/26): Loss 0.3582, Sem 0.3059, dir -0.3630, norm 0.4153, swav 0.0000 LR: 5.124e-02 Score 91.438 Data time: 0.2179, Forward time: 2.2767, Backward time: 3.1172, DDP time: 0.0049, Total iter time: 5.4256 [2020-11-05 22:38:00,361][root][INFO] - ===> Epoch[202](5244/26): Loss 0.4886, Sem 0.3649, dir -0.3276, norm 0.4513, swav 0.0000 LR: 5.123e-02 Score 88.234 Data time: 0.2230, Forward time: 2.2767, Backward time: 3.1175, DDP time: 0.0049, Total iter time: 7.0917 [2020-11-05 22:38:05,501][root][INFO] - ===> Epoch[202](5245/26): Loss 0.4063, Sem 0.2862, dir -0.3676, norm 0.4876, swav 0.0000 LR: 5.122e-02 Score 91.142 Data time: 0.2244, Forward time: 2.2767, Backward time: 3.1173, DDP time: 0.0049, Total iter time: 5.0050 [2020-11-05 22:38:11,124][root][INFO] - ===> Epoch[202](5246/26): Loss 0.4167, Sem 0.3364, dir -0.3781, norm 0.4585, swav 0.0000 LR: 5.121e-02 Score 89.139 Data time: 0.1354, Forward time: 2.2766, Backward time: 3.1174, DDP time: 0.0049, Total iter time: 5.4933 [2020-11-05 22:38:17,016][root][INFO] - ===> Epoch[202](5247/26): Loss 0.3357, Sem 0.2898, dir -0.3914, norm 0.4373, swav 0.0000 LR: 5.121e-02 Score 91.712 Data time: 0.1922, Forward time: 2.2765, Backward time: 3.1175, DDP time: 0.0049, Total iter time: 5.7886 [2020-11-05 22:38:22,569][root][INFO] - ===> Epoch[202](5248/26): Loss 0.3504, Sem 0.2912, dir -0.3373, norm 0.3964, swav 0.0000 LR: 5.120e-02 Score 90.767 Data time: 0.2263, Forward time: 2.2765, Backward time: 3.1175, DDP time: 0.0049, Total iter time: 5.4451 [2020-11-05 22:38:27,872][root][INFO] - ===> Epoch[202](5249/26): Loss 0.3473, Sem 0.3211, dir -0.4080, norm 0.4343, swav 0.0000 LR: 5.119e-02 Score 89.731 Data time: 0.2280, Forward time: 2.2765, Backward time: 3.1174, DDP time: 0.0049, Total iter time: 5.1734 [2020-11-05 22:38:35,312][root][INFO] - ===> Epoch[202](5250/26): Loss 0.3617, Sem 0.2940, dir -0.3772, norm 0.4449, swav 0.0000 LR: 5.118e-02 Score 90.303 Data time: 0.3395, Forward time: 2.2768, Backward time: 3.1174, DDP time: 0.0049, Total iter time: 7.3294 [2020-11-05 22:38:41,210][root][INFO] - ===> Epoch[202](5251/26): Loss 0.3501, Sem 0.3568, dir -0.3906, norm 0.3840, swav 0.0000 LR: 5.117e-02 Score 89.281 Data time: 0.1924, Forward time: 2.2768, Backward time: 3.1174, DDP time: 0.0049, Total iter time: 5.7610 [2020-11-05 22:38:47,331][root][INFO] - ===> Epoch[202](5252/26): Loss 0.3728, Sem 0.3474, dir -0.4160, norm 0.4414, swav 0.0000 LR: 5.116e-02 Score 89.022 Data time: 0.2234, Forward time: 2.2768, Backward time: 3.1175, DDP time: 0.0049, Total iter time: 6.0096 [2020-11-05 22:38:53,545][root][INFO] - ===> Epoch[203](5253/26): Loss 0.3610, Sem 0.3151, dir -0.3978, norm 0.4436, swav 0.0000 LR: 5.115e-02 Score 91.404 Data time: 0.2854, Forward time: 2.2769, Backward time: 3.1174, DDP time: 0.0049, Total iter time: 6.1044 [2020-11-05 22:38:59,432][root][INFO] - ===> Epoch[203](5254/26): Loss 0.4349, Sem 0.3758, dir -0.3978, norm 0.4569, swav 0.0000 LR: 5.114e-02 Score 89.086 Data time: 0.1867, Forward time: 2.2769, Backward time: 3.1175, DDP time: 0.0049, Total iter time: 5.7634 [2020-11-05 22:39:05,593][root][INFO] - ===> Epoch[203](5255/26): Loss 0.2890, Sem 0.2945, dir -0.4052, norm 0.3997, swav 0.0000 LR: 5.113e-02 Score 91.293 Data time: 0.2270, Forward time: 2.2769, Backward time: 3.1175, DDP time: 0.0049, Total iter time: 6.0432 [2020-11-05 22:39:11,843][root][INFO] - ===> Epoch[203](5256/26): Loss 0.4181, Sem 0.3460, dir -0.3907, norm 0.4628, swav 0.0000 LR: 5.112e-02 Score 89.664 Data time: 0.1220, Forward time: 2.2768, Backward time: 3.1178, DDP time: 0.0049, Total iter time: 6.1108 [2020-11-05 22:39:17,816][root][INFO] - ===> Epoch[203](5257/26): Loss 0.4534, Sem 0.4041, dir -0.4070, norm 0.4563, swav 0.0000 LR: 5.111e-02 Score 87.892 Data time: 0.1273, Forward time: 2.2766, Backward time: 3.1180, DDP time: 0.0049, Total iter time: 5.8669 [2020-11-05 22:39:23,801][root][INFO] - ===> Epoch[203](5258/26): Loss 0.3925, Sem 0.3717, dir -0.4263, norm 0.4471, swav 0.0000 LR: 5.110e-02 Score 89.140 Data time: 0.1802, Forward time: 2.2765, Backward time: 3.1181, DDP time: 0.0049, Total iter time: 5.8969 [2020-11-05 22:39:29,685][root][INFO] - ===> Epoch[203](5259/26): Loss 0.4328, Sem 0.4180, dir -0.3901, norm 0.4050, swav 0.0000 LR: 5.109e-02 Score 87.836 Data time: 0.2010, Forward time: 2.2765, Backward time: 3.1182, DDP time: 0.0049, Total iter time: 5.7471 [2020-11-05 22:39:35,724][root][INFO] - ===> Epoch[203](5260/26): Loss 0.3101, Sem 0.3089, dir -0.4348, norm 0.4360, swav 0.0000 LR: 5.108e-02 Score 90.818 Data time: 0.1886, Forward time: 2.2764, Backward time: 3.1183, DDP time: 0.0049, Total iter time: 5.9063 [2020-11-05 22:39:40,643][root][INFO] - ===> Epoch[203](5261/26): Loss 0.3755, Sem 0.3510, dir -0.4012, norm 0.4257, swav 0.0000 LR: 5.107e-02 Score 89.162 Data time: 0.1785, Forward time: 2.2764, Backward time: 3.1182, DDP time: 0.0049, Total iter time: 4.8151 [2020-11-05 22:39:46,561][root][INFO] - ===> Epoch[203](5262/26): Loss 0.3851, Sem 0.3096, dir -0.3990, norm 0.4744, swav 0.0000 LR: 5.106e-02 Score 90.465 Data time: 0.1633, Forward time: 2.2763, Backward time: 3.1183, DDP time: 0.0049, Total iter time: 5.8120 [2020-11-05 22:39:52,888][root][INFO] - ===> Epoch[203](5263/26): Loss 0.2457, Sem 0.2680, dir -0.3778, norm 0.3554, swav 0.0000 LR: 5.105e-02 Score 92.107 Data time: 0.2332, Forward time: 2.2763, Backward time: 3.1184, DDP time: 0.0049, Total iter time: 6.2407 [2020-11-05 22:39:58,131][root][INFO] - ===> Epoch[203](5264/26): Loss 0.3708, Sem 0.3305, dir -0.4252, norm 0.4655, swav 0.0000 LR: 5.104e-02 Score 90.431 Data time: 0.1863, Forward time: 2.2762, Backward time: 3.1183, DDP time: 0.0049, Total iter time: 5.1134 [2020-11-05 22:40:04,566][root][INFO] - ===> Epoch[203](5265/26): Loss 0.3584, Sem 0.3398, dir -0.4281, norm 0.4466, swav 0.0000 LR: 5.103e-02 Score 89.389 Data time: 0.2325, Forward time: 2.2763, Backward time: 3.1184, DDP time: 0.0049, Total iter time: 6.3299 [2020-11-05 22:40:09,321][root][INFO] - ===> Epoch[203](5266/26): Loss 0.3889, Sem 0.3622, dir -0.3808, norm 0.4076, swav 0.0000 LR: 5.102e-02 Score 88.474 Data time: 0.1281, Forward time: 2.2761, Backward time: 3.1184, DDP time: 0.0049, Total iter time: 4.6234 [2020-11-05 22:40:14,610][root][INFO] - ===> Epoch[203](5267/26): Loss 0.3352, Sem 0.3243, dir -0.4031, norm 0.4140, swav 0.0000 LR: 5.101e-02 Score 88.134 Data time: 0.1697, Forward time: 2.2760, Backward time: 3.1184, DDP time: 0.0049, Total iter time: 5.2108 [2020-11-05 22:40:20,066][root][INFO] - ===> Epoch[203](5268/26): Loss 0.3322, Sem 0.3237, dir -0.3876, norm 0.3961, swav 0.0000 LR: 5.100e-02 Score 89.692 Data time: 0.2194, Forward time: 2.2759, Backward time: 3.1184, DDP time: 0.0049, Total iter time: 5.3584 [2020-11-05 22:40:25,210][root][INFO] - ===> Epoch[203](5269/26): Loss 0.3848, Sem 0.3046, dir -0.3765, norm 0.4567, swav 0.0000 LR: 5.099e-02 Score 91.079 Data time: 0.2926, Forward time: 2.2760, Backward time: 3.1182, DDP time: 0.0049, Total iter time: 5.0186 [2020-11-05 22:40:31,284][root][INFO] - ===> Epoch[203](5270/26): Loss 0.3019, Sem 0.3207, dir -0.4141, norm 0.3953, swav 0.0000 LR: 5.098e-02 Score 90.007 Data time: 0.2328, Forward time: 2.2760, Backward time: 3.1182, DDP time: 0.0049, Total iter time: 5.9453 [2020-11-05 22:40:38,020][root][INFO] - ===> Epoch[203](5271/26): Loss 0.4279, Sem 0.3226, dir -0.3637, norm 0.4689, swav 0.0000 LR: 5.097e-02 Score 90.498 Data time: 0.3114, Forward time: 2.2762, Backward time: 3.1182, DDP time: 0.0049, Total iter time: 6.6060 [2020-11-05 22:40:42,814][root][INFO] - ===> Epoch[203](5272/26): Loss 0.4713, Sem 0.3332, dir -0.3539, norm 0.4921, swav 0.0000 LR: 5.096e-02 Score 90.452 Data time: 0.1472, Forward time: 2.2761, Backward time: 3.1181, DDP time: 0.0049, Total iter time: 4.6337 [2020-11-05 22:40:48,706][root][INFO] - ===> Epoch[203](5273/26): Loss 0.2774, Sem 0.2822, dir -0.4404, norm 0.4355, swav 0.0000 LR: 5.095e-02 Score 91.087 Data time: 0.2067, Forward time: 2.2761, Backward time: 3.1181, DDP time: 0.0049, Total iter time: 5.7730 [2020-11-05 22:40:55,286][root][INFO] - ===> Epoch[203](5274/26): Loss 0.3071, Sem 0.3053, dir -0.3779, norm 0.3797, swav 0.0000 LR: 5.094e-02 Score 90.194 Data time: 0.1376, Forward time: 2.2760, Backward time: 3.1184, DDP time: 0.0049, Total iter time: 6.4665 [2020-11-05 22:41:00,744][root][INFO] - ===> Epoch[203](5275/26): Loss 0.2826, Sem 0.2563, dir -0.3933, norm 0.4197, swav 0.0000 LR: 5.093e-02 Score 91.554 Data time: 0.1939, Forward time: 2.2759, Backward time: 3.1184, DDP time: 0.0049, Total iter time: 5.3869 [2020-11-05 22:41:06,385][root][INFO] - ===> Epoch[203](5276/26): Loss 0.2916, Sem 0.2353, dir -0.3970, norm 0.4533, swav 0.0000 LR: 5.092e-02 Score 92.729 Data time: 0.2473, Forward time: 2.2760, Backward time: 3.1183, DDP time: 0.0049, Total iter time: 5.5465 [2020-11-05 22:41:12,324][root][INFO] - ===> Epoch[203](5277/26): Loss 0.5696, Sem 0.3581, dir -0.3229, norm 0.5344, swav 0.0000 LR: 5.091e-02 Score 88.620 Data time: 0.2002, Forward time: 2.2760, Backward time: 3.1183, DDP time: 0.0049, Total iter time: 5.8056 [2020-11-05 22:41:17,814][root][INFO] - ===> Epoch[203](5278/26): Loss 0.4818, Sem 0.4334, dir -0.3849, norm 0.4332, swav 0.0000 LR: 5.090e-02 Score 86.367 Data time: 0.2373, Forward time: 2.2761, Backward time: 3.1181, DDP time: 0.0049, Total iter time: 5.3683 [2020-11-05 22:41:24,424][root][INFO] - ===> Epoch[204](5279/26): Loss 0.4175, Sem 0.3713, dir -0.3871, norm 0.4334, swav 0.0000 LR: 5.089e-02 Score 88.436 Data time: 0.1636, Forward time: 2.2760, Backward time: 3.1184, DDP time: 0.0049, Total iter time: 6.4873 [2020-11-05 22:41:30,616][root][INFO] - ===> Epoch[204](5280/26): Loss 0.3896, Sem 0.3503, dir -0.4012, norm 0.4405, swav 0.0000 LR: 5.089e-02 Score 88.820 Data time: 0.2247, Forward time: 2.2760, Backward time: 3.1184, DDP time: 0.0049, Total iter time: 6.0936 [2020-11-05 22:41:36,974][root][INFO] - ===> Epoch[204](5281/26): Loss 0.3746, Sem 0.3259, dir -0.3504, norm 0.3991, swav 0.0000 LR: 5.088e-02 Score 90.081 Data time: 0.2318, Forward time: 2.2761, Backward time: 3.1185, DDP time: 0.0049, Total iter time: 6.2369 [2020-11-05 22:41:42,532][root][INFO] - ===> Epoch[204](5282/26): Loss 0.4149, Sem 0.3025, dir -0.3010, norm 0.4135, swav 0.0000 LR: 5.087e-02 Score 91.107 Data time: 0.1825, Forward time: 2.2761, Backward time: 3.1185, DDP time: 0.0049, Total iter time: 5.4407 [2020-11-05 22:41:48,443][root][INFO] - ===> Epoch[204](5283/26): Loss 0.4088, Sem 0.3213, dir -0.3728, norm 0.4603, swav 0.0000 LR: 5.086e-02 Score 90.320 Data time: 0.1879, Forward time: 2.2760, Backward time: 3.1186, DDP time: 0.0049, Total iter time: 5.8239 [2020-11-05 22:41:55,641][root][INFO] - ===> Epoch[204](5284/26): Loss 0.2978, Sem 0.2734, dir -0.3959, norm 0.4203, swav 0.0000 LR: 5.085e-02 Score 92.036 Data time: 0.2227, Forward time: 2.2760, Backward time: 3.1188, DDP time: 0.0049, Total iter time: 7.1104 [2020-11-05 22:42:01,350][root][INFO] - ===> Epoch[204](5285/26): Loss 0.3126, Sem 0.2743, dir -0.3690, norm 0.4073, swav 0.0000 LR: 5.084e-02 Score 91.483 Data time: 0.2296, Forward time: 2.2760, Backward time: 3.1188, DDP time: 0.0049, Total iter time: 5.6068 [2020-11-05 22:42:09,066][root][INFO] - ===> Epoch[204](5286/26): Loss 0.3034, Sem 0.3196, dir -0.3600, norm 0.3438, swav 0.0000 LR: 5.083e-02 Score 90.452 Data time: 0.1523, Forward time: 2.2759, Backward time: 3.1193, DDP time: 0.0049, Total iter time: 7.6292 [2020-11-05 22:42:13,782][root][INFO] - ===> Epoch[204](5287/26): Loss 0.4150, Sem 0.3200, dir -0.3756, norm 0.4707, swav 0.0000 LR: 5.082e-02 Score 90.319 Data time: 0.1811, Forward time: 2.2758, Backward time: 3.1191, DDP time: 0.0049, Total iter time: 4.6337 [2020-11-05 22:42:19,542][root][INFO] - ===> Epoch[204](5288/26): Loss 0.4609, Sem 0.3881, dir -0.4510, norm 0.5238, swav 0.0000 LR: 5.081e-02 Score 88.255 Data time: 0.1927, Forward time: 2.2758, Backward time: 3.1192, DDP time: 0.0049, Total iter time: 5.6467 [2020-11-05 22:42:24,722][root][INFO] - ===> Epoch[204](5289/26): Loss 0.3093, Sem 0.2664, dir -0.3651, norm 0.4080, swav 0.0000 LR: 5.080e-02 Score 91.938 Data time: 0.1869, Forward time: 2.2757, Backward time: 3.1191, DDP time: 0.0049, Total iter time: 5.0600 [2020-11-05 22:42:30,293][root][INFO] - ===> Epoch[204](5290/26): Loss 0.3627, Sem 0.3428, dir -0.3821, norm 0.4019, swav 0.0000 LR: 5.079e-02 Score 89.136 Data time: 0.2233, Forward time: 2.2757, Backward time: 3.1191, DDP time: 0.0049, Total iter time: 5.4557 [2020-11-05 22:42:35,652][root][INFO] - ===> Epoch[204](5291/26): Loss 0.3380, Sem 0.3034, dir -0.3926, norm 0.4272, swav 0.0000 LR: 5.078e-02 Score 90.433 Data time: 0.2595, Forward time: 2.2758, Backward time: 3.1189, DDP time: 0.0049, Total iter time: 5.2425 [2020-11-05 22:42:41,046][root][INFO] - ===> Epoch[204](5292/26): Loss 0.3290, Sem 0.2854, dir -0.4143, norm 0.4578, swav 0.0000 LR: 5.077e-02 Score 91.040 Data time: 0.2912, Forward time: 2.2759, Backward time: 3.1187, DDP time: 0.0049, Total iter time: 5.2740 [2020-11-05 22:42:46,242][root][INFO] - ===> Epoch[204](5293/26): Loss 0.2555, Sem 0.2555, dir -0.3547, norm 0.3547, swav 0.0000 LR: 5.076e-02 Score 91.313 Data time: 0.2779, Forward time: 2.2760, Backward time: 3.1186, DDP time: 0.0049, Total iter time: 5.0822 [2020-11-05 22:42:51,919][root][INFO] - ===> Epoch[204](5294/26): Loss 0.3177, Sem 0.3131, dir -0.4038, norm 0.4084, swav 0.0000 LR: 5.075e-02 Score 89.497 Data time: 0.2263, Forward time: 2.2760, Backward time: 3.1185, DDP time: 0.0049, Total iter time: 5.5778 [2020-11-05 22:42:58,330][root][INFO] - ===> Epoch[204](5295/26): Loss 0.5388, Sem 0.4304, dir -0.3781, norm 0.4865, swav 0.0000 LR: 5.074e-02 Score 86.671 Data time: 0.2802, Forward time: 2.2761, Backward time: 3.1185, DDP time: 0.0049, Total iter time: 6.3012 [2020-11-05 22:43:04,698][root][INFO] - ===> Epoch[204](5296/26): Loss 0.3044, Sem 0.3029, dir -0.4099, norm 0.4114, swav 0.0000 LR: 5.073e-02 Score 90.405 Data time: 0.2484, Forward time: 2.2762, Backward time: 3.1186, DDP time: 0.0049, Total iter time: 6.2407 [2020-11-05 22:43:10,058][root][INFO] - ===> Epoch[204](5297/26): Loss 0.3965, Sem 0.3479, dir -0.4124, norm 0.4610, swav 0.0000 LR: 5.072e-02 Score 90.406 Data time: 0.2098, Forward time: 2.2762, Backward time: 3.1185, DDP time: 0.0049, Total iter time: 5.2449 [2020-11-05 22:43:16,035][root][INFO] - ===> Epoch[204](5298/26): Loss 0.3522, Sem 0.3553, dir -0.4058, norm 0.4027, swav 0.0000 LR: 5.071e-02 Score 89.430 Data time: 0.2070, Forward time: 2.2761, Backward time: 3.1185, DDP time: 0.0049, Total iter time: 5.8576 [2020-11-05 22:43:22,164][root][INFO] - ===> Epoch[204](5299/26): Loss 0.3502, Sem 0.3736, dir -0.4213, norm 0.3979, swav 0.0000 LR: 5.070e-02 Score 89.591 Data time: 0.2666, Forward time: 2.2762, Backward time: 3.1185, DDP time: 0.0049, Total iter time: 5.9993 [2020-11-05 22:43:28,445][root][INFO] - ===> Epoch[204](5300/26): Loss 0.2490, Sem 0.2682, dir -0.4279, norm 0.4087, swav 0.0000 LR: 5.069e-02 Score 92.443 Data time: 0.1841, Forward time: 2.2762, Backward time: 3.1186, DDP time: 0.0049, Total iter time: 6.1621 [2020-11-05 22:43:33,622][root][INFO] - ===> Epoch[204](5301/26): Loss 0.3127, Sem 0.3084, dir -0.3694, norm 0.3736, swav 0.0000 LR: 5.068e-02 Score 90.349 Data time: 0.1916, Forward time: 2.2761, Backward time: 3.1186, DDP time: 0.0049, Total iter time: 5.0870 [2020-11-05 22:43:39,260][root][INFO] - ===> Epoch[204](5302/26): Loss 0.4054, Sem 0.3542, dir -0.3490, norm 0.4003, swav 0.0000 LR: 5.067e-02 Score 89.234 Data time: 0.2396, Forward time: 2.2762, Backward time: 3.1185, DDP time: 0.0049, Total iter time: 5.5256 [2020-11-05 22:43:45,469][root][INFO] - ===> Epoch[204](5303/26): Loss 0.4090, Sem 0.3225, dir -0.3671, norm 0.4536, swav 0.0000 LR: 5.066e-02 Score 89.698 Data time: 0.2830, Forward time: 2.2763, Backward time: 3.1184, DDP time: 0.0049, Total iter time: 6.0588 [2020-11-05 22:43:50,845][root][INFO] - ===> Epoch[204](5304/26): Loss 0.3733, Sem 0.3032, dir -0.3810, norm 0.4511, swav 0.0000 LR: 5.065e-02 Score 89.386 Data time: 0.2451, Forward time: 2.2763, Backward time: 3.1184, DDP time: 0.0049, Total iter time: 5.2319 [2020-11-05 22:43:57,177][root][INFO] - ===> Epoch[205](5305/26): Loss 0.3491, Sem 0.3138, dir -0.3857, norm 0.4210, swav 0.0000 LR: 5.064e-02 Score 89.765 Data time: 0.3086, Forward time: 2.2765, Backward time: 3.1183, DDP time: 0.0049, Total iter time: 6.1908 [2020-11-05 22:44:03,689][root][INFO] - ===> Epoch[205](5306/26): Loss 0.3425, Sem 0.3246, dir -0.3955, norm 0.4135, swav 0.0000 LR: 5.063e-02 Score 90.051 Data time: 0.2078, Forward time: 2.2765, Backward time: 3.1184, DDP time: 0.0049, Total iter time: 6.3844 [2020-11-05 22:44:08,801][root][INFO] - ===> Epoch[205](5307/26): Loss 0.3541, Sem 0.3432, dir -0.3948, norm 0.4057, swav 0.0000 LR: 5.062e-02 Score 89.684 Data time: 0.1917, Forward time: 2.2764, Backward time: 3.1183, DDP time: 0.0049, Total iter time: 4.9826 [2020-11-05 22:44:13,937][root][INFO] - ===> Epoch[205](5308/26): Loss 0.3917, Sem 0.3263, dir -0.3947, norm 0.4601, swav 0.0000 LR: 5.061e-02 Score 89.570 Data time: 0.2193, Forward time: 2.2765, Backward time: 3.1182, DDP time: 0.0049, Total iter time: 5.0163 [2020-11-05 22:44:19,356][root][INFO] - ===> Epoch[205](5309/26): Loss 0.3760, Sem 0.2904, dir -0.3465, norm 0.4321, swav 0.0000 LR: 5.060e-02 Score 89.887 Data time: 0.2204, Forward time: 2.2765, Backward time: 3.1181, DDP time: 0.0049, Total iter time: 5.3097 [2020-11-05 22:44:25,939][root][INFO] - ===> Epoch[205](5310/26): Loss 0.3583, Sem 0.3123, dir -0.3405, norm 0.3864, swav 0.0000 LR: 5.059e-02 Score 88.751 Data time: 0.3489, Forward time: 2.2766, Backward time: 3.1180, DDP time: 0.0049, Total iter time: 6.4434 [2020-11-05 22:44:31,620][root][INFO] - ===> Epoch[205](5311/26): Loss 0.3865, Sem 0.3512, dir -0.3862, norm 0.4216, swav 0.0000 LR: 5.058e-02 Score 89.348 Data time: 0.2453, Forward time: 2.2767, Backward time: 3.1179, DDP time: 0.0049, Total iter time: 5.5460 [2020-11-05 22:44:37,112][root][INFO] - ===> Epoch[205](5312/26): Loss 0.4423, Sem 0.3671, dir -0.3573, norm 0.4326, swav 0.0000 LR: 5.057e-02 Score 88.162 Data time: 0.1710, Forward time: 2.2767, Backward time: 3.1179, DDP time: 0.0049, Total iter time: 5.3795 [2020-11-05 22:44:43,098][root][INFO] - ===> Epoch[205](5313/26): Loss 0.3620, Sem 0.3217, dir -0.3626, norm 0.4028, swav 0.0000 LR: 5.056e-02 Score 90.394 Data time: 0.2124, Forward time: 2.2767, Backward time: 3.1179, DDP time: 0.0049, Total iter time: 5.9187 [2020-11-05 22:44:48,816][root][INFO] - ===> Epoch[205](5314/26): Loss 0.3541, Sem 0.3571, dir -0.4468, norm 0.4438, swav 0.0000 LR: 5.056e-02 Score 88.650 Data time: 0.1847, Forward time: 2.2766, Backward time: 3.1180, DDP time: 0.0049, Total iter time: 5.5982 [2020-11-05 22:44:55,034][root][INFO] - ===> Epoch[205](5315/26): Loss 0.3481, Sem 0.2968, dir -0.3412, norm 0.3925, swav 0.0000 LR: 5.055e-02 Score 90.516 Data time: 0.2306, Forward time: 2.2767, Backward time: 3.1180, DDP time: 0.0049, Total iter time: 6.1272 [2020-11-05 22:45:00,807][root][INFO] - ===> Epoch[205](5316/26): Loss 0.4972, Sem 0.3786, dir -0.3822, norm 0.5008, swav 0.0000 LR: 5.054e-02 Score 88.018 Data time: 0.2386, Forward time: 2.2767, Backward time: 3.1180, DDP time: 0.0049, Total iter time: 5.6199 [2020-11-05 22:45:05,431][root][INFO] - ===> Epoch[205](5317/26): Loss 0.3320, Sem 0.3796, dir -0.4769, norm 0.4293, swav 0.0000 LR: 5.053e-02 Score 88.772 Data time: 0.1907, Forward time: 2.2767, Backward time: 3.1178, DDP time: 0.0049, Total iter time: 4.4938 [2020-11-05 22:45:10,891][root][INFO] - ===> Epoch[205](5318/26): Loss 0.3782, Sem 0.3137, dir -0.3615, norm 0.4260, swav 0.0000 LR: 5.052e-02 Score 89.098 Data time: 0.1834, Forward time: 2.2766, Backward time: 3.1178, DDP time: 0.0049, Total iter time: 5.3671 [2020-11-05 22:45:15,097][root][INFO] - ===> Epoch[205](5319/26): Loss 0.5307, Sem 0.3924, dir -0.3779, norm 0.5163, swav 0.0000 LR: 5.051e-02 Score 86.491 Data time: 0.1835, Forward time: 2.2766, Backward time: 3.1176, DDP time: 0.0049, Total iter time: 4.0993 [2020-11-05 22:45:20,592][root][INFO] - ===> Epoch[205](5320/26): Loss 0.3134, Sem 0.2982, dir -0.3915, norm 0.4068, swav 0.0000 LR: 5.050e-02 Score 91.125 Data time: 0.2232, Forward time: 2.2766, Backward time: 3.1175, DDP time: 0.0049, Total iter time: 5.3885 [2020-11-05 22:45:26,009][root][INFO] - ===> Epoch[205](5321/26): Loss 0.4343, Sem 0.3506, dir -0.3679, norm 0.4516, swav 0.0000 LR: 5.049e-02 Score 89.881 Data time: 0.2265, Forward time: 2.2766, Backward time: 3.1174, DDP time: 0.0049, Total iter time: 5.2877 [2020-11-05 22:45:32,282][root][INFO] - ===> Epoch[205](5322/26): Loss 0.3457, Sem 0.2718, dir -0.3984, norm 0.4723, swav 0.0000 LR: 5.048e-02 Score 91.491 Data time: 0.2181, Forward time: 2.2766, Backward time: 3.1175, DDP time: 0.0049, Total iter time: 6.1245 [2020-11-05 22:45:38,393][root][INFO] - ===> Epoch[205](5323/26): Loss 0.3563, Sem 0.3347, dir -0.3608, norm 0.3824, swav 0.0000 LR: 5.047e-02 Score 89.991 Data time: 0.1178, Forward time: 2.2765, Backward time: 3.1177, DDP time: 0.0049, Total iter time: 6.0082 [2020-11-05 22:45:44,814][root][INFO] - ===> Epoch[205](5324/26): Loss 0.3932, Sem 0.3279, dir -0.4303, norm 0.4956, swav 0.0000 LR: 5.046e-02 Score 90.662 Data time: 0.1723, Forward time: 2.2764, Backward time: 3.1179, DDP time: 0.0049, Total iter time: 6.3238 [2020-11-05 22:45:52,216][root][INFO] - ===> Epoch[205](5325/26): Loss 0.4298, Sem 0.3563, dir -0.3714, norm 0.4449, swav 0.0000 LR: 5.045e-02 Score 89.531 Data time: 0.2088, Forward time: 2.2763, Backward time: 3.1182, DDP time: 0.0049, Total iter time: 7.2823 [2020-11-05 22:45:57,257][root][INFO] - ===> Epoch[205](5326/26): Loss 0.3640, Sem 0.3754, dir -0.3808, norm 0.3694, swav 0.0000 LR: 5.044e-02 Score 89.958 Data time: 0.2210, Forward time: 2.2764, Backward time: 3.1180, DDP time: 0.0049, Total iter time: 4.9166 [2020-11-05 22:46:02,445][root][INFO] - ===> Epoch[205](5327/26): Loss 0.3617, Sem 0.3070, dir -0.3526, norm 0.4074, swav 0.0000 LR: 5.043e-02 Score 90.699 Data time: 0.1784, Forward time: 2.2763, Backward time: 3.1180, DDP time: 0.0049, Total iter time: 5.0780 [2020-11-05 22:46:08,446][root][INFO] - ===> Epoch[205](5328/26): Loss 0.3698, Sem 0.3407, dir -0.3827, norm 0.4119, swav 0.0000 LR: 5.042e-02 Score 89.072 Data time: 0.2292, Forward time: 2.2763, Backward time: 3.1180, DDP time: 0.0049, Total iter time: 5.9131 [2020-11-05 22:46:13,631][root][INFO] - ===> Epoch[205](5329/26): Loss 0.3472, Sem 0.3524, dir -0.3676, norm 0.3624, swav 0.0000 LR: 5.041e-02 Score 89.899 Data time: 0.2414, Forward time: 2.2763, Backward time: 3.1179, DDP time: 0.0049, Total iter time: 5.0521 [2020-11-05 22:46:19,097][root][INFO] - ===> Epoch[205](5330/26): Loss 0.3822, Sem 0.3328, dir -0.3560, norm 0.4053, swav 0.0000 LR: 5.040e-02 Score 90.175 Data time: 0.1596, Forward time: 2.2763, Backward time: 3.1179, DDP time: 0.0049, Total iter time: 5.3505 [2020-11-05 22:46:25,573][root][INFO] - ===> Epoch[206](5331/26): Loss 0.4139, Sem 0.3482, dir -0.3742, norm 0.4399, swav 0.0000 LR: 5.039e-02 Score 89.189 Data time: 0.2056, Forward time: 2.2762, Backward time: 3.1181, DDP time: 0.0049, Total iter time: 6.3709 [2020-11-05 22:46:32,259][root][INFO] - ===> Epoch[206](5332/26): Loss 0.4387, Sem 0.3607, dir -0.3766, norm 0.4546, swav 0.0000 LR: 5.038e-02 Score 88.145 Data time: 0.3119, Forward time: 2.2764, Backward time: 3.1180, DDP time: 0.0049, Total iter time: 6.5936 [2020-11-05 22:46:38,741][root][INFO] - ===> Epoch[206](5333/26): Loss 0.4362, Sem 0.3214, dir -0.3297, norm 0.4445, swav 0.0000 LR: 5.037e-02 Score 89.937 Data time: 0.2184, Forward time: 2.2765, Backward time: 3.1181, DDP time: 0.0049, Total iter time: 6.3403 [2020-11-05 22:46:44,841][root][INFO] - ===> Epoch[206](5334/26): Loss 0.2871, Sem 0.2468, dir -0.4085, norm 0.4488, swav 0.0000 LR: 5.036e-02 Score 92.798 Data time: 0.2267, Forward time: 2.2765, Backward time: 3.1181, DDP time: 0.0049, Total iter time: 5.9814 [2020-11-05 22:46:50,801][root][INFO] - ===> Epoch[206](5335/26): Loss 0.3203, Sem 0.3068, dir -0.4007, norm 0.4142, swav 0.0000 LR: 5.035e-02 Score 90.693 Data time: 0.1848, Forward time: 2.2765, Backward time: 3.1182, DDP time: 0.0049, Total iter time: 5.8335 [2020-11-05 22:46:56,370][root][INFO] - ===> Epoch[206](5336/26): Loss 0.3108, Sem 0.2618, dir -0.3806, norm 0.4296, swav 0.0000 LR: 5.034e-02 Score 91.772 Data time: 0.2050, Forward time: 2.2765, Backward time: 3.1182, DDP time: 0.0049, Total iter time: 5.4273 [2020-11-05 22:47:02,874][root][INFO] - ===> Epoch[206](5337/26): Loss 0.4581, Sem 0.3537, dir -0.3723, norm 0.4767, swav 0.0000 LR: 5.033e-02 Score 87.558 Data time: 0.2551, Forward time: 2.2765, Backward time: 3.1182, DDP time: 0.0049, Total iter time: 6.3754 [2020-11-05 22:47:09,074][root][INFO] - ===> Epoch[206](5338/26): Loss 0.3905, Sem 0.3297, dir -0.3813, norm 0.4421, swav 0.0000 LR: 5.032e-02 Score 88.358 Data time: 0.2543, Forward time: 2.2766, Backward time: 3.1182, DDP time: 0.0049, Total iter time: 6.0735 [2020-11-05 22:47:14,810][root][INFO] - ===> Epoch[206](5339/26): Loss 0.4199, Sem 0.3546, dir -0.3849, norm 0.4502, swav 0.0000 LR: 5.031e-02 Score 89.771 Data time: 0.2486, Forward time: 2.2766, Backward time: 3.1182, DDP time: 0.0049, Total iter time: 5.6080 [2020-11-05 22:47:20,274][root][INFO] - ===> Epoch[206](5340/26): Loss 0.3744, Sem 0.3038, dir -0.3720, norm 0.4426, swav 0.0000 LR: 5.030e-02 Score 91.297 Data time: 0.2365, Forward time: 2.2766, Backward time: 3.1181, DDP time: 0.0049, Total iter time: 5.3401 [2020-11-05 22:47:26,571][root][INFO] - ===> Epoch[206](5341/26): Loss 0.3326, Sem 0.3011, dir -0.4012, norm 0.4327, swav 0.0000 LR: 5.029e-02 Score 90.881 Data time: 0.3015, Forward time: 2.2768, Backward time: 3.1180, DDP time: 0.0049, Total iter time: 6.1754 [2020-11-05 22:47:32,026][root][INFO] - ===> Epoch[206](5342/26): Loss 0.3543, Sem 0.2974, dir -0.3743, norm 0.4312, swav 0.0000 LR: 5.028e-02 Score 91.592 Data time: 0.1776, Forward time: 2.2767, Backward time: 3.1180, DDP time: 0.0049, Total iter time: 5.3292 [2020-11-05 22:47:37,512][root][INFO] - ===> Epoch[206](5343/26): Loss 0.2366, Sem 0.2597, dir -0.4275, norm 0.4044, swav 0.0000 LR: 5.027e-02 Score 91.211 Data time: 0.2668, Forward time: 2.2768, Backward time: 3.1179, DDP time: 0.0049, Total iter time: 5.3873 [2020-11-05 22:47:44,076][root][INFO] - ===> Epoch[206](5344/26): Loss 0.4029, Sem 0.3314, dir -0.3825, norm 0.4540, swav 0.0000 LR: 5.026e-02 Score 89.187 Data time: 0.1608, Forward time: 2.2767, Backward time: 3.1181, DDP time: 0.0049, Total iter time: 6.4548 [2020-11-05 22:47:48,983][root][INFO] - ===> Epoch[206](5345/26): Loss 0.4205, Sem 0.3418, dir -0.3297, norm 0.4085, swav 0.0000 LR: 5.025e-02 Score 89.479 Data time: 0.2409, Forward time: 2.2768, Backward time: 3.1179, DDP time: 0.0049, Total iter time: 4.7975 [2020-11-05 22:47:55,938][root][INFO] - ===> Epoch[206](5346/26): Loss 0.4072, Sem 0.3475, dir -0.3683, norm 0.4280, swav 0.0000 LR: 5.024e-02 Score 91.044 Data time: 0.2690, Forward time: 2.2769, Backward time: 3.1180, DDP time: 0.0049, Total iter time: 6.8401 [2020-11-05 22:48:01,898][root][INFO] - ===> Epoch[206](5347/26): Loss 0.3570, Sem 0.2851, dir -0.4025, norm 0.4744, swav 0.0000 LR: 5.023e-02 Score 90.199 Data time: 0.2363, Forward time: 2.2769, Backward time: 3.1180, DDP time: 0.0049, Total iter time: 5.8332 [2020-11-05 22:48:08,457][root][INFO] - ===> Epoch[206](5348/26): Loss 0.3515, Sem 0.3178, dir -0.3692, norm 0.4030, swav 0.0000 LR: 5.023e-02 Score 88.786 Data time: 0.2356, Forward time: 2.2769, Backward time: 3.1182, DDP time: 0.0049, Total iter time: 6.4325 [2020-11-05 22:48:13,939][root][INFO] - ===> Epoch[206](5349/26): Loss 0.4263, Sem 0.3454, dir -0.3492, norm 0.4301, swav 0.0000 LR: 5.022e-02 Score 88.768 Data time: 0.2022, Forward time: 2.2768, Backward time: 3.1181, DDP time: 0.0049, Total iter time: 5.3685 [2020-11-05 22:48:19,579][root][INFO] - ===> Epoch[206](5350/26): Loss 0.3987, Sem 0.3088, dir -0.3479, norm 0.4378, swav 0.0000 LR: 5.021e-02 Score 90.315 Data time: 0.2503, Forward time: 2.2769, Backward time: 3.1180, DDP time: 0.0049, Total iter time: 5.5013 [2020-11-05 22:48:24,257][root][INFO] - ===> Epoch[206](5351/26): Loss 0.3816, Sem 0.3245, dir -0.3745, norm 0.4315, swav 0.0000 LR: 5.020e-02 Score 90.602 Data time: 0.1981, Forward time: 2.2769, Backward time: 3.1178, DDP time: 0.0049, Total iter time: 4.5547 [2020-11-05 22:48:29,427][root][INFO] - ===> Epoch[206](5352/26): Loss 0.4128, Sem 0.3404, dir -0.3817, norm 0.4541, swav 0.0000 LR: 5.019e-02 Score 89.359 Data time: 0.2126, Forward time: 2.2769, Backward time: 3.1177, DDP time: 0.0049, Total iter time: 5.0507 [2020-11-05 22:48:35,128][root][INFO] - ===> Epoch[206](5353/26): Loss 0.2905, Sem 0.3166, dir -0.4403, norm 0.4142, swav 0.0000 LR: 5.018e-02 Score 90.762 Data time: 0.2918, Forward time: 2.2770, Backward time: 3.1176, DDP time: 0.0049, Total iter time: 5.5752 [2020-11-05 22:48:41,768][root][INFO] - ===> Epoch[206](5354/26): Loss 0.3904, Sem 0.3443, dir -0.3872, norm 0.4333, swav 0.0000 LR: 5.017e-02 Score 90.231 Data time: 0.2742, Forward time: 2.2771, Backward time: 3.1176, DDP time: 0.0049, Total iter time: 6.5065 [2020-11-05 22:48:46,671][root][INFO] - ===> Epoch[206](5355/26): Loss 0.3450, Sem 0.3285, dir -0.4228, norm 0.4393, swav 0.0000 LR: 5.016e-02 Score 89.428 Data time: 0.1639, Forward time: 2.2770, Backward time: 3.1175, DDP time: 0.0049, Total iter time: 4.7543 [2020-11-05 22:48:52,044][root][INFO] - ===> Epoch[206](5356/26): Loss 0.3632, Sem 0.3243, dir -0.3652, norm 0.4041, swav 0.0000 LR: 5.015e-02 Score 90.120 Data time: 0.2287, Forward time: 2.2770, Backward time: 3.1175, DDP time: 0.0049, Total iter time: 5.2764 [2020-11-05 22:48:56,903][root][INFO] - ===> Epoch[207](5357/26): Loss 0.2953, Sem 0.2935, dir -0.4171, norm 0.4189, swav 0.0000 LR: 5.014e-02 Score 90.330 Data time: 0.2219, Forward time: 2.2770, Backward time: 3.1173, DDP time: 0.0049, Total iter time: 4.7497 [2020-11-05 22:49:01,756][root][INFO] - ===> Epoch[207](5358/26): Loss 0.4127, Sem 0.3965, dir -0.4459, norm 0.4620, swav 0.0000 LR: 5.013e-02 Score 88.604 Data time: 0.2204, Forward time: 2.2770, Backward time: 3.1172, DDP time: 0.0049, Total iter time: 4.7342 [2020-11-05 22:49:07,779][root][INFO] - ===> Epoch[207](5359/26): Loss 0.4489, Sem 0.3742, dir -0.3608, norm 0.4355, swav 0.0000 LR: 5.012e-02 Score 87.073 Data time: 0.1941, Forward time: 2.2769, Backward time: 3.1172, DDP time: 0.0049, Total iter time: 5.9196 [2020-11-05 22:49:13,328][root][INFO] - ===> Epoch[207](5360/26): Loss 0.4249, Sem 0.3979, dir -0.3865, norm 0.4135, swav 0.0000 LR: 5.011e-02 Score 87.045 Data time: 0.2093, Forward time: 2.2769, Backward time: 3.1173, DDP time: 0.0049, Total iter time: 5.4460 [2020-11-05 22:49:20,055][root][INFO] - ===> Epoch[207](5361/26): Loss 0.3569, Sem 0.3317, dir -0.3815, norm 0.4067, swav 0.0000 LR: 5.010e-02 Score 88.577 Data time: 0.2435, Forward time: 2.2769, Backward time: 3.1174, DDP time: 0.0049, Total iter time: 6.6258 [2020-11-05 22:49:25,705][root][INFO] - ===> Epoch[207](5362/26): Loss 0.2444, Sem 0.2266, dir -0.4229, norm 0.4407, swav 0.0000 LR: 5.009e-02 Score 92.593 Data time: 0.2165, Forward time: 2.2768, Backward time: 3.1175, DDP time: 0.0049, Total iter time: 5.5199 [2020-11-05 22:49:30,897][root][INFO] - ===> Epoch[207](5363/26): Loss 0.3454, Sem 0.3123, dir -0.3497, norm 0.3828, swav 0.0000 LR: 5.008e-02 Score 91.103 Data time: 0.2073, Forward time: 2.2767, Backward time: 3.1174, DDP time: 0.0049, Total iter time: 5.1017 [2020-11-05 22:49:37,315][root][INFO] - ===> Epoch[207](5364/26): Loss 0.4227, Sem 0.3632, dir -0.3917, norm 0.4512, swav 0.0000 LR: 5.007e-02 Score 88.809 Data time: 0.2964, Forward time: 2.2769, Backward time: 3.1174, DDP time: 0.0049, Total iter time: 6.3063 [2020-11-05 22:49:42,619][root][INFO] - ===> Epoch[207](5365/26): Loss 0.4012, Sem 0.3352, dir -0.3124, norm 0.3784, swav 0.0000 LR: 5.006e-02 Score 89.624 Data time: 0.2282, Forward time: 2.2770, Backward time: 3.1172, DDP time: 0.0049, Total iter time: 5.1461 [2020-11-05 22:49:47,937][root][INFO] - ===> Epoch[207](5366/26): Loss 0.3581, Sem 0.3091, dir -0.3871, norm 0.4361, swav 0.0000 LR: 5.005e-02 Score 90.006 Data time: 0.2418, Forward time: 2.2771, Backward time: 3.1170, DDP time: 0.0049, Total iter time: 5.1979 [2020-11-05 22:49:53,574][root][INFO] - ===> Epoch[207](5367/26): Loss 0.4537, Sem 0.3597, dir -0.3979, norm 0.4919, swav 0.0000 LR: 5.004e-02 Score 88.504 Data time: 0.2076, Forward time: 2.2770, Backward time: 3.1171, DDP time: 0.0049, Total iter time: 5.5089 [2020-11-05 22:49:58,929][root][INFO] - ===> Epoch[207](5368/26): Loss 0.4735, Sem 0.3472, dir -0.3228, norm 0.4491, swav 0.0000 LR: 5.003e-02 Score 89.160 Data time: 0.2172, Forward time: 2.2770, Backward time: 3.1170, DDP time: 0.0049, Total iter time: 5.2477 [2020-11-05 22:50:04,246][root][INFO] - ===> Epoch[207](5369/26): Loss 0.3309, Sem 0.3259, dir -0.4216, norm 0.4266, swav 0.0000 LR: 5.002e-02 Score 89.338 Data time: 0.2163, Forward time: 2.2770, Backward time: 3.1169, DDP time: 0.0049, Total iter time: 5.1891 [2020-11-05 22:50:09,080][root][INFO] - ===> Epoch[207](5370/26): Loss 0.3493, Sem 0.3104, dir -0.3902, norm 0.4291, swav 0.0000 LR: 5.001e-02 Score 89.988 Data time: 0.1852, Forward time: 2.2769, Backward time: 3.1168, DDP time: 0.0049, Total iter time: 4.7150 [2020-11-05 22:50:13,891][root][INFO] - ===> Epoch[207](5371/26): Loss 0.3108, Sem 0.2871, dir -0.4170, norm 0.4406, swav 0.0000 LR: 5.000e-02 Score 91.611 Data time: 0.2293, Forward time: 2.2770, Backward time: 3.1166, DDP time: 0.0049, Total iter time: 4.7200 [2020-11-05 22:50:20,546][root][INFO] - ===> Epoch[207](5372/26): Loss 0.4053, Sem 0.3595, dir -0.4157, norm 0.4615, swav 0.0000 LR: 4.999e-02 Score 89.536 Data time: 0.1872, Forward time: 2.2769, Backward time: 3.1168, DDP time: 0.0049, Total iter time: 6.5418 [2020-11-05 22:50:25,320][root][INFO] - ===> Epoch[207](5373/26): Loss 0.2801, Sem 0.2945, dir -0.4275, norm 0.4131, swav 0.0000 LR: 4.998e-02 Score 89.315 Data time: 0.2215, Forward time: 2.2769, Backward time: 3.1167, DDP time: 0.0049, Total iter time: 4.7010 [2020-11-05 22:50:30,720][root][INFO] - ===> Epoch[207](5374/26): Loss 0.3873, Sem 0.3453, dir -0.3660, norm 0.4081, swav 0.0000 LR: 4.997e-02 Score 90.638 Data time: 0.2087, Forward time: 2.2769, Backward time: 3.1166, DDP time: 0.0049, Total iter time: 5.2861 [2020-11-05 22:50:35,347][root][INFO] - ===> Epoch[207](5375/26): Loss 0.3454, Sem 0.3268, dir -0.4199, norm 0.4385, swav 0.0000 LR: 4.996e-02 Score 90.387 Data time: 0.2065, Forward time: 2.2768, Backward time: 3.1164, DDP time: 0.0049, Total iter time: 4.5114 [2020-11-05 22:50:40,897][root][INFO] - ===> Epoch[207](5376/26): Loss 0.3430, Sem 0.3331, dir -0.3933, norm 0.4032, swav 0.0000 LR: 4.995e-02 Score 90.159 Data time: 0.2666, Forward time: 2.2769, Backward time: 3.1163, DDP time: 0.0049, Total iter time: 5.4451 [2020-11-05 22:50:46,490][root][INFO] - ===> Epoch[207](5377/26): Loss 0.4062, Sem 0.3180, dir -0.4001, norm 0.4883, swav 0.0000 LR: 4.994e-02 Score 90.315 Data time: 0.2625, Forward time: 2.2770, Backward time: 3.1162, DDP time: 0.0049, Total iter time: 5.4658 [2020-11-05 22:50:52,847][root][INFO] - ===> Epoch[207](5378/26): Loss 0.3209, Sem 0.2999, dir -0.3887, norm 0.4097, swav 0.0000 LR: 4.993e-02 Score 91.317 Data time: 0.2992, Forward time: 2.2772, Backward time: 3.1161, DDP time: 0.0049, Total iter time: 6.2347 [2020-11-05 22:50:57,623][root][INFO] - ===> Epoch[207](5379/26): Loss 0.2596, Sem 0.2970, dir -0.4243, norm 0.3870, swav 0.0000 LR: 4.992e-02 Score 90.154 Data time: 0.2232, Forward time: 2.2772, Backward time: 3.1159, DDP time: 0.0049, Total iter time: 4.6337 [2020-11-05 22:51:03,724][root][INFO] - ===> Epoch[207](5380/26): Loss 0.4280, Sem 0.3896, dir -0.3904, norm 0.4288, swav 0.0000 LR: 4.991e-02 Score 87.863 Data time: 0.2938, Forward time: 2.2773, Backward time: 3.1158, DDP time: 0.0049, Total iter time: 5.9635 [2020-11-05 22:51:08,857][root][INFO] - ===> Epoch[207](5381/26): Loss 0.3754, Sem 0.3639, dir -0.4041, norm 0.4156, swav 0.0000 LR: 4.990e-02 Score 88.735 Data time: 0.2133, Forward time: 2.2774, Backward time: 3.1156, DDP time: 0.0049, Total iter time: 5.0024 [2020-11-05 22:51:13,770][root][INFO] - ===> Epoch[207](5382/26): Loss 0.3453, Sem 0.3540, dir -0.4523, norm 0.4436, swav 0.0000 LR: 4.989e-02 Score 88.773 Data time: 0.2068, Forward time: 2.2774, Backward time: 3.1155, DDP time: 0.0049, Total iter time: 4.8038 [2020-11-05 22:51:20,773][root][INFO] - ===> Epoch[208](5383/26): Loss 0.3133, Sem 0.3187, dir -0.3794, norm 0.3740, swav 0.0000 LR: 4.988e-02 Score 90.056 Data time: 0.2435, Forward time: 2.2774, Backward time: 3.1156, DDP time: 0.0049, Total iter time: 6.8856 [2020-11-05 22:51:26,613][root][INFO] - ===> Epoch[208](5384/26): Loss 0.2930, Sem 0.2844, dir -0.3860, norm 0.3946, swav 0.0000 LR: 4.988e-02 Score 91.034 Data time: 0.2075, Forward time: 2.2774, Backward time: 3.1157, DDP time: 0.0049, Total iter time: 5.7028 [2020-11-05 22:51:32,731][root][INFO] - ===> Epoch[208](5385/26): Loss 0.2869, Sem 0.2867, dir -0.4100, norm 0.4103, swav 0.0000 LR: 4.987e-02 Score 91.354 Data time: 0.2675, Forward time: 2.2774, Backward time: 3.1157, DDP time: 0.0049, Total iter time: 6.0171 [2020-11-05 22:51:39,363][root][INFO] - ===> Epoch[208](5386/26): Loss 0.3762, Sem 0.3495, dir -0.3834, norm 0.4101, swav 0.0000 LR: 4.986e-02 Score 88.756 Data time: 0.2863, Forward time: 2.2776, Backward time: 3.1157, DDP time: 0.0049, Total iter time: 6.4969 [2020-11-05 22:51:45,738][root][INFO] - ===> Epoch[208](5387/26): Loss 0.3248, Sem 0.2697, dir -0.3639, norm 0.4191, swav 0.0000 LR: 4.985e-02 Score 91.395 Data time: 0.2929, Forward time: 2.2777, Backward time: 3.1156, DDP time: 0.0049, Total iter time: 6.2391 [2020-11-05 22:51:51,334][root][INFO] - ===> Epoch[208](5388/26): Loss 0.3728, Sem 0.3571, dir -0.4101, norm 0.4258, swav 0.0000 LR: 4.984e-02 Score 89.014 Data time: 0.1728, Forward time: 2.2777, Backward time: 3.1156, DDP time: 0.0049, Total iter time: 5.4826 [2020-11-05 22:51:57,685][root][INFO] - ===> Epoch[208](5389/26): Loss 0.4072, Sem 0.3356, dir -0.3466, norm 0.4182, swav 0.0000 LR: 4.983e-02 Score 88.304 Data time: 0.1952, Forward time: 2.2776, Backward time: 3.1158, DDP time: 0.0049, Total iter time: 6.2169 [2020-11-05 22:52:04,335][root][INFO] - ===> Epoch[208](5390/26): Loss 0.3098, Sem 0.3196, dir -0.4365, norm 0.4267, swav 0.0000 LR: 4.982e-02 Score 91.288 Data time: 0.2486, Forward time: 2.2777, Backward time: 3.1159, DDP time: 0.0049, Total iter time: 6.5506 [2020-11-05 22:52:10,356][root][INFO] - ===> Epoch[208](5391/26): Loss 0.3690, Sem 0.3282, dir -0.3762, norm 0.4170, swav 0.0000 LR: 4.981e-02 Score 89.561 Data time: 0.2991, Forward time: 2.2778, Backward time: 3.1158, DDP time: 0.0049, Total iter time: 5.8747 [2020-11-05 22:52:16,604][root][INFO] - ===> Epoch[208](5392/26): Loss 0.3867, Sem 0.3107, dir -0.3739, norm 0.4499, swav 0.0000 LR: 4.980e-02 Score 90.367 Data time: 0.2794, Forward time: 2.2780, Backward time: 3.1157, DDP time: 0.0049, Total iter time: 6.1184 [2020-11-05 22:52:21,797][root][INFO] - ===> Epoch[208](5393/26): Loss 0.2597, Sem 0.2655, dir -0.4063, norm 0.4005, swav 0.0000 LR: 4.979e-02 Score 90.828 Data time: 0.2341, Forward time: 2.2780, Backward time: 3.1156, DDP time: 0.0049, Total iter time: 5.0542 [2020-11-05 22:52:27,561][root][INFO] - ===> Epoch[208](5394/26): Loss 0.2355, Sem 0.2459, dir -0.4061, norm 0.3957, swav 0.0000 LR: 4.978e-02 Score 93.083 Data time: 0.2047, Forward time: 2.2780, Backward time: 3.1156, DDP time: 0.0049, Total iter time: 5.6580 [2020-11-05 22:52:33,761][root][INFO] - ===> Epoch[208](5395/26): Loss 0.4000, Sem 0.3271, dir -0.3261, norm 0.3990, swav 0.0000 LR: 4.977e-02 Score 89.975 Data time: 0.2599, Forward time: 2.2781, Backward time: 3.1156, DDP time: 0.0049, Total iter time: 6.1011 [2020-11-05 22:52:40,153][root][INFO] - ===> Epoch[208](5396/26): Loss 0.3478, Sem 0.3061, dir -0.4030, norm 0.4447, swav 0.0000 LR: 4.976e-02 Score 89.987 Data time: 0.2314, Forward time: 2.2781, Backward time: 3.1156, DDP time: 0.0049, Total iter time: 6.2637 [2020-11-05 22:52:45,775][root][INFO] - ===> Epoch[208](5397/26): Loss 0.4308, Sem 0.3813, dir -0.4046, norm 0.4541, swav 0.0000 LR: 4.975e-02 Score 88.621 Data time: 0.2743, Forward time: 2.2782, Backward time: 3.1155, DDP time: 0.0049, Total iter time: 5.4731 [2020-11-05 22:52:51,408][root][INFO] - ===> Epoch[208](5398/26): Loss 0.5785, Sem 0.4349, dir -0.3621, norm 0.5058, swav 0.0000 LR: 4.974e-02 Score 86.049 Data time: 0.2408, Forward time: 2.2783, Backward time: 3.1153, DDP time: 0.0049, Total iter time: 5.5125 [2020-11-05 22:52:57,969][root][INFO] - ===> Epoch[208](5399/26): Loss 0.4018, Sem 0.3345, dir -0.4333, norm 0.5007, swav 0.0000 LR: 4.973e-02 Score 90.282 Data time: 0.1499, Forward time: 2.2782, Backward time: 3.1156, DDP time: 0.0049, Total iter time: 6.4423 [2020-11-05 22:53:04,270][root][INFO] - ===> Epoch[208](5400/26): Loss 0.3116, Sem 0.2534, dir -0.3708, norm 0.4289, swav 0.0000 LR: 4.972e-02 Score 91.133 Data time: 0.2379, Forward time: 2.2783, Backward time: 3.1156, DDP time: 0.0049, Total iter time: 6.2094 [2020-11-05 22:53:09,204][root][INFO] - ===> Epoch[208](5401/26): Loss 0.3290, Sem 0.2911, dir -0.4278, norm 0.4657, swav 0.0000 LR: 4.971e-02 Score 91.383 Data time: 0.2183, Forward time: 2.2783, Backward time: 3.1155, DDP time: 0.0049, Total iter time: 4.8233 [2020-11-05 22:53:14,102][root][INFO] - ===> Epoch[208](5402/26): Loss 0.3829, Sem 0.3590, dir -0.3780, norm 0.4019, swav 0.0000 LR: 4.970e-02 Score 88.940 Data time: 0.2379, Forward time: 2.2783, Backward time: 3.1153, DDP time: 0.0049, Total iter time: 4.7957 [2020-11-05 22:53:19,895][root][INFO] - ===> Epoch[208](5403/26): Loss 0.3587, Sem 0.3323, dir -0.4323, norm 0.4587, swav 0.0000 LR: 4.969e-02 Score 89.997 Data time: 0.2915, Forward time: 2.2784, Backward time: 3.1151, DDP time: 0.0049, Total iter time: 5.6811 [2020-11-05 22:53:25,966][root][INFO] - ===> Epoch[208](5404/26): Loss 0.2998, Sem 0.2978, dir -0.3868, norm 0.3888, swav 0.0000 LR: 4.968e-02 Score 90.460 Data time: 0.2700, Forward time: 2.2786, Backward time: 3.1150, DDP time: 0.0049, Total iter time: 5.9515 [2020-11-05 22:53:30,819][root][INFO] - ===> Epoch[208](5405/26): Loss 0.4421, Sem 0.4026, dir -0.4225, norm 0.4620, swav 0.0000 LR: 4.967e-02 Score 87.984 Data time: 0.1297, Forward time: 2.2784, Backward time: 3.1150, DDP time: 0.0049, Total iter time: 4.7244 [2020-11-05 22:53:35,670][root][INFO] - ===> Epoch[208](5406/26): Loss 0.3321, Sem 0.2942, dir -0.3241, norm 0.3620, swav 0.0000 LR: 4.966e-02 Score 90.703 Data time: 0.1550, Forward time: 2.2783, Backward time: 3.1150, DDP time: 0.0049, Total iter time: 4.7805 [2020-11-05 22:53:41,137][root][INFO] - ===> Epoch[208](5407/26): Loss 0.3593, Sem 0.3147, dir -0.4216, norm 0.4661, swav 0.0000 LR: 4.965e-02 Score 90.373 Data time: 0.1649, Forward time: 2.2783, Backward time: 3.1150, DDP time: 0.0049, Total iter time: 5.4120 [2020-11-05 22:53:47,137][root][INFO] - ===> Epoch[208](5408/26): Loss 0.2638, Sem 0.2839, dir -0.3769, norm 0.3569, swav 0.0000 LR: 4.964e-02 Score 91.815 Data time: 0.1895, Forward time: 2.2782, Backward time: 3.1151, DDP time: 0.0049, Total iter time: 5.9030 [2020-11-05 22:53:51,801][root][INFO] - ===> Epoch[209](5409/26): Loss 0.3118, Sem 0.2809, dir -0.4165, norm 0.4474, swav 0.0000 LR: 4.963e-02 Score 90.978 Data time: 0.1405, Forward time: 2.2781, Backward time: 3.1150, DDP time: 0.0049, Total iter time: 4.5644 [2020-11-05 22:53:57,739][root][INFO] - ===> Epoch[209](5410/26): Loss 0.4402, Sem 0.3445, dir -0.3273, norm 0.4229, swav 0.0000 LR: 4.962e-02 Score 89.277 Data time: 0.2045, Forward time: 2.2781, Backward time: 3.1151, DDP time: 0.0049, Total iter time: 5.8451 [2020-11-05 22:54:03,778][root][INFO] - ===> Epoch[209](5411/26): Loss 0.3270, Sem 0.3061, dir -0.3512, norm 0.3722, swav 0.0000 LR: 4.961e-02 Score 90.424 Data time: 0.2282, Forward time: 2.2781, Backward time: 3.1151, DDP time: 0.0049, Total iter time: 5.9181 [2020-11-05 22:54:09,438][root][INFO] - ===> Epoch[209](5412/26): Loss 0.4012, Sem 0.3418, dir -0.3993, norm 0.4587, swav 0.0000 LR: 4.960e-02 Score 89.390 Data time: 0.1978, Forward time: 2.2780, Backward time: 3.1151, DDP time: 0.0049, Total iter time: 5.5482 [2020-11-05 22:54:14,448][root][INFO] - ===> Epoch[209](5413/26): Loss 0.3057, Sem 0.3207, dir -0.4290, norm 0.4139, swav 0.0000 LR: 4.959e-02 Score 89.671 Data time: 0.1700, Forward time: 2.2780, Backward time: 3.1151, DDP time: 0.0049, Total iter time: 4.8998 [2020-11-05 22:54:20,704][root][INFO] - ===> Epoch[209](5414/26): Loss 0.3331, Sem 0.3228, dir -0.3760, norm 0.3863, swav 0.0000 LR: 4.958e-02 Score 90.368 Data time: 0.1716, Forward time: 2.2779, Backward time: 3.1152, DDP time: 0.0049, Total iter time: 6.1639 [2020-11-05 22:54:25,233][root][INFO] - ===> Epoch[209](5415/26): Loss 0.3027, Sem 0.2722, dir -0.4061, norm 0.4366, swav 0.0000 LR: 4.957e-02 Score 91.367 Data time: 0.2210, Forward time: 2.2779, Backward time: 3.1150, DDP time: 0.0049, Total iter time: 4.3806 [2020-11-05 22:54:31,188][root][INFO] - ===> Epoch[209](5416/26): Loss 0.3636, Sem 0.3490, dir -0.4001, norm 0.4147, swav 0.0000 LR: 4.956e-02 Score 89.473 Data time: 0.2729, Forward time: 2.2780, Backward time: 3.1149, DDP time: 0.0049, Total iter time: 5.8360 [2020-11-05 22:54:36,592][root][INFO] - ===> Epoch[209](5417/26): Loss 0.2582, Sem 0.2915, dir -0.4526, norm 0.4193, swav 0.0000 LR: 4.955e-02 Score 91.209 Data time: 0.2568, Forward time: 2.2781, Backward time: 3.1147, DDP time: 0.0049, Total iter time: 5.2644 [2020-11-05 22:54:41,616][root][INFO] - ===> Epoch[209](5418/26): Loss 0.3311, Sem 0.2854, dir -0.3724, norm 0.4181, swav 0.0000 LR: 4.954e-02 Score 91.728 Data time: 0.2259, Forward time: 2.2781, Backward time: 3.1146, DDP time: 0.0049, Total iter time: 4.9109 [2020-11-05 22:54:48,677][root][INFO] - ===> Epoch[209](5419/26): Loss 0.3937, Sem 0.3774, dir -0.3961, norm 0.4124, swav 0.0000 LR: 4.953e-02 Score 87.750 Data time: 0.2819, Forward time: 2.2783, Backward time: 3.1147, DDP time: 0.0049, Total iter time: 6.9456 [2020-11-05 22:54:54,567][root][INFO] - ===> Epoch[209](5420/26): Loss 0.3577, Sem 0.3397, dir -0.4077, norm 0.4256, swav 0.0000 LR: 4.953e-02 Score 90.556 Data time: 0.2696, Forward time: 2.2784, Backward time: 3.1146, DDP time: 0.0049, Total iter time: 5.7527 [2020-11-05 22:54:59,820][root][INFO] - ===> Epoch[209](5421/26): Loss 0.3158, Sem 0.3266, dir -0.3804, norm 0.3696, swav 0.0000 LR: 4.952e-02 Score 89.789 Data time: 0.2491, Forward time: 2.2784, Backward time: 3.1144, DDP time: 0.0049, Total iter time: 5.1019 [2020-11-05 22:55:05,478][root][INFO] - ===> Epoch[209](5422/26): Loss 0.4407, Sem 0.3546, dir -0.3446, norm 0.4307, swav 0.0000 LR: 4.951e-02 Score 88.570 Data time: 0.2537, Forward time: 2.2785, Backward time: 3.1143, DDP time: 0.0049, Total iter time: 5.5376 [2020-11-05 22:55:12,053][root][INFO] - ===> Epoch[209](5423/26): Loss 0.4355, Sem 0.4191, dir -0.3713, norm 0.3877, swav 0.0000 LR: 4.950e-02 Score 86.494 Data time: 0.2013, Forward time: 2.2785, Backward time: 3.1145, DDP time: 0.0049, Total iter time: 6.4407 [2020-11-05 22:55:17,406][root][INFO] - ===> Epoch[209](5424/26): Loss 0.4548, Sem 0.3445, dir -0.3501, norm 0.4604, swav 0.0000 LR: 4.949e-02 Score 89.389 Data time: 0.2378, Forward time: 2.2785, Backward time: 3.1144, DDP time: 0.0049, Total iter time: 5.2426 [2020-11-05 22:55:22,774][root][INFO] - ===> Epoch[209](5425/26): Loss 0.4055, Sem 0.3684, dir -0.3999, norm 0.4369, swav 0.0000 LR: 4.948e-02 Score 87.784 Data time: 0.2024, Forward time: 2.2785, Backward time: 3.1143, DDP time: 0.0049, Total iter time: 5.2444 [2020-11-05 22:55:29,894][root][INFO] - ===> Epoch[209](5426/26): Loss 0.3769, Sem 0.3234, dir -0.4220, norm 0.4756, swav 0.0000 LR: 4.947e-02 Score 88.533 Data time: 0.2566, Forward time: 2.2786, Backward time: 3.1144, DDP time: 0.0049, Total iter time: 7.0138 [2020-11-05 22:55:35,310][root][INFO] - ===> Epoch[209](5427/26): Loss 0.2964, Sem 0.2931, dir -0.4094, norm 0.4127, swav 0.0000 LR: 4.946e-02 Score 90.646 Data time: 0.2425, Forward time: 2.2787, Backward time: 3.1143, DDP time: 0.0049, Total iter time: 5.2814 [2020-11-05 22:55:40,499][root][INFO] - ===> Epoch[209](5428/26): Loss 0.3262, Sem 0.2591, dir -0.4007, norm 0.4677, swav 0.0000 LR: 4.945e-02 Score 92.479 Data time: 0.2425, Forward time: 2.2787, Backward time: 3.1141, DDP time: 0.0049, Total iter time: 5.0583 [2020-11-05 22:55:46,321][root][INFO] - ===> Epoch[209](5429/26): Loss 0.3996, Sem 0.3264, dir -0.3689, norm 0.4421, swav 0.0000 LR: 4.944e-02 Score 89.881 Data time: 0.2237, Forward time: 2.2787, Backward time: 3.1141, DDP time: 0.0049, Total iter time: 5.7075 [2020-11-05 22:55:52,594][root][INFO] - ===> Epoch[209](5430/26): Loss 0.3777, Sem 0.3009, dir -0.3862, norm 0.4630, swav 0.0000 LR: 4.943e-02 Score 90.523 Data time: 0.3193, Forward time: 2.2789, Backward time: 3.1140, DDP time: 0.0049, Total iter time: 6.1551 [2020-11-05 22:55:59,211][root][INFO] - ===> Epoch[209](5431/26): Loss 0.3318, Sem 0.3173, dir -0.3912, norm 0.4057, swav 0.0000 LR: 4.942e-02 Score 89.791 Data time: 0.2454, Forward time: 2.2789, Backward time: 3.1141, DDP time: 0.0049, Total iter time: 6.5027 [2020-11-05 22:56:05,229][root][INFO] - ===> Epoch[209](5432/26): Loss 0.3207, Sem 0.2858, dir -0.3544, norm 0.3894, swav 0.0000 LR: 4.941e-02 Score 90.569 Data time: 0.1627, Forward time: 2.2788, Backward time: 3.1143, DDP time: 0.0049, Total iter time: 5.9028 [2020-11-05 22:56:11,004][root][INFO] - ===> Epoch[209](5433/26): Loss 0.5012, Sem 0.3915, dir -0.3591, norm 0.4688, swav 0.0000 LR: 4.940e-02 Score 87.957 Data time: 0.2486, Forward time: 2.2789, Backward time: 3.1142, DDP time: 0.0049, Total iter time: 5.7005 [2020-11-05 22:56:16,752][root][INFO] - ===> Epoch[209](5434/26): Loss 0.4242, Sem 0.3774, dir -0.3780, norm 0.4247, swav 0.0000 LR: 4.939e-02 Score 88.395 Data time: 0.1728, Forward time: 2.2788, Backward time: 3.1143, DDP time: 0.0049, Total iter time: 5.6106 [2020-11-05 22:56:21,475][root][INFO] - ===> Epoch[210](5435/26): Loss 0.3358, Sem 0.2777, dir -0.3599, norm 0.4180, swav 0.0000 LR: 4.938e-02 Score 91.248 Data time: 0.1461, Forward time: 2.2787, Backward time: 3.1142, DDP time: 0.0049, Total iter time: 4.6573 [2020-11-05 22:56:26,176][root][INFO] - ===> Epoch[210](5436/26): Loss 0.4395, Sem 0.3248, dir -0.3848, norm 0.4995, swav 0.0000 LR: 4.937e-02 Score 90.167 Data time: 0.2049, Forward time: 2.2787, Backward time: 3.1140, DDP time: 0.0049, Total iter time: 4.6291 [2020-11-05 22:56:31,130][root][INFO] - ===> Epoch[210](5437/26): Loss 0.3610, Sem 0.3124, dir -0.3489, norm 0.3975, swav 0.0000 LR: 4.936e-02 Score 90.705 Data time: 0.2059, Forward time: 2.2787, Backward time: 3.1139, DDP time: 0.0049, Total iter time: 4.8370 [2020-11-05 22:56:37,062][root][INFO] - ===> Epoch[210](5438/26): Loss 0.3733, Sem 0.2870, dir -0.3553, norm 0.4416, swav 0.0000 LR: 4.935e-02 Score 91.285 Data time: 0.2550, Forward time: 2.2787, Backward time: 3.1139, DDP time: 0.0049, Total iter time: 5.8218 [2020-11-05 22:56:42,775][root][INFO] - ===> Epoch[210](5439/26): Loss 0.3820, Sem 0.3151, dir -0.4253, norm 0.4922, swav 0.0000 LR: 4.934e-02 Score 89.673 Data time: 0.1979, Forward time: 2.2787, Backward time: 3.1139, DDP time: 0.0049, Total iter time: 5.5526 [2020-11-05 22:56:48,790][root][INFO] - ===> Epoch[210](5440/26): Loss 0.4813, Sem 0.3330, dir -0.2847, norm 0.4330, swav 0.0000 LR: 4.933e-02 Score 90.064 Data time: 0.1993, Forward time: 2.2787, Backward time: 3.1140, DDP time: 0.0049, Total iter time: 5.8758 [2020-11-05 22:56:53,499][root][INFO] - ===> Epoch[210](5441/26): Loss 0.4350, Sem 0.3237, dir -0.3114, norm 0.4226, swav 0.0000 LR: 4.932e-02 Score 89.971 Data time: 0.1978, Forward time: 2.2787, Backward time: 3.1138, DDP time: 0.0049, Total iter time: 4.5823 [2020-11-05 22:56:58,073][root][INFO] - ===> Epoch[210](5442/26): Loss 0.4076, Sem 0.3696, dir -0.4091, norm 0.4471, swav 0.0000 LR: 4.931e-02 Score 88.621 Data time: 0.1367, Forward time: 2.2785, Backward time: 3.1137, DDP time: 0.0049, Total iter time: 4.4696 [2020-11-05 22:57:03,621][root][INFO] - ===> Epoch[210](5443/26): Loss 0.3347, Sem 0.3029, dir -0.3941, norm 0.4259, swav 0.0000 LR: 4.930e-02 Score 90.911 Data time: 0.2032, Forward time: 2.2784, Backward time: 3.1137, DDP time: 0.0049, Total iter time: 5.4763 [2020-11-05 22:57:09,602][root][INFO] - ===> Epoch[210](5444/26): Loss 0.4252, Sem 0.3592, dir -0.3589, norm 0.4249, swav 0.0000 LR: 4.929e-02 Score 89.187 Data time: 0.2441, Forward time: 2.2785, Backward time: 3.1137, DDP time: 0.0049, Total iter time: 5.8726 [2020-11-05 22:57:15,250][root][INFO] - ===> Epoch[210](5445/26): Loss 0.3770, Sem 0.3835, dir -0.3821, norm 0.3755, swav 0.0000 LR: 4.928e-02 Score 87.229 Data time: 0.1309, Forward time: 2.2784, Backward time: 3.1138, DDP time: 0.0049, Total iter time: 5.5153 [2020-11-05 22:57:20,113][root][INFO] - ===> Epoch[210](5446/26): Loss 0.3400, Sem 0.3215, dir -0.3683, norm 0.3868, swav 0.0000 LR: 4.927e-02 Score 90.413 Data time: 0.1864, Forward time: 2.2783, Backward time: 3.1137, DDP time: 0.0049, Total iter time: 4.7923 [2020-11-05 22:57:25,284][root][INFO] - ===> Epoch[210](5447/26): Loss 0.3503, Sem 0.3530, dir -0.4052, norm 0.4026, swav 0.0000 LR: 4.926e-02 Score 88.431 Data time: 0.1873, Forward time: 2.2783, Backward time: 3.1137, DDP time: 0.0049, Total iter time: 5.0621 [2020-11-05 22:57:32,170][root][INFO] - ===> Epoch[210](5448/26): Loss 0.2435, Sem 0.2740, dir -0.4207, norm 0.3902, swav 0.0000 LR: 4.925e-02 Score 92.027 Data time: 0.1625, Forward time: 2.2782, Backward time: 3.1140, DDP time: 0.0049, Total iter time: 6.7492 [2020-11-05 22:57:39,329][root][INFO] - ===> Epoch[210](5449/26): Loss 0.3035, Sem 0.2736, dir -0.3735, norm 0.4034, swav 0.0000 LR: 4.924e-02 Score 92.121 Data time: 0.1838, Forward time: 2.2781, Backward time: 3.1143, DDP time: 0.0049, Total iter time: 7.0698 [2020-11-05 22:57:46,576][root][INFO] - ===> Epoch[210](5450/26): Loss 0.4239, Sem 0.3482, dir -0.3911, norm 0.4668, swav 0.0000 LR: 4.923e-02 Score 90.325 Data time: 0.1913, Forward time: 2.2781, Backward time: 3.1146, DDP time: 0.0049, Total iter time: 7.1656 [2020-11-05 22:57:53,289][root][INFO] - ===> Epoch[210](5451/26): Loss 0.3195, Sem 0.2981, dir -0.3983, norm 0.4198, swav 0.0000 LR: 4.922e-02 Score 90.828 Data time: 0.1747, Forward time: 2.2780, Backward time: 3.1148, DDP time: 0.0049, Total iter time: 6.6134 [2020-11-05 22:58:00,058][root][INFO] - ===> Epoch[210](5452/26): Loss 0.3447, Sem 0.3117, dir -0.4087, norm 0.4417, swav 0.0000 LR: 4.921e-02 Score 89.432 Data time: 0.1947, Forward time: 2.2780, Backward time: 3.1150, DDP time: 0.0049, Total iter time: 6.6821 [2020-11-05 22:58:06,288][root][INFO] - ===> Epoch[210](5453/26): Loss 0.3948, Sem 0.3282, dir -0.4235, norm 0.4901, swav 0.0000 LR: 4.920e-02 Score 90.522 Data time: 0.1640, Forward time: 2.2780, Backward time: 3.1151, DDP time: 0.0049, Total iter time: 6.0961 [2020-11-05 22:58:10,552][root][INFO] - ===> Epoch[210](5454/26): Loss 0.3852, Sem 0.3567, dir -0.4085, norm 0.4370, swav 0.0000 LR: 4.919e-02 Score 88.962 Data time: 0.1337, Forward time: 2.2778, Backward time: 3.1150, DDP time: 0.0049, Total iter time: 4.1580 [2020-11-05 22:58:16,043][root][INFO] - ===> Epoch[210](5455/26): Loss 0.5070, Sem 0.3723, dir -0.3608, norm 0.4956, swav 0.0000 LR: 4.918e-02 Score 88.399 Data time: 0.2488, Forward time: 2.2778, Backward time: 3.1149, DDP time: 0.0049, Total iter time: 5.4175 [2020-11-05 22:58:22,366][root][INFO] - ===> Epoch[210](5456/26): Loss 0.4233, Sem 0.3451, dir -0.3864, norm 0.4647, swav 0.0000 LR: 4.917e-02 Score 89.069 Data time: 0.1980, Forward time: 2.2778, Backward time: 3.1151, DDP time: 0.0049, Total iter time: 6.1908 [2020-11-05 22:58:26,902][root][INFO] - ===> Epoch[210](5457/26): Loss 0.3745, Sem 0.2918, dir -0.3481, norm 0.4308, swav 0.0000 LR: 4.916e-02 Score 90.617 Data time: 0.2123, Forward time: 2.2778, Backward time: 3.1148, DDP time: 0.0049, Total iter time: 4.4374 [2020-11-05 22:58:32,882][root][INFO] - ===> Epoch[210](5458/26): Loss 0.3663, Sem 0.3065, dir -0.3762, norm 0.4360, swav 0.0000 LR: 4.916e-02 Score 91.131 Data time: 0.1991, Forward time: 2.2778, Backward time: 3.1149, DDP time: 0.0049, Total iter time: 5.8823 [2020-11-05 22:58:40,076][root][INFO] - ===> Epoch[210](5459/26): Loss 0.3740, Sem 0.3192, dir -0.3618, norm 0.4165, swav 0.0000 LR: 4.915e-02 Score 91.018 Data time: 0.1633, Forward time: 2.2777, Backward time: 3.1152, DDP time: 0.0049, Total iter time: 7.0636 [2020-11-05 22:58:46,262][root][INFO] - ===> Epoch[210](5460/26): Loss 0.2649, Sem 0.2921, dir -0.4443, norm 0.4171, swav 0.0000 LR: 4.914e-02 Score 89.854 Data time: 0.1575, Forward time: 2.2775, Backward time: 3.1154, DDP time: 0.0049, Total iter time: 6.0916 [2020-11-05 22:58:52,088][root][INFO] - ===> Epoch[211](5461/26): Loss 0.3399, Sem 0.2900, dir -0.4402, norm 0.4901, swav 0.0000 LR: 4.913e-02 Score 91.449 Data time: 0.2260, Forward time: 2.2776, Backward time: 3.1154, DDP time: 0.0049, Total iter time: 5.7346 [2020-11-05 22:58:58,150][root][INFO] - ===> Epoch[211](5462/26): Loss 0.4321, Sem 0.3229, dir -0.3511, norm 0.4603, swav 0.0000 LR: 4.912e-02 Score 90.015 Data time: 0.1801, Forward time: 2.2775, Backward time: 3.1155, DDP time: 0.0049, Total iter time: 5.9312 [2020-11-05 22:59:04,374][root][INFO] - ===> Epoch[211](5463/26): Loss 0.4201, Sem 0.3153, dir -0.3523, norm 0.4571, swav 0.0000 LR: 4.911e-02 Score 90.155 Data time: 0.1908, Forward time: 2.2775, Backward time: 3.1156, DDP time: 0.0049, Total iter time: 6.1000 [2020-11-05 22:59:09,963][root][INFO] - ===> Epoch[211](5464/26): Loss 0.3312, Sem 0.2809, dir -0.4074, norm 0.4577, swav 0.0000 LR: 4.910e-02 Score 91.894 Data time: 0.2177, Forward time: 2.2775, Backward time: 3.1156, DDP time: 0.0049, Total iter time: 5.4521 [2020-11-05 22:59:16,729][root][INFO] - ===> Epoch[211](5465/26): Loss 0.3532, Sem 0.2926, dir -0.3788, norm 0.4394, swav 0.0000 LR: 4.909e-02 Score 91.101 Data time: 0.2324, Forward time: 2.2775, Backward time: 3.1157, DDP time: 0.0049, Total iter time: 6.6245 [2020-11-05 22:59:21,831][root][INFO] - ===> Epoch[211](5466/26): Loss 0.3739, Sem 0.3446, dir -0.4399, norm 0.4692, swav 0.0000 LR: 4.908e-02 Score 89.662 Data time: 0.1868, Forward time: 2.2775, Backward time: 3.1156, DDP time: 0.0049, Total iter time: 5.0024 [2020-11-05 22:59:27,712][root][INFO] - ===> Epoch[211](5467/26): Loss 0.4327, Sem 0.3236, dir -0.3486, norm 0.4578, swav 0.0000 LR: 4.907e-02 Score 89.045 Data time: 0.2000, Forward time: 2.2774, Backward time: 3.1157, DDP time: 0.0049, Total iter time: 5.7955 [2020-11-05 22:59:33,768][root][INFO] - ===> Epoch[211](5468/26): Loss 0.4011, Sem 0.3462, dir -0.3809, norm 0.4359, swav 0.0000 LR: 4.906e-02 Score 88.591 Data time: 0.1869, Forward time: 2.2774, Backward time: 3.1158, DDP time: 0.0049, Total iter time: 5.9269 [2020-11-05 22:59:39,280][root][INFO] - ===> Epoch[211](5469/26): Loss 0.3372, Sem 0.2906, dir -0.3845, norm 0.4310, swav 0.0000 LR: 4.905e-02 Score 90.346 Data time: 0.2137, Forward time: 2.2774, Backward time: 3.1158, DDP time: 0.0049, Total iter time: 5.3852 [2020-11-05 22:59:44,967][root][INFO] - ===> Epoch[211](5470/26): Loss 0.4061, Sem 0.3408, dir -0.3908, norm 0.4561, swav 0.0000 LR: 4.904e-02 Score 88.984 Data time: 0.2423, Forward time: 2.2774, Backward time: 3.1157, DDP time: 0.0049, Total iter time: 5.5645 [2020-11-05 22:59:50,945][root][INFO] - ===> Epoch[211](5471/26): Loss 0.3031, Sem 0.2872, dir -0.4225, norm 0.4384, swav 0.0000 LR: 4.903e-02 Score 90.921 Data time: 0.2771, Forward time: 2.2775, Backward time: 3.1156, DDP time: 0.0049, Total iter time: 5.8648 [2020-11-05 22:59:56,540][root][INFO] - ===> Epoch[211](5472/26): Loss 0.2840, Sem 0.3161, dir -0.4409, norm 0.4088, swav 0.0000 LR: 4.902e-02 Score 90.580 Data time: 0.1550, Forward time: 2.2774, Backward time: 3.1157, DDP time: 0.0049, Total iter time: 5.4805 [2020-11-05 23:00:01,785][root][INFO] - ===> Epoch[211](5473/26): Loss 0.4104, Sem 0.3498, dir -0.3878, norm 0.4483, swav 0.0000 LR: 4.901e-02 Score 89.591 Data time: 0.1978, Forward time: 2.2774, Backward time: 3.1156, DDP time: 0.0049, Total iter time: 5.1416 [2020-11-05 23:00:07,221][root][INFO] - ===> Epoch[211](5474/26): Loss 0.3627, Sem 0.3386, dir -0.3774, norm 0.4015, swav 0.0000 LR: 4.900e-02 Score 89.419 Data time: 0.2176, Forward time: 2.2774, Backward time: 3.1155, DDP time: 0.0049, Total iter time: 5.3255 [2020-11-05 23:00:13,055][root][INFO] - ===> Epoch[211](5475/26): Loss 0.2156, Sem 0.2499, dir -0.4450, norm 0.4107, swav 0.0000 LR: 4.899e-02 Score 91.761 Data time: 0.2034, Forward time: 2.2774, Backward time: 3.1156, DDP time: 0.0049, Total iter time: 5.7210 [2020-11-05 23:00:19,682][root][INFO] - ===> Epoch[211](5476/26): Loss 0.4381, Sem 0.3748, dir -0.3945, norm 0.4577, swav 0.0000 LR: 4.898e-02 Score 88.538 Data time: 0.2805, Forward time: 2.2775, Backward time: 3.1156, DDP time: 0.0049, Total iter time: 6.5216 [2020-11-05 23:00:25,346][root][INFO] - ===> Epoch[211](5477/26): Loss 0.4931, Sem 0.4138, dir -0.3819, norm 0.4612, swav 0.0000 LR: 4.897e-02 Score 86.946 Data time: 0.2132, Forward time: 2.2775, Backward time: 3.1155, DDP time: 0.0049, Total iter time: 5.5391 [2020-11-05 23:00:31,694][root][INFO] - ===> Epoch[211](5478/26): Loss 0.4898, Sem 0.4289, dir -0.3539, norm 0.4149, swav 0.0000 LR: 4.896e-02 Score 87.476 Data time: 0.2476, Forward time: 2.2776, Backward time: 3.1155, DDP time: 0.0049, Total iter time: 6.2320 [2020-11-05 23:00:37,914][root][INFO] - ===> Epoch[211](5479/26): Loss 0.2576, Sem 0.2669, dir -0.4648, norm 0.4555, swav 0.0000 LR: 4.895e-02 Score 90.791 Data time: 0.1514, Forward time: 2.2775, Backward time: 3.1157, DDP time: 0.0049, Total iter time: 6.0935 [2020-11-05 23:00:43,120][root][INFO] - ===> Epoch[211](5480/26): Loss 0.3056, Sem 0.2779, dir -0.4007, norm 0.4284, swav 0.0000 LR: 4.894e-02 Score 90.839 Data time: 0.2559, Forward time: 2.2775, Backward time: 3.1156, DDP time: 0.0049, Total iter time: 5.1449 [2020-11-05 23:00:49,060][root][INFO] - ===> Epoch[211](5481/26): Loss 0.3894, Sem 0.2777, dir -0.3872, norm 0.4989, swav 0.0000 LR: 4.893e-02 Score 91.235 Data time: 0.2311, Forward time: 2.2775, Backward time: 3.1156, DDP time: 0.0049, Total iter time: 5.8127 [2020-11-05 23:00:55,292][root][INFO] - ===> Epoch[211](5482/26): Loss 0.3947, Sem 0.3201, dir -0.3486, norm 0.4232, swav 0.0000 LR: 4.892e-02 Score 89.424 Data time: 0.1980, Forward time: 2.2775, Backward time: 3.1157, DDP time: 0.0049, Total iter time: 6.0888 [2020-11-05 23:01:02,485][root][INFO] - ===> Epoch[211](5483/26): Loss 0.1706, Sem 0.2464, dir -0.4821, norm 0.4063, swav 0.0000 LR: 4.891e-02 Score 92.166 Data time: 0.2442, Forward time: 2.2775, Backward time: 3.1159, DDP time: 0.0049, Total iter time: 7.0724 [2020-11-05 23:01:09,260][root][INFO] - ===> Epoch[211](5484/26): Loss 0.4397, Sem 0.3432, dir -0.3591, norm 0.4556, swav 0.0000 LR: 4.890e-02 Score 90.257 Data time: 0.2366, Forward time: 2.2776, Backward time: 3.1160, DDP time: 0.0049, Total iter time: 6.6493 [2020-11-05 23:01:15,416][root][INFO] - ===> Epoch[211](5485/26): Loss 0.3347, Sem 0.2899, dir -0.4264, norm 0.4712, swav 0.0000 LR: 4.889e-02 Score 90.933 Data time: 0.2637, Forward time: 2.2777, Backward time: 3.1159, DDP time: 0.0049, Total iter time: 6.0044 [2020-11-05 23:01:21,442][root][INFO] - ===> Epoch[211](5486/26): Loss 0.3037, Sem 0.3333, dir -0.4089, norm 0.3793, swav 0.0000 LR: 4.888e-02 Score 89.524 Data time: 0.1849, Forward time: 2.2777, Backward time: 3.1160, DDP time: 0.0049, Total iter time: 5.8915 [2020-11-05 23:01:28,028][root][INFO] - ===> Epoch[212](5487/26): Loss 0.3070, Sem 0.2531, dir -0.3674, norm 0.4213, swav 0.0000 LR: 4.887e-02 Score 91.177 Data time: 0.2074, Forward time: 2.2776, Backward time: 3.1162, DDP time: 0.0049, Total iter time: 6.4752 [2020-11-05 23:01:34,431][root][INFO] - ===> Epoch[212](5488/26): Loss 0.3892, Sem 0.2989, dir -0.3392, norm 0.4294, swav 0.0000 LR: 4.886e-02 Score 91.032 Data time: 0.3046, Forward time: 2.2778, Backward time: 3.1161, DDP time: 0.0049, Total iter time: 6.3123 [2020-11-05 23:01:40,842][root][INFO] - ===> Epoch[212](5489/26): Loss 0.3031, Sem 0.2977, dir -0.4016, norm 0.4070, swav 0.0000 LR: 4.885e-02 Score 89.989 Data time: 0.2045, Forward time: 2.2778, Backward time: 3.1162, DDP time: 0.0049, Total iter time: 6.2743 [2020-11-05 23:01:46,196][root][INFO] - ===> Epoch[212](5490/26): Loss 0.2982, Sem 0.2868, dir -0.3943, norm 0.4057, swav 0.0000 LR: 4.884e-02 Score 90.783 Data time: 0.1727, Forward time: 2.2777, Backward time: 3.1162, DDP time: 0.0049, Total iter time: 5.2500 [2020-11-05 23:01:51,228][root][INFO] - ===> Epoch[212](5491/26): Loss 0.3737, Sem 0.3155, dir -0.4097, norm 0.4679, swav 0.0000 LR: 4.883e-02 Score 90.760 Data time: 0.1908, Forward time: 2.2777, Backward time: 3.1161, DDP time: 0.0049, Total iter time: 4.9265 [2020-11-05 23:01:56,701][root][INFO] - ===> Epoch[212](5492/26): Loss 0.3447, Sem 0.3135, dir -0.4227, norm 0.4538, swav 0.0000 LR: 4.882e-02 Score 90.822 Data time: 0.2471, Forward time: 2.2778, Backward time: 3.1160, DDP time: 0.0049, Total iter time: 5.3556 [2020-11-05 23:02:01,929][root][INFO] - ===> Epoch[212](5493/26): Loss 0.2728, Sem 0.2462, dir -0.3687, norm 0.3954, swav 0.0000 LR: 4.881e-02 Score 93.072 Data time: 0.2108, Forward time: 2.2777, Backward time: 3.1159, DDP time: 0.0049, Total iter time: 5.0969 [2020-11-05 23:02:07,130][root][INFO] - ===> Epoch[212](5494/26): Loss 0.3548, Sem 0.3051, dir -0.3854, norm 0.4351, swav 0.0000 LR: 4.880e-02 Score 89.645 Data time: 0.2189, Forward time: 2.2777, Backward time: 3.1158, DDP time: 0.0049, Total iter time: 5.0969 [2020-11-05 23:02:13,037][root][INFO] - ===> Epoch[212](5495/26): Loss 0.2624, Sem 0.2809, dir -0.3876, norm 0.3691, swav 0.0000 LR: 4.879e-02 Score 91.984 Data time: 0.1673, Forward time: 2.2777, Backward time: 3.1159, DDP time: 0.0049, Total iter time: 5.7850 [2020-11-05 23:02:18,065][root][INFO] - ===> Epoch[212](5496/26): Loss 0.3734, Sem 0.3699, dir -0.3942, norm 0.3977, swav 0.0000 LR: 4.878e-02 Score 87.961 Data time: 0.1365, Forward time: 2.2775, Backward time: 3.1159, DDP time: 0.0049, Total iter time: 4.9285 [2020-11-05 23:02:23,178][root][INFO] - ===> Epoch[212](5497/26): Loss 0.2415, Sem 0.2721, dir -0.3847, norm 0.3540, swav 0.0000 LR: 4.878e-02 Score 90.501 Data time: 0.1835, Forward time: 2.2775, Backward time: 3.1159, DDP time: 0.0049, Total iter time: 5.0323 [2020-11-05 23:02:28,669][root][INFO] - ===> Epoch[212](5498/26): Loss 0.3220, Sem 0.3130, dir -0.4292, norm 0.4381, swav 0.0000 LR: 4.877e-02 Score 90.136 Data time: 0.1613, Forward time: 2.2774, Backward time: 3.1159, DDP time: 0.0049, Total iter time: 5.3752 [2020-11-05 23:02:37,483][root][INFO] - ===> Epoch[212](5499/26): Loss 0.2711, Sem 0.3088, dir -0.4539, norm 0.4162, swav 0.0000 LR: 4.876e-02 Score 89.802 Data time: 0.3275, Forward time: 2.2776, Backward time: 3.1163, DDP time: 0.0049, Total iter time: 8.7367 [2020-11-05 23:02:43,502][root][INFO] - ===> Epoch[212](5500/26): Loss 0.4805, Sem 0.3882, dir -0.3706, norm 0.4630, swav 0.0000 LR: 4.875e-02 Score 88.374 Data time: 0.1912, Forward time: 2.2775, Backward time: 3.1163, DDP time: 0.0049, Total iter time: 5.8745 [2020-11-05 23:02:44,214][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-11-05 23:02:44,452][root][INFO] - ===> Start testing [2020-11-05 23:04:13,739][root][INFO] - 101/312: Data time: 0.0052, Iter time: 0.2047 Loss 1.518 (AVG: 0.669) Score 65.802 (AVG: 82.559) mIOU 57.411 mAP 66.571 mAcc 68.992 IOU: 74.092 95.822 55.641 74.284 86.057 78.918 62.515 46.338 47.396 62.334 7.622 43.636 46.426 35.485 47.852 33.948 89.973 43.830 77.593 38.460 mAP: 76.453 96.458 57.546 67.572 87.968 82.589 60.987 57.822 54.665 63.051 35.808 48.266 60.896 65.859 56.135 73.148 95.950 64.129 74.142 51.986 mAcc: 89.011 97.930 67.995 84.497 91.463 84.328 74.310 59.629 70.041 81.811 8.101 51.198 75.709 67.961 55.832 46.217 93.703 47.680 84.205 48.216 [2020-11-05 23:05:35,189][root][INFO] - 201/312: Data time: 0.0083, Iter time: 0.3557 Loss 0.497 (AVG: 0.597) Score 85.732 (AVG: 84.298) mIOU 59.179 mAP 67.451 mAcc 70.859 IOU: 76.806 95.868 56.547 74.577 86.643 81.168 64.020 46.534 48.906 72.456 6.975 48.670 48.924 49.593 42.763 31.440 88.315 43.777 80.768 38.832 mAP: 78.673 96.229 59.280 68.165 88.597 81.669 63.986 59.025 56.270 59.887 29.806 51.966 60.475 73.125 53.112 78.096 93.905 63.325 83.697 49.738 mAcc: 89.522 97.937 68.888 82.506 91.899 88.864 75.861 59.346 68.949 88.173 7.646 56.317 76.799 76.525 51.004 58.352 91.730 47.183 90.205 49.466 [2020-11-05 23:06:55,678][root][INFO] - 301/312: Data time: 0.0067, Iter time: 0.2070 Loss 0.474 (AVG: 0.610) Score 84.941 (AVG: 84.164) mIOU 58.496 mAP 66.945 mAcc 70.198 IOU: 76.944 95.918 52.399 75.999 86.610 79.978 65.059 44.659 43.633 68.482 7.034 48.893 47.358 50.187 37.657 35.427 86.560 47.105 81.024 39.005 mAP: 78.463 96.222 57.063 71.369 87.913 82.506 64.857 58.733 53.664 59.077 29.027 52.019 59.874 72.719 45.072 79.705 92.853 66.101 82.767 48.902 mAcc: 89.810 98.069 65.696 83.630 92.839 87.457 76.409 56.338 62.126 83.527 7.777 56.960 74.843 75.981 45.841 64.959 90.283 51.588 90.352 49.469 [2020-11-05 23:07:04,074][root][INFO] - 312/312: Data time: 0.0039, Iter time: 0.3667 Loss 1.355 (AVG: 0.610) Score 67.765 (AVG: 84.148) mIOU 58.419 mAP 66.821 mAcc 69.973 IOU: 77.039 95.878 52.735 75.053 86.588 79.909 64.877 45.029 45.104 69.578 6.966 49.287 47.475 48.925 36.841 33.245 86.719 47.903 80.210 39.013 mAP: 78.618 96.218 57.730 70.444 87.983 82.295 64.805 59.038 53.973 60.169 28.899 52.043 60.105 72.363 44.409 78.861 92.995 66.850 80.144 48.485 mAcc: 89.802 98.034 66.008 82.474 92.796 87.632 76.327 56.663 63.665 84.295 7.697 57.314 74.971 75.570 46.416 57.769 90.330 52.579 89.554 49.557 [2020-11-05 23:07:04,075][root][INFO] - Finished test. Elapsed time: 259.6214 [2020-11-05 23:07:17,707][root][INFO] - [2020-11-05 23:07:17,708][root][INFO] - ################################################################ [2020-11-05 23:07:17,708][root][INFO] - what : AP AP_50% AP_25% [2020-11-05 23:07:17,708][root][INFO] - ################################################################ [2020-11-05 23:07:17,709][root][INFO] - cabinet : 0.044 0.142 0.407 [2020-11-05 23:07:17,709][root][INFO] - bed : 0.210 0.552 0.696 [2020-11-05 23:07:17,709][root][INFO] - chair : 0.351 0.535 0.677 [2020-11-05 23:07:17,709][root][INFO] - sofa : 0.186 0.371 0.629 [2020-11-05 23:07:17,709][root][INFO] - table : 0.067 0.163 0.311 [2020-11-05 23:07:17,709][root][INFO] - door : 0.079 0.197 0.377 [2020-11-05 23:07:17,709][root][INFO] - window : 0.021 0.072 0.301 [2020-11-05 23:07:17,709][root][INFO] - bookshelf : 0.026 0.082 0.304 [2020-11-05 23:07:17,709][root][INFO] - picture : 0.001 0.004 0.026 [2020-11-05 23:07:17,709][root][INFO] - counter : 0.001 0.007 0.137 [2020-11-05 23:07:17,709][root][INFO] - desk : 0.004 0.020 0.198 [2020-11-05 23:07:17,709][root][INFO] - curtain : 0.166 0.319 0.526 [2020-11-05 23:07:17,709][root][INFO] - refrigerator : 0.064 0.177 0.245 [2020-11-05 23:07:17,709][root][INFO] - shower curtain : 0.183 0.399 0.423 [2020-11-05 23:07:17,709][root][INFO] - toilet : 0.670 0.936 0.969 [2020-11-05 23:07:17,709][root][INFO] - sink : 0.148 0.337 0.633 [2020-11-05 23:07:17,709][root][INFO] - bathtub : 0.249 0.447 0.608 [2020-11-05 23:07:17,709][root][INFO] - otherfurniture : 0.174 0.290 0.499 [2020-11-05 23:07:17,709][root][INFO] - ---------------------------------------------------------------- [2020-11-05 23:07:17,709][root][INFO] - average : 0.147 0.281 0.443 [2020-11-05 23:07:17,709][root][INFO] - [2020-11-05 23:07:17,996][root][INFO] - Summary name validation/mAP@0.5 is illegal; using validation/mAP_0.5 instead. [2020-11-05 23:07:18,646][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34Cbest_val.pth [2020-11-05 23:07:18,872][root][INFO] - Current best mIoU: 58.419 at iter 5500 [2020-11-05 23:07:22,631][root][INFO] - ===> Epoch[212](5501/26): Loss 0.2614, Sem 0.2960, dir -0.4371, norm 0.4024, swav 0.0000 LR: 4.874e-02 Score 90.414 Data time: 0.1516, Forward time: 2.2774, Backward time: 3.1161, DDP time: 0.0049, Total iter time: 3.7522 [2020-11-05 23:07:28,775][root][INFO] - ===> Epoch[212](5502/26): Loss 0.2855, Sem 0.2808, dir -0.4640, norm 0.4686, swav 0.0000 LR: 4.873e-02 Score 91.677 Data time: 0.1596, Forward time: 2.2773, Backward time: 3.1162, DDP time: 0.0049, Total iter time: 6.0491 [2020-11-05 23:07:35,287][root][INFO] - ===> Epoch[212](5503/26): Loss 0.3452, Sem 0.3073, dir -0.3674, norm 0.4052, swav 0.0000 LR: 4.872e-02 Score 90.549 Data time: 0.1728, Forward time: 2.2772, Backward time: 3.1165, DDP time: 0.0049, Total iter time: 6.4137 [2020-11-05 23:07:40,793][root][INFO] - ===> Epoch[212](5504/26): Loss 0.3211, Sem 0.2466, dir -0.4204, norm 0.4949, swav 0.0000 LR: 4.871e-02 Score 91.906 Data time: 0.1810, Forward time: 2.2772, Backward time: 3.1165, DDP time: 0.0049, Total iter time: 5.3940 [2020-11-05 23:07:45,622][root][INFO] - ===> Epoch[212](5505/26): Loss 0.3076, Sem 0.3346, dir -0.4000, norm 0.3730, swav 0.0000 LR: 4.870e-02 Score 88.799 Data time: 0.2153, Forward time: 2.2771, Backward time: 3.1163, DDP time: 0.0049, Total iter time: 4.7130 [2020-11-05 23:07:50,990][root][INFO] - ===> Epoch[212](5506/26): Loss 0.4411, Sem 0.3823, dir -0.3931, norm 0.4520, swav 0.0000 LR: 4.869e-02 Score 88.707 Data time: 0.2657, Forward time: 2.2772, Backward time: 3.1162, DDP time: 0.0049, Total iter time: 5.2515 [2020-11-05 23:07:57,022][root][INFO] - ===> Epoch[212](5507/26): Loss 0.3284, Sem 0.2878, dir -0.3948, norm 0.4353, swav 0.0000 LR: 4.868e-02 Score 90.506 Data time: 0.2249, Forward time: 2.2773, Backward time: 3.1162, DDP time: 0.0049, Total iter time: 5.9007 [2020-11-05 23:08:02,873][root][INFO] - ===> Epoch[212](5508/26): Loss 0.4292, Sem 0.3488, dir -0.4009, norm 0.4813, swav 0.0000 LR: 4.867e-02 Score 88.902 Data time: 0.1770, Forward time: 2.2772, Backward time: 3.1163, DDP time: 0.0049, Total iter time: 5.7408 [2020-11-05 23:08:09,615][root][INFO] - ===> Epoch[212](5509/26): Loss 0.4130, Sem 0.3503, dir -0.3698, norm 0.4324, swav 0.0000 LR: 4.866e-02 Score 90.276 Data time: 0.1800, Forward time: 2.2771, Backward time: 3.1165, DDP time: 0.0049, Total iter time: 6.6221 [2020-11-05 23:08:17,795][root][INFO] - ===> Epoch[212](5510/26): Loss 0.2762, Sem 0.2448, dir -0.3508, norm 0.3823, swav 0.0000 LR: 4.865e-02 Score 91.476 Data time: 0.2119, Forward time: 2.2771, Backward time: 3.1169, DDP time: 0.0049, Total iter time: 8.0711 [2020-11-05 23:08:24,088][root][INFO] - ===> Epoch[212](5511/26): Loss 0.3698, Sem 0.3245, dir -0.3767, norm 0.4220, swav 0.0000 LR: 4.864e-02 Score 91.189 Data time: 0.2273, Forward time: 2.2771, Backward time: 3.1170, DDP time: 0.0049, Total iter time: 6.1686 [2020-11-05 23:08:30,381][root][INFO] - ===> Epoch[212](5512/26): Loss 0.3971, Sem 0.3698, dir -0.4356, norm 0.4629, swav 0.0000 LR: 4.863e-02 Score 89.203 Data time: 0.2257, Forward time: 2.2771, Backward time: 3.1171, DDP time: 0.0049, Total iter time: 6.1709 [2020-11-05 23:08:35,518][root][INFO] - ===> Epoch[213](5513/26): Loss 0.1539, Sem 0.2410, dir -0.4647, norm 0.3776, swav 0.0000 LR: 4.862e-02 Score 92.318 Data time: 0.2116, Forward time: 2.2771, Backward time: 3.1170, DDP time: 0.0049, Total iter time: 4.9823 [2020-11-05 23:08:40,468][root][INFO] - ===> Epoch[213](5514/26): Loss 0.3210, Sem 0.3015, dir -0.4362, norm 0.4556, swav 0.0000 LR: 4.861e-02 Score 89.966 Data time: 0.2059, Forward time: 2.2771, Backward time: 3.1168, DDP time: 0.0049, Total iter time: 4.8426 [2020-11-05 23:08:45,886][root][INFO] - ===> Epoch[213](5515/26): Loss 0.3424, Sem 0.2998, dir -0.4140, norm 0.4567, swav 0.0000 LR: 4.860e-02 Score 90.727 Data time: 0.1961, Forward time: 2.2770, Backward time: 3.1168, DDP time: 0.0049, Total iter time: 5.3045 [2020-11-05 23:08:52,589][root][INFO] - ===> Epoch[213](5516/26): Loss 0.4523, Sem 0.3583, dir -0.3525, norm 0.4465, swav 0.0000 LR: 4.859e-02 Score 89.282 Data time: 0.3359, Forward time: 2.2772, Backward time: 3.1168, DDP time: 0.0049, Total iter time: 6.5906 [2020-11-05 23:08:58,599][root][INFO] - ===> Epoch[213](5517/26): Loss 0.3061, Sem 0.2890, dir -0.3776, norm 0.3947, swav 0.0000 LR: 4.858e-02 Score 91.238 Data time: 0.2734, Forward time: 2.2774, Backward time: 3.1167, DDP time: 0.0049, Total iter time: 5.8574 [2020-11-05 23:09:03,988][root][INFO] - ===> Epoch[213](5518/26): Loss 0.2240, Sem 0.2351, dir -0.4033, norm 0.3922, swav 0.0000 LR: 4.857e-02 Score 92.500 Data time: 0.1961, Forward time: 2.2773, Backward time: 3.1166, DDP time: 0.0049, Total iter time: 5.2718 [2020-11-05 23:09:09,097][root][INFO] - ===> Epoch[213](5519/26): Loss 0.4008, Sem 0.3786, dir -0.3813, norm 0.4035, swav 0.0000 LR: 4.856e-02 Score 88.248 Data time: 0.1830, Forward time: 2.2773, Backward time: 3.1166, DDP time: 0.0049, Total iter time: 5.0038 [2020-11-05 23:09:14,084][root][INFO] - ===> Epoch[213](5520/26): Loss 0.4289, Sem 0.3416, dir -0.3881, norm 0.4754, swav 0.0000 LR: 4.855e-02 Score 88.788 Data time: 0.2423, Forward time: 2.2772, Backward time: 3.1164, DDP time: 0.0049, Total iter time: 4.9097 [2020-11-05 23:09:18,725][root][INFO] - ===> Epoch[213](5521/26): Loss 0.3472, Sem 0.3191, dir -0.4106, norm 0.4388, swav 0.0000 LR: 4.854e-02 Score 90.466 Data time: 0.2074, Forward time: 2.2772, Backward time: 3.1163, DDP time: 0.0049, Total iter time: 4.5305 [2020-11-05 23:09:24,668][root][INFO] - ===> Epoch[213](5522/26): Loss 0.3207, Sem 0.2991, dir -0.3954, norm 0.4170, swav 0.0000 LR: 4.853e-02 Score 90.409 Data time: 0.2405, Forward time: 2.2773, Backward time: 3.1163, DDP time: 0.0049, Total iter time: 5.8486 [2020-11-05 23:09:32,441][root][INFO] - ===> Epoch[213](5523/26): Loss 0.2584, Sem 0.2673, dir -0.4297, norm 0.4208, swav 0.0000 LR: 4.852e-02 Score 91.658 Data time: 0.2747, Forward time: 2.2774, Backward time: 3.1164, DDP time: 0.0049, Total iter time: 7.6312 [2020-11-05 23:09:39,662][root][INFO] - ===> Epoch[213](5524/26): Loss 0.3809, Sem 0.3089, dir -0.3748, norm 0.4468, swav 0.0000 LR: 4.851e-02 Score 91.422 Data time: 0.1855, Forward time: 2.2774, Backward time: 3.1167, DDP time: 0.0049, Total iter time: 7.0766 [2020-11-05 23:09:44,655][root][INFO] - ===> Epoch[213](5525/26): Loss 0.2444, Sem 0.2510, dir -0.4506, norm 0.4440, swav 0.0000 LR: 4.850e-02 Score 91.559 Data time: 0.2075, Forward time: 2.2774, Backward time: 3.1166, DDP time: 0.0049, Total iter time: 4.8676 [2020-11-05 23:09:50,590][root][INFO] - ===> Epoch[213](5526/26): Loss 0.2743, Sem 0.2764, dir -0.3856, norm 0.3835, swav 0.0000 LR: 4.849e-02 Score 91.312 Data time: 0.1461, Forward time: 2.2773, Backward time: 3.1167, DDP time: 0.0049, Total iter time: 5.8288 [2020-11-05 23:09:56,227][root][INFO] - ===> Epoch[213](5527/26): Loss 0.3845, Sem 0.3167, dir -0.3817, norm 0.4495, swav 0.0000 LR: 4.848e-02 Score 89.541 Data time: 0.2178, Forward time: 2.2772, Backward time: 3.1168, DDP time: 0.0049, Total iter time: 5.5511 [2020-11-05 23:10:02,194][root][INFO] - ===> Epoch[213](5528/26): Loss 0.3524, Sem 0.3328, dir -0.4080, norm 0.4276, swav 0.0000 LR: 4.847e-02 Score 88.573 Data time: 0.2525, Forward time: 2.2772, Backward time: 3.1167, DDP time: 0.0049, Total iter time: 5.8757 [2020-11-05 23:10:07,641][root][INFO] - ===> Epoch[213](5529/26): Loss 0.2716, Sem 0.2472, dir -0.3977, norm 0.4221, swav 0.0000 LR: 4.846e-02 Score 92.363 Data time: 0.1922, Forward time: 2.2772, Backward time: 3.1167, DDP time: 0.0049, Total iter time: 5.2970 [2020-11-05 23:10:14,051][root][INFO] - ===> Epoch[213](5530/26): Loss 0.3310, Sem 0.2960, dir -0.3712, norm 0.4061, swav 0.0000 LR: 4.845e-02 Score 90.955 Data time: 0.2484, Forward time: 2.2773, Backward time: 3.1168, DDP time: 0.0049, Total iter time: 6.3041 [2020-11-05 23:10:19,345][root][INFO] - ===> Epoch[213](5531/26): Loss 0.3472, Sem 0.3442, dir -0.4102, norm 0.4132, swav 0.0000 LR: 4.844e-02 Score 89.959 Data time: 0.2026, Forward time: 2.2773, Backward time: 3.1167, DDP time: 0.0049, Total iter time: 5.1700 [2020-11-05 23:10:25,836][root][INFO] - ===> Epoch[213](5532/26): Loss 0.3318, Sem 0.2749, dir -0.3910, norm 0.4479, swav 0.0000 LR: 4.843e-02 Score 91.810 Data time: 0.2164, Forward time: 2.2773, Backward time: 3.1168, DDP time: 0.0049, Total iter time: 6.3663 [2020-11-05 23:10:31,552][root][INFO] - ===> Epoch[213](5533/26): Loss 0.3609, Sem 0.3151, dir -0.3623, norm 0.4081, swav 0.0000 LR: 4.842e-02 Score 91.657 Data time: 0.2146, Forward time: 2.2773, Backward time: 3.1168, DDP time: 0.0049, Total iter time: 5.5950 [2020-11-05 23:10:37,349][root][INFO] - ===> Epoch[213](5534/26): Loss 0.3411, Sem 0.2927, dir -0.4233, norm 0.4717, swav 0.0000 LR: 4.841e-02 Score 91.555 Data time: 0.1924, Forward time: 2.2772, Backward time: 3.1168, DDP time: 0.0049, Total iter time: 5.6485 [2020-11-05 23:10:43,186][root][INFO] - ===> Epoch[213](5535/26): Loss 0.3446, Sem 0.3290, dir -0.4142, norm 0.4298, swav 0.0000 LR: 4.840e-02 Score 89.528 Data time: 0.1911, Forward time: 2.2772, Backward time: 3.1169, DDP time: 0.0049, Total iter time: 5.7045 [2020-11-05 23:10:48,474][root][INFO] - ===> Epoch[213](5536/26): Loss 0.3887, Sem 0.2950, dir -0.3423, norm 0.4361, swav 0.0000 LR: 4.839e-02 Score 91.509 Data time: 0.2194, Forward time: 2.2772, Backward time: 3.1168, DDP time: 0.0049, Total iter time: 5.1562 [2020-11-05 23:10:53,657][root][INFO] - ===> Epoch[213](5537/26): Loss 0.2854, Sem 0.3057, dir -0.4275, norm 0.4071, swav 0.0000 LR: 4.839e-02 Score 89.707 Data time: 0.2512, Forward time: 2.2772, Backward time: 3.1166, DDP time: 0.0049, Total iter time: 5.0511 [2020-11-05 23:10:58,406][root][INFO] - ===> Epoch[213](5538/26): Loss 0.2912, Sem 0.2835, dir -0.4565, norm 0.4642, swav 0.0000 LR: 4.838e-02 Score 91.479 Data time: 0.2039, Forward time: 2.2772, Backward time: 3.1165, DDP time: 0.0049, Total iter time: 4.6326 [2020-11-05 23:11:03,487][root][INFO] - ===> Epoch[214](5539/26): Loss 0.2729, Sem 0.2660, dir -0.4278, norm 0.4346, swav 0.0000 LR: 4.837e-02 Score 90.700 Data time: 0.2374, Forward time: 2.2771, Backward time: 3.1164, DDP time: 0.0049, Total iter time: 4.9786 [2020-11-05 23:11:09,132][root][INFO] - ===> Epoch[214](5540/26): Loss 0.4046, Sem 0.3593, dir -0.3617, norm 0.4069, swav 0.0000 LR: 4.836e-02 Score 89.981 Data time: 0.2378, Forward time: 2.2772, Backward time: 3.1163, DDP time: 0.0049, Total iter time: 5.5379 [2020-11-05 23:11:15,187][root][INFO] - ===> Epoch[214](5541/26): Loss 0.4254, Sem 0.2752, dir -0.3146, norm 0.4648, swav 0.0000 LR: 4.835e-02 Score 92.242 Data time: 0.1678, Forward time: 2.2771, Backward time: 3.1164, DDP time: 0.0049, Total iter time: 5.9228 [2020-11-05 23:11:20,889][root][INFO] - ===> Epoch[214](5542/26): Loss 0.2514, Sem 0.2521, dir -0.4398, norm 0.4391, swav 0.0000 LR: 4.834e-02 Score 91.439 Data time: 0.2113, Forward time: 2.2771, Backward time: 3.1164, DDP time: 0.0049, Total iter time: 5.6094 [2020-11-05 23:11:26,509][root][INFO] - ===> Epoch[214](5543/26): Loss 0.4242, Sem 0.3475, dir -0.3636, norm 0.4403, swav 0.0000 LR: 4.833e-02 Score 90.289 Data time: 0.1673, Forward time: 2.2771, Backward time: 3.1164, DDP time: 0.0049, Total iter time: 5.5035 [2020-11-05 23:11:32,281][root][INFO] - ===> Epoch[214](5544/26): Loss 0.3936, Sem 0.3101, dir -0.3915, norm 0.4751, swav 0.0000 LR: 4.832e-02 Score 89.423 Data time: 0.1572, Forward time: 2.2769, Backward time: 3.1166, DDP time: 0.0049, Total iter time: 5.6625 [2020-11-05 23:11:38,347][root][INFO] - ===> Epoch[214](5545/26): Loss 0.2571, Sem 0.2442, dir -0.3919, norm 0.4048, swav 0.0000 LR: 4.831e-02 Score 92.670 Data time: 0.2962, Forward time: 2.2771, Backward time: 3.1165, DDP time: 0.0049, Total iter time: 5.9431 [2020-11-05 23:11:44,955][root][INFO] - ===> Epoch[214](5546/26): Loss 0.3498, Sem 0.2919, dir -0.3795, norm 0.4373, swav 0.0000 LR: 4.830e-02 Score 89.455 Data time: 0.1771, Forward time: 2.2770, Backward time: 3.1166, DDP time: 0.0049, Total iter time: 6.4749 [2020-11-05 23:11:49,652][root][INFO] - ===> Epoch[214](5547/26): Loss 0.3211, Sem 0.2832, dir -0.3779, norm 0.4158, swav 0.0000 LR: 4.829e-02 Score 90.816 Data time: 0.2231, Forward time: 2.2770, Backward time: 3.1164, DDP time: 0.0049, Total iter time: 4.5532 [2020-11-05 23:11:55,225][root][INFO] - ===> Epoch[214](5548/26): Loss 0.3925, Sem 0.3250, dir -0.3965, norm 0.4640, swav 0.0000 LR: 4.828e-02 Score 90.048 Data time: 0.1707, Forward time: 2.2769, Backward time: 3.1165, DDP time: 0.0049, Total iter time: 5.4340 [2020-11-05 23:12:01,043][root][INFO] - ===> Epoch[214](5549/26): Loss 0.3760, Sem 0.3335, dir -0.3675, norm 0.4099, swav 0.0000 LR: 4.827e-02 Score 88.947 Data time: 0.2117, Forward time: 2.2769, Backward time: 3.1165, DDP time: 0.0049, Total iter time: 5.7055 [2020-11-05 23:12:07,107][root][INFO] - ===> Epoch[214](5550/26): Loss 0.3645, Sem 0.2933, dir -0.4264, norm 0.4977, swav 0.0000 LR: 4.826e-02 Score 90.276 Data time: 0.1850, Forward time: 2.2769, Backward time: 3.1166, DDP time: 0.0049, Total iter time: 5.9325 [2020-11-05 23:12:12,530][root][INFO] - ===> Epoch[214](5551/26): Loss 0.3039, Sem 0.3007, dir -0.3754, norm 0.3786, swav 0.0000 LR: 4.825e-02 Score 91.642 Data time: 0.2061, Forward time: 2.2768, Backward time: 3.1166, DDP time: 0.0049, Total iter time: 5.2917 [2020-11-05 23:12:18,111][root][INFO] - ===> Epoch[214](5552/26): Loss 0.3443, Sem 0.2859, dir -0.3279, norm 0.3864, swav 0.0000 LR: 4.824e-02 Score 91.273 Data time: 0.2507, Forward time: 2.2769, Backward time: 3.1165, DDP time: 0.0049, Total iter time: 5.4688 [2020-11-05 23:12:24,887][root][INFO] - ===> Epoch[214](5553/26): Loss 0.3645, Sem 0.3160, dir -0.4023, norm 0.4508, swav 0.0000 LR: 4.823e-02 Score 90.890 Data time: 0.1738, Forward time: 2.2769, Backward time: 3.1167, DDP time: 0.0049, Total iter time: 6.6451 [2020-11-05 23:12:31,486][root][INFO] - ===> Epoch[214](5554/26): Loss 0.3437, Sem 0.2775, dir -0.3605, norm 0.4267, swav 0.0000 LR: 4.822e-02 Score 92.353 Data time: 0.1805, Forward time: 2.2768, Backward time: 3.1169, DDP time: 0.0049, Total iter time: 6.5018 [2020-11-05 23:12:37,687][root][INFO] - ===> Epoch[214](5555/26): Loss 0.2643, Sem 0.2666, dir -0.4197, norm 0.4173, swav 0.0000 LR: 4.821e-02 Score 90.591 Data time: 0.3033, Forward time: 2.2769, Backward time: 3.1168, DDP time: 0.0049, Total iter time: 6.1184 [2020-11-05 23:12:44,471][root][INFO] - ===> Epoch[214](5556/26): Loss 0.2278, Sem 0.3002, dir -0.4281, norm 0.3558, swav 0.0000 LR: 4.820e-02 Score 90.037 Data time: 0.2551, Forward time: 2.2770, Backward time: 3.1169, DDP time: 0.0049, Total iter time: 6.6279 [2020-11-05 23:12:49,971][root][INFO] - ===> Epoch[214](5557/26): Loss 0.2820, Sem 0.3128, dir -0.4044, norm 0.3736, swav 0.0000 LR: 4.819e-02 Score 90.590 Data time: 0.2804, Forward time: 2.2771, Backward time: 3.1168, DDP time: 0.0049, Total iter time: 5.3828 [2020-11-05 23:12:55,197][root][INFO] - ===> Epoch[214](5558/26): Loss 0.3839, Sem 0.3102, dir -0.4212, norm 0.4948, swav 0.0000 LR: 4.818e-02 Score 90.004 Data time: 0.1564, Forward time: 2.2770, Backward time: 3.1168, DDP time: 0.0049, Total iter time: 5.1225 [2020-11-05 23:13:00,627][root][INFO] - ===> Epoch[214](5559/26): Loss 0.3909, Sem 0.2852, dir -0.3081, norm 0.4139, swav 0.0000 LR: 4.817e-02 Score 90.508 Data time: 0.2018, Forward time: 2.2770, Backward time: 3.1167, DDP time: 0.0049, Total iter time: 5.3355 [2020-11-05 23:13:06,187][root][INFO] - ===> Epoch[214](5560/26): Loss 0.4651, Sem 0.3815, dir -0.4160, norm 0.4997, swav 0.0000 LR: 4.816e-02 Score 87.782 Data time: 0.2148, Forward time: 2.2769, Backward time: 3.1167, DDP time: 0.0049, Total iter time: 5.4334 [2020-11-05 23:13:12,919][root][INFO] - ===> Epoch[214](5561/26): Loss 0.4375, Sem 0.3318, dir -0.3603, norm 0.4660, swav 0.0000 LR: 4.815e-02 Score 89.504 Data time: 0.2492, Forward time: 2.2770, Backward time: 3.1168, DDP time: 0.0049, Total iter time: 6.6207 [2020-11-05 23:13:19,968][root][INFO] - ===> Epoch[214](5562/26): Loss 0.2815, Sem 0.2494, dir -0.4209, norm 0.4530, swav 0.0000 LR: 4.814e-02 Score 92.068 Data time: 0.2633, Forward time: 2.2771, Backward time: 3.1169, DDP time: 0.0049, Total iter time: 6.9390 [2020-11-05 23:13:25,592][root][INFO] - ===> Epoch[214](5563/26): Loss 0.3944, Sem 0.2601, dir -0.3430, norm 0.4773, swav 0.0000 LR: 4.813e-02 Score 90.856 Data time: 0.2358, Forward time: 2.2771, Backward time: 3.1169, DDP time: 0.0049, Total iter time: 5.4880 [2020-11-05 23:13:30,846][root][INFO] - ===> Epoch[214](5564/26): Loss 0.3665, Sem 0.3532, dir -0.3982, norm 0.4115, swav 0.0000 LR: 4.812e-02 Score 89.733 Data time: 0.2913, Forward time: 2.2772, Backward time: 3.1167, DDP time: 0.0049, Total iter time: 5.1275 [2020-11-05 23:13:36,522][root][INFO] - ===> Epoch[215](5565/26): Loss 0.3618, Sem 0.2856, dir -0.3723, norm 0.4485, swav 0.0000 LR: 4.811e-02 Score 91.138 Data time: 0.2568, Forward time: 2.2773, Backward time: 3.1166, DDP time: 0.0049, Total iter time: 5.5192 [2020-11-05 23:13:40,963][root][INFO] - ===> Epoch[215](5566/26): Loss 0.3548, Sem 0.3390, dir -0.3469, norm 0.3627, swav 0.0000 LR: 4.810e-02 Score 89.317 Data time: 0.1783, Forward time: 2.2772, Backward time: 3.1164, DDP time: 0.0049, Total iter time: 4.3206 [2020-11-05 23:13:46,870][root][INFO] - ===> Epoch[215](5567/26): Loss 0.3216, Sem 0.2845, dir -0.3851, norm 0.4222, swav 0.0000 LR: 4.809e-02 Score 91.682 Data time: 0.2508, Forward time: 2.2773, Backward time: 3.1163, DDP time: 0.0049, Total iter time: 5.8090 [2020-11-05 23:13:51,639][root][INFO] - ===> Epoch[215](5568/26): Loss 0.2719, Sem 0.2905, dir -0.4381, norm 0.4196, swav 0.0000 LR: 4.808e-02 Score 90.748 Data time: 0.1878, Forward time: 2.2773, Backward time: 3.1162, DDP time: 0.0049, Total iter time: 4.6352 [2020-11-05 23:13:57,376][root][INFO] - ===> Epoch[215](5569/26): Loss 0.3179, Sem 0.2983, dir -0.3709, norm 0.3905, swav 0.0000 LR: 4.807e-02 Score 90.882 Data time: 0.2321, Forward time: 2.2773, Backward time: 3.1161, DDP time: 0.0049, Total iter time: 5.6172 [2020-11-05 23:14:02,708][root][INFO] - ===> Epoch[215](5570/26): Loss 0.2320, Sem 0.2471, dir -0.4075, norm 0.3925, swav 0.0000 LR: 4.806e-02 Score 92.696 Data time: 0.2613, Forward time: 2.2774, Backward time: 3.1160, DDP time: 0.0049, Total iter time: 5.2013 [2020-11-05 23:14:08,172][root][INFO] - ===> Epoch[215](5571/26): Loss 0.3652, Sem 0.2952, dir -0.3485, norm 0.4185, swav 0.0000 LR: 4.805e-02 Score 91.209 Data time: 0.1921, Forward time: 2.2773, Backward time: 3.1160, DDP time: 0.0049, Total iter time: 5.3347 [2020-11-05 23:14:13,585][root][INFO] - ===> Epoch[215](5572/26): Loss 0.2892, Sem 0.2783, dir -0.4312, norm 0.4421, swav 0.0000 LR: 4.804e-02 Score 90.481 Data time: 0.1512, Forward time: 2.2772, Backward time: 3.1160, DDP time: 0.0049, Total iter time: 5.3087 [2020-11-05 23:14:19,392][root][INFO] - ===> Epoch[215](5573/26): Loss 0.3178, Sem 0.2751, dir -0.4083, norm 0.4510, swav 0.0000 LR: 4.803e-02 Score 91.413 Data time: 0.1761, Forward time: 2.2771, Backward time: 3.1161, DDP time: 0.0049, Total iter time: 5.7162 [2020-11-05 23:14:25,491][root][INFO] - ===> Epoch[215](5574/26): Loss 0.4805, Sem 0.3702, dir -0.3698, norm 0.4802, swav 0.0000 LR: 4.802e-02 Score 90.224 Data time: 0.2326, Forward time: 2.2772, Backward time: 3.1161, DDP time: 0.0049, Total iter time: 6.0000 [2020-11-05 23:14:30,757][root][INFO] - ===> Epoch[215](5575/26): Loss 0.2394, Sem 0.2392, dir -0.4102, norm 0.4105, swav 0.0000 LR: 4.801e-02 Score 91.219 Data time: 0.2113, Forward time: 2.2772, Backward time: 3.1160, DDP time: 0.0049, Total iter time: 5.1310 [2020-11-05 23:14:34,970][root][INFO] - ===> Epoch[215](5576/26): Loss 0.3564, Sem 0.3065, dir -0.4344, norm 0.4844, swav 0.0000 LR: 4.800e-02 Score 89.988 Data time: 0.1667, Forward time: 2.2771, Backward time: 3.1158, DDP time: 0.0049, Total iter time: 4.0900 [2020-11-05 23:14:41,258][root][INFO] - ===> Epoch[215](5577/26): Loss 0.5104, Sem 0.4395, dir -0.3694, norm 0.4403, swav 0.0000 LR: 4.799e-02 Score 87.529 Data time: 0.1782, Forward time: 2.2770, Backward time: 3.1160, DDP time: 0.0049, Total iter time: 6.1707 [2020-11-05 23:14:46,614][root][INFO] - ===> Epoch[215](5578/26): Loss 0.3516, Sem 0.2862, dir -0.3792, norm 0.4446, swav 0.0000 LR: 4.799e-02 Score 91.635 Data time: 0.1705, Forward time: 2.2769, Backward time: 3.1160, DDP time: 0.0049, Total iter time: 5.2425 [2020-11-05 23:14:52,610][root][INFO] - ===> Epoch[215](5579/26): Loss 0.3446, Sem 0.3055, dir -0.4491, norm 0.4883, swav 0.0000 LR: 4.798e-02 Score 90.336 Data time: 0.2920, Forward time: 2.2770, Backward time: 3.1159, DDP time: 0.0049, Total iter time: 5.8945 [2020-11-05 23:14:57,908][root][INFO] - ===> Epoch[215](5580/26): Loss 0.3393, Sem 0.3268, dir -0.4210, norm 0.4335, swav 0.0000 LR: 4.797e-02 Score 88.622 Data time: 0.1765, Forward time: 2.2770, Backward time: 3.1159, DDP time: 0.0049, Total iter time: 5.1702 [2020-11-05 23:15:03,732][root][INFO] - ===> Epoch[215](5581/26): Loss 0.3027, Sem 0.3156, dir -0.4304, norm 0.4175, swav 0.0000 LR: 4.796e-02 Score 89.368 Data time: 0.2319, Forward time: 2.2771, Backward time: 3.1158, DDP time: 0.0049, Total iter time: 5.7099 [2020-11-05 23:15:08,564][root][INFO] - ===> Epoch[215](5582/26): Loss 0.3488, Sem 0.3461, dir -0.3705, norm 0.3732, swav 0.0000 LR: 4.795e-02 Score 88.920 Data time: 0.1822, Forward time: 2.2770, Backward time: 3.1157, DDP time: 0.0049, Total iter time: 4.7032 [2020-11-05 23:15:13,774][root][INFO] - ===> Epoch[215](5583/26): Loss 0.2115, Sem 0.2486, dir -0.3948, norm 0.3577, swav 0.0000 LR: 4.794e-02 Score 92.371 Data time: 0.1766, Forward time: 2.2770, Backward time: 3.1157, DDP time: 0.0049, Total iter time: 5.1031 [2020-11-05 23:15:20,211][root][INFO] - ===> Epoch[215](5584/26): Loss 0.3960, Sem 0.3212, dir -0.3712, norm 0.4460, swav 0.0000 LR: 4.793e-02 Score 90.109 Data time: 0.2063, Forward time: 2.2769, Backward time: 3.1159, DDP time: 0.0049, Total iter time: 6.3593 [2020-11-05 23:15:25,715][root][INFO] - ===> Epoch[215](5585/26): Loss 0.3915, Sem 0.3124, dir -0.3667, norm 0.4459, swav 0.0000 LR: 4.792e-02 Score 90.861 Data time: 0.2436, Forward time: 2.2769, Backward time: 3.1157, DDP time: 0.0049, Total iter time: 5.3780 [2020-11-05 23:15:31,481][root][INFO] - ===> Epoch[215](5586/26): Loss 0.3664, Sem 0.3074, dir -0.3485, norm 0.4074, swav 0.0000 LR: 4.791e-02 Score 90.916 Data time: 0.1772, Forward time: 2.2769, Backward time: 3.1158, DDP time: 0.0049, Total iter time: 5.6282 [2020-11-05 23:15:36,467][root][INFO] - ===> Epoch[215](5587/26): Loss 0.4079, Sem 0.3643, dir -0.4203, norm 0.4638, swav 0.0000 LR: 4.790e-02 Score 88.615 Data time: 0.2238, Forward time: 2.2769, Backward time: 3.1156, DDP time: 0.0049, Total iter time: 4.8828 [2020-11-05 23:15:42,756][root][INFO] - ===> Epoch[215](5588/26): Loss 0.2703, Sem 0.2551, dir -0.3802, norm 0.3954, swav 0.0000 LR: 4.789e-02 Score 92.487 Data time: 0.2266, Forward time: 2.2769, Backward time: 3.1157, DDP time: 0.0049, Total iter time: 6.1679 [2020-11-05 23:15:48,520][root][INFO] - ===> Epoch[215](5589/26): Loss 0.3694, Sem 0.3142, dir -0.4112, norm 0.4664, swav 0.0000 LR: 4.788e-02 Score 90.412 Data time: 0.2877, Forward time: 2.2770, Backward time: 3.1156, DDP time: 0.0049, Total iter time: 5.6386 [2020-11-05 23:15:54,212][root][INFO] - ===> Epoch[215](5590/26): Loss 0.3190, Sem 0.2969, dir -0.4084, norm 0.4306, swav 0.0000 LR: 4.787e-02 Score 90.524 Data time: 0.2351, Forward time: 2.2771, Backward time: 3.1155, DDP time: 0.0049, Total iter time: 5.5553 [2020-11-05 23:15:59,131][root][INFO] - ===> Epoch[216](5591/26): Loss 0.3151, Sem 0.3249, dir -0.3833, norm 0.3735, swav 0.0000 LR: 4.786e-02 Score 88.975 Data time: 0.1747, Forward time: 2.2770, Backward time: 3.1154, DDP time: 0.0049, Total iter time: 4.8028 [2020-11-05 23:16:03,482][root][INFO] - ===> Epoch[216](5592/26): Loss 0.3225, Sem 0.3388, dir -0.3895, norm 0.3732, swav 0.0000 LR: 4.785e-02 Score 89.817 Data time: 0.1790, Forward time: 2.2769, Backward time: 3.1153, DDP time: 0.0049, Total iter time: 4.2379 [2020-11-05 23:16:10,432][root][INFO] - ===> Epoch[216](5593/26): Loss 0.2226, Sem 0.2428, dir -0.4178, norm 0.3976, swav 0.0000 LR: 4.784e-02 Score 92.460 Data time: 0.2253, Forward time: 2.2769, Backward time: 3.1155, DDP time: 0.0049, Total iter time: 6.8711 [2020-11-05 23:16:15,720][root][INFO] - ===> Epoch[216](5594/26): Loss 0.3490, Sem 0.3287, dir -0.4484, norm 0.4686, swav 0.0000 LR: 4.783e-02 Score 90.572 Data time: 0.2238, Forward time: 2.2769, Backward time: 3.1154, DDP time: 0.0049, Total iter time: 5.1602 [2020-11-05 23:16:21,811][root][INFO] - ===> Epoch[216](5595/26): Loss 0.3203, Sem 0.3645, dir -0.4161, norm 0.3719, swav 0.0000 LR: 4.782e-02 Score 90.804 Data time: 0.1572, Forward time: 2.2768, Backward time: 3.1156, DDP time: 0.0049, Total iter time: 5.9686 [2020-11-05 23:16:27,908][root][INFO] - ===> Epoch[216](5596/26): Loss 0.2424, Sem 0.2571, dir -0.4083, norm 0.3937, swav 0.0000 LR: 4.781e-02 Score 92.064 Data time: 0.2639, Forward time: 2.2769, Backward time: 3.1155, DDP time: 0.0049, Total iter time: 5.9995 [2020-11-05 23:16:33,704][root][INFO] - ===> Epoch[216](5597/26): Loss 0.3221, Sem 0.2985, dir -0.3300, norm 0.3536, swav 0.0000 LR: 4.780e-02 Score 90.299 Data time: 0.2021, Forward time: 2.2768, Backward time: 3.1155, DDP time: 0.0049, Total iter time: 5.6662 [2020-11-05 23:16:40,435][root][INFO] - ===> Epoch[216](5598/26): Loss 0.3857, Sem 0.3407, dir -0.4064, norm 0.4514, swav 0.0000 LR: 4.779e-02 Score 88.684 Data time: 0.1722, Forward time: 2.2768, Backward time: 3.1158, DDP time: 0.0049, Total iter time: 6.6268 [2020-11-05 23:16:45,502][root][INFO] - ===> Epoch[216](5599/26): Loss 0.2701, Sem 0.2485, dir -0.4307, norm 0.4523, swav 0.0000 LR: 4.778e-02 Score 92.628 Data time: 0.2289, Forward time: 2.2768, Backward time: 3.1157, DDP time: 0.0049, Total iter time: 4.9672 [2020-11-05 23:16:51,088][root][INFO] - ===> Epoch[216](5600/26): Loss 0.3349, Sem 0.3430, dir -0.4123, norm 0.4043, swav 0.0000 LR: 4.777e-02 Score 89.286 Data time: 0.2579, Forward time: 2.2769, Backward time: 3.1155, DDP time: 0.0049, Total iter time: 5.4732 [2020-11-05 23:16:57,745][root][INFO] - ===> Epoch[216](5601/26): Loss 0.3366, Sem 0.2845, dir -0.3542, norm 0.4063, swav 0.0000 LR: 4.776e-02 Score 90.843 Data time: 0.1416, Forward time: 2.2767, Backward time: 3.1158, DDP time: 0.0049, Total iter time: 6.5368 [2020-11-05 23:17:03,420][root][INFO] - ===> Epoch[216](5602/26): Loss 0.3413, Sem 0.2959, dir -0.4189, norm 0.4642, swav 0.0000 LR: 4.775e-02 Score 90.972 Data time: 0.2296, Forward time: 2.2768, Backward time: 3.1158, DDP time: 0.0049, Total iter time: 5.5703 [2020-11-05 23:17:09,028][root][INFO] - ===> Epoch[216](5603/26): Loss 0.3265, Sem 0.2953, dir -0.4459, norm 0.4771, swav 0.0000 LR: 4.774e-02 Score 90.870 Data time: 0.2720, Forward time: 2.2768, Backward time: 3.1156, DDP time: 0.0049, Total iter time: 5.4935 [2020-11-05 23:17:14,444][root][INFO] - ===> Epoch[216](5604/26): Loss 0.3742, Sem 0.3218, dir -0.3711, norm 0.4235, swav 0.0000 LR: 4.773e-02 Score 89.777 Data time: 0.2339, Forward time: 2.2768, Backward time: 3.1156, DDP time: 0.0049, Total iter time: 5.2895 [2020-11-05 23:17:19,111][root][INFO] - ===> Epoch[216](5605/26): Loss 0.3286, Sem 0.3270, dir -0.4230, norm 0.4247, swav 0.0000 LR: 4.772e-02 Score 91.030 Data time: 0.2509, Forward time: 2.2768, Backward time: 3.1154, DDP time: 0.0049, Total iter time: 4.5555 [2020-11-05 23:17:24,945][root][INFO] - ===> Epoch[216](5606/26): Loss 0.3841, Sem 0.3355, dir -0.4137, norm 0.4622, swav 0.0000 LR: 4.771e-02 Score 88.956 Data time: 0.2829, Forward time: 2.2769, Backward time: 3.1153, DDP time: 0.0049, Total iter time: 5.7398 [2020-11-05 23:17:30,236][root][INFO] - ===> Epoch[216](5607/26): Loss 0.2540, Sem 0.2663, dir -0.4072, norm 0.3949, swav 0.0000 LR: 4.770e-02 Score 93.092 Data time: 0.2057, Forward time: 2.2769, Backward time: 3.1152, DDP time: 0.0049, Total iter time: 5.1539 [2020-11-05 23:17:35,231][root][INFO] - ===> Epoch[216](5608/26): Loss 0.3823, Sem 0.2902, dir -0.3844, norm 0.4765, swav 0.0000 LR: 4.769e-02 Score 91.571 Data time: 0.2391, Forward time: 2.2769, Backward time: 3.1151, DDP time: 0.0049, Total iter time: 4.8917 [2020-11-05 23:17:41,327][root][INFO] - ===> Epoch[216](5609/26): Loss 0.3906, Sem 0.3664, dir -0.4124, norm 0.4365, swav 0.0000 LR: 4.768e-02 Score 89.540 Data time: 0.3002, Forward time: 2.2771, Backward time: 3.1150, DDP time: 0.0049, Total iter time: 5.9848 [2020-11-05 23:17:47,288][root][INFO] - ===> Epoch[216](5610/26): Loss 0.3969, Sem 0.3228, dir -0.3766, norm 0.4507, swav 0.0000 LR: 4.767e-02 Score 90.062 Data time: 0.1888, Forward time: 2.2770, Backward time: 3.1150, DDP time: 0.0049, Total iter time: 5.8352 [2020-11-05 23:17:52,134][root][INFO] - ===> Epoch[216](5611/26): Loss 0.3462, Sem 0.2815, dir -0.3565, norm 0.4213, swav 0.0000 LR: 4.766e-02 Score 90.700 Data time: 0.2351, Forward time: 2.2771, Backward time: 3.1148, DDP time: 0.0049, Total iter time: 4.7261 [2020-11-05 23:17:57,185][root][INFO] - ===> Epoch[216](5612/26): Loss 0.3805, Sem 0.3397, dir -0.4004, norm 0.4412, swav 0.0000 LR: 4.765e-02 Score 89.386 Data time: 0.2411, Forward time: 2.2770, Backward time: 3.1147, DDP time: 0.0049, Total iter time: 4.9179 [2020-11-05 23:18:02,661][root][INFO] - ===> Epoch[216](5613/26): Loss 0.3161, Sem 0.2879, dir -0.3601, norm 0.3883, swav 0.0000 LR: 4.764e-02 Score 90.333 Data time: 0.2753, Forward time: 2.2771, Backward time: 3.1146, DDP time: 0.0049, Total iter time: 5.3441 [2020-11-05 23:18:08,868][root][INFO] - ===> Epoch[216](5614/26): Loss 0.3838, Sem 0.3157, dir -0.3511, norm 0.4192, swav 0.0000 LR: 4.763e-02 Score 91.417 Data time: 0.3005, Forward time: 2.2773, Backward time: 3.1145, DDP time: 0.0049, Total iter time: 6.0704 [2020-11-05 23:18:14,693][root][INFO] - ===> Epoch[216](5615/26): Loss 0.2003, Sem 0.2570, dir -0.4583, norm 0.4016, swav 0.0000 LR: 4.762e-02 Score 92.497 Data time: 0.2146, Forward time: 2.2773, Backward time: 3.1145, DDP time: 0.0049, Total iter time: 5.6797 [2020-11-05 23:18:20,192][root][INFO] - ===> Epoch[216](5616/26): Loss 0.3087, Sem 0.3018, dir -0.4177, norm 0.4246, swav 0.0000 LR: 4.761e-02 Score 90.309 Data time: 0.1858, Forward time: 2.2773, Backward time: 3.1145, DDP time: 0.0049, Total iter time: 5.3913 [2020-11-05 23:18:25,495][root][INFO] - ===> Epoch[217](5617/26): Loss 0.3127, Sem 0.2729, dir -0.3760, norm 0.4158, swav 0.0000 LR: 4.760e-02 Score 91.366 Data time: 0.1948, Forward time: 2.2772, Backward time: 3.1144, DDP time: 0.0049, Total iter time: 5.1904 [2020-11-05 23:18:30,555][root][INFO] - ===> Epoch[217](5618/26): Loss 0.3928, Sem 0.3363, dir -0.4130, norm 0.4695, swav 0.0000 LR: 4.759e-02 Score 89.706 Data time: 0.1727, Forward time: 2.2772, Backward time: 3.1144, DDP time: 0.0049, Total iter time: 4.9265 [2020-11-05 23:18:36,322][root][INFO] - ===> Epoch[217](5619/26): Loss 0.3233, Sem 0.3102, dir -0.4140, norm 0.4272, swav 0.0000 LR: 4.758e-02 Score 89.834 Data time: 0.1937, Forward time: 2.2771, Backward time: 3.1144, DDP time: 0.0049, Total iter time: 5.6634 [2020-11-05 23:18:41,247][root][INFO] - ===> Epoch[217](5620/26): Loss 0.3202, Sem 0.2893, dir -0.3761, norm 0.4071, swav 0.0000 LR: 4.757e-02 Score 91.836 Data time: 0.1948, Forward time: 2.2770, Backward time: 3.1143, DDP time: 0.0049, Total iter time: 4.8070 [2020-11-05 23:18:47,983][root][INFO] - ===> Epoch[217](5621/26): Loss 0.3785, Sem 0.3392, dir -0.3893, norm 0.4286, swav 0.0000 LR: 4.757e-02 Score 89.323 Data time: 0.2815, Forward time: 2.2772, Backward time: 3.1144, DDP time: 0.0049, Total iter time: 6.6151 [2020-11-05 23:18:55,330][root][INFO] - ===> Epoch[217](5622/26): Loss 0.2738, Sem 0.2986, dir -0.3891, norm 0.3643, swav 0.0000 LR: 4.756e-02 Score 91.435 Data time: 0.2412, Forward time: 2.2772, Backward time: 3.1146, DDP time: 0.0049, Total iter time: 7.2022 [2020-11-05 23:19:00,509][root][INFO] - ===> Epoch[217](5623/26): Loss 0.3411, Sem 0.3154, dir -0.3597, norm 0.3854, swav 0.0000 LR: 4.755e-02 Score 89.208 Data time: 0.1850, Forward time: 2.2772, Backward time: 3.1145, DDP time: 0.0049, Total iter time: 5.0385 [2020-11-05 23:19:05,911][root][INFO] - ===> Epoch[217](5624/26): Loss 0.3806, Sem 0.3081, dir -0.3893, norm 0.4618, swav 0.0000 LR: 4.754e-02 Score 90.076 Data time: 0.1829, Forward time: 2.2771, Backward time: 3.1145, DDP time: 0.0049, Total iter time: 5.2812 [2020-11-05 23:19:10,732][root][INFO] - ===> Epoch[217](5625/26): Loss 0.2366, Sem 0.2766, dir -0.4424, norm 0.4024, swav 0.0000 LR: 4.753e-02 Score 91.836 Data time: 0.1953, Forward time: 2.2770, Backward time: 3.1144, DDP time: 0.0049, Total iter time: 4.7242 [2020-11-05 23:19:17,296][root][INFO] - ===> Epoch[217](5626/26): Loss 0.2587, Sem 0.2484, dir -0.3840, norm 0.3943, swav 0.0000 LR: 4.752e-02 Score 91.905 Data time: 0.2432, Forward time: 2.2771, Backward time: 3.1145, DDP time: 0.0049, Total iter time: 6.4604 [2020-11-05 23:19:22,550][root][INFO] - ===> Epoch[217](5627/26): Loss 0.3283, Sem 0.2833, dir -0.3332, norm 0.3782, swav 0.0000 LR: 4.751e-02 Score 90.893 Data time: 0.2505, Forward time: 2.2770, Backward time: 3.1144, DDP time: 0.0049, Total iter time: 5.1276 [2020-11-05 23:19:27,818][root][INFO] - ===> Epoch[217](5628/26): Loss 0.3569, Sem 0.2983, dir -0.3685, norm 0.4271, swav 0.0000 LR: 4.750e-02 Score 90.155 Data time: 0.2086, Forward time: 2.2770, Backward time: 3.1143, DDP time: 0.0049, Total iter time: 5.1479 [2020-11-05 23:19:33,617][root][INFO] - ===> Epoch[217](5629/26): Loss 0.2156, Sem 0.2210, dir -0.4256, norm 0.4201, swav 0.0000 LR: 4.749e-02 Score 93.493 Data time: 0.2239, Forward time: 2.2770, Backward time: 3.1144, DDP time: 0.0049, Total iter time: 5.6764 [2020-11-05 23:19:38,918][root][INFO] - ===> Epoch[217](5630/26): Loss 0.3964, Sem 0.3448, dir -0.3746, norm 0.4263, swav 0.0000 LR: 4.748e-02 Score 89.142 Data time: 0.2960, Forward time: 2.2771, Backward time: 3.1142, DDP time: 0.0049, Total iter time: 5.1853 [2020-11-05 23:19:44,137][root][INFO] - ===> Epoch[217](5631/26): Loss 0.3305, Sem 0.3103, dir -0.3667, norm 0.3869, swav 0.0000 LR: 4.747e-02 Score 91.158 Data time: 0.2556, Forward time: 2.2772, Backward time: 3.1140, DDP time: 0.0049, Total iter time: 5.1003 [2020-11-05 23:19:49,184][root][INFO] - ===> Epoch[217](5632/26): Loss 0.3831, Sem 0.3289, dir -0.4474, norm 0.5015, swav 0.0000 LR: 4.746e-02 Score 89.643 Data time: 0.2161, Forward time: 2.2772, Backward time: 3.1139, DDP time: 0.0049, Total iter time: 4.9217 [2020-11-05 23:19:54,871][root][INFO] - ===> Epoch[217](5633/26): Loss 0.3005, Sem 0.2922, dir -0.3994, norm 0.4078, swav 0.0000 LR: 4.745e-02 Score 90.141 Data time: 0.2108, Forward time: 2.2771, Backward time: 3.1139, DDP time: 0.0049, Total iter time: 5.5541 [2020-11-05 23:20:00,707][root][INFO] - ===> Epoch[217](5634/26): Loss 0.3667, Sem 0.3253, dir -0.4167, norm 0.4581, swav 0.0000 LR: 4.744e-02 Score 90.115 Data time: 0.1955, Forward time: 2.2771, Backward time: 3.1140, DDP time: 0.0049, Total iter time: 5.7374 [2020-11-05 23:20:07,705][root][INFO] - ===> Epoch[217](5635/26): Loss 0.2808, Sem 0.3184, dir -0.4257, norm 0.3881, swav 0.0000 LR: 4.743e-02 Score 89.891 Data time: 0.3736, Forward time: 2.2773, Backward time: 3.1139, DDP time: 0.0049, Total iter time: 6.8832 [2020-11-05 23:20:13,877][root][INFO] - ===> Epoch[217](5636/26): Loss 0.3182, Sem 0.2987, dir -0.4404, norm 0.4598, swav 0.0000 LR: 4.742e-02 Score 90.481 Data time: 0.2085, Forward time: 2.2773, Backward time: 3.1140, DDP time: 0.0049, Total iter time: 6.0349 [2020-11-05 23:20:19,638][root][INFO] - ===> Epoch[217](5637/26): Loss 0.4303, Sem 0.3707, dir -0.4176, norm 0.4772, swav 0.0000 LR: 4.741e-02 Score 87.307 Data time: 0.2723, Forward time: 2.2774, Backward time: 3.1139, DDP time: 0.0049, Total iter time: 5.6292 [2020-11-05 23:20:25,240][root][INFO] - ===> Epoch[217](5638/26): Loss 0.3222, Sem 0.3186, dir -0.4715, norm 0.4750, swav 0.0000 LR: 4.740e-02 Score 90.734 Data time: 0.2287, Forward time: 2.2774, Backward time: 3.1138, DDP time: 0.0049, Total iter time: 5.4718 [2020-11-05 23:20:32,472][root][INFO] - ===> Epoch[217](5639/26): Loss 0.3668, Sem 0.2898, dir -0.4171, norm 0.4941, swav 0.0000 LR: 4.739e-02 Score 90.700 Data time: 0.2896, Forward time: 2.2775, Backward time: 3.1140, DDP time: 0.0049, Total iter time: 7.1150 [2020-11-05 23:20:38,151][root][INFO] - ===> Epoch[217](5640/26): Loss 0.3145, Sem 0.2575, dir -0.3246, norm 0.3816, swav 0.0000 LR: 4.738e-02 Score 92.502 Data time: 0.2747, Forward time: 2.2776, Backward time: 3.1138, DDP time: 0.0049, Total iter time: 5.5204 [2020-11-05 23:20:43,328][root][INFO] - ===> Epoch[217](5641/26): Loss 0.2260, Sem 0.2228, dir -0.4002, norm 0.4034, swav 0.0000 LR: 4.737e-02 Score 92.807 Data time: 0.2331, Forward time: 2.2776, Backward time: 3.1137, DDP time: 0.0049, Total iter time: 5.0639 [2020-11-05 23:20:49,929][root][INFO] - ===> Epoch[217](5642/26): Loss 0.4100, Sem 0.3225, dir -0.3615, norm 0.4489, swav 0.0000 LR: 4.736e-02 Score 89.998 Data time: 0.2853, Forward time: 2.2777, Backward time: 3.1137, DDP time: 0.0049, Total iter time: 6.4873 [2020-11-05 23:20:56,656][root][INFO] - ===> Epoch[218](5643/26): Loss 0.2858, Sem 0.2796, dir -0.3840, norm 0.3902, swav 0.0000 LR: 4.735e-02 Score 90.776 Data time: 0.2381, Forward time: 2.2778, Backward time: 3.1138, DDP time: 0.0049, Total iter time: 6.6033 [2020-11-05 23:21:02,612][root][INFO] - ===> Epoch[218](5644/26): Loss 0.3397, Sem 0.3149, dir -0.3873, norm 0.4122, swav 0.0000 LR: 4.734e-02 Score 90.551 Data time: 0.1430, Forward time: 2.2777, Backward time: 3.1140, DDP time: 0.0049, Total iter time: 5.8308 [2020-11-05 23:21:08,259][root][INFO] - ===> Epoch[218](5645/26): Loss 0.3053, Sem 0.2773, dir -0.3843, norm 0.4123, swav 0.0000 LR: 4.733e-02 Score 91.854 Data time: 0.2006, Forward time: 2.2777, Backward time: 3.1140, DDP time: 0.0049, Total iter time: 5.5803 [2020-11-05 23:21:14,112][root][INFO] - ===> Epoch[218](5646/26): Loss 0.2538, Sem 0.2811, dir -0.4152, norm 0.3879, swav 0.0000 LR: 4.732e-02 Score 91.511 Data time: 0.1705, Forward time: 2.2776, Backward time: 3.1141, DDP time: 0.0049, Total iter time: 5.7416 [2020-11-05 23:21:20,319][root][INFO] - ===> Epoch[218](5647/26): Loss 0.3770, Sem 0.2858, dir -0.4063, norm 0.4975, swav 0.0000 LR: 4.731e-02 Score 90.762 Data time: 0.2279, Forward time: 2.2776, Backward time: 3.1141, DDP time: 0.0049, Total iter time: 6.1138 [2020-11-05 23:21:25,837][root][INFO] - ===> Epoch[218](5648/26): Loss 0.3040, Sem 0.2470, dir -0.3973, norm 0.4542, swav 0.0000 LR: 4.730e-02 Score 92.253 Data time: 0.2362, Forward time: 2.2776, Backward time: 3.1140, DDP time: 0.0049, Total iter time: 5.3816 [2020-11-05 23:21:31,045][root][INFO] - ===> Epoch[218](5649/26): Loss 0.2652, Sem 0.2800, dir -0.4414, norm 0.4265, swav 0.0000 LR: 4.729e-02 Score 91.394 Data time: 0.2020, Forward time: 2.2776, Backward time: 3.1139, DDP time: 0.0049, Total iter time: 5.0729 [2020-11-05 23:21:37,593][root][INFO] - ===> Epoch[218](5650/26): Loss 0.3590, Sem 0.3134, dir -0.3485, norm 0.3941, swav 0.0000 LR: 4.728e-02 Score 91.716 Data time: 0.1977, Forward time: 2.2776, Backward time: 3.1141, DDP time: 0.0049, Total iter time: 6.4441 [2020-11-05 23:21:43,192][root][INFO] - ===> Epoch[218](5651/26): Loss 0.3547, Sem 0.3364, dir -0.4254, norm 0.4437, swav 0.0000 LR: 4.727e-02 Score 89.150 Data time: 0.2212, Forward time: 2.2775, Backward time: 3.1141, DDP time: 0.0049, Total iter time: 5.4863 [2020-11-05 23:21:49,189][root][INFO] - ===> Epoch[218](5652/26): Loss 0.3048, Sem 0.2915, dir -0.3692, norm 0.3825, swav 0.0000 LR: 4.726e-02 Score 90.658 Data time: 0.1847, Forward time: 2.2775, Backward time: 3.1142, DDP time: 0.0049, Total iter time: 5.9034 [2020-11-05 23:21:54,332][root][INFO] - ===> Epoch[218](5653/26): Loss 0.3987, Sem 0.3126, dir -0.3664, norm 0.4524, swav 0.0000 LR: 4.725e-02 Score 89.186 Data time: 0.1901, Forward time: 2.2774, Backward time: 3.1142, DDP time: 0.0049, Total iter time: 5.0360 [2020-11-05 23:22:00,753][root][INFO] - ===> Epoch[218](5654/26): Loss 0.4802, Sem 0.3583, dir -0.3587, norm 0.4805, swav 0.0000 LR: 4.724e-02 Score 89.542 Data time: 0.3335, Forward time: 2.2775, Backward time: 3.1142, DDP time: 0.0049, Total iter time: 6.3298 [2020-11-05 23:22:06,669][root][INFO] - ===> Epoch[218](5655/26): Loss 0.3896, Sem 0.3069, dir -0.3333, norm 0.4160, swav 0.0000 LR: 4.723e-02 Score 90.127 Data time: 0.2313, Forward time: 2.2775, Backward time: 3.1141, DDP time: 0.0049, Total iter time: 5.7813 [2020-11-05 23:22:13,430][root][INFO] - ===> Epoch[218](5656/26): Loss 0.3749, Sem 0.3414, dir -0.3507, norm 0.3842, swav 0.0000 LR: 4.722e-02 Score 90.450 Data time: 0.2297, Forward time: 2.2776, Backward time: 3.1143, DDP time: 0.0049, Total iter time: 6.6397 [2020-11-05 23:22:18,524][root][INFO] - ===> Epoch[218](5657/26): Loss 0.2662, Sem 0.2669, dir -0.3921, norm 0.3914, swav 0.0000 LR: 4.721e-02 Score 92.357 Data time: 0.1421, Forward time: 2.2775, Backward time: 3.1143, DDP time: 0.0049, Total iter time: 4.9705 [2020-11-05 23:22:25,104][root][INFO] - ===> Epoch[218](5658/26): Loss 0.3029, Sem 0.2566, dir -0.4085, norm 0.4548, swav 0.0000 LR: 4.720e-02 Score 91.323 Data time: 0.1252, Forward time: 2.2773, Backward time: 3.1146, DDP time: 0.0049, Total iter time: 6.4942 [2020-11-05 23:22:30,403][root][INFO] - ===> Epoch[218](5659/26): Loss 0.4074, Sem 0.3280, dir -0.3858, norm 0.4652, swav 0.0000 LR: 4.719e-02 Score 88.562 Data time: 0.2086, Forward time: 2.2773, Backward time: 3.1146, DDP time: 0.0049, Total iter time: 5.2521 [2020-11-05 23:22:35,574][root][INFO] - ===> Epoch[218](5660/26): Loss 0.3116, Sem 0.2898, dir -0.4057, norm 0.4276, swav 0.0000 LR: 4.718e-02 Score 89.921 Data time: 0.1804, Forward time: 2.2772, Backward time: 3.1145, DDP time: 0.0049, Total iter time: 5.0589 [2020-11-05 23:22:41,343][root][INFO] - ===> Epoch[218](5661/26): Loss 0.3183, Sem 0.3107, dir -0.4298, norm 0.4375, swav 0.0000 LR: 4.717e-02 Score 89.451 Data time: 0.2351, Forward time: 2.2772, Backward time: 3.1145, DDP time: 0.0049, Total iter time: 5.6638 [2020-11-05 23:22:48,502][root][INFO] - ===> Epoch[218](5662/26): Loss 0.3522, Sem 0.3091, dir -0.3977, norm 0.4408, swav 0.0000 LR: 4.716e-02 Score 89.886 Data time: 0.2000, Forward time: 2.2772, Backward time: 3.1147, DDP time: 0.0049, Total iter time: 7.0472 [2020-11-05 23:22:54,060][root][INFO] - ===> Epoch[218](5663/26): Loss 0.3402, Sem 0.3040, dir -0.3719, norm 0.4082, swav 0.0000 LR: 4.715e-02 Score 90.317 Data time: 0.2166, Forward time: 2.2772, Backward time: 3.1147, DDP time: 0.0049, Total iter time: 5.4448 [2020-11-05 23:22:59,792][root][INFO] - ===> Epoch[218](5664/26): Loss 0.2814, Sem 0.2688, dir -0.4436, norm 0.4561, swav 0.0000 LR: 4.714e-02 Score 92.093 Data time: 0.1512, Forward time: 2.2771, Backward time: 3.1148, DDP time: 0.0049, Total iter time: 5.6104 [2020-11-05 23:23:05,837][root][INFO] - ===> Epoch[218](5665/26): Loss 0.3426, Sem 0.3106, dir -0.3732, norm 0.4051, swav 0.0000 LR: 4.713e-02 Score 90.917 Data time: 0.1814, Forward time: 2.2770, Backward time: 3.1149, DDP time: 0.0049, Total iter time: 5.9592 [2020-11-05 23:23:11,495][root][INFO] - ===> Epoch[218](5666/26): Loss 0.4122, Sem 0.3510, dir -0.3563, norm 0.4174, swav 0.0000 LR: 4.712e-02 Score 89.646 Data time: 0.3019, Forward time: 2.2771, Backward time: 3.1148, DDP time: 0.0049, Total iter time: 5.5668 [2020-11-05 23:23:16,699][root][INFO] - ===> Epoch[218](5667/26): Loss 0.3224, Sem 0.2522, dir -0.4214, norm 0.4916, swav 0.0000 LR: 4.712e-02 Score 93.108 Data time: 0.2322, Forward time: 2.2772, Backward time: 3.1146, DDP time: 0.0049, Total iter time: 5.0775 [2020-11-05 23:23:22,332][root][INFO] - ===> Epoch[218](5668/26): Loss 0.3067, Sem 0.2790, dir -0.3642, norm 0.3919, swav 0.0000 LR: 4.711e-02 Score 90.913 Data time: 0.2491, Forward time: 2.2772, Backward time: 3.1146, DDP time: 0.0049, Total iter time: 5.5100 [2020-11-05 23:23:28,944][root][INFO] - ===> Epoch[219](5669/26): Loss 0.2671, Sem 0.2455, dir -0.3685, norm 0.3901, swav 0.0000 LR: 4.710e-02 Score 92.884 Data time: 0.3118, Forward time: 2.2774, Backward time: 3.1145, DDP time: 0.0049, Total iter time: 6.5089 [2020-11-05 23:23:34,598][root][INFO] - ===> Epoch[219](5670/26): Loss 0.3486, Sem 0.3314, dir -0.3736, norm 0.3908, swav 0.0000 LR: 4.709e-02 Score 89.096 Data time: 0.1550, Forward time: 2.2773, Backward time: 3.1146, DDP time: 0.0049, Total iter time: 5.5151 [2020-11-05 23:23:40,490][root][INFO] - ===> Epoch[219](5671/26): Loss 0.3859, Sem 0.3071, dir -0.3894, norm 0.4682, swav 0.0000 LR: 4.708e-02 Score 90.215 Data time: 0.1384, Forward time: 2.2771, Backward time: 3.1148, DDP time: 0.0049, Total iter time: 5.7948 [2020-11-05 23:23:47,196][root][INFO] - ===> Epoch[219](5672/26): Loss 0.4374, Sem 0.3411, dir -0.3420, norm 0.4383, swav 0.0000 LR: 4.707e-02 Score 89.091 Data time: 0.2335, Forward time: 2.2772, Backward time: 3.1149, DDP time: 0.0049, Total iter time: 6.6561 [2020-11-05 23:23:53,180][root][INFO] - ===> Epoch[219](5673/26): Loss 0.3446, Sem 0.2491, dir -0.3756, norm 0.4711, swav 0.0000 LR: 4.706e-02 Score 90.897 Data time: 0.1543, Forward time: 2.2771, Backward time: 3.1150, DDP time: 0.0049, Total iter time: 5.8439 [2020-11-05 23:23:58,837][root][INFO] - ===> Epoch[219](5674/26): Loss 0.3557, Sem 0.3401, dir -0.4211, norm 0.4367, swav 0.0000 LR: 4.705e-02 Score 88.560 Data time: 0.1857, Forward time: 2.2770, Backward time: 3.1150, DDP time: 0.0049, Total iter time: 5.5599 [2020-11-05 23:24:04,867][root][INFO] - ===> Epoch[219](5675/26): Loss 0.3312, Sem 0.2672, dir -0.3885, norm 0.4525, swav 0.0000 LR: 4.704e-02 Score 91.162 Data time: 0.2851, Forward time: 2.2771, Backward time: 3.1150, DDP time: 0.0049, Total iter time: 5.9145 [2020-11-05 23:24:10,528][root][INFO] - ===> Epoch[219](5676/26): Loss 0.2424, Sem 0.2828, dir -0.4450, norm 0.4046, swav 0.0000 LR: 4.703e-02 Score 92.158 Data time: 0.2246, Forward time: 2.2772, Backward time: 3.1149, DDP time: 0.0049, Total iter time: 5.5146 [2020-11-05 23:24:16,357][root][INFO] - ===> Epoch[219](5677/26): Loss 0.3269, Sem 0.3356, dir -0.4423, norm 0.4336, swav 0.0000 LR: 4.702e-02 Score 89.701 Data time: 0.1554, Forward time: 2.2771, Backward time: 3.1150, DDP time: 0.0049, Total iter time: 5.7084 [2020-11-05 23:24:20,914][root][INFO] - ===> Epoch[219](5678/26): Loss 0.3582, Sem 0.3121, dir -0.4187, norm 0.4648, swav 0.0000 LR: 4.701e-02 Score 91.148 Data time: 0.2055, Forward time: 2.2771, Backward time: 3.1148, DDP time: 0.0049, Total iter time: 4.4600 [2020-11-05 23:24:27,600][root][INFO] - ===> Epoch[219](5679/26): Loss 0.4176, Sem 0.3534, dir -0.3727, norm 0.4369, swav 0.0000 LR: 4.700e-02 Score 90.362 Data time: 0.2170, Forward time: 2.2771, Backward time: 3.1149, DDP time: 0.0049, Total iter time: 6.5678 [2020-11-05 23:24:32,971][root][INFO] - ===> Epoch[219](5680/26): Loss 0.3588, Sem 0.3545, dir -0.3914, norm 0.3957, swav 0.0000 LR: 4.699e-02 Score 88.496 Data time: 0.2604, Forward time: 2.2772, Backward time: 3.1148, DDP time: 0.0049, Total iter time: 5.2314 [2020-11-05 23:24:38,175][root][INFO] - ===> Epoch[219](5681/26): Loss 0.3452, Sem 0.3151, dir -0.3999, norm 0.4301, swav 0.0000 LR: 4.698e-02 Score 90.144 Data time: 0.2533, Forward time: 2.2772, Backward time: 3.1146, DDP time: 0.0049, Total iter time: 5.0677 [2020-11-05 23:24:44,553][root][INFO] - ===> Epoch[219](5682/26): Loss 0.3617, Sem 0.3126, dir -0.3915, norm 0.4406, swav 0.0000 LR: 4.697e-02 Score 90.147 Data time: 0.1457, Forward time: 2.2771, Backward time: 3.1148, DDP time: 0.0049, Total iter time: 6.2493 [2020-11-05 23:24:49,659][root][INFO] - ===> Epoch[219](5683/26): Loss 0.2982, Sem 0.2487, dir -0.3890, norm 0.4385, swav 0.0000 LR: 4.696e-02 Score 91.332 Data time: 0.2320, Forward time: 2.2771, Backward time: 3.1147, DDP time: 0.0049, Total iter time: 4.9726 [2020-11-05 23:24:55,445][root][INFO] - ===> Epoch[219](5684/26): Loss 0.3473, Sem 0.3006, dir -0.4143, norm 0.4610, swav 0.0000 LR: 4.695e-02 Score 90.243 Data time: 0.2331, Forward time: 2.2772, Backward time: 3.1146, DDP time: 0.0049, Total iter time: 5.6532 [2020-11-05 23:25:01,229][root][INFO] - ===> Epoch[219](5685/26): Loss 0.3779, Sem 0.3229, dir -0.3794, norm 0.4344, swav 0.0000 LR: 4.694e-02 Score 90.068 Data time: 0.2278, Forward time: 2.2772, Backward time: 3.1146, DDP time: 0.0049, Total iter time: 5.6501 [2020-11-05 23:25:06,617][root][INFO] - ===> Epoch[219](5686/26): Loss 0.2559, Sem 0.2821, dir -0.3965, norm 0.3703, swav 0.0000 LR: 4.693e-02 Score 91.467 Data time: 0.1747, Forward time: 2.2771, Backward time: 3.1146, DDP time: 0.0049, Total iter time: 5.2466 [2020-11-05 23:25:11,879][root][INFO] - ===> Epoch[219](5687/26): Loss 0.3161, Sem 0.2674, dir -0.3950, norm 0.4438, swav 0.0000 LR: 4.692e-02 Score 91.402 Data time: 0.2116, Forward time: 2.2771, Backward time: 3.1145, DDP time: 0.0049, Total iter time: 5.1333 [2020-11-05 23:25:16,886][root][INFO] - ===> Epoch[219](5688/26): Loss 0.3023, Sem 0.2869, dir -0.4092, norm 0.4246, swav 0.0000 LR: 4.691e-02 Score 91.142 Data time: 0.2604, Forward time: 2.2771, Backward time: 3.1143, DDP time: 0.0049, Total iter time: 4.8823 [2020-11-05 23:25:22,889][root][INFO] - ===> Epoch[219](5689/26): Loss 0.2214, Sem 0.2370, dir -0.4149, norm 0.3992, swav 0.0000 LR: 4.690e-02 Score 92.807 Data time: 0.1835, Forward time: 2.2771, Backward time: 3.1144, DDP time: 0.0049, Total iter time: 5.8957 [2020-11-05 23:25:28,589][root][INFO] - ===> Epoch[219](5690/26): Loss 0.3416, Sem 0.2820, dir -0.4116, norm 0.4712, swav 0.0000 LR: 4.689e-02 Score 91.160 Data time: 0.1829, Forward time: 2.2770, Backward time: 3.1145, DDP time: 0.0049, Total iter time: 5.5836 [2020-11-05 23:25:35,163][root][INFO] - ===> Epoch[219](5691/26): Loss 0.2728, Sem 0.2277, dir -0.3988, norm 0.4439, swav 0.0000 LR: 4.688e-02 Score 92.664 Data time: 0.2322, Forward time: 2.2771, Backward time: 3.1146, DDP time: 0.0049, Total iter time: 6.4964 [2020-11-05 23:25:40,341][root][INFO] - ===> Epoch[219](5692/26): Loss 0.2022, Sem 0.2187, dir -0.4314, norm 0.4149, swav 0.0000 LR: 4.687e-02 Score 93.084 Data time: 0.1636, Forward time: 2.2770, Backward time: 3.1145, DDP time: 0.0049, Total iter time: 5.0494 [2020-11-05 23:25:46,974][root][INFO] - ===> Epoch[219](5693/26): Loss 0.3690, Sem 0.3109, dir -0.3832, norm 0.4413, swav 0.0000 LR: 4.686e-02 Score 90.762 Data time: 0.1253, Forward time: 2.2768, Backward time: 3.1148, DDP time: 0.0049, Total iter time: 6.5734 [2020-11-05 23:25:53,910][root][INFO] - ===> Epoch[219](5694/26): Loss 0.3291, Sem 0.2972, dir -0.4221, norm 0.4539, swav 0.0000 LR: 4.685e-02 Score 90.618 Data time: 0.1956, Forward time: 2.2768, Backward time: 3.1151, DDP time: 0.0049, Total iter time: 6.8955 [2020-11-05 23:26:00,245][root][INFO] - ===> Epoch[220](5695/26): Loss 0.2860, Sem 0.2576, dir -0.4089, norm 0.4373, swav 0.0000 LR: 4.684e-02 Score 92.190 Data time: 0.2396, Forward time: 2.2769, Backward time: 3.1151, DDP time: 0.0049, Total iter time: 6.2355 [2020-11-05 23:26:05,916][root][INFO] - ===> Epoch[220](5696/26): Loss 0.3973, Sem 0.3352, dir -0.3945, norm 0.4566, swav 0.0000 LR: 4.683e-02 Score 89.375 Data time: 0.2696, Forward time: 2.2770, Backward time: 3.1150, DDP time: 0.0049, Total iter time: 5.5500 [2020-11-05 23:26:10,858][root][INFO] - ===> Epoch[220](5697/26): Loss 0.2554, Sem 0.2952, dir -0.4612, norm 0.4214, swav 0.0000 LR: 4.682e-02 Score 90.128 Data time: 0.2081, Forward time: 2.2770, Backward time: 3.1149, DDP time: 0.0049, Total iter time: 4.8054 [2020-11-05 23:26:16,068][root][INFO] - ===> Epoch[220](5698/26): Loss 0.3379, Sem 0.2948, dir -0.3916, norm 0.4347, swav 0.0000 LR: 4.681e-02 Score 91.037 Data time: 0.2447, Forward time: 2.2770, Backward time: 3.1147, DDP time: 0.0049, Total iter time: 5.1050 [2020-11-05 23:26:21,037][root][INFO] - ===> Epoch[220](5699/26): Loss 0.3771, Sem 0.3138, dir -0.3933, norm 0.4567, swav 0.0000 LR: 4.680e-02 Score 90.631 Data time: 0.2531, Forward time: 2.2770, Backward time: 3.1145, DDP time: 0.0049, Total iter time: 4.8651 [2020-11-05 23:26:27,806][root][INFO] - ===> Epoch[220](5700/26): Loss 0.4641, Sem 0.4092, dir -0.3820, norm 0.4370, swav 0.0000 LR: 4.679e-02 Score 86.800 Data time: 0.2303, Forward time: 2.2771, Backward time: 3.1147, DDP time: 0.0049, Total iter time: 6.6595 [2020-11-05 23:26:33,956][root][INFO] - ===> Epoch[220](5701/26): Loss 0.3398, Sem 0.3002, dir -0.3752, norm 0.4148, swav 0.0000 LR: 4.678e-02 Score 90.915 Data time: 0.1586, Forward time: 2.2770, Backward time: 3.1148, DDP time: 0.0049, Total iter time: 6.0285 [2020-11-05 23:26:40,662][root][INFO] - ===> Epoch[220](5702/26): Loss 0.3324, Sem 0.2922, dir -0.3807, norm 0.4208, swav 0.0000 LR: 4.677e-02 Score 90.696 Data time: 0.2262, Forward time: 2.2770, Backward time: 3.1150, DDP time: 0.0049, Total iter time: 6.6323 [2020-11-05 23:26:45,843][root][INFO] - ===> Epoch[220](5703/26): Loss 0.3440, Sem 0.3500, dir -0.4021, norm 0.3961, swav 0.0000 LR: 4.676e-02 Score 88.539 Data time: 0.2181, Forward time: 2.2770, Backward time: 3.1148, DDP time: 0.0049, Total iter time: 5.0289 [2020-11-05 23:26:53,364][root][INFO] - ===> Epoch[220](5704/26): Loss 0.3154, Sem 0.2881, dir -0.3860, norm 0.4132, swav 0.0000 LR: 4.675e-02 Score 91.438 Data time: 0.1847, Forward time: 2.2770, Backward time: 3.1152, DDP time: 0.0049, Total iter time: 7.3991 [2020-11-05 23:26:58,641][root][INFO] - ===> Epoch[220](5705/26): Loss 0.3286, Sem 0.2939, dir -0.4242, norm 0.4589, swav 0.0000 LR: 4.674e-02 Score 91.526 Data time: 0.2374, Forward time: 2.2770, Backward time: 3.1150, DDP time: 0.0049, Total iter time: 5.1818 [2020-11-05 23:27:04,170][root][INFO] - ===> Epoch[220](5706/26): Loss 0.4001, Sem 0.3291, dir -0.3461, norm 0.4170, swav 0.0000 LR: 4.673e-02 Score 89.456 Data time: 0.2131, Forward time: 2.2770, Backward time: 3.1150, DDP time: 0.0049, Total iter time: 5.4078 [2020-11-05 23:27:10,506][root][INFO] - ===> Epoch[220](5707/26): Loss 0.2587, Sem 0.2620, dir -0.3849, norm 0.3815, swav 0.0000 LR: 4.672e-02 Score 92.333 Data time: 0.3060, Forward time: 2.2772, Backward time: 3.1149, DDP time: 0.0049, Total iter time: 6.2198 [2020-11-05 23:27:15,916][root][INFO] - ===> Epoch[220](5708/26): Loss 0.3585, Sem 0.2813, dir -0.4212, norm 0.4984, swav 0.0000 LR: 4.671e-02 Score 91.810 Data time: 0.2658, Forward time: 2.2773, Backward time: 3.1148, DDP time: 0.0049, Total iter time: 5.2818 [2020-11-05 23:27:20,971][root][INFO] - ===> Epoch[220](5709/26): Loss 0.3128, Sem 0.2951, dir -0.3836, norm 0.4013, swav 0.0000 LR: 4.670e-02 Score 90.436 Data time: 0.2479, Forward time: 2.2773, Backward time: 3.1146, DDP time: 0.0049, Total iter time: 4.9447 [2020-11-05 23:27:26,603][root][INFO] - ===> Epoch[220](5710/26): Loss 0.3426, Sem 0.3280, dir -0.3808, norm 0.3954, swav 0.0000 LR: 4.669e-02 Score 89.835 Data time: 0.1758, Forward time: 2.2772, Backward time: 3.1147, DDP time: 0.0049, Total iter time: 5.5286 [2020-11-05 23:27:32,799][root][INFO] - ===> Epoch[220](5711/26): Loss 0.3436, Sem 0.2856, dir -0.3621, norm 0.4201, swav 0.0000 LR: 4.668e-02 Score 91.292 Data time: 0.1784, Forward time: 2.2771, Backward time: 3.1148, DDP time: 0.0049, Total iter time: 6.1064 [2020-11-05 23:27:39,926][root][INFO] - ===> Epoch[220](5712/26): Loss 0.3745, Sem 0.3297, dir -0.4329, norm 0.4777, swav 0.0000 LR: 4.667e-02 Score 91.651 Data time: 0.2304, Forward time: 2.2771, Backward time: 3.1150, DDP time: 0.0049, Total iter time: 7.0085 [2020-11-05 23:27:44,715][root][INFO] - ===> Epoch[220](5713/26): Loss 0.3501, Sem 0.3065, dir -0.4088, norm 0.4524, swav 0.0000 LR: 4.666e-02 Score 90.658 Data time: 0.2311, Forward time: 2.2771, Backward time: 3.1149, DDP time: 0.0049, Total iter time: 4.6350 [2020-11-05 23:27:49,648][root][INFO] - ===> Epoch[220](5714/26): Loss 0.3423, Sem 0.2890, dir -0.3453, norm 0.3987, swav 0.0000 LR: 4.666e-02 Score 91.750 Data time: 0.2229, Forward time: 2.2771, Backward time: 3.1148, DDP time: 0.0049, Total iter time: 4.8225 [2020-11-05 23:27:55,175][root][INFO] - ===> Epoch[220](5715/26): Loss 0.4002, Sem 0.3501, dir -0.3792, norm 0.4293, swav 0.0000 LR: 4.665e-02 Score 87.995 Data time: 0.2581, Forward time: 2.2771, Backward time: 3.1146, DDP time: 0.0049, Total iter time: 5.4085 [2020-11-05 23:28:01,179][root][INFO] - ===> Epoch[220](5716/26): Loss 0.3629, Sem 0.3218, dir -0.3629, norm 0.4040, swav 0.0000 LR: 4.664e-02 Score 89.204 Data time: 0.2220, Forward time: 2.2772, Backward time: 3.1146, DDP time: 0.0049, Total iter time: 5.8715 [2020-11-05 23:28:07,296][root][INFO] - ===> Epoch[220](5717/26): Loss 0.2543, Sem 0.2620, dir -0.3939, norm 0.3863, swav 0.0000 LR: 4.663e-02 Score 91.367 Data time: 0.1928, Forward time: 2.2771, Backward time: 3.1147, DDP time: 0.0049, Total iter time: 5.9737 [2020-11-05 23:28:12,917][root][INFO] - ===> Epoch[220](5718/26): Loss 0.3539, Sem 0.3361, dir -0.3627, norm 0.3805, swav 0.0000 LR: 4.662e-02 Score 90.061 Data time: 0.1968, Forward time: 2.2771, Backward time: 3.1147, DDP time: 0.0049, Total iter time: 5.4959 [2020-11-05 23:28:18,220][root][INFO] - ===> Epoch[220](5719/26): Loss 0.3114, Sem 0.2927, dir -0.3858, norm 0.4045, swav 0.0000 LR: 4.661e-02 Score 90.742 Data time: 0.1791, Forward time: 2.2770, Backward time: 3.1147, DDP time: 0.0049, Total iter time: 5.1748 [2020-11-05 23:28:23,923][root][INFO] - ===> Epoch[220](5720/26): Loss 0.4660, Sem 0.3649, dir -0.3826, norm 0.4837, swav 0.0000 LR: 4.660e-02 Score 88.605 Data time: 0.2773, Forward time: 2.2771, Backward time: 3.1146, DDP time: 0.0049, Total iter time: 5.5898 [2020-11-05 23:28:28,868][root][INFO] - ===> Epoch[221](5721/26): Loss 0.3335, Sem 0.2878, dir -0.4135, norm 0.4592, swav 0.0000 LR: 4.659e-02 Score 89.901 Data time: 0.1676, Forward time: 2.2770, Backward time: 3.1145, DDP time: 0.0049, Total iter time: 4.8181 [2020-11-05 23:28:34,722][root][INFO] - ===> Epoch[221](5722/26): Loss 0.2800, Sem 0.2669, dir -0.4030, norm 0.4161, swav 0.0000 LR: 4.658e-02 Score 91.779 Data time: 0.2698, Forward time: 2.2772, Backward time: 3.1144, DDP time: 0.0049, Total iter time: 5.7808 [2020-11-05 23:28:39,894][root][INFO] - ===> Epoch[221](5723/26): Loss 0.3655, Sem 0.3486, dir -0.4224, norm 0.4392, swav 0.0000 LR: 4.657e-02 Score 90.097 Data time: 0.2144, Forward time: 2.2772, Backward time: 3.1143, DDP time: 0.0049, Total iter time: 5.0621 [2020-11-05 23:28:45,229][root][INFO] - ===> Epoch[221](5724/26): Loss 0.3241, Sem 0.3018, dir -0.3206, norm 0.3429, swav 0.0000 LR: 4.656e-02 Score 91.238 Data time: 0.2258, Forward time: 2.2772, Backward time: 3.1142, DDP time: 0.0049, Total iter time: 5.1995 [2020-11-05 23:28:50,707][root][INFO] - ===> Epoch[221](5725/26): Loss 0.4279, Sem 0.3441, dir -0.3993, norm 0.4831, swav 0.0000 LR: 4.655e-02 Score 89.310 Data time: 0.2349, Forward time: 2.2773, Backward time: 3.1141, DDP time: 0.0049, Total iter time: 5.3638 [2020-11-05 23:28:56,054][root][INFO] - ===> Epoch[221](5726/26): Loss 0.3677, Sem 0.3075, dir -0.3814, norm 0.4416, swav 0.0000 LR: 4.654e-02 Score 90.361 Data time: 0.2121, Forward time: 2.2773, Backward time: 3.1140, DDP time: 0.0049, Total iter time: 5.2255 [2020-11-05 23:29:01,591][root][INFO] - ===> Epoch[221](5727/26): Loss 0.4096, Sem 0.3319, dir -0.3895, norm 0.4671, swav 0.0000 LR: 4.653e-02 Score 90.981 Data time: 0.2942, Forward time: 2.2773, Backward time: 3.1139, DDP time: 0.0049, Total iter time: 5.4105 [2020-11-05 23:29:07,059][root][INFO] - ===> Epoch[221](5728/26): Loss 0.3155, Sem 0.3399, dir -0.4057, norm 0.3813, swav 0.0000 LR: 4.652e-02 Score 88.612 Data time: 0.1875, Forward time: 2.2772, Backward time: 3.1139, DDP time: 0.0049, Total iter time: 5.3450 [2020-11-05 23:29:13,035][root][INFO] - ===> Epoch[221](5729/26): Loss 0.3614, Sem 0.2850, dir -0.3631, norm 0.4395, swav 0.0000 LR: 4.651e-02 Score 92.178 Data time: 0.2738, Forward time: 2.2773, Backward time: 3.1138, DDP time: 0.0049, Total iter time: 5.8878 [2020-11-05 23:29:19,392][root][INFO] - ===> Epoch[221](5730/26): Loss 0.3536, Sem 0.2648, dir -0.3801, norm 0.4690, swav 0.0000 LR: 4.650e-02 Score 90.868 Data time: 0.2957, Forward time: 2.2775, Backward time: 3.1138, DDP time: 0.0049, Total iter time: 6.2101 [2020-11-05 23:29:24,559][root][INFO] - ===> Epoch[221](5731/26): Loss 0.3100, Sem 0.2741, dir -0.3880, norm 0.4239, swav 0.0000 LR: 4.649e-02 Score 90.911 Data time: 0.1994, Forward time: 2.2775, Backward time: 3.1136, DDP time: 0.0049, Total iter time: 5.0254 [2020-11-05 23:29:30,273][root][INFO] - ===> Epoch[221](5732/26): Loss 0.3939, Sem 0.2864, dir -0.3754, norm 0.4828, swav 0.0000 LR: 4.648e-02 Score 90.467 Data time: 0.2247, Forward time: 2.2775, Backward time: 3.1136, DDP time: 0.0049, Total iter time: 5.5898 [2020-11-05 23:29:35,464][root][INFO] - ===> Epoch[221](5733/26): Loss 0.3144, Sem 0.3189, dir -0.4022, norm 0.3977, swav 0.0000 LR: 4.647e-02 Score 90.267 Data time: 0.1666, Forward time: 2.2775, Backward time: 3.1136, DDP time: 0.0049, Total iter time: 5.0614 [2020-11-05 23:29:40,551][root][INFO] - ===> Epoch[221](5734/26): Loss 0.3042, Sem 0.2470, dir -0.3660, norm 0.4232, swav 0.0000 LR: 4.646e-02 Score 92.671 Data time: 0.2079, Forward time: 2.2774, Backward time: 3.1135, DDP time: 0.0049, Total iter time: 4.9825 [2020-11-05 23:29:45,763][root][INFO] - ===> Epoch[221](5735/26): Loss 0.3928, Sem 0.2966, dir -0.3447, norm 0.4409, swav 0.0000 LR: 4.645e-02 Score 91.262 Data time: 0.2040, Forward time: 2.2774, Backward time: 3.1134, DDP time: 0.0049, Total iter time: 5.1151 [2020-11-05 23:29:50,370][root][INFO] - ===> Epoch[221](5736/26): Loss 0.2718, Sem 0.3033, dir -0.4564, norm 0.4248, swav 0.0000 LR: 4.644e-02 Score 92.032 Data time: 0.1973, Forward time: 2.2774, Backward time: 3.1132, DDP time: 0.0049, Total iter time: 4.5077 [2020-11-05 23:29:56,535][root][INFO] - ===> Epoch[221](5737/26): Loss 0.3102, Sem 0.2914, dir -0.3973, norm 0.4161, swav 0.0000 LR: 4.643e-02 Score 92.308 Data time: 0.2113, Forward time: 2.2774, Backward time: 3.1133, DDP time: 0.0049, Total iter time: 6.0673 [2020-11-05 23:30:03,213][root][INFO] - ===> Epoch[221](5738/26): Loss 0.2774, Sem 0.2366, dir -0.4127, norm 0.4535, swav 0.0000 LR: 4.642e-02 Score 92.316 Data time: 0.2090, Forward time: 2.2773, Backward time: 3.1135, DDP time: 0.0049, Total iter time: 6.5677 [2020-11-05 23:30:08,976][root][INFO] - ===> Epoch[221](5739/26): Loss 0.4644, Sem 0.4084, dir -0.3980, norm 0.4541, swav 0.0000 LR: 4.641e-02 Score 86.480 Data time: 0.2353, Forward time: 2.2774, Backward time: 3.1134, DDP time: 0.0049, Total iter time: 5.6618 [2020-11-05 23:30:14,742][root][INFO] - ===> Epoch[221](5740/26): Loss 0.3286, Sem 0.3215, dir -0.4112, norm 0.4183, swav 0.0000 LR: 4.640e-02 Score 88.999 Data time: 0.2688, Forward time: 2.2774, Backward time: 3.1134, DDP time: 0.0049, Total iter time: 5.6343 [2020-11-05 23:30:20,478][root][INFO] - ===> Epoch[221](5741/26): Loss 0.3246, Sem 0.2731, dir -0.3998, norm 0.4513, swav 0.0000 LR: 4.639e-02 Score 91.642 Data time: 0.2029, Forward time: 2.2774, Backward time: 3.1134, DDP time: 0.0049, Total iter time: 5.6060 [2020-11-05 23:30:28,101][root][INFO] - ===> Epoch[221](5742/26): Loss 0.3231, Sem 0.2598, dir -0.3874, norm 0.4507, swav 0.0000 LR: 4.638e-02 Score 91.314 Data time: 0.2638, Forward time: 2.2775, Backward time: 3.1136, DDP time: 0.0049, Total iter time: 7.5034 [2020-11-05 23:30:32,993][root][INFO] - ===> Epoch[221](5743/26): Loss 0.2534, Sem 0.2227, dir -0.3897, norm 0.4204, swav 0.0000 LR: 4.637e-02 Score 92.499 Data time: 0.2176, Forward time: 2.2775, Backward time: 3.1134, DDP time: 0.0049, Total iter time: 4.7471 [2020-11-05 23:30:38,657][root][INFO] - ===> Epoch[221](5744/26): Loss 0.2841, Sem 0.2756, dir -0.4318, norm 0.4403, swav 0.0000 LR: 4.636e-02 Score 91.155 Data time: 0.2729, Forward time: 2.2776, Backward time: 3.1133, DDP time: 0.0049, Total iter time: 5.5424 [2020-11-05 23:30:45,067][root][INFO] - ===> Epoch[221](5745/26): Loss 0.3389, Sem 0.2726, dir -0.3978, norm 0.4640, swav 0.0000 LR: 4.635e-02 Score 92.343 Data time: 0.2675, Forward time: 2.2777, Backward time: 3.1133, DDP time: 0.0049, Total iter time: 6.2762 [2020-11-05 23:30:50,871][root][INFO] - ===> Epoch[221](5746/26): Loss 0.3682, Sem 0.3274, dir -0.4105, norm 0.4513, swav 0.0000 LR: 4.634e-02 Score 89.689 Data time: 0.2142, Forward time: 2.2777, Backward time: 3.1133, DDP time: 0.0049, Total iter time: 5.6843 [2020-11-05 23:30:56,656][root][INFO] - ===> Epoch[222](5747/26): Loss 0.4113, Sem 0.3446, dir -0.4067, norm 0.4735, swav 0.0000 LR: 4.633e-02 Score 88.916 Data time: 0.2654, Forward time: 2.2778, Backward time: 3.1132, DDP time: 0.0049, Total iter time: 5.6787 [2020-11-05 23:31:02,676][root][INFO] - ===> Epoch[222](5748/26): Loss 0.2850, Sem 0.2402, dir -0.3807, norm 0.4256, swav 0.0000 LR: 4.632e-02 Score 92.191 Data time: 0.1686, Forward time: 2.2777, Backward time: 3.1133, DDP time: 0.0049, Total iter time: 5.8901 [2020-11-05 23:31:08,189][root][INFO] - ===> Epoch[222](5749/26): Loss 0.3484, Sem 0.2528, dir -0.3835, norm 0.4791, swav 0.0000 LR: 4.631e-02 Score 91.215 Data time: 0.2185, Forward time: 2.2777, Backward time: 3.1133, DDP time: 0.0049, Total iter time: 5.3991 [2020-11-05 23:31:13,641][root][INFO] - ===> Epoch[222](5750/26): Loss 0.2964, Sem 0.2583, dir -0.4125, norm 0.4506, swav 0.0000 LR: 4.630e-02 Score 91.402 Data time: 0.1696, Forward time: 2.2777, Backward time: 3.1133, DDP time: 0.0049, Total iter time: 5.3149 [2020-11-05 23:31:19,984][root][INFO] - ===> Epoch[222](5751/26): Loss 0.4087, Sem 0.3473, dir -0.4269, norm 0.4883, swav 0.0000 LR: 4.629e-02 Score 89.519 Data time: 0.2134, Forward time: 2.2777, Backward time: 3.1134, DDP time: 0.0049, Total iter time: 6.2407 [2020-11-05 23:31:26,453][root][INFO] - ===> Epoch[222](5752/26): Loss 0.3401, Sem 0.3149, dir -0.3782, norm 0.4035, swav 0.0000 LR: 4.628e-02 Score 90.809 Data time: 0.2096, Forward time: 2.2777, Backward time: 3.1135, DDP time: 0.0049, Total iter time: 6.3513 [2020-11-05 23:31:33,068][root][INFO] - ===> Epoch[222](5753/26): Loss 0.3998, Sem 0.3661, dir -0.3651, norm 0.3988, swav 0.0000 LR: 4.627e-02 Score 90.764 Data time: 0.1585, Forward time: 2.2776, Backward time: 3.1137, DDP time: 0.0049, Total iter time: 6.4883 [2020-11-05 23:31:38,680][root][INFO] - ===> Epoch[222](5754/26): Loss 0.2784, Sem 0.2728, dir -0.3959, norm 0.4015, swav 0.0000 LR: 4.626e-02 Score 91.662 Data time: 0.2408, Forward time: 2.2776, Backward time: 3.1136, DDP time: 0.0049, Total iter time: 5.5217 [2020-11-05 23:31:44,581][root][INFO] - ===> Epoch[222](5755/26): Loss 0.2821, Sem 0.3047, dir -0.4260, norm 0.4034, swav 0.0000 LR: 4.625e-02 Score 89.756 Data time: 0.2241, Forward time: 2.2776, Backward time: 3.1136, DDP time: 0.0049, Total iter time: 5.7728 [2020-11-05 23:31:51,012][root][INFO] - ===> Epoch[222](5756/26): Loss 0.4190, Sem 0.3464, dir -0.4092, norm 0.4818, swav 0.0000 LR: 4.624e-02 Score 89.055 Data time: 0.3060, Forward time: 2.2778, Backward time: 3.1136, DDP time: 0.0049, Total iter time: 6.3119 [2020-11-05 23:31:56,646][root][INFO] - ===> Epoch[222](5757/26): Loss 0.3961, Sem 0.3360, dir -0.3966, norm 0.4566, swav 0.0000 LR: 4.623e-02 Score 89.331 Data time: 0.2010, Forward time: 2.2778, Backward time: 3.1136, DDP time: 0.0049, Total iter time: 5.4938 [2020-11-05 23:32:02,161][root][INFO] - ===> Epoch[222](5758/26): Loss 0.2548, Sem 0.2553, dir -0.4425, norm 0.4420, swav 0.0000 LR: 4.622e-02 Score 91.300 Data time: 0.2117, Forward time: 2.2778, Backward time: 3.1135, DDP time: 0.0049, Total iter time: 5.4075 [2020-11-05 23:32:07,424][root][INFO] - ===> Epoch[222](5759/26): Loss 0.3095, Sem 0.2524, dir -0.3095, norm 0.3666, swav 0.0000 LR: 4.621e-02 Score 91.122 Data time: 0.2111, Forward time: 2.2778, Backward time: 3.1134, DDP time: 0.0049, Total iter time: 5.1236 [2020-11-05 23:32:12,371][root][INFO] - ===> Epoch[222](5760/26): Loss 0.3507, Sem 0.2979, dir -0.3797, norm 0.4325, swav 0.0000 LR: 4.620e-02 Score 90.594 Data time: 0.2377, Forward time: 2.2778, Backward time: 3.1133, DDP time: 0.0049, Total iter time: 4.8346 [2020-11-05 23:32:17,225][root][INFO] - ===> Epoch[222](5761/26): Loss 0.3133, Sem 0.2885, dir -0.4024, norm 0.4272, swav 0.0000 LR: 4.619e-02 Score 90.855 Data time: 0.1963, Forward time: 2.2777, Backward time: 3.1132, DDP time: 0.0049, Total iter time: 4.7323 [2020-11-05 23:32:22,304][root][INFO] - ===> Epoch[222](5762/26): Loss 0.3164, Sem 0.2800, dir -0.4100, norm 0.4464, swav 0.0000 LR: 4.618e-02 Score 91.166 Data time: 0.2422, Forward time: 2.2777, Backward time: 3.1130, DDP time: 0.0049, Total iter time: 4.9875 [2020-11-05 23:32:28,269][root][INFO] - ===> Epoch[222](5763/26): Loss 0.3420, Sem 0.2976, dir -0.3631, norm 0.4075, swav 0.0000 LR: 4.617e-02 Score 90.863 Data time: 0.2867, Forward time: 2.2778, Backward time: 3.1130, DDP time: 0.0049, Total iter time: 5.8551 [2020-11-05 23:32:34,785][root][INFO] - ===> Epoch[222](5764/26): Loss 0.4228, Sem 0.3044, dir -0.2967, norm 0.4151, swav 0.0000 LR: 4.617e-02 Score 89.039 Data time: 0.3293, Forward time: 2.2779, Backward time: 3.1130, DDP time: 0.0049, Total iter time: 6.3654 [2020-11-05 23:32:41,367][root][INFO] - ===> Epoch[222](5765/26): Loss 0.3955, Sem 0.3467, dir -0.3737, norm 0.4224, swav 0.0000 LR: 4.616e-02 Score 89.345 Data time: 0.1981, Forward time: 2.2780, Backward time: 3.1131, DDP time: 0.0049, Total iter time: 6.4267 [2020-11-05 23:32:46,126][root][INFO] - ===> Epoch[222](5766/26): Loss 0.3540, Sem 0.2787, dir -0.3967, norm 0.4720, swav 0.0000 LR: 4.615e-02 Score 91.828 Data time: 0.2688, Forward time: 2.2780, Backward time: 3.1129, DDP time: 0.0049, Total iter time: 4.6245 [2020-11-05 23:32:51,621][root][INFO] - ===> Epoch[222](5767/26): Loss 0.2853, Sem 0.3020, dir -0.3753, norm 0.3586, swav 0.0000 LR: 4.614e-02 Score 89.980 Data time: 0.2285, Forward time: 2.2780, Backward time: 3.1128, DDP time: 0.0049, Total iter time: 5.3767 [2020-11-05 23:32:56,957][root][INFO] - ===> Epoch[222](5768/26): Loss 0.3504, Sem 0.2717, dir -0.3833, norm 0.4620, swav 0.0000 LR: 4.613e-02 Score 92.208 Data time: 0.2194, Forward time: 2.2780, Backward time: 3.1127, DDP time: 0.0049, Total iter time: 5.2308 [2020-11-05 23:33:01,932][root][INFO] - ===> Epoch[222](5769/26): Loss 0.3203, Sem 0.2827, dir -0.3583, norm 0.3960, swav 0.0000 LR: 4.612e-02 Score 91.600 Data time: 0.1666, Forward time: 2.2779, Backward time: 3.1126, DDP time: 0.0049, Total iter time: 4.8317 [2020-11-05 23:33:07,434][root][INFO] - ===> Epoch[222](5770/26): Loss 0.3411, Sem 0.2953, dir -0.3732, norm 0.4190, swav 0.0000 LR: 4.611e-02 Score 91.125 Data time: 0.2279, Forward time: 2.2779, Backward time: 3.1126, DDP time: 0.0049, Total iter time: 5.4123 [2020-11-05 23:33:13,418][root][INFO] - ===> Epoch[222](5771/26): Loss 0.3343, Sem 0.2788, dir -0.3948, norm 0.4503, swav 0.0000 LR: 4.610e-02 Score 91.240 Data time: 0.2788, Forward time: 2.2780, Backward time: 3.1125, DDP time: 0.0049, Total iter time: 5.8916 [2020-11-05 23:33:19,923][root][INFO] - ===> Epoch[222](5772/26): Loss 0.2753, Sem 0.2568, dir -0.4076, norm 0.4261, swav 0.0000 LR: 4.609e-02 Score 91.333 Data time: 0.2579, Forward time: 2.2780, Backward time: 3.1126, DDP time: 0.0049, Total iter time: 6.3796 [2020-11-05 23:33:25,386][root][INFO] - ===> Epoch[223](5773/26): Loss 0.4275, Sem 0.3296, dir -0.3210, norm 0.4189, swav 0.0000 LR: 4.608e-02 Score 89.618 Data time: 0.2405, Forward time: 2.2780, Backward time: 3.1125, DDP time: 0.0049, Total iter time: 5.3322 [2020-11-05 23:33:30,308][root][INFO] - ===> Epoch[223](5774/26): Loss 0.3389, Sem 0.2930, dir -0.3963, norm 0.4422, swav 0.0000 LR: 4.607e-02 Score 90.950 Data time: 0.1556, Forward time: 2.2779, Backward time: 3.1125, DDP time: 0.0049, Total iter time: 4.8179 [2020-11-05 23:33:35,218][root][INFO] - ===> Epoch[223](5775/26): Loss 0.2926, Sem 0.2503, dir -0.4006, norm 0.4429, swav 0.0000 LR: 4.606e-02 Score 91.969 Data time: 0.1861, Forward time: 2.2779, Backward time: 3.1124, DDP time: 0.0049, Total iter time: 4.8211 [2020-11-05 23:33:41,343][root][INFO] - ===> Epoch[223](5776/26): Loss 0.2707, Sem 0.2586, dir -0.3860, norm 0.3982, swav 0.0000 LR: 4.605e-02 Score 92.696 Data time: 0.2019, Forward time: 2.2778, Backward time: 3.1125, DDP time: 0.0049, Total iter time: 6.0136 [2020-11-05 23:33:46,714][root][INFO] - ===> Epoch[223](5777/26): Loss 0.3105, Sem 0.2870, dir -0.4237, norm 0.4472, swav 0.0000 LR: 4.604e-02 Score 90.822 Data time: 0.2274, Forward time: 2.2779, Backward time: 3.1124, DDP time: 0.0049, Total iter time: 5.2656 [2020-11-05 23:33:51,217][root][INFO] - ===> Epoch[223](5778/26): Loss 0.3085, Sem 0.3116, dir -0.3822, norm 0.3791, swav 0.0000 LR: 4.603e-02 Score 90.189 Data time: 0.2401, Forward time: 2.2778, Backward time: 3.1122, DDP time: 0.0049, Total iter time: 4.3725 [2020-11-05 23:33:58,254][root][INFO] - ===> Epoch[223](5779/26): Loss 0.2555, Sem 0.2596, dir -0.3864, norm 0.3822, swav 0.0000 LR: 4.602e-02 Score 92.615 Data time: 0.3866, Forward time: 2.2780, Backward time: 3.1122, DDP time: 0.0049, Total iter time: 6.9381 [2020-11-05 23:34:05,274][root][INFO] - ===> Epoch[223](5780/26): Loss 0.3056, Sem 0.2900, dir -0.4202, norm 0.4358, swav 0.0000 LR: 4.601e-02 Score 91.609 Data time: 0.2001, Forward time: 2.2780, Backward time: 3.1125, DDP time: 0.0049, Total iter time: 6.8980 [2020-11-05 23:34:11,471][root][INFO] - ===> Epoch[223](5781/26): Loss 0.2409, Sem 0.2711, dir -0.4212, norm 0.3910, swav 0.0000 LR: 4.600e-02 Score 91.497 Data time: 0.1490, Forward time: 2.2779, Backward time: 3.1126, DDP time: 0.0049, Total iter time: 6.0753 [2020-11-05 23:34:17,605][root][INFO] - ===> Epoch[223](5782/26): Loss 0.3472, Sem 0.3421, dir -0.4350, norm 0.4400, swav 0.0000 LR: 4.599e-02 Score 89.436 Data time: 0.1995, Forward time: 2.2778, Backward time: 3.1127, DDP time: 0.0049, Total iter time: 6.0490 [2020-11-05 23:34:23,857][root][INFO] - ===> Epoch[223](5783/26): Loss 0.4620, Sem 0.3651, dir -0.3929, norm 0.4897, swav 0.0000 LR: 4.598e-02 Score 88.731 Data time: 0.2617, Forward time: 2.2779, Backward time: 3.1127, DDP time: 0.0049, Total iter time: 6.1336 [2020-11-05 23:34:29,399][root][INFO] - ===> Epoch[223](5784/26): Loss 0.2656, Sem 0.2937, dir -0.4291, norm 0.4010, swav 0.0000 LR: 4.597e-02 Score 89.309 Data time: 0.1710, Forward time: 2.2778, Backward time: 3.1128, DDP time: 0.0049, Total iter time: 5.4047 [2020-11-05 23:34:34,042][root][INFO] - ===> Epoch[223](5785/26): Loss 0.2499, Sem 0.2421, dir -0.4036, norm 0.4114, swav 0.0000 LR: 4.596e-02 Score 92.383 Data time: 0.2285, Forward time: 2.2778, Backward time: 3.1126, DDP time: 0.0049, Total iter time: 4.5257 [2020-11-05 23:34:39,561][root][INFO] - ===> Epoch[223](5786/26): Loss 0.3928, Sem 0.3689, dir -0.4493, norm 0.4732, swav 0.0000 LR: 4.595e-02 Score 87.680 Data time: 0.2618, Forward time: 2.2779, Backward time: 3.1124, DDP time: 0.0049, Total iter time: 5.4180 [2020-11-05 23:34:45,584][root][INFO] - ===> Epoch[223](5787/26): Loss 0.3043, Sem 0.2788, dir -0.3425, norm 0.3680, swav 0.0000 LR: 4.594e-02 Score 91.226 Data time: 0.1837, Forward time: 2.2779, Backward time: 3.1125, DDP time: 0.0049, Total iter time: 5.8967 [2020-11-05 23:34:52,493][root][INFO] - ===> Epoch[223](5788/26): Loss 0.3818, Sem 0.3195, dir -0.3989, norm 0.4612, swav 0.0000 LR: 4.593e-02 Score 88.684 Data time: 0.1703, Forward time: 2.2778, Backward time: 3.1128, DDP time: 0.0049, Total iter time: 6.7849 [2020-11-05 23:34:59,030][root][INFO] - ===> Epoch[223](5789/26): Loss 0.3086, Sem 0.3225, dir -0.4489, norm 0.4349, swav 0.0000 LR: 4.592e-02 Score 88.988 Data time: 0.1916, Forward time: 2.2778, Backward time: 3.1129, DDP time: 0.0049, Total iter time: 6.4234 [2020-11-05 23:35:04,899][root][INFO] - ===> Epoch[223](5790/26): Loss 0.2402, Sem 0.2254, dir -0.4189, norm 0.4336, swav 0.0000 LR: 4.591e-02 Score 92.403 Data time: 0.1913, Forward time: 2.2777, Backward time: 3.1130, DDP time: 0.0049, Total iter time: 5.7507 [2020-11-05 23:35:11,291][root][INFO] - ===> Epoch[223](5791/26): Loss 0.3187, Sem 0.2518, dir -0.4151, norm 0.4820, swav 0.0000 LR: 4.590e-02 Score 92.314 Data time: 0.1886, Forward time: 2.2777, Backward time: 3.1131, DDP time: 0.0049, Total iter time: 6.2750 [2020-11-05 23:35:15,778][root][INFO] - ===> Epoch[223](5792/26): Loss 0.3854, Sem 0.3637, dir -0.3665, norm 0.3882, swav 0.0000 LR: 4.589e-02 Score 88.058 Data time: 0.1610, Forward time: 2.2776, Backward time: 3.1130, DDP time: 0.0049, Total iter time: 4.3678 [2020-11-05 23:35:21,703][root][INFO] - ===> Epoch[223](5793/26): Loss 0.3170, Sem 0.2915, dir -0.4033, norm 0.4288, swav 0.0000 LR: 4.588e-02 Score 91.597 Data time: 0.2359, Forward time: 2.2776, Backward time: 3.1130, DDP time: 0.0049, Total iter time: 5.8211 [2020-11-05 23:35:26,558][root][INFO] - ===> Epoch[223](5794/26): Loss 0.2594, Sem 0.2602, dir -0.4376, norm 0.4368, swav 0.0000 LR: 4.587e-02 Score 91.726 Data time: 0.2159, Forward time: 2.2776, Backward time: 3.1128, DDP time: 0.0049, Total iter time: 4.7278 [2020-11-05 23:35:33,193][root][INFO] - ===> Epoch[223](5795/26): Loss 0.4256, Sem 0.3364, dir -0.4137, norm 0.5029, swav 0.0000 LR: 4.586e-02 Score 89.401 Data time: 0.2577, Forward time: 2.2777, Backward time: 3.1129, DDP time: 0.0049, Total iter time: 6.5154 [2020-11-05 23:35:38,903][root][INFO] - ===> Epoch[223](5796/26): Loss 0.3827, Sem 0.3378, dir -0.3952, norm 0.4401, swav 0.0000 LR: 4.585e-02 Score 89.343 Data time: 0.1766, Forward time: 2.2776, Backward time: 3.1129, DDP time: 0.0049, Total iter time: 5.5756 [2020-11-05 23:35:43,808][root][INFO] - ===> Epoch[223](5797/26): Loss 0.3382, Sem 0.2744, dir -0.3555, norm 0.4193, swav 0.0000 LR: 4.584e-02 Score 89.946 Data time: 0.1475, Forward time: 2.2775, Backward time: 3.1129, DDP time: 0.0049, Total iter time: 4.7901 [2020-11-05 23:35:49,304][root][INFO] - ===> Epoch[223](5798/26): Loss 0.4221, Sem 0.3484, dir -0.3631, norm 0.4367, swav 0.0000 LR: 4.583e-02 Score 89.013 Data time: 0.2578, Forward time: 2.2776, Backward time: 3.1128, DDP time: 0.0049, Total iter time: 5.3833 [2020-11-05 23:35:57,215][root][INFO] - ===> Epoch[224](5799/26): Loss 0.3268, Sem 0.2670, dir -0.3805, norm 0.4403, swav 0.0000 LR: 4.582e-02 Score 92.110 Data time: 0.1397, Forward time: 2.2774, Backward time: 3.1133, DDP time: 0.0049, Total iter time: 7.7859 [2020-11-05 23:36:02,918][root][INFO] - ===> Epoch[224](5800/26): Loss 0.3617, Sem 0.2794, dir -0.3641, norm 0.4463, swav 0.0000 LR: 4.581e-02 Score 91.224 Data time: 0.2314, Forward time: 2.2775, Backward time: 3.1133, DDP time: 0.0049, Total iter time: 5.5981 [2020-11-05 23:36:08,964][root][INFO] - ===> Epoch[224](5801/26): Loss 0.3449, Sem 0.2884, dir -0.3995, norm 0.4561, swav 0.0000 LR: 4.580e-02 Score 91.085 Data time: 0.2692, Forward time: 2.2776, Backward time: 3.1132, DDP time: 0.0049, Total iter time: 5.9142 [2020-11-05 23:36:14,127][root][INFO] - ===> Epoch[224](5802/26): Loss 0.3517, Sem 0.3431, dir -0.4353, norm 0.4439, swav 0.0000 LR: 4.579e-02 Score 89.761 Data time: 0.1670, Forward time: 2.2775, Backward time: 3.1132, DDP time: 0.0049, Total iter time: 5.0152 [2020-11-05 23:36:19,454][root][INFO] - ===> Epoch[224](5803/26): Loss 0.2723, Sem 0.2658, dir -0.4276, norm 0.4341, swav 0.0000 LR: 4.578e-02 Score 91.448 Data time: 0.1974, Forward time: 2.2775, Backward time: 3.1131, DDP time: 0.0049, Total iter time: 5.2351 [2020-11-05 23:36:26,204][root][INFO] - ===> Epoch[224](5804/26): Loss 0.2306, Sem 0.2516, dir -0.3838, norm 0.3628, swav 0.0000 LR: 4.577e-02 Score 92.160 Data time: 0.1557, Forward time: 2.2774, Backward time: 3.1134, DDP time: 0.0049, Total iter time: 6.6280 [2020-11-05 23:36:31,757][root][INFO] - ===> Epoch[224](5805/26): Loss 0.3429, Sem 0.2718, dir -0.3714, norm 0.4425, swav 0.0000 LR: 4.576e-02 Score 91.701 Data time: 0.2724, Forward time: 2.2774, Backward time: 3.1133, DDP time: 0.0049, Total iter time: 5.4762 [2020-11-05 23:36:37,818][root][INFO] - ===> Epoch[224](5806/26): Loss 0.3545, Sem 0.2968, dir -0.3477, norm 0.4054, swav 0.0000 LR: 4.575e-02 Score 90.108 Data time: 0.2448, Forward time: 2.2775, Backward time: 3.1133, DDP time: 0.0049, Total iter time: 5.9290 [2020-11-05 23:36:44,284][root][INFO] - ===> Epoch[224](5807/26): Loss 0.2880, Sem 0.2761, dir -0.3940, norm 0.4059, swav 0.0000 LR: 4.574e-02 Score 90.877 Data time: 0.2904, Forward time: 2.2776, Backward time: 3.1132, DDP time: 0.0049, Total iter time: 6.3560 [2020-11-05 23:36:50,010][root][INFO] - ===> Epoch[224](5808/26): Loss 0.3236, Sem 0.2562, dir -0.3810, norm 0.4483, swav 0.0000 LR: 4.573e-02 Score 92.027 Data time: 0.2085, Forward time: 2.2776, Backward time: 3.1132, DDP time: 0.0049, Total iter time: 5.5952 [2020-11-05 23:36:55,635][root][INFO] - ===> Epoch[224](5809/26): Loss 0.2534, Sem 0.2789, dir -0.4282, norm 0.4027, swav 0.0000 LR: 4.572e-02 Score 90.233 Data time: 0.1634, Forward time: 2.2775, Backward time: 3.1133, DDP time: 0.0049, Total iter time: 5.5053 [2020-11-05 23:37:00,631][root][INFO] - ===> Epoch[224](5810/26): Loss 0.3096, Sem 0.2914, dir -0.3439, norm 0.3622, swav 0.0000 LR: 4.571e-02 Score 90.475 Data time: 0.2313, Forward time: 2.2775, Backward time: 3.1132, DDP time: 0.0049, Total iter time: 4.9288 [2020-11-05 23:37:06,446][root][INFO] - ===> Epoch[224](5811/26): Loss 0.2423, Sem 0.2563, dir -0.3767, norm 0.3627, swav 0.0000 LR: 4.570e-02 Score 91.892 Data time: 0.2448, Forward time: 2.2776, Backward time: 3.1131, DDP time: 0.0049, Total iter time: 5.7019 [2020-11-05 23:37:11,948][root][INFO] - ===> Epoch[224](5812/26): Loss 0.2290, Sem 0.2676, dir -0.4688, norm 0.4301, swav 0.0000 LR: 4.569e-02 Score 91.634 Data time: 0.2170, Forward time: 2.2776, Backward time: 3.1130, DDP time: 0.0049, Total iter time: 5.3631 [2020-11-05 23:37:18,533][root][INFO] - ===> Epoch[224](5813/26): Loss 0.3655, Sem 0.3260, dir -0.3739, norm 0.4133, swav 0.0000 LR: 4.568e-02 Score 90.379 Data time: 0.1846, Forward time: 2.2775, Backward time: 3.1132, DDP time: 0.0049, Total iter time: 6.4718 [2020-11-05 23:37:24,693][root][INFO] - ===> Epoch[224](5814/26): Loss 0.3778, Sem 0.3427, dir -0.3978, norm 0.4330, swav 0.0000 LR: 4.567e-02 Score 88.280 Data time: 0.3024, Forward time: 2.2777, Backward time: 3.1132, DDP time: 0.0049, Total iter time: 6.0764 [2020-11-05 23:37:30,530][root][INFO] - ===> Epoch[224](5815/26): Loss 0.2852, Sem 0.2798, dir -0.4338, norm 0.4392, swav 0.0000 LR: 4.566e-02 Score 92.534 Data time: 0.2326, Forward time: 2.2777, Backward time: 3.1131, DDP time: 0.0049, Total iter time: 5.7208 [2020-11-05 23:37:37,229][root][INFO] - ===> Epoch[224](5816/26): Loss 0.4297, Sem 0.4068, dir -0.4007, norm 0.4237, swav 0.0000 LR: 4.565e-02 Score 88.261 Data time: 0.2189, Forward time: 2.2778, Backward time: 3.1132, DDP time: 0.0049, Total iter time: 6.5785 [2020-11-05 23:37:42,325][root][INFO] - ===> Epoch[224](5817/26): Loss 0.3947, Sem 0.3438, dir -0.3723, norm 0.4231, swav 0.0000 LR: 4.565e-02 Score 88.386 Data time: 0.1419, Forward time: 2.2777, Backward time: 3.1132, DDP time: 0.0049, Total iter time: 4.9982 [2020-11-05 23:37:47,243][root][INFO] - ===> Epoch[224](5818/26): Loss 0.4320, Sem 0.3099, dir -0.3450, norm 0.4671, swav 0.0000 LR: 4.564e-02 Score 90.305 Data time: 0.2266, Forward time: 2.2777, Backward time: 3.1131, DDP time: 0.0049, Total iter time: 4.8515 [2020-11-05 23:37:52,842][root][INFO] - ===> Epoch[224](5819/26): Loss 0.3418, Sem 0.3402, dir -0.4074, norm 0.4090, swav 0.0000 LR: 4.563e-02 Score 89.301 Data time: 0.2428, Forward time: 2.2778, Backward time: 3.1130, DDP time: 0.0049, Total iter time: 5.4809 [2020-11-05 23:37:58,363][root][INFO] - ===> Epoch[224](5820/26): Loss 0.2638, Sem 0.2670, dir -0.4409, norm 0.4376, swav 0.0000 LR: 4.562e-02 Score 91.157 Data time: 0.2233, Forward time: 2.2778, Backward time: 3.1129, DDP time: 0.0049, Total iter time: 5.4008 [2020-11-05 23:38:03,650][root][INFO] - ===> Epoch[224](5821/26): Loss 0.2928, Sem 0.2827, dir -0.4594, norm 0.4695, swav 0.0000 LR: 4.561e-02 Score 90.677 Data time: 0.2266, Forward time: 2.2778, Backward time: 3.1128, DDP time: 0.0049, Total iter time: 5.1892 [2020-11-05 23:38:09,101][root][INFO] - ===> Epoch[224](5822/26): Loss 0.3551, Sem 0.2815, dir -0.4010, norm 0.4747, swav 0.0000 LR: 4.560e-02 Score 90.910 Data time: 0.2538, Forward time: 2.2779, Backward time: 3.1127, DDP time: 0.0049, Total iter time: 5.3230 [2020-11-05 23:38:14,092][root][INFO] - ===> Epoch[224](5823/26): Loss 0.3390, Sem 0.2875, dir -0.3570, norm 0.4085, swav 0.0000 LR: 4.559e-02 Score 91.346 Data time: 0.2256, Forward time: 2.2779, Backward time: 3.1125, DDP time: 0.0049, Total iter time: 4.8439 [2020-11-05 23:38:20,537][root][INFO] - ===> Epoch[224](5824/26): Loss 0.4243, Sem 0.3672, dir -0.3957, norm 0.4528, swav 0.0000 LR: 4.558e-02 Score 88.423 Data time: 0.2384, Forward time: 2.2779, Backward time: 3.1126, DDP time: 0.0049, Total iter time: 6.3445 [2020-11-05 23:38:26,520][root][INFO] - ===> Epoch[225](5825/26): Loss 0.3610, Sem 0.2975, dir -0.4103, norm 0.4737, swav 0.0000 LR: 4.557e-02 Score 89.613 Data time: 0.1536, Forward time: 2.2778, Backward time: 3.1127, DDP time: 0.0050, Total iter time: 5.8565 [2020-11-05 23:38:31,832][root][INFO] - ===> Epoch[225](5826/26): Loss 0.3095, Sem 0.3026, dir -0.4004, norm 0.4074, swav 0.0000 LR: 4.556e-02 Score 91.145 Data time: 0.2323, Forward time: 2.2779, Backward time: 3.1126, DDP time: 0.0050, Total iter time: 5.2039 [2020-11-05 23:38:36,965][root][INFO] - ===> Epoch[225](5827/26): Loss 0.3664, Sem 0.2942, dir -0.4038, norm 0.4760, swav 0.0000 LR: 4.555e-02 Score 89.925 Data time: 0.1652, Forward time: 2.2778, Backward time: 3.1126, DDP time: 0.0050, Total iter time: 5.0198 [2020-11-05 23:38:43,185][root][INFO] - ===> Epoch[225](5828/26): Loss 0.3352, Sem 0.2882, dir -0.3261, norm 0.3730, swav 0.0000 LR: 4.554e-02 Score 92.343 Data time: 0.2487, Forward time: 2.2778, Backward time: 3.1127, DDP time: 0.0050, Total iter time: 6.1065 [2020-11-05 23:38:48,258][root][INFO] - ===> Epoch[225](5829/26): Loss 0.4308, Sem 0.3615, dir -0.3841, norm 0.4534, swav 0.0000 LR: 4.553e-02 Score 89.912 Data time: 0.1731, Forward time: 2.2777, Backward time: 3.1126, DDP time: 0.0050, Total iter time: 4.9707 [2020-11-05 23:38:53,962][root][INFO] - ===> Epoch[225](5830/26): Loss 0.3531, Sem 0.3012, dir -0.3991, norm 0.4510, swav 0.0000 LR: 4.552e-02 Score 91.401 Data time: 0.1553, Forward time: 2.2776, Backward time: 3.1127, DDP time: 0.0050, Total iter time: 5.6046 [2020-11-05 23:38:59,558][root][INFO] - ===> Epoch[225](5831/26): Loss 0.3346, Sem 0.2880, dir -0.3738, norm 0.4204, swav 0.0000 LR: 4.551e-02 Score 91.154 Data time: 0.2152, Forward time: 2.2776, Backward time: 3.1127, DDP time: 0.0050, Total iter time: 5.5117 [2020-11-05 23:39:05,230][root][INFO] - ===> Epoch[225](5832/26): Loss 0.3022, Sem 0.2756, dir -0.3930, norm 0.4196, swav 0.0000 LR: 4.550e-02 Score 90.681 Data time: 0.2719, Forward time: 2.2777, Backward time: 3.1126, DDP time: 0.0050, Total iter time: 5.5579 [2020-11-05 23:39:10,796][root][INFO] - ===> Epoch[225](5833/26): Loss 0.2938, Sem 0.2471, dir -0.4265, norm 0.4732, swav 0.0000 LR: 4.549e-02 Score 92.093 Data time: 0.2440, Forward time: 2.2777, Backward time: 3.1125, DDP time: 0.0050, Total iter time: 5.4295 [2020-11-05 23:39:17,405][root][INFO] - ===> Epoch[225](5834/26): Loss 0.3385, Sem 0.3051, dir -0.3871, norm 0.4205, swav 0.0000 LR: 4.548e-02 Score 90.021 Data time: 0.3029, Forward time: 2.2778, Backward time: 3.1125, DDP time: 0.0050, Total iter time: 6.4853 [2020-11-05 23:39:22,732][root][INFO] - ===> Epoch[225](5835/26): Loss 0.2626, Sem 0.2341, dir -0.3921, norm 0.4206, swav 0.0000 LR: 4.547e-02 Score 93.026 Data time: 0.1216, Forward time: 2.2777, Backward time: 3.1126, DDP time: 0.0050, Total iter time: 5.1959 [2020-11-05 23:39:29,421][root][INFO] - ===> Epoch[225](5836/26): Loss 0.3015, Sem 0.3181, dir -0.4185, norm 0.4020, swav 0.0000 LR: 4.546e-02 Score 89.311 Data time: 0.1504, Forward time: 2.2776, Backward time: 3.1128, DDP time: 0.0050, Total iter time: 6.6069 [2020-11-05 23:39:35,175][root][INFO] - ===> Epoch[225](5837/26): Loss 0.2789, Sem 0.2703, dir -0.4060, norm 0.4146, swav 0.0000 LR: 4.545e-02 Score 90.989 Data time: 0.1713, Forward time: 2.2775, Backward time: 3.1129, DDP time: 0.0050, Total iter time: 5.6349 [2020-11-05 23:39:40,491][root][INFO] - ===> Epoch[225](5838/26): Loss 0.2994, Sem 0.2888, dir -0.4296, norm 0.4402, swav 0.0000 LR: 4.544e-02 Score 91.303 Data time: 0.1266, Forward time: 2.2774, Backward time: 3.1130, DDP time: 0.0050, Total iter time: 5.1961 [2020-11-05 23:39:47,310][root][INFO] - ===> Epoch[225](5839/26): Loss 0.3398, Sem 0.3221, dir -0.4047, norm 0.4224, swav 0.0000 LR: 4.543e-02 Score 88.878 Data time: 0.1593, Forward time: 2.2773, Backward time: 3.1132, DDP time: 0.0050, Total iter time: 6.7296 [2020-11-05 23:39:53,507][root][INFO] - ===> Epoch[225](5840/26): Loss 0.3239, Sem 0.2733, dir -0.3842, norm 0.4347, swav 0.0000 LR: 4.542e-02 Score 91.903 Data time: 0.2227, Forward time: 2.2773, Backward time: 3.1133, DDP time: 0.0050, Total iter time: 6.0681 [2020-11-05 23:39:58,664][root][INFO] - ===> Epoch[225](5841/26): Loss 0.3322, Sem 0.3166, dir -0.3813, norm 0.3969, swav 0.0000 LR: 4.541e-02 Score 90.779 Data time: 0.2084, Forward time: 2.2773, Backward time: 3.1132, DDP time: 0.0050, Total iter time: 5.0089 [2020-11-05 23:40:05,830][root][INFO] - ===> Epoch[225](5842/26): Loss 0.3767, Sem 0.3145, dir -0.3850, norm 0.4473, swav 0.0000 LR: 4.540e-02 Score 90.309 Data time: 0.2516, Forward time: 2.2774, Backward time: 3.1133, DDP time: 0.0050, Total iter time: 7.0539 [2020-11-05 23:40:11,283][root][INFO] - ===> Epoch[225](5843/26): Loss 0.2471, Sem 0.2832, dir -0.4024, norm 0.3663, swav 0.0000 LR: 4.539e-02 Score 89.971 Data time: 0.2402, Forward time: 2.2773, Backward time: 3.1133, DDP time: 0.0050, Total iter time: 5.3078 [2020-11-05 23:40:16,803][root][INFO] - ===> Epoch[225](5844/26): Loss 0.2253, Sem 0.2408, dir -0.4546, norm 0.4391, swav 0.0000 LR: 4.538e-02 Score 92.724 Data time: 0.2263, Forward time: 2.2773, Backward time: 3.1132, DDP time: 0.0050, Total iter time: 5.3858 [2020-11-05 23:40:22,433][root][INFO] - ===> Epoch[225](5845/26): Loss 0.3378, Sem 0.3087, dir -0.4029, norm 0.4320, swav 0.0000 LR: 4.537e-02 Score 90.521 Data time: 0.2022, Forward time: 2.2773, Backward time: 3.1132, DDP time: 0.0050, Total iter time: 5.4995 [2020-11-05 23:40:26,863][root][INFO] - ===> Epoch[225](5846/26): Loss 0.3538, Sem 0.3248, dir -0.3815, norm 0.4104, swav 0.0000 LR: 4.536e-02 Score 91.062 Data time: 0.1437, Forward time: 2.2772, Backward time: 3.1131, DDP time: 0.0050, Total iter time: 4.3251 [2020-11-05 23:40:33,389][root][INFO] - ===> Epoch[225](5847/26): Loss 0.3740, Sem 0.3331, dir -0.3785, norm 0.4193, swav 0.0000 LR: 4.535e-02 Score 89.264 Data time: 0.2798, Forward time: 2.2773, Backward time: 3.1131, DDP time: 0.0050, Total iter time: 6.4431 [2020-11-05 23:40:38,867][root][INFO] - ===> Epoch[225](5848/26): Loss 0.3516, Sem 0.2958, dir -0.3450, norm 0.4008, swav 0.0000 LR: 4.534e-02 Score 91.956 Data time: 0.2035, Forward time: 2.2773, Backward time: 3.1131, DDP time: 0.0050, Total iter time: 5.3301 [2020-11-05 23:40:44,448][root][INFO] - ===> Epoch[225](5849/26): Loss 0.3598, Sem 0.3388, dir -0.3810, norm 0.4020, swav 0.0000 LR: 4.533e-02 Score 89.250 Data time: 0.2344, Forward time: 2.2773, Backward time: 3.1131, DDP time: 0.0050, Total iter time: 5.4474 [2020-11-05 23:40:49,811][root][INFO] - ===> Epoch[225](5850/26): Loss 0.3182, Sem 0.3008, dir -0.4168, norm 0.4341, swav 0.0000 LR: 4.532e-02 Score 90.878 Data time: 0.2119, Forward time: 2.2773, Backward time: 3.1130, DDP time: 0.0050, Total iter time: 5.2454 [2020-11-05 23:40:54,985][root][INFO] - ===> Epoch[226](5851/26): Loss 0.1901, Sem 0.2212, dir -0.4364, norm 0.4053, swav 0.0000 LR: 4.531e-02 Score 92.213 Data time: 0.1683, Forward time: 2.2772, Backward time: 3.1130, DDP time: 0.0050, Total iter time: 5.0582 [2020-11-05 23:40:59,813][root][INFO] - ===> Epoch[226](5852/26): Loss 0.2481, Sem 0.2393, dir -0.3781, norm 0.3869, swav 0.0000 LR: 4.530e-02 Score 92.459 Data time: 0.1854, Forward time: 2.2771, Backward time: 3.1129, DDP time: 0.0050, Total iter time: 4.7178 [2020-11-05 23:41:04,845][root][INFO] - ===> Epoch[226](5853/26): Loss 0.3062, Sem 0.2963, dir -0.4499, norm 0.4599, swav 0.0000 LR: 4.529e-02 Score 91.617 Data time: 0.1874, Forward time: 2.2771, Backward time: 3.1128, DDP time: 0.0050, Total iter time: 4.9193 [2020-11-05 23:41:10,395][root][INFO] - ===> Epoch[226](5854/26): Loss 0.3243, Sem 0.3175, dir -0.4681, norm 0.4749, swav 0.0000 LR: 4.528e-02 Score 89.787 Data time: 0.2800, Forward time: 2.2771, Backward time: 3.1127, DDP time: 0.0050, Total iter time: 5.4673 [2020-11-05 23:41:16,134][root][INFO] - ===> Epoch[226](5855/26): Loss 0.2252, Sem 0.2323, dir -0.3766, norm 0.3695, swav 0.0000 LR: 4.527e-02 Score 91.738 Data time: 0.2438, Forward time: 2.2772, Backward time: 3.1126, DDP time: 0.0050, Total iter time: 5.6174 [2020-11-05 23:41:21,377][root][INFO] - ===> Epoch[226](5856/26): Loss 0.3075, Sem 0.3102, dir -0.3872, norm 0.3846, swav 0.0000 LR: 4.526e-02 Score 90.275 Data time: 0.2079, Forward time: 2.2772, Backward time: 3.1125, DDP time: 0.0050, Total iter time: 5.1082 [2020-11-05 23:41:28,320][root][INFO] - ===> Epoch[226](5857/26): Loss 0.2521, Sem 0.2595, dir -0.4141, norm 0.4067, swav 0.0000 LR: 4.525e-02 Score 92.151 Data time: 0.2210, Forward time: 2.2772, Backward time: 3.1127, DDP time: 0.0050, Total iter time: 6.8170 [2020-11-05 23:41:34,609][root][INFO] - ===> Epoch[226](5858/26): Loss 0.3710, Sem 0.3237, dir -0.4299, norm 0.4771, swav 0.0000 LR: 4.524e-02 Score 90.407 Data time: 0.3001, Forward time: 2.2773, Backward time: 3.1127, DDP time: 0.0050, Total iter time: 6.1578 [2020-11-05 23:41:41,763][root][INFO] - ===> Epoch[226](5859/26): Loss 0.2727, Sem 0.2733, dir -0.4309, norm 0.4302, swav 0.0000 LR: 4.523e-02 Score 91.919 Data time: 0.3402, Forward time: 2.2775, Backward time: 3.1127, DDP time: 0.0050, Total iter time: 7.0200 [2020-11-05 23:41:48,705][root][INFO] - ===> Epoch[226](5860/26): Loss 0.3578, Sem 0.3091, dir -0.3938, norm 0.4424, swav 0.0000 LR: 4.522e-02 Score 90.993 Data time: 0.1489, Forward time: 2.2774, Backward time: 3.1130, DDP time: 0.0050, Total iter time: 6.7959 [2020-11-05 23:41:54,745][root][INFO] - ===> Epoch[226](5861/26): Loss 0.2585, Sem 0.2330, dir -0.3800, norm 0.4055, swav 0.0000 LR: 4.521e-02 Score 93.689 Data time: 0.2901, Forward time: 2.2775, Backward time: 3.1129, DDP time: 0.0050, Total iter time: 5.9363 [2020-11-05 23:42:01,088][root][INFO] - ===> Epoch[226](5862/26): Loss 0.3290, Sem 0.3467, dir -0.4131, norm 0.3955, swav 0.0000 LR: 4.520e-02 Score 88.949 Data time: 0.3335, Forward time: 2.2777, Backward time: 3.1128, DDP time: 0.0050, Total iter time: 6.2060 [2020-11-05 23:42:06,139][root][INFO] - ===> Epoch[226](5863/26): Loss 0.2945, Sem 0.3194, dir -0.4133, norm 0.3884, swav 0.0000 LR: 4.519e-02 Score 89.804 Data time: 0.2166, Forward time: 2.2777, Backward time: 3.1126, DDP time: 0.0050, Total iter time: 4.9359 [2020-11-05 23:42:11,789][root][INFO] - ===> Epoch[226](5864/26): Loss 0.3195, Sem 0.2946, dir -0.3407, norm 0.3656, swav 0.0000 LR: 4.518e-02 Score 90.559 Data time: 0.2102, Forward time: 2.2777, Backward time: 3.1126, DDP time: 0.0050, Total iter time: 5.5519 [2020-11-05 23:42:20,036][root][INFO] - ===> Epoch[226](5865/26): Loss 0.2690, Sem 0.2927, dir -0.4294, norm 0.4057, swav 0.0000 LR: 4.517e-02 Score 91.429 Data time: 0.1614, Forward time: 2.2776, Backward time: 3.1131, DDP time: 0.0050, Total iter time: 8.1481 [2020-11-05 23:42:26,372][root][INFO] - ===> Epoch[226](5866/26): Loss 0.3699, Sem 0.2920, dir -0.3756, norm 0.4535, swav 0.0000 LR: 4.516e-02 Score 91.980 Data time: 0.2107, Forward time: 2.2776, Backward time: 3.1132, DDP time: 0.0050, Total iter time: 6.2717 [2020-11-05 23:42:31,164][root][INFO] - ===> Epoch[226](5867/26): Loss 0.3224, Sem 0.2552, dir -0.3837, norm 0.4509, swav 0.0000 LR: 4.515e-02 Score 92.605 Data time: 0.1321, Forward time: 2.2775, Backward time: 3.1132, DDP time: 0.0050, Total iter time: 4.6818 [2020-11-05 23:42:36,152][root][INFO] - ===> Epoch[226](5868/26): Loss 0.3236, Sem 0.2760, dir -0.3275, norm 0.3752, swav 0.0000 LR: 4.514e-02 Score 91.617 Data time: 0.2378, Forward time: 2.2775, Backward time: 3.1130, DDP time: 0.0050, Total iter time: 4.9271 [2020-11-05 23:42:41,690][root][INFO] - ===> Epoch[226](5869/26): Loss 0.3414, Sem 0.2955, dir -0.3867, norm 0.4327, swav 0.0000 LR: 4.513e-02 Score 90.055 Data time: 0.1953, Forward time: 2.2775, Backward time: 3.1130, DDP time: 0.0050, Total iter time: 5.4361 [2020-11-05 23:42:47,488][root][INFO] - ===> Epoch[226](5870/26): Loss 0.3164, Sem 0.2476, dir -0.3832, norm 0.4520, swav 0.0000 LR: 4.512e-02 Score 91.737 Data time: 0.2180, Forward time: 2.2775, Backward time: 3.1130, DDP time: 0.0050, Total iter time: 5.7009 [2020-11-05 23:42:53,833][root][INFO] - ===> Epoch[226](5871/26): Loss 0.3301, Sem 0.2986, dir -0.3973, norm 0.4289, swav 0.0000 LR: 4.511e-02 Score 90.061 Data time: 0.2051, Forward time: 2.2775, Backward time: 3.1131, DDP time: 0.0050, Total iter time: 6.2237 [2020-11-05 23:42:59,382][root][INFO] - ===> Epoch[226](5872/26): Loss 0.3246, Sem 0.3284, dir -0.3943, norm 0.3905, swav 0.0000 LR: 4.510e-02 Score 89.395 Data time: 0.2005, Forward time: 2.2774, Backward time: 3.1131, DDP time: 0.0050, Total iter time: 5.4303 [2020-11-05 23:43:05,906][root][INFO] - ===> Epoch[226](5873/26): Loss 0.3011, Sem 0.2824, dir -0.3584, norm 0.3771, swav 0.0000 LR: 4.509e-02 Score 90.111 Data time: 0.3197, Forward time: 2.2776, Backward time: 3.1131, DDP time: 0.0050, Total iter time: 6.4124 [2020-11-05 23:43:11,676][root][INFO] - ===> Epoch[226](5874/26): Loss 0.2541, Sem 0.2596, dir -0.3888, norm 0.3833, swav 0.0000 LR: 4.508e-02 Score 91.571 Data time: 0.1699, Forward time: 2.2776, Backward time: 3.1131, DDP time: 0.0050, Total iter time: 5.6473 [2020-11-05 23:43:16,930][root][INFO] - ===> Epoch[226](5875/26): Loss 0.2443, Sem 0.2726, dir -0.3830, norm 0.3546, swav 0.0000 LR: 4.508e-02 Score 92.918 Data time: 0.1738, Forward time: 2.2775, Backward time: 3.1131, DDP time: 0.0050, Total iter time: 5.1523 [2020-11-05 23:43:21,819][root][INFO] - ===> Epoch[226](5876/26): Loss 0.2572, Sem 0.2808, dir -0.4247, norm 0.4011, swav 0.0000 LR: 4.507e-02 Score 92.162 Data time: 0.2306, Forward time: 2.2774, Backward time: 3.1130, DDP time: 0.0050, Total iter time: 4.7937 [2020-11-05 23:43:27,731][root][INFO] - ===> Epoch[227](5877/26): Loss 0.3518, Sem 0.3062, dir -0.3725, norm 0.4181, swav 0.0000 LR: 4.506e-02 Score 91.725 Data time: 0.2038, Forward time: 2.2774, Backward time: 3.1130, DDP time: 0.0050, Total iter time: 5.8119 [2020-11-05 23:43:33,205][root][INFO] - ===> Epoch[227](5878/26): Loss 0.2483, Sem 0.2696, dir -0.4170, norm 0.3957, swav 0.0000 LR: 4.505e-02 Score 91.077 Data time: 0.1680, Forward time: 2.2774, Backward time: 3.1130, DDP time: 0.0050, Total iter time: 5.3654 [2020-11-05 23:43:38,911][root][INFO] - ===> Epoch[227](5879/26): Loss 0.3244, Sem 0.3047, dir -0.4101, norm 0.4298, swav 0.0000 LR: 4.504e-02 Score 89.303 Data time: 0.2253, Forward time: 2.2774, Backward time: 3.1130, DDP time: 0.0050, Total iter time: 5.6062 [2020-11-05 23:43:46,160][root][INFO] - ===> Epoch[227](5880/26): Loss 0.4629, Sem 0.3188, dir -0.3688, norm 0.5129, swav 0.0000 LR: 4.503e-02 Score 91.575 Data time: 0.1595, Forward time: 2.2773, Backward time: 3.1133, DDP time: 0.0050, Total iter time: 7.1162 [2020-11-05 23:43:51,158][root][INFO] - ===> Epoch[227](5881/26): Loss 0.3447, Sem 0.2925, dir -0.3690, norm 0.4211, swav 0.0000 LR: 4.502e-02 Score 90.028 Data time: 0.1852, Forward time: 2.2773, Backward time: 3.1132, DDP time: 0.0050, Total iter time: 4.9039 [2020-11-05 23:43:57,411][root][INFO] - ===> Epoch[227](5882/26): Loss 0.2820, Sem 0.2857, dir -0.4154, norm 0.4118, swav 0.0000 LR: 4.501e-02 Score 90.653 Data time: 0.1757, Forward time: 2.2772, Backward time: 3.1134, DDP time: 0.0050, Total iter time: 6.1265 [2020-11-05 23:44:04,305][root][INFO] - ===> Epoch[227](5883/26): Loss 0.2783, Sem 0.3047, dir -0.3992, norm 0.3728, swav 0.0000 LR: 4.500e-02 Score 90.844 Data time: 0.2322, Forward time: 2.2772, Backward time: 3.1136, DDP time: 0.0050, Total iter time: 6.8118 [2020-11-05 23:44:10,312][root][INFO] - ===> Epoch[227](5884/26): Loss 0.2862, Sem 0.2405, dir -0.3771, norm 0.4229, swav 0.0000 LR: 4.499e-02 Score 93.582 Data time: 0.2463, Forward time: 2.2772, Backward time: 3.1136, DDP time: 0.0050, Total iter time: 5.8945 [2020-11-05 23:44:15,575][root][INFO] - ===> Epoch[227](5885/26): Loss 0.3033, Sem 0.2880, dir -0.4010, norm 0.4162, swav 0.0000 LR: 4.498e-02 Score 90.624 Data time: 0.2529, Forward time: 2.2773, Backward time: 3.1134, DDP time: 0.0050, Total iter time: 5.1355 [2020-11-05 23:44:21,264][root][INFO] - ===> Epoch[227](5886/26): Loss 0.3223, Sem 0.2741, dir -0.4124, norm 0.4606, swav 0.0000 LR: 4.497e-02 Score 91.287 Data time: 0.2583, Forward time: 2.2774, Backward time: 3.1133, DDP time: 0.0050, Total iter time: 5.5619 [2020-11-05 23:44:26,733][root][INFO] - ===> Epoch[227](5887/26): Loss 0.1636, Sem 0.2038, dir -0.3968, norm 0.3566, swav 0.0000 LR: 4.496e-02 Score 93.182 Data time: 0.1904, Forward time: 2.2774, Backward time: 3.1133, DDP time: 0.0050, Total iter time: 5.3486 [2020-11-05 23:44:32,818][root][INFO] - ===> Epoch[227](5888/26): Loss 0.3134, Sem 0.2489, dir -0.4177, norm 0.4822, swav 0.0000 LR: 4.495e-02 Score 91.576 Data time: 0.2091, Forward time: 2.2773, Backward time: 3.1133, DDP time: 0.0050, Total iter time: 5.9575 [2020-11-05 23:44:37,937][root][INFO] - ===> Epoch[227](5889/26): Loss 0.2990, Sem 0.2856, dir -0.4102, norm 0.4236, swav 0.0000 LR: 4.494e-02 Score 91.275 Data time: 0.2490, Forward time: 2.2774, Backward time: 3.1132, DDP time: 0.0050, Total iter time: 5.0013 [2020-11-05 23:44:43,075][root][INFO] - ===> Epoch[227](5890/26): Loss 0.3108, Sem 0.3196, dir -0.3832, norm 0.3744, swav 0.0000 LR: 4.493e-02 Score 89.282 Data time: 0.2234, Forward time: 2.2774, Backward time: 3.1130, DDP time: 0.0050, Total iter time: 5.0093 [2020-11-05 23:44:48,442][root][INFO] - ===> Epoch[227](5891/26): Loss 0.3296, Sem 0.2919, dir -0.4348, norm 0.4726, swav 0.0000 LR: 4.492e-02 Score 91.954 Data time: 0.2580, Forward time: 2.2775, Backward time: 3.1129, DDP time: 0.0050, Total iter time: 5.2622 [2020-11-05 23:44:53,911][root][INFO] - ===> Epoch[227](5892/26): Loss 0.3746, Sem 0.3265, dir -0.3775, norm 0.4256, swav 0.0000 LR: 4.491e-02 Score 91.238 Data time: 0.2096, Forward time: 2.2775, Backward time: 3.1129, DDP time: 0.0050, Total iter time: 5.3410 [2020-11-05 23:44:59,272][root][INFO] - ===> Epoch[227](5893/26): Loss 0.2961, Sem 0.3170, dir -0.4409, norm 0.4201, swav 0.0000 LR: 4.490e-02 Score 89.413 Data time: 0.1902, Forward time: 2.2774, Backward time: 3.1128, DDP time: 0.0050, Total iter time: 5.2527 [2020-11-05 23:45:05,367][root][INFO] - ===> Epoch[227](5894/26): Loss 0.3435, Sem 0.2966, dir -0.4134, norm 0.4603, swav 0.0000 LR: 4.489e-02 Score 92.370 Data time: 0.2329, Forward time: 2.2774, Backward time: 3.1129, DDP time: 0.0050, Total iter time: 5.9918 [2020-11-05 23:45:11,525][root][INFO] - ===> Epoch[227](5895/26): Loss 0.2459, Sem 0.2253, dir -0.4247, norm 0.4453, swav 0.0000 LR: 4.488e-02 Score 92.892 Data time: 0.1735, Forward time: 2.2774, Backward time: 3.1130, DDP time: 0.0050, Total iter time: 6.0344 [2020-11-05 23:45:16,506][root][INFO] - ===> Epoch[227](5896/26): Loss 0.2708, Sem 0.2752, dir -0.4524, norm 0.4480, swav 0.0000 LR: 4.487e-02 Score 91.983 Data time: 0.1306, Forward time: 2.2772, Backward time: 3.1130, DDP time: 0.0050, Total iter time: 4.8767 [2020-11-05 23:45:22,057][root][INFO] - ===> Epoch[227](5897/26): Loss 0.2799, Sem 0.2372, dir -0.3358, norm 0.3785, swav 0.0000 LR: 4.486e-02 Score 92.135 Data time: 0.1723, Forward time: 2.2771, Backward time: 3.1131, DDP time: 0.0050, Total iter time: 5.4734 [2020-11-05 23:45:28,785][root][INFO] - ===> Epoch[227](5898/26): Loss 0.2678, Sem 0.2660, dir -0.3870, norm 0.3887, swav 0.0000 LR: 4.485e-02 Score 91.277 Data time: 0.1613, Forward time: 2.2771, Backward time: 3.1133, DDP time: 0.0050, Total iter time: 6.6244 [2020-11-05 23:45:34,135][root][INFO] - ===> Epoch[227](5899/26): Loss 0.2766, Sem 0.2946, dir -0.4439, norm 0.4259, swav 0.0000 LR: 4.484e-02 Score 89.869 Data time: 0.1704, Forward time: 2.2770, Backward time: 3.1133, DDP time: 0.0050, Total iter time: 5.2607 [2020-11-05 23:45:39,997][root][INFO] - ===> Epoch[227](5900/26): Loss 0.3552, Sem 0.3449, dir -0.3745, norm 0.3848, swav 0.0000 LR: 4.483e-02 Score 88.271 Data time: 0.1681, Forward time: 2.2769, Backward time: 3.1134, DDP time: 0.0050, Total iter time: 5.7546 [2020-11-05 23:45:45,252][root][INFO] - ===> Epoch[227](5901/26): Loss 0.2573, Sem 0.2748, dir -0.3934, norm 0.3758, swav 0.0000 LR: 4.482e-02 Score 90.048 Data time: 0.2022, Forward time: 2.2769, Backward time: 3.1134, DDP time: 0.0050, Total iter time: 5.1551 [2020-11-05 23:45:50,971][root][INFO] - ===> Epoch[227](5902/26): Loss 0.2349, Sem 0.2233, dir -0.4068, norm 0.4184, swav 0.0000 LR: 4.481e-02 Score 93.467 Data time: 0.1683, Forward time: 2.2768, Backward time: 3.1134, DDP time: 0.0050, Total iter time: 5.5941 [2020-11-05 23:45:56,519][root][INFO] - ===> Epoch[228](5903/26): Loss 0.3156, Sem 0.2488, dir -0.3329, norm 0.3997, swav 0.0000 LR: 4.480e-02 Score 93.143 Data time: 0.2085, Forward time: 2.2767, Backward time: 3.1135, DDP time: 0.0050, Total iter time: 5.4450 [2020-11-05 23:46:01,941][root][INFO] - ===> Epoch[228](5904/26): Loss 0.3368, Sem 0.3082, dir -0.4269, norm 0.4556, swav 0.0000 LR: 4.479e-02 Score 91.200 Data time: 0.1924, Forward time: 2.2767, Backward time: 3.1134, DDP time: 0.0050, Total iter time: 5.2939 [2020-11-05 23:46:07,262][root][INFO] - ===> Epoch[228](5905/26): Loss 0.3612, Sem 0.3133, dir -0.4067, norm 0.4545, swav 0.0000 LR: 4.478e-02 Score 90.458 Data time: 0.2413, Forward time: 2.2767, Backward time: 3.1133, DDP time: 0.0050, Total iter time: 5.1606 [2020-11-05 23:46:12,639][root][INFO] - ===> Epoch[228](5906/26): Loss 0.2799, Sem 0.2523, dir -0.3333, norm 0.3608, swav 0.0000 LR: 4.477e-02 Score 92.588 Data time: 0.1728, Forward time: 2.2766, Backward time: 3.1133, DDP time: 0.0050, Total iter time: 5.2611 [2020-11-05 23:46:18,409][root][INFO] - ===> Epoch[228](5907/26): Loss 0.2491, Sem 0.2170, dir -0.3617, norm 0.3938, swav 0.0000 LR: 4.476e-02 Score 93.220 Data time: 0.2525, Forward time: 2.2767, Backward time: 3.1132, DDP time: 0.0050, Total iter time: 5.6629 [2020-11-05 23:46:24,059][root][INFO] - ===> Epoch[228](5908/26): Loss 0.4120, Sem 0.2839, dir -0.3282, norm 0.4563, swav 0.0000 LR: 4.475e-02 Score 91.604 Data time: 0.2516, Forward time: 2.2768, Backward time: 3.1131, DDP time: 0.0050, Total iter time: 5.5133 [2020-11-05 23:46:31,044][root][INFO] - ===> Epoch[228](5909/26): Loss 0.3107, Sem 0.3136, dir -0.3910, norm 0.3881, swav 0.0000 LR: 4.474e-02 Score 90.923 Data time: 0.1877, Forward time: 2.2768, Backward time: 3.1133, DDP time: 0.0050, Total iter time: 6.8606 [2020-11-05 23:46:37,803][root][INFO] - ===> Epoch[228](5910/26): Loss 0.3794, Sem 0.2819, dir -0.4062, norm 0.5038, swav 0.0000 LR: 4.473e-02 Score 91.840 Data time: 0.2276, Forward time: 2.2768, Backward time: 3.1135, DDP time: 0.0050, Total iter time: 6.6615 [2020-11-05 23:46:43,908][root][INFO] - ===> Epoch[228](5911/26): Loss 0.3884, Sem 0.2785, dir -0.3685, norm 0.4785, swav 0.0000 LR: 4.472e-02 Score 91.037 Data time: 0.1890, Forward time: 2.2767, Backward time: 3.1136, DDP time: 0.0050, Total iter time: 5.9839 [2020-11-05 23:46:50,453][root][INFO] - ===> Epoch[228](5912/26): Loss 0.3312, Sem 0.2658, dir -0.4240, norm 0.4894, swav 0.0000 LR: 4.471e-02 Score 91.430 Data time: 0.2198, Forward time: 2.2767, Backward time: 3.1137, DDP time: 0.0050, Total iter time: 6.4509 [2020-11-05 23:46:55,638][root][INFO] - ===> Epoch[228](5913/26): Loss 0.3398, Sem 0.2898, dir -0.3994, norm 0.4494, swav 0.0000 LR: 4.470e-02 Score 91.553 Data time: 0.2549, Forward time: 2.2768, Backward time: 3.1135, DDP time: 0.0050, Total iter time: 5.0601 [2020-11-05 23:47:01,524][root][INFO] - ===> Epoch[228](5914/26): Loss 0.3400, Sem 0.2850, dir -0.4269, norm 0.4819, swav 0.0000 LR: 4.469e-02 Score 90.744 Data time: 0.2244, Forward time: 2.2768, Backward time: 3.1135, DDP time: 0.0050, Total iter time: 5.7646 [2020-11-05 23:47:09,658][root][INFO] - ===> Epoch[228](5915/26): Loss 0.2115, Sem 0.2483, dir -0.4466, norm 0.4098, swav 0.0000 LR: 4.468e-02 Score 91.844 Data time: 0.1869, Forward time: 2.2767, Backward time: 3.1140, DDP time: 0.0050, Total iter time: 8.0068 [2020-11-05 23:47:15,619][root][INFO] - ===> Epoch[228](5916/26): Loss 0.4084, Sem 0.3471, dir -0.3986, norm 0.4600, swav 0.0000 LR: 4.467e-02 Score 91.134 Data time: 0.2738, Forward time: 2.2769, Backward time: 3.1139, DDP time: 0.0050, Total iter time: 5.8873 [2020-11-05 23:47:21,790][root][INFO] - ===> Epoch[228](5917/26): Loss 0.3479, Sem 0.2786, dir -0.3888, norm 0.4582, swav 0.0000 LR: 4.466e-02 Score 91.231 Data time: 0.2403, Forward time: 2.2769, Backward time: 3.1139, DDP time: 0.0050, Total iter time: 6.0459 [2020-11-05 23:47:27,545][root][INFO] - ===> Epoch[228](5918/26): Loss 0.2882, Sem 0.2969, dir -0.4031, norm 0.3945, swav 0.0000 LR: 4.465e-02 Score 89.937 Data time: 0.2585, Forward time: 2.2770, Backward time: 3.1138, DDP time: 0.0050, Total iter time: 5.6195 [2020-11-05 23:47:32,948][root][INFO] - ===> Epoch[228](5919/26): Loss 0.2420, Sem 0.2570, dir -0.3788, norm 0.3639, swav 0.0000 LR: 4.464e-02 Score 91.558 Data time: 0.1980, Forward time: 2.2770, Backward time: 3.1138, DDP time: 0.0050, Total iter time: 5.2725 [2020-11-05 23:47:38,933][root][INFO] - ===> Epoch[228](5920/26): Loss 0.3076, Sem 0.2718, dir -0.3704, norm 0.4062, swav 0.0000 LR: 4.463e-02 Score 92.294 Data time: 0.2356, Forward time: 2.2770, Backward time: 3.1137, DDP time: 0.0050, Total iter time: 5.8739 [2020-11-05 23:47:43,860][root][INFO] - ===> Epoch[228](5921/26): Loss 0.3468, Sem 0.2417, dir -0.2966, norm 0.4017, swav 0.0000 LR: 4.462e-02 Score 92.443 Data time: 0.2142, Forward time: 2.2770, Backward time: 3.1136, DDP time: 0.0050, Total iter time: 4.7951 [2020-11-05 23:47:50,120][root][INFO] - ===> Epoch[228](5922/26): Loss 0.4490, Sem 0.3092, dir -0.3190, norm 0.4588, swav 0.0000 LR: 4.461e-02 Score 90.765 Data time: 0.2379, Forward time: 2.2770, Backward time: 3.1136, DDP time: 0.0050, Total iter time: 6.1383 [2020-11-05 23:47:56,335][root][INFO] - ===> Epoch[228](5923/26): Loss 0.3583, Sem 0.3387, dir -0.3998, norm 0.4194, swav 0.0000 LR: 4.460e-02 Score 89.171 Data time: 0.2975, Forward time: 2.2772, Backward time: 3.1136, DDP time: 0.0050, Total iter time: 6.0859 [2020-11-05 23:48:01,791][root][INFO] - ===> Epoch[228](5924/26): Loss 0.3461, Sem 0.2912, dir -0.3752, norm 0.4301, swav 0.0000 LR: 4.459e-02 Score 91.574 Data time: 0.1936, Forward time: 2.2772, Backward time: 3.1135, DDP time: 0.0050, Total iter time: 5.3221 [2020-11-05 23:48:07,641][root][INFO] - ===> Epoch[228](5925/26): Loss 0.2648, Sem 0.2471, dir -0.4103, norm 0.4280, swav 0.0000 LR: 4.458e-02 Score 91.939 Data time: 0.2047, Forward time: 2.2771, Backward time: 3.1136, DDP time: 0.0050, Total iter time: 5.7206 [2020-11-05 23:48:14,000][root][INFO] - ===> Epoch[228](5926/26): Loss 0.3027, Sem 0.2855, dir -0.4132, norm 0.4304, swav 0.0000 LR: 4.457e-02 Score 91.067 Data time: 0.2193, Forward time: 2.2771, Backward time: 3.1136, DDP time: 0.0050, Total iter time: 6.2486 [2020-11-05 23:48:19,640][root][INFO] - ===> Epoch[228](5927/26): Loss 0.3630, Sem 0.3193, dir -0.4004, norm 0.4442, swav 0.0000 LR: 4.456e-02 Score 89.253 Data time: 0.2102, Forward time: 2.2771, Backward time: 3.1136, DDP time: 0.0050, Total iter time: 5.5009 [2020-11-05 23:48:25,768][root][INFO] - ===> Epoch[228](5928/26): Loss 0.2262, Sem 0.2493, dir -0.4370, norm 0.4138, swav 0.0000 LR: 4.455e-02 Score 90.749 Data time: 0.1612, Forward time: 2.2770, Backward time: 3.1138, DDP time: 0.0050, Total iter time: 6.0288 [2020-11-05 23:48:31,308][root][INFO] - ===> Epoch[229](5929/26): Loss 0.2940, Sem 0.2812, dir -0.4382, norm 0.4511, swav 0.0000 LR: 4.454e-02 Score 90.714 Data time: 0.1734, Forward time: 2.2769, Backward time: 3.1138, DDP time: 0.0050, Total iter time: 5.4404 [2020-11-05 23:48:37,088][root][INFO] - ===> Epoch[229](5930/26): Loss 0.3752, Sem 0.3330, dir -0.4173, norm 0.4595, swav 0.0000 LR: 4.453e-02 Score 89.661 Data time: 0.1946, Forward time: 2.2769, Backward time: 3.1139, DDP time: 0.0050, Total iter time: 5.7011 [2020-11-05 23:48:42,432][root][INFO] - ===> Epoch[229](5931/26): Loss 0.2462, Sem 0.2791, dir -0.4591, norm 0.4261, swav 0.0000 LR: 4.452e-02 Score 90.717 Data time: 0.1798, Forward time: 2.2769, Backward time: 3.1138, DDP time: 0.0050, Total iter time: 5.2401 [2020-11-05 23:48:49,040][root][INFO] - ===> Epoch[229](5932/26): Loss 0.2244, Sem 0.2533, dir -0.4519, norm 0.4230, swav 0.0000 LR: 4.451e-02 Score 92.571 Data time: 0.1735, Forward time: 2.2768, Backward time: 3.1140, DDP time: 0.0050, Total iter time: 6.5031 [2020-11-05 23:48:56,290][root][INFO] - ===> Epoch[229](5933/26): Loss 0.3218, Sem 0.2957, dir -0.3943, norm 0.4204, swav 0.0000 LR: 4.450e-02 Score 90.120 Data time: 0.1983, Forward time: 2.2768, Backward time: 3.1143, DDP time: 0.0050, Total iter time: 7.1361 [2020-11-05 23:49:01,109][root][INFO] - ===> Epoch[229](5934/26): Loss 0.2791, Sem 0.2861, dir -0.4353, norm 0.4283, swav 0.0000 LR: 4.449e-02 Score 90.984 Data time: 0.1782, Forward time: 2.2767, Backward time: 3.1143, DDP time: 0.0050, Total iter time: 4.7071 [2020-11-05 23:49:08,634][root][INFO] - ===> Epoch[229](5935/26): Loss 0.2974, Sem 0.2721, dir -0.4425, norm 0.4678, swav 0.0000 LR: 4.448e-02 Score 92.030 Data time: 0.2279, Forward time: 2.2766, Backward time: 3.1145, DDP time: 0.0050, Total iter time: 7.4170 [2020-11-05 23:49:14,776][root][INFO] - ===> Epoch[229](5936/26): Loss 0.3088, Sem 0.2752, dir -0.3853, norm 0.4189, swav 0.0000 LR: 4.447e-02 Score 91.122 Data time: 0.2104, Forward time: 2.2767, Backward time: 3.1146, DDP time: 0.0050, Total iter time: 6.0083 [2020-11-05 23:49:22,223][root][INFO] - ===> Epoch[229](5937/26): Loss 0.3075, Sem 0.2855, dir -0.3592, norm 0.3811, swav 0.0000 LR: 4.447e-02 Score 91.627 Data time: 0.1550, Forward time: 2.2766, Backward time: 3.1149, DDP time: 0.0050, Total iter time: 7.2993 [2020-11-05 23:49:26,568][root][INFO] - ===> Epoch[229](5938/26): Loss 0.2792, Sem 0.3068, dir -0.4239, norm 0.3964, swav 0.0000 LR: 4.446e-02 Score 89.124 Data time: 0.1922, Forward time: 2.2765, Backward time: 3.1148, DDP time: 0.0050, Total iter time: 4.2472 [2020-11-05 23:49:32,643][root][INFO] - ===> Epoch[229](5939/26): Loss 0.3122, Sem 0.2809, dir -0.3569, norm 0.3881, swav 0.0000 LR: 4.445e-02 Score 90.869 Data time: 0.3276, Forward time: 2.2766, Backward time: 3.1147, DDP time: 0.0050, Total iter time: 5.9787 [2020-11-05 23:49:39,282][root][INFO] - ===> Epoch[229](5940/26): Loss 0.3059, Sem 0.2764, dir -0.3744, norm 0.4039, swav 0.0000 LR: 4.444e-02 Score 91.011 Data time: 0.2578, Forward time: 2.2767, Backward time: 3.1147, DDP time: 0.0050, Total iter time: 6.5094 [2020-11-05 23:49:44,169][root][INFO] - ===> Epoch[229](5941/26): Loss 0.2541, Sem 0.2590, dir -0.4586, norm 0.4537, swav 0.0000 LR: 4.443e-02 Score 91.315 Data time: 0.1769, Forward time: 2.2767, Backward time: 3.1146, DDP time: 0.0050, Total iter time: 4.7684 [2020-11-05 23:49:50,876][root][INFO] - ===> Epoch[229](5942/26): Loss 0.2182, Sem 0.2276, dir -0.3996, norm 0.3902, swav 0.0000 LR: 4.442e-02 Score 92.639 Data time: 0.2475, Forward time: 2.2767, Backward time: 3.1147, DDP time: 0.0050, Total iter time: 6.6059 [2020-11-05 23:49:56,288][root][INFO] - ===> Epoch[229](5943/26): Loss 0.2911, Sem 0.3169, dir -0.4205, norm 0.3947, swav 0.0000 LR: 4.441e-02 Score 90.494 Data time: 0.2651, Forward time: 2.2768, Backward time: 3.1146, DDP time: 0.0050, Total iter time: 5.2802 [2020-11-05 23:50:02,223][root][INFO] - ===> Epoch[229](5944/26): Loss 0.3333, Sem 0.2820, dir -0.3846, norm 0.4359, swav 0.0000 LR: 4.440e-02 Score 91.351 Data time: 0.2088, Forward time: 2.2768, Backward time: 3.1146, DDP time: 0.0050, Total iter time: 5.7944 [2020-11-05 23:50:07,052][root][INFO] - ===> Epoch[229](5945/26): Loss 0.2943, Sem 0.2575, dir -0.3837, norm 0.4205, swav 0.0000 LR: 4.439e-02 Score 91.202 Data time: 0.2267, Forward time: 2.2768, Backward time: 3.1144, DDP time: 0.0050, Total iter time: 4.7066 [2020-11-05 23:50:11,913][root][INFO] - ===> Epoch[229](5946/26): Loss 0.3487, Sem 0.2831, dir -0.3872, norm 0.4528, swav 0.0000 LR: 4.438e-02 Score 90.152 Data time: 0.1981, Forward time: 2.2768, Backward time: 3.1143, DDP time: 0.0050, Total iter time: 4.7282 [2020-11-05 23:50:17,746][root][INFO] - ===> Epoch[229](5947/26): Loss 0.3986, Sem 0.3495, dir -0.3985, norm 0.4475, swav 0.0000 LR: 4.437e-02 Score 88.566 Data time: 0.4335, Forward time: 2.2769, Backward time: 3.1142, DDP time: 0.0050, Total iter time: 5.7207 [2020-11-05 23:50:25,932][root][INFO] - ===> Epoch[229](5948/26): Loss 0.3663, Sem 0.2996, dir -0.3579, norm 0.4246, swav 0.0000 LR: 4.436e-02 Score 89.951 Data time: 0.3801, Forward time: 2.2771, Backward time: 3.1143, DDP time: 0.0050, Total iter time: 8.0418 [2020-11-05 23:50:30,653][root][INFO] - ===> Epoch[229](5949/26): Loss 0.3405, Sem 0.2434, dir -0.3656, norm 0.4628, swav 0.0000 LR: 4.435e-02 Score 92.803 Data time: 0.2256, Forward time: 2.2772, Backward time: 3.1141, DDP time: 0.0050, Total iter time: 4.5886 [2020-11-05 23:50:36,021][root][INFO] - ===> Epoch[229](5950/26): Loss 0.2956, Sem 0.2733, dir -0.3946, norm 0.4168, swav 0.0000 LR: 4.434e-02 Score 91.517 Data time: 0.1987, Forward time: 2.2771, Backward time: 3.1141, DDP time: 0.0050, Total iter time: 5.2653 [2020-11-05 23:50:42,340][root][INFO] - ===> Epoch[229](5951/26): Loss 0.3256, Sem 0.2622, dir -0.3369, norm 0.4003, swav 0.0000 LR: 4.433e-02 Score 92.356 Data time: 0.1708, Forward time: 2.2770, Backward time: 3.1142, DDP time: 0.0050, Total iter time: 6.2208 [2020-11-05 23:50:48,280][root][INFO] - ===> Epoch[229](5952/26): Loss 0.4091, Sem 0.3261, dir -0.4157, norm 0.4987, swav 0.0000 LR: 4.432e-02 Score 90.671 Data time: 0.2903, Forward time: 2.2771, Backward time: 3.1142, DDP time: 0.0050, Total iter time: 5.8653 [2020-11-05 23:50:54,111][root][INFO] - ===> Epoch[229](5953/26): Loss 0.2522, Sem 0.2465, dir -0.4023, norm 0.4080, swav 0.0000 LR: 4.431e-02 Score 91.864 Data time: 0.2024, Forward time: 2.2771, Backward time: 3.1142, DDP time: 0.0050, Total iter time: 5.7147 [2020-11-05 23:50:59,687][root][INFO] - ===> Epoch[229](5954/26): Loss 0.3285, Sem 0.2594, dir -0.4080, norm 0.4771, swav 0.0000 LR: 4.430e-02 Score 92.102 Data time: 0.2494, Forward time: 2.2772, Backward time: 3.1141, DDP time: 0.0050, Total iter time: 5.4837 [2020-11-05 23:51:05,123][root][INFO] - ===> Epoch[230](5955/26): Loss 0.2837, Sem 0.2943, dir -0.4425, norm 0.4319, swav 0.0000 LR: 4.429e-02 Score 91.477 Data time: 0.1969, Forward time: 2.2771, Backward time: 3.1141, DDP time: 0.0050, Total iter time: 5.3120 [2020-11-05 23:51:11,402][root][INFO] - ===> Epoch[230](5956/26): Loss 0.3130, Sem 0.2762, dir -0.3773, norm 0.4140, swav 0.0000 LR: 4.428e-02 Score 92.021 Data time: 0.1913, Forward time: 2.2771, Backward time: 3.1142, DDP time: 0.0050, Total iter time: 6.1739 [2020-11-05 23:51:16,673][root][INFO] - ===> Epoch[230](5957/26): Loss 0.3423, Sem 0.3514, dir -0.4464, norm 0.4374, swav 0.0000 LR: 4.427e-02 Score 90.850 Data time: 0.2354, Forward time: 2.2771, Backward time: 3.1141, DDP time: 0.0050, Total iter time: 5.1469 [2020-11-05 23:51:22,769][root][INFO] - ===> Epoch[230](5958/26): Loss 0.3577, Sem 0.3062, dir -0.3797, norm 0.4312, swav 0.0000 LR: 4.426e-02 Score 91.248 Data time: 0.3031, Forward time: 2.2772, Backward time: 3.1140, DDP time: 0.0050, Total iter time: 5.9712 [2020-11-05 23:51:29,613][root][INFO] - ===> Epoch[230](5959/26): Loss 0.2890, Sem 0.2781, dir -0.3754, norm 0.3863, swav 0.0000 LR: 4.425e-02 Score 91.850 Data time: 0.2383, Forward time: 2.2773, Backward time: 3.1141, DDP time: 0.0050, Total iter time: 6.7176 [2020-11-05 23:51:35,108][root][INFO] - ===> Epoch[230](5960/26): Loss 0.2981, Sem 0.2789, dir -0.3704, norm 0.3896, swav 0.0000 LR: 4.424e-02 Score 91.340 Data time: 0.1655, Forward time: 2.2772, Backward time: 3.1142, DDP time: 0.0050, Total iter time: 5.3782 [2020-11-05 23:51:40,867][root][INFO] - ===> Epoch[230](5961/26): Loss 0.2398, Sem 0.2501, dir -0.4043, norm 0.3939, swav 0.0000 LR: 4.423e-02 Score 92.007 Data time: 0.2809, Forward time: 2.2773, Backward time: 3.1140, DDP time: 0.0050, Total iter time: 5.6507 [2020-11-05 23:51:47,275][root][INFO] - ===> Epoch[230](5962/26): Loss 0.3724, Sem 0.3263, dir -0.4277, norm 0.4739, swav 0.0000 LR: 4.422e-02 Score 89.007 Data time: 0.1817, Forward time: 2.2773, Backward time: 3.1142, DDP time: 0.0050, Total iter time: 6.2527 [2020-11-05 23:51:53,335][root][INFO] - ===> Epoch[230](5963/26): Loss 0.2965, Sem 0.2638, dir -0.3645, norm 0.3972, swav 0.0000 LR: 4.421e-02 Score 92.882 Data time: 0.2366, Forward time: 2.2773, Backward time: 3.1142, DDP time: 0.0050, Total iter time: 5.9566 [2020-11-05 23:51:58,345][root][INFO] - ===> Epoch[230](5964/26): Loss 0.3264, Sem 0.2571, dir -0.3911, norm 0.4604, swav 0.0000 LR: 4.420e-02 Score 92.311 Data time: 0.2019, Forward time: 2.2773, Backward time: 3.1141, DDP time: 0.0050, Total iter time: 4.8781 [2020-11-05 23:52:03,153][root][INFO] - ===> Epoch[230](5965/26): Loss 0.3410, Sem 0.3008, dir -0.3736, norm 0.4138, swav 0.0000 LR: 4.419e-02 Score 91.093 Data time: 0.2200, Forward time: 2.2773, Backward time: 3.1139, DDP time: 0.0050, Total iter time: 4.6922 [2020-11-05 23:52:08,523][root][INFO] - ===> Epoch[230](5966/26): Loss 0.3145, Sem 0.2638, dir -0.4753, norm 0.5260, swav 0.0000 LR: 4.418e-02 Score 91.874 Data time: 0.2422, Forward time: 2.2773, Backward time: 3.1138, DDP time: 0.0050, Total iter time: 5.2458 [2020-11-05 23:52:13,458][root][INFO] - ===> Epoch[230](5967/26): Loss 0.2718, Sem 0.2760, dir -0.4282, norm 0.4240, swav 0.0000 LR: 4.417e-02 Score 91.492 Data time: 0.2043, Forward time: 2.2773, Backward time: 3.1137, DDP time: 0.0050, Total iter time: 4.7899 [2020-11-05 23:52:20,152][root][INFO] - ===> Epoch[230](5968/26): Loss 0.3637, Sem 0.2908, dir -0.3656, norm 0.4385, swav 0.0000 LR: 4.416e-02 Score 91.674 Data time: 0.2435, Forward time: 2.2774, Backward time: 3.1137, DDP time: 0.0050, Total iter time: 6.6039 [2020-11-05 23:52:27,403][root][INFO] - ===> Epoch[230](5969/26): Loss 0.3091, Sem 0.2736, dir -0.4197, norm 0.4551, swav 0.0000 LR: 4.415e-02 Score 90.858 Data time: 0.2597, Forward time: 2.2775, Backward time: 3.1139, DDP time: 0.0050, Total iter time: 7.1173 [2020-11-05 23:52:32,927][root][INFO] - ===> Epoch[230](5970/26): Loss 0.3806, Sem 0.3406, dir -0.4145, norm 0.4546, swav 0.0000 LR: 4.414e-02 Score 89.237 Data time: 0.2168, Forward time: 2.2775, Backward time: 3.1138, DDP time: 0.0050, Total iter time: 5.3820 [2020-11-05 23:52:38,576][root][INFO] - ===> Epoch[230](5971/26): Loss 0.2847, Sem 0.2963, dir -0.4213, norm 0.4096, swav 0.0000 LR: 4.413e-02 Score 91.203 Data time: 0.2576, Forward time: 2.2776, Backward time: 3.1137, DDP time: 0.0050, Total iter time: 5.5397 [2020-11-05 23:52:44,661][root][INFO] - ===> Epoch[230](5972/26): Loss 0.2557, Sem 0.2209, dir -0.4186, norm 0.4534, swav 0.0000 LR: 4.412e-02 Score 93.620 Data time: 0.1762, Forward time: 2.2775, Backward time: 3.1138, DDP time: 0.0050, Total iter time: 5.9771 [2020-11-05 23:52:51,807][root][INFO] - ===> Epoch[230](5973/26): Loss 0.3275, Sem 0.2630, dir -0.3648, norm 0.4294, swav 0.0000 LR: 4.411e-02 Score 91.847 Data time: 0.2223, Forward time: 2.2776, Backward time: 3.1140, DDP time: 0.0050, Total iter time: 7.0716 [2020-11-05 23:52:56,767][root][INFO] - ===> Epoch[230](5974/26): Loss 0.3356, Sem 0.3230, dir -0.3615, norm 0.3741, swav 0.0000 LR: 4.410e-02 Score 89.731 Data time: 0.1859, Forward time: 2.2775, Backward time: 3.1139, DDP time: 0.0050, Total iter time: 4.8372 [2020-11-05 23:53:03,688][root][INFO] - ===> Epoch[230](5975/26): Loss 0.3217, Sem 0.2796, dir -0.3968, norm 0.4389, swav 0.0000 LR: 4.409e-02 Score 90.915 Data time: 0.1741, Forward time: 2.2774, Backward time: 3.1142, DDP time: 0.0050, Total iter time: 6.8262 [2020-11-05 23:53:08,956][root][INFO] - ===> Epoch[230](5976/26): Loss 0.2367, Sem 0.2596, dir -0.4307, norm 0.4077, swav 0.0000 LR: 4.408e-02 Score 91.848 Data time: 0.1985, Forward time: 2.2774, Backward time: 3.1141, DDP time: 0.0050, Total iter time: 5.1569 [2020-11-05 23:53:13,848][root][INFO] - ===> Epoch[230](5977/26): Loss 0.2635, Sem 0.2882, dir -0.4171, norm 0.3924, swav 0.0000 LR: 4.407e-02 Score 90.624 Data time: 0.2105, Forward time: 2.2774, Backward time: 3.1140, DDP time: 0.0050, Total iter time: 4.7687 [2020-11-05 23:53:18,582][root][INFO] - ===> Epoch[230](5978/26): Loss 0.3299, Sem 0.2849, dir -0.4192, norm 0.4642, swav 0.0000 LR: 4.406e-02 Score 90.249 Data time: 0.2603, Forward time: 2.2774, Backward time: 3.1138, DDP time: 0.0050, Total iter time: 4.6189 [2020-11-05 23:53:23,977][root][INFO] - ===> Epoch[230](5979/26): Loss 0.3826, Sem 0.3165, dir -0.3955, norm 0.4615, swav 0.0000 LR: 4.405e-02 Score 89.245 Data time: 0.1941, Forward time: 2.2773, Backward time: 3.1138, DDP time: 0.0050, Total iter time: 5.2707 [2020-11-05 23:53:29,457][root][INFO] - ===> Epoch[230](5980/26): Loss 0.3587, Sem 0.2998, dir -0.3471, norm 0.4060, swav 0.0000 LR: 4.404e-02 Score 90.903 Data time: 0.2772, Forward time: 2.2774, Backward time: 3.1137, DDP time: 0.0050, Total iter time: 5.3679 [2020-11-05 23:53:36,106][root][INFO] - ===> Epoch[231](5981/26): Loss 0.2744, Sem 0.3025, dir -0.4092, norm 0.3811, swav 0.0000 LR: 4.403e-02 Score 89.400 Data time: 0.2623, Forward time: 2.2775, Backward time: 3.1137, DDP time: 0.0050, Total iter time: 6.4940 [2020-11-05 23:53:41,584][root][INFO] - ===> Epoch[231](5982/26): Loss 0.4258, Sem 0.3438, dir -0.3157, norm 0.3978, swav 0.0000 LR: 4.402e-02 Score 89.640 Data time: 0.2296, Forward time: 2.2775, Backward time: 3.1136, DDP time: 0.0050, Total iter time: 5.3519 [2020-11-05 23:53:48,180][root][INFO] - ===> Epoch[231](5983/26): Loss 0.3348, Sem 0.2636, dir -0.3847, norm 0.4560, swav 0.0000 LR: 4.401e-02 Score 92.062 Data time: 0.3190, Forward time: 2.2777, Backward time: 3.1136, DDP time: 0.0050, Total iter time: 6.4536 [2020-11-05 23:53:53,791][root][INFO] - ===> Epoch[231](5984/26): Loss 0.2833, Sem 0.2884, dir -0.4231, norm 0.4180, swav 0.0000 LR: 4.400e-02 Score 90.682 Data time: 0.2358, Forward time: 2.2777, Backward time: 3.1135, DDP time: 0.0050, Total iter time: 5.4897 [2020-11-05 23:53:59,261][root][INFO] - ===> Epoch[231](5985/26): Loss 0.3896, Sem 0.3758, dir -0.4053, norm 0.4191, swav 0.0000 LR: 4.399e-02 Score 87.327 Data time: 0.2609, Forward time: 2.2778, Backward time: 3.1134, DDP time: 0.0050, Total iter time: 5.3531 [2020-11-05 23:54:05,690][root][INFO] - ===> Epoch[231](5986/26): Loss 0.3748, Sem 0.3172, dir -0.3949, norm 0.4525, swav 0.0000 LR: 4.398e-02 Score 90.129 Data time: 0.3045, Forward time: 2.2780, Backward time: 3.1133, DDP time: 0.0050, Total iter time: 6.3010 [2020-11-05 23:54:11,251][root][INFO] - ===> Epoch[231](5987/26): Loss 0.2558, Sem 0.3002, dir -0.4092, norm 0.3648, swav 0.0000 LR: 4.397e-02 Score 90.752 Data time: 0.2383, Forward time: 2.2780, Backward time: 3.1132, DDP time: 0.0050, Total iter time: 5.4264 [2020-11-05 23:54:16,132][root][INFO] - ===> Epoch[231](5988/26): Loss 0.4213, Sem 0.2940, dir -0.3460, norm 0.4734, swav 0.0000 LR: 4.396e-02 Score 90.737 Data time: 0.2081, Forward time: 2.2780, Backward time: 3.1131, DDP time: 0.0050, Total iter time: 4.7739 [2020-11-05 23:54:23,127][root][INFO] - ===> Epoch[231](5989/26): Loss 0.2787, Sem 0.2918, dir -0.4638, norm 0.4506, swav 0.0000 LR: 4.395e-02 Score 90.849 Data time: 0.2637, Forward time: 2.2781, Backward time: 3.1132, DDP time: 0.0050, Total iter time: 6.8827 [2020-11-05 23:54:29,110][root][INFO] - ===> Epoch[231](5990/26): Loss 0.3854, Sem 0.3355, dir -0.3803, norm 0.4302, swav 0.0000 LR: 4.394e-02 Score 89.215 Data time: 0.2452, Forward time: 2.2781, Backward time: 3.1132, DDP time: 0.0050, Total iter time: 5.8350 [2020-11-05 23:54:35,882][root][INFO] - ===> Epoch[231](5991/26): Loss 0.4037, Sem 0.3313, dir -0.3931, norm 0.4654, swav 0.0000 LR: 4.393e-02 Score 90.955 Data time: 0.3019, Forward time: 2.2783, Backward time: 3.1132, DDP time: 0.0050, Total iter time: 6.6499 [2020-11-05 23:54:41,278][root][INFO] - ===> Epoch[231](5992/26): Loss 0.3766, Sem 0.3377, dir -0.3893, norm 0.4282, swav 0.0000 LR: 4.392e-02 Score 89.242 Data time: 0.1632, Forward time: 2.2782, Backward time: 3.1132, DDP time: 0.0050, Total iter time: 5.2429 [2020-11-05 23:54:48,213][root][INFO] - ===> Epoch[231](5993/26): Loss 0.2655, Sem 0.3111, dir -0.4932, norm 0.4475, swav 0.0000 LR: 4.391e-02 Score 90.181 Data time: 0.1714, Forward time: 2.2781, Backward time: 3.1134, DDP time: 0.0050, Total iter time: 6.8540 [2020-11-05 23:54:54,857][root][INFO] - ===> Epoch[231](5994/26): Loss 0.3463, Sem 0.2957, dir -0.4040, norm 0.4546, swav 0.0000 LR: 4.390e-02 Score 91.097 Data time: 0.1586, Forward time: 2.2780, Backward time: 3.1137, DDP time: 0.0050, Total iter time: 6.5512 [2020-11-05 23:55:00,859][root][INFO] - ===> Epoch[231](5995/26): Loss 0.2426, Sem 0.2112, dir -0.4128, norm 0.4442, swav 0.0000 LR: 4.389e-02 Score 92.414 Data time: 0.1680, Forward time: 2.2779, Backward time: 3.1138, DDP time: 0.0050, Total iter time: 5.9073 [2020-11-05 23:55:07,565][root][INFO] - ===> Epoch[231](5996/26): Loss 0.2912, Sem 0.2441, dir -0.3368, norm 0.3839, swav 0.0000 LR: 4.388e-02 Score 93.413 Data time: 0.2172, Forward time: 2.2779, Backward time: 3.1140, DDP time: 0.0050, Total iter time: 6.5931 [2020-11-05 23:55:13,968][root][INFO] - ===> Epoch[231](5997/26): Loss 0.3699, Sem 0.3063, dir -0.3739, norm 0.4374, swav 0.0000 LR: 4.387e-02 Score 91.260 Data time: 0.2996, Forward time: 2.2781, Backward time: 3.1139, DDP time: 0.0050, Total iter time: 6.2711 [2020-11-05 23:55:19,542][root][INFO] - ===> Epoch[231](5998/26): Loss 0.2259, Sem 0.2338, dir -0.3870, norm 0.3791, swav 0.0000 LR: 4.386e-02 Score 93.061 Data time: 0.1874, Forward time: 2.2780, Backward time: 3.1139, DDP time: 0.0050, Total iter time: 5.4411 [2020-11-05 23:55:24,363][root][INFO] - ===> Epoch[231](5999/26): Loss 0.3220, Sem 0.3091, dir -0.3658, norm 0.3787, swav 0.0000 LR: 4.385e-02 Score 90.450 Data time: 0.2435, Forward time: 2.2780, Backward time: 3.1137, DDP time: 0.0050, Total iter time: 4.7128 [2020-11-05 23:55:30,829][root][INFO] - ===> Epoch[231](6000/26): Loss 0.3339, Sem 0.2803, dir -0.3732, norm 0.4268, swav 0.0000 LR: 4.384e-02 Score 92.294 Data time: 0.2038, Forward time: 2.2781, Backward time: 3.1138, DDP time: 0.0050, Total iter time: 6.3570 [2020-11-05 23:55:31,577][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-11-05 23:55:31,823][root][INFO] - ===> Start testing [2020-11-05 23:56:53,751][root][INFO] - 101/312: Data time: 0.0076, Iter time: 0.4783 Loss 0.261 (AVG: 0.621) Score 93.067 (AVG: 84.247) mIOU 59.589 mAP 68.231 mAcc 69.401 IOU: 77.469 95.876 52.979 73.476 86.986 80.740 63.536 40.663 40.202 54.586 17.738 60.377 51.379 60.036 39.405 39.067 84.647 49.419 83.819 39.369 mAP: 79.139 96.710 56.181 70.768 87.727 82.004 66.068 58.636 55.291 63.623 34.794 48.273 60.615 65.685 44.972 86.856 89.776 75.267 87.189 55.047 mAcc: 92.533 97.995 67.155 82.890 92.701 94.448 76.674 48.396 50.590 74.514 22.548 74.543 67.746 68.709 47.330 44.536 89.862 52.020 89.078 53.758 [2020-11-05 23:58:20,373][root][INFO] - 201/312: Data time: 0.0056, Iter time: 0.3969 Loss 0.518 (AVG: 0.648) Score 84.862 (AVG: 83.802) mIOU 58.800 mAP 67.629 mAcc 68.769 IOU: 76.466 95.549 50.495 67.849 86.508 75.666 64.658 43.574 43.052 66.739 14.619 54.056 48.281 64.080 37.102 43.095 84.727 46.097 82.517 30.879 mAP: 78.281 96.433 53.879 70.922 86.132 82.053 64.634 60.519 52.145 65.012 30.775 49.678 59.720 70.034 51.209 83.962 91.772 71.102 81.884 52.438 mAcc: 92.284 97.918 67.964 83.985 92.729 93.028 76.033 53.060 52.099 85.504 18.050 66.154 67.074 70.231 43.627 48.185 91.123 49.186 89.083 38.059 [2020-11-05 23:59:41,876][root][INFO] - 301/312: Data time: 0.0098, Iter time: 0.2816 Loss 0.235 (AVG: 0.640) Score 90.577 (AVG: 83.882) mIOU 58.863 mAP 67.600 mAcc 68.891 IOU: 76.933 95.736 52.120 67.775 86.163 72.092 64.850 43.640 41.747 68.848 12.072 53.996 48.318 59.860 36.907 47.396 86.337 49.211 83.094 30.169 mAP: 79.104 96.411 56.193 71.533 86.250 80.194 64.622 60.538 53.068 65.556 28.191 49.525 59.364 69.400 47.654 83.737 93.274 72.989 81.985 52.416 mAcc: 92.352 98.084 71.579 84.476 92.909 92.001 76.278 52.253 50.759 86.003 15.304 67.441 66.234 65.352 42.312 52.610 92.107 53.406 89.096 37.260 [2020-11-05 23:59:50,722][root][INFO] - 312/312: Data time: 0.0026, Iter time: 0.1676 Loss 0.542 (AVG: 0.639) Score 85.709 (AVG: 83.895) mIOU 58.634 mAP 67.386 mAcc 68.577 IOU: 76.858 95.745 52.008 67.004 86.227 72.443 65.295 44.083 41.930 69.735 12.112 53.866 48.032 59.174 36.625 42.221 86.727 49.367 82.814 30.423 mAP: 78.659 96.384 56.521 70.126 86.350 80.485 64.957 60.885 53.298 65.359 28.082 49.525 59.468 68.243 46.775 83.036 93.451 73.431 80.427 52.256 mAcc: 92.379 98.091 70.795 83.006 92.884 92.209 76.674 52.912 51.168 86.530 15.363 67.441 66.310 64.495 41.946 46.803 92.349 53.604 88.786 37.795 [2020-11-05 23:59:50,722][root][INFO] - Finished test. Elapsed time: 258.8983 [2020-11-06 00:00:03,717][root][INFO] - [2020-11-06 00:00:03,717][root][INFO] - ################################################################ [2020-11-06 00:00:03,718][root][INFO] - what : AP AP_50% AP_25% [2020-11-06 00:00:03,718][root][INFO] - ################################################################ [2020-11-06 00:00:03,718][root][INFO] - cabinet : 0.056 0.177 0.475 [2020-11-06 00:00:03,718][root][INFO] - bed : 0.144 0.396 0.622 [2020-11-06 00:00:03,718][root][INFO] - chair : 0.415 0.627 0.752 [2020-11-06 00:00:03,718][root][INFO] - sofa : 0.196 0.411 0.588 [2020-11-06 00:00:03,718][root][INFO] - table : 0.061 0.156 0.314 [2020-11-06 00:00:03,718][root][INFO] - door : 0.096 0.214 0.346 [2020-11-06 00:00:03,718][root][INFO] - window : 0.029 0.084 0.251 [2020-11-06 00:00:03,718][root][INFO] - bookshelf : 0.047 0.141 0.401 [2020-11-06 00:00:03,718][root][INFO] - picture : 0.002 0.011 0.076 [2020-11-06 00:00:03,718][root][INFO] - counter : 0.001 0.003 0.177 [2020-11-06 00:00:03,718][root][INFO] - desk : 0.003 0.017 0.191 [2020-11-06 00:00:03,718][root][INFO] - curtain : 0.151 0.278 0.419 [2020-11-06 00:00:03,718][root][INFO] - refrigerator : 0.070 0.186 0.281 [2020-11-06 00:00:03,718][root][INFO] - shower curtain : 0.285 0.518 0.553 [2020-11-06 00:00:03,718][root][INFO] - toilet : 0.701 0.980 0.980 [2020-11-06 00:00:03,718][root][INFO] - sink : 0.156 0.369 0.662 [2020-11-06 00:00:03,718][root][INFO] - bathtub : 0.256 0.448 0.765 [2020-11-06 00:00:03,718][root][INFO] - otherfurniture : 0.141 0.245 0.429 [2020-11-06 00:00:03,719][root][INFO] - ---------------------------------------------------------------- [2020-11-06 00:00:03,719][root][INFO] - average : 0.156 0.292 0.460 [2020-11-06 00:00:03,719][root][INFO] - [2020-11-06 00:00:03,961][root][INFO] - Summary name validation/mAP@0.5 is illegal; using validation/mAP_0.5 instead. [2020-11-06 00:00:04,607][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34Cbest_val.pth [2020-11-06 00:00:04,838][root][INFO] - Current best mIoU: 58.634 at iter 6000 [2020-11-06 00:00:08,539][root][INFO] - ===> Epoch[231](6001/26): Loss 0.2756, Sem 0.2738, dir -0.4047, norm 0.4065, swav 0.0000 LR: 4.383e-02 Score 90.731 Data time: 0.1638, Forward time: 2.2780, Backward time: 3.1136, DDP time: 0.0050, Total iter time: 3.6952 [2020-11-06 00:00:14,090][root][INFO] - ===> Epoch[231](6002/26): Loss 0.3830, Sem 0.3362, dir -0.3753, norm 0.4221, swav 0.0000 LR: 4.382e-02 Score 90.083 Data time: 0.1701, Forward time: 2.2779, Backward time: 3.1136, DDP time: 0.0050, Total iter time: 5.4430 [2020-11-06 00:00:19,940][root][INFO] - ===> Epoch[231](6003/26): Loss 0.2794, Sem 0.2431, dir -0.3817, norm 0.4180, swav 0.0000 LR: 4.381e-02 Score 92.721 Data time: 0.2656, Forward time: 2.2780, Backward time: 3.1136, DDP time: 0.0050, Total iter time: 5.7518 [2020-11-06 00:00:25,519][root][INFO] - ===> Epoch[231](6004/26): Loss 0.3401, Sem 0.3329, dir -0.4020, norm 0.4092, swav 0.0000 LR: 4.380e-02 Score 90.016 Data time: 0.1606, Forward time: 2.2779, Backward time: 3.1136, DDP time: 0.0050, Total iter time: 5.4494 [2020-11-06 00:00:30,559][root][INFO] - ===> Epoch[231](6005/26): Loss 0.1993, Sem 0.1938, dir -0.4187, norm 0.4241, swav 0.0000 LR: 4.379e-02 Score 94.354 Data time: 0.2388, Forward time: 2.2779, Backward time: 3.1135, DDP time: 0.0050, Total iter time: 4.9390 [2020-11-06 00:00:35,918][root][INFO] - ===> Epoch[231](6006/26): Loss 0.2557, Sem 0.2627, dir -0.4449, norm 0.4380, swav 0.0000 LR: 4.379e-02 Score 91.545 Data time: 0.2267, Forward time: 2.2779, Backward time: 3.1134, DDP time: 0.0050, Total iter time: 5.2322 [2020-11-06 00:00:41,073][root][INFO] - ===> Epoch[232](6007/26): Loss 0.3465, Sem 0.2659, dir -0.4082, norm 0.4888, swav 0.0000 LR: 4.378e-02 Score 91.351 Data time: 0.2050, Forward time: 2.2779, Backward time: 3.1133, DDP time: 0.0050, Total iter time: 5.0395 [2020-11-06 00:00:46,459][root][INFO] - ===> Epoch[232](6008/26): Loss 0.2464, Sem 0.2432, dir -0.3664, norm 0.3696, swav 0.0000 LR: 4.377e-02 Score 91.932 Data time: 0.2274, Forward time: 2.2779, Backward time: 3.1132, DDP time: 0.0050, Total iter time: 5.2599 [2020-11-06 00:00:52,405][root][INFO] - ===> Epoch[232](6009/26): Loss 0.3244, Sem 0.3222, dir -0.4025, norm 0.4048, swav 0.0000 LR: 4.376e-02 Score 90.475 Data time: 0.2183, Forward time: 2.2779, Backward time: 3.1132, DDP time: 0.0050, Total iter time: 5.8365 [2020-11-06 00:00:59,060][root][INFO] - ===> Epoch[232](6010/26): Loss 0.2671, Sem 0.2769, dir -0.4162, norm 0.4064, swav 0.0000 LR: 4.375e-02 Score 91.977 Data time: 0.2101, Forward time: 2.2779, Backward time: 3.1134, DDP time: 0.0050, Total iter time: 6.5346 [2020-11-06 00:01:04,281][root][INFO] - ===> Epoch[232](6011/26): Loss 0.3121, Sem 0.3121, dir -0.4068, norm 0.4067, swav 0.0000 LR: 4.374e-02 Score 90.314 Data time: 0.1969, Forward time: 2.2779, Backward time: 3.1133, DDP time: 0.0050, Total iter time: 5.1004 [2020-11-06 00:01:11,406][root][INFO] - ===> Epoch[232](6012/26): Loss 0.3563, Sem 0.2681, dir -0.3821, norm 0.4702, swav 0.0000 LR: 4.373e-02 Score 90.501 Data time: 0.2026, Forward time: 2.2779, Backward time: 3.1135, DDP time: 0.0050, Total iter time: 7.0156 [2020-11-06 00:01:16,985][root][INFO] - ===> Epoch[232](6013/26): Loss 0.3891, Sem 0.2986, dir -0.3351, norm 0.4256, swav 0.0000 LR: 4.372e-02 Score 91.011 Data time: 0.2142, Forward time: 2.2779, Backward time: 3.1135, DDP time: 0.0050, Total iter time: 5.4561 [2020-11-06 00:01:23,066][root][INFO] - ===> Epoch[232](6014/26): Loss 0.3497, Sem 0.3410, dir -0.4223, norm 0.4310, swav 0.0000 LR: 4.371e-02 Score 90.620 Data time: 0.2004, Forward time: 2.2778, Backward time: 3.1136, DDP time: 0.0050, Total iter time: 5.9468 [2020-11-06 00:01:28,496][root][INFO] - ===> Epoch[232](6015/26): Loss 0.2731, Sem 0.2702, dir -0.4040, norm 0.4070, swav 0.0000 LR: 4.370e-02 Score 90.563 Data time: 0.2194, Forward time: 2.2778, Backward time: 3.1135, DDP time: 0.0050, Total iter time: 5.3061 [2020-11-06 00:01:34,062][root][INFO] - ===> Epoch[232](6016/26): Loss 0.2987, Sem 0.3008, dir -0.3928, norm 0.3906, swav 0.0000 LR: 4.369e-02 Score 90.553 Data time: 0.2081, Forward time: 2.2778, Backward time: 3.1135, DDP time: 0.0050, Total iter time: 5.4420 [2020-11-06 00:01:40,740][root][INFO] - ===> Epoch[232](6017/26): Loss 0.2235, Sem 0.2328, dir -0.4217, norm 0.4124, swav 0.0000 LR: 4.368e-02 Score 92.382 Data time: 0.3546, Forward time: 2.2780, Backward time: 3.1135, DDP time: 0.0050, Total iter time: 6.5632 [2020-11-06 00:01:46,391][root][INFO] - ===> Epoch[232](6018/26): Loss 0.2234, Sem 0.2319, dir -0.3951, norm 0.3867, swav 0.0000 LR: 4.367e-02 Score 93.186 Data time: 0.1898, Forward time: 2.2780, Backward time: 3.1135, DDP time: 0.0050, Total iter time: 5.5307 [2020-11-06 00:01:52,155][root][INFO] - ===> Epoch[232](6019/26): Loss 0.2234, Sem 0.2461, dir -0.4202, norm 0.3974, swav 0.0000 LR: 4.366e-02 Score 92.252 Data time: 0.2328, Forward time: 2.2779, Backward time: 3.1135, DDP time: 0.0050, Total iter time: 5.6509 [2020-11-06 00:01:57,328][root][INFO] - ===> Epoch[232](6020/26): Loss 0.3313, Sem 0.3348, dir -0.4014, norm 0.3978, swav 0.0000 LR: 4.365e-02 Score 90.119 Data time: 0.2196, Forward time: 2.2780, Backward time: 3.1133, DDP time: 0.0050, Total iter time: 5.0383 [2020-11-06 00:02:04,113][root][INFO] - ===> Epoch[232](6021/26): Loss 0.2281, Sem 0.2711, dir -0.4314, norm 0.3884, swav 0.0000 LR: 4.364e-02 Score 91.792 Data time: 0.1883, Forward time: 2.2779, Backward time: 3.1135, DDP time: 0.0050, Total iter time: 6.6587 [2020-11-06 00:02:09,710][root][INFO] - ===> Epoch[232](6022/26): Loss 0.2066, Sem 0.2469, dir -0.4327, norm 0.3925, swav 0.0000 LR: 4.363e-02 Score 92.373 Data time: 0.2524, Forward time: 2.2780, Backward time: 3.1134, DDP time: 0.0050, Total iter time: 5.4863 [2020-11-06 00:02:14,733][root][INFO] - ===> Epoch[232](6023/26): Loss 0.3707, Sem 0.3025, dir -0.3876, norm 0.4558, swav 0.0000 LR: 4.362e-02 Score 91.640 Data time: 0.2026, Forward time: 2.2780, Backward time: 3.1133, DDP time: 0.0050, Total iter time: 4.9033 [2020-11-06 00:02:20,737][root][INFO] - ===> Epoch[232](6024/26): Loss 0.2334, Sem 0.2169, dir -0.4196, norm 0.4361, swav 0.0000 LR: 4.361e-02 Score 92.960 Data time: 0.2433, Forward time: 2.2780, Backward time: 3.1134, DDP time: 0.0050, Total iter time: 5.8831 [2020-11-06 00:02:26,343][root][INFO] - ===> Epoch[232](6025/26): Loss 0.2931, Sem 0.2849, dir -0.3924, norm 0.4007, swav 0.0000 LR: 4.360e-02 Score 91.514 Data time: 0.2361, Forward time: 2.2780, Backward time: 3.1133, DDP time: 0.0050, Total iter time: 5.5222 [2020-11-06 00:02:32,440][root][INFO] - ===> Epoch[232](6026/26): Loss 0.2614, Sem 0.2542, dir -0.4077, norm 0.4149, swav 0.0000 LR: 4.359e-02 Score 92.276 Data time: 0.1786, Forward time: 2.2779, Backward time: 3.1134, DDP time: 0.0050, Total iter time: 5.9581 [2020-11-06 00:02:38,323][root][INFO] - ===> Epoch[232](6027/26): Loss 0.3736, Sem 0.3081, dir -0.3485, norm 0.4140, swav 0.0000 LR: 4.358e-02 Score 90.403 Data time: 0.2322, Forward time: 2.2780, Backward time: 3.1134, DDP time: 0.0050, Total iter time: 5.8039 [2020-11-06 00:02:44,845][root][INFO] - ===> Epoch[232](6028/26): Loss 0.3941, Sem 0.3110, dir -0.3701, norm 0.4532, swav 0.0000 LR: 4.357e-02 Score 89.758 Data time: 0.2051, Forward time: 2.2780, Backward time: 3.1135, DDP time: 0.0050, Total iter time: 6.3915 [2020-11-06 00:02:51,222][root][INFO] - ===> Epoch[232](6029/26): Loss 0.3665, Sem 0.3082, dir -0.4037, norm 0.4620, swav 0.0000 LR: 4.356e-02 Score 89.455 Data time: 0.2985, Forward time: 2.2781, Backward time: 3.1134, DDP time: 0.0050, Total iter time: 6.2668 [2020-11-06 00:02:56,648][root][INFO] - ===> Epoch[232](6030/26): Loss 0.3369, Sem 0.2854, dir -0.3993, norm 0.4509, swav 0.0000 LR: 4.355e-02 Score 91.343 Data time: 0.2581, Forward time: 2.2782, Backward time: 3.1133, DDP time: 0.0050, Total iter time: 5.2713 [2020-11-06 00:03:01,291][root][INFO] - ===> Epoch[232](6031/26): Loss 0.2907, Sem 0.2389, dir -0.4066, norm 0.4585, swav 0.0000 LR: 4.354e-02 Score 91.870 Data time: 0.1927, Forward time: 2.2782, Backward time: 3.1132, DDP time: 0.0050, Total iter time: 4.5267 [2020-11-06 00:03:07,532][root][INFO] - ===> Epoch[232](6032/26): Loss 0.3127, Sem 0.3008, dir -0.4410, norm 0.4528, swav 0.0000 LR: 4.353e-02 Score 90.102 Data time: 0.1475, Forward time: 2.2780, Backward time: 3.1134, DDP time: 0.0050, Total iter time: 6.1334 [2020-11-06 00:03:13,554][root][INFO] - ===> Epoch[233](6033/26): Loss 0.3292, Sem 0.2822, dir -0.4117, norm 0.4588, swav 0.0000 LR: 4.352e-02 Score 92.159 Data time: 0.1853, Forward time: 2.2780, Backward time: 3.1135, DDP time: 0.0050, Total iter time: 5.9294 [2020-11-06 00:03:18,464][root][INFO] - ===> Epoch[233](6034/26): Loss 0.3893, Sem 0.2957, dir -0.3474, norm 0.4409, swav 0.0000 LR: 4.351e-02 Score 90.432 Data time: 0.1855, Forward time: 2.2779, Backward time: 3.1134, DDP time: 0.0050, Total iter time: 4.7805 [2020-11-06 00:03:24,020][root][INFO] - ===> Epoch[233](6035/26): Loss 0.4032, Sem 0.3533, dir -0.4319, norm 0.4818, swav 0.0000 LR: 4.350e-02 Score 88.622 Data time: 0.2331, Forward time: 2.2780, Backward time: 3.1133, DDP time: 0.0050, Total iter time: 5.4507 [2020-11-06 00:03:30,512][root][INFO] - ===> Epoch[233](6036/26): Loss 0.3230, Sem 0.2610, dir -0.4162, norm 0.4782, swav 0.0000 LR: 4.349e-02 Score 91.858 Data time: 0.2004, Forward time: 2.2780, Backward time: 3.1134, DDP time: 0.0050, Total iter time: 6.3458 [2020-11-06 00:03:36,563][root][INFO] - ===> Epoch[233](6037/26): Loss 0.3933, Sem 0.3534, dir -0.3614, norm 0.4013, swav 0.0000 LR: 4.348e-02 Score 88.497 Data time: 0.1884, Forward time: 2.2779, Backward time: 3.1135, DDP time: 0.0050, Total iter time: 5.9388 [2020-11-06 00:03:41,237][root][INFO] - ===> Epoch[233](6038/26): Loss 0.2945, Sem 0.3106, dir -0.4437, norm 0.4276, swav 0.0000 LR: 4.347e-02 Score 89.176 Data time: 0.2330, Forward time: 2.2779, Backward time: 3.1133, DDP time: 0.0050, Total iter time: 4.5476 [2020-11-06 00:03:46,734][root][INFO] - ===> Epoch[233](6039/26): Loss 0.3101, Sem 0.3029, dir -0.3915, norm 0.3987, swav 0.0000 LR: 4.346e-02 Score 90.501 Data time: 0.2148, Forward time: 2.2780, Backward time: 3.1132, DDP time: 0.0050, Total iter time: 5.3839 [2020-11-06 00:03:52,396][root][INFO] - ===> Epoch[233](6040/26): Loss 0.1483, Sem 0.1931, dir -0.4242, norm 0.3794, swav 0.0000 LR: 4.345e-02 Score 94.104 Data time: 0.1913, Forward time: 2.2779, Backward time: 3.1133, DDP time: 0.0050, Total iter time: 5.5567 [2020-11-06 00:03:58,243][root][INFO] - ===> Epoch[233](6041/26): Loss 0.3052, Sem 0.2873, dir -0.4070, norm 0.4250, swav 0.0000 LR: 4.344e-02 Score 89.928 Data time: 0.1908, Forward time: 2.2779, Backward time: 3.1133, DDP time: 0.0050, Total iter time: 5.7549 [2020-11-06 00:04:05,109][root][INFO] - ===> Epoch[233](6042/26): Loss 0.3404, Sem 0.2960, dir -0.4053, norm 0.4496, swav 0.0000 LR: 4.343e-02 Score 90.693 Data time: 0.1860, Forward time: 2.2778, Backward time: 3.1135, DDP time: 0.0050, Total iter time: 6.7390 [2020-11-06 00:04:10,664][root][INFO] - ===> Epoch[233](6043/26): Loss 0.3370, Sem 0.2721, dir -0.4161, norm 0.4810, swav 0.0000 LR: 4.342e-02 Score 91.266 Data time: 0.2463, Forward time: 2.2778, Backward time: 3.1135, DDP time: 0.0050, Total iter time: 5.4350 [2020-11-06 00:04:18,298][root][INFO] - ===> Epoch[233](6044/26): Loss 0.3927, Sem 0.2883, dir -0.3784, norm 0.4828, swav 0.0000 LR: 4.341e-02 Score 91.610 Data time: 0.1901, Forward time: 2.2778, Backward time: 3.1138, DDP time: 0.0050, Total iter time: 7.5135 [2020-11-06 00:04:25,170][root][INFO] - ===> Epoch[233](6045/26): Loss 0.3614, Sem 0.3077, dir -0.3553, norm 0.4089, swav 0.0000 LR: 4.340e-02 Score 90.792 Data time: 0.3398, Forward time: 2.2780, Backward time: 3.1138, DDP time: 0.0050, Total iter time: 6.7469 [2020-11-06 00:04:31,056][root][INFO] - ===> Epoch[233](6046/26): Loss 0.2395, Sem 0.2819, dir -0.4327, norm 0.3903, swav 0.0000 LR: 4.339e-02 Score 90.780 Data time: 0.2258, Forward time: 2.2780, Backward time: 3.1138, DDP time: 0.0050, Total iter time: 5.7554 [2020-11-06 00:04:37,809][root][INFO] - ===> Epoch[233](6047/26): Loss 0.3426, Sem 0.2699, dir -0.4153, norm 0.4880, swav 0.0000 LR: 4.338e-02 Score 91.832 Data time: 0.2364, Forward time: 2.2780, Backward time: 3.1139, DDP time: 0.0050, Total iter time: 6.6357 [2020-11-06 00:04:43,526][root][INFO] - ===> Epoch[233](6048/26): Loss 0.3141, Sem 0.2916, dir -0.4165, norm 0.4389, swav 0.0000 LR: 4.337e-02 Score 90.132 Data time: 0.2252, Forward time: 2.2780, Backward time: 3.1139, DDP time: 0.0050, Total iter time: 5.6032 [2020-11-06 00:04:48,413][root][INFO] - ===> Epoch[233](6049/26): Loss 0.2797, Sem 0.3097, dir -0.4015, norm 0.3715, swav 0.0000 LR: 4.336e-02 Score 89.985 Data time: 0.2012, Forward time: 2.2780, Backward time: 3.1137, DDP time: 0.0050, Total iter time: 4.7680 [2020-11-06 00:04:53,835][root][INFO] - ===> Epoch[233](6050/26): Loss 0.3739, Sem 0.3199, dir -0.4208, norm 0.4749, swav 0.0000 LR: 4.335e-02 Score 90.240 Data time: 0.2161, Forward time: 2.2780, Backward time: 3.1137, DDP time: 0.0050, Total iter time: 5.3136 [2020-11-06 00:04:59,540][root][INFO] - ===> Epoch[233](6051/26): Loss 0.1864, Sem 0.2306, dir -0.4106, norm 0.3664, swav 0.0000 LR: 4.334e-02 Score 92.491 Data time: 0.2353, Forward time: 2.2780, Backward time: 3.1136, DDP time: 0.0050, Total iter time: 5.5952 [2020-11-06 00:05:06,084][root][INFO] - ===> Epoch[233](6052/26): Loss 0.3193, Sem 0.2666, dir -0.3691, norm 0.4218, swav 0.0000 LR: 4.333e-02 Score 91.820 Data time: 0.3201, Forward time: 2.2782, Backward time: 3.1136, DDP time: 0.0050, Total iter time: 6.4252 [2020-11-06 00:05:11,468][root][INFO] - ===> Epoch[233](6053/26): Loss 0.2987, Sem 0.2624, dir -0.3907, norm 0.4270, swav 0.0000 LR: 4.332e-02 Score 90.894 Data time: 0.2169, Forward time: 2.2782, Backward time: 3.1135, DDP time: 0.0050, Total iter time: 5.2141 [2020-11-06 00:05:16,821][root][INFO] - ===> Epoch[233](6054/26): Loss 0.2971, Sem 0.3081, dir -0.4094, norm 0.3983, swav 0.0000 LR: 4.331e-02 Score 92.148 Data time: 0.2656, Forward time: 2.2783, Backward time: 3.1134, DDP time: 0.0050, Total iter time: 5.2418 [2020-11-06 00:05:22,011][root][INFO] - ===> Epoch[233](6055/26): Loss 0.2582, Sem 0.2531, dir -0.3879, norm 0.3930, swav 0.0000 LR: 4.330e-02 Score 92.776 Data time: 0.2059, Forward time: 2.2783, Backward time: 3.1133, DDP time: 0.0050, Total iter time: 5.0727 [2020-11-06 00:05:26,538][root][INFO] - ===> Epoch[233](6056/26): Loss 0.3002, Sem 0.2778, dir -0.3915, norm 0.4138, swav 0.0000 LR: 4.329e-02 Score 91.847 Data time: 0.1533, Forward time: 2.2782, Backward time: 3.1132, DDP time: 0.0050, Total iter time: 4.3947 [2020-11-06 00:05:31,441][root][INFO] - ===> Epoch[233](6057/26): Loss 0.2663, Sem 0.2931, dir -0.4541, norm 0.4274, swav 0.0000 LR: 4.328e-02 Score 91.459 Data time: 0.1449, Forward time: 2.2781, Backward time: 3.1131, DDP time: 0.0050, Total iter time: 4.7984 [2020-11-06 00:05:38,519][root][INFO] - ===> Epoch[233](6058/26): Loss 0.1920, Sem 0.2167, dir -0.4848, norm 0.4601, swav 0.0000 LR: 4.327e-02 Score 93.242 Data time: 0.1995, Forward time: 2.2780, Backward time: 3.1134, DDP time: 0.0050, Total iter time: 6.9929 [2020-11-06 00:05:44,485][root][INFO] - ===> Epoch[234](6059/26): Loss 0.2587, Sem 0.2683, dir -0.4411, norm 0.4315, swav 0.0000 LR: 4.326e-02 Score 91.716 Data time: 0.3105, Forward time: 2.2782, Backward time: 3.1133, DDP time: 0.0050, Total iter time: 5.8650 [2020-11-06 00:05:50,162][root][INFO] - ===> Epoch[234](6060/26): Loss 0.1541, Sem 0.2335, dir -0.4438, norm 0.3644, swav 0.0000 LR: 4.325e-02 Score 92.587 Data time: 0.1836, Forward time: 2.2781, Backward time: 3.1133, DDP time: 0.0050, Total iter time: 5.5549 [2020-11-06 00:05:55,253][root][INFO] - ===> Epoch[234](6061/26): Loss 0.2451, Sem 0.2388, dir -0.3657, norm 0.3721, swav 0.0000 LR: 4.324e-02 Score 91.049 Data time: 0.2207, Forward time: 2.2781, Backward time: 3.1132, DDP time: 0.0050, Total iter time: 4.9854 [2020-11-06 00:06:00,731][root][INFO] - ===> Epoch[234](6062/26): Loss 0.3173, Sem 0.2695, dir -0.3616, norm 0.4093, swav 0.0000 LR: 4.323e-02 Score 90.527 Data time: 0.2026, Forward time: 2.2781, Backward time: 3.1132, DDP time: 0.0050, Total iter time: 5.3550 [2020-11-06 00:06:05,690][root][INFO] - ===> Epoch[234](6063/26): Loss 0.2481, Sem 0.2882, dir -0.4048, norm 0.3647, swav 0.0000 LR: 4.322e-02 Score 91.169 Data time: 0.1562, Forward time: 2.2780, Backward time: 3.1131, DDP time: 0.0050, Total iter time: 4.8545 [2020-11-06 00:06:11,374][root][INFO] - ===> Epoch[234](6064/26): Loss 0.3097, Sem 0.3354, dir -0.4360, norm 0.4102, swav 0.0000 LR: 4.321e-02 Score 90.754 Data time: 0.2799, Forward time: 2.2781, Backward time: 3.1130, DDP time: 0.0050, Total iter time: 5.5946 [2020-11-06 00:06:17,915][root][INFO] - ===> Epoch[234](6065/26): Loss 0.3302, Sem 0.2815, dir -0.3848, norm 0.4335, swav 0.0000 LR: 4.320e-02 Score 90.438 Data time: 0.2213, Forward time: 2.2781, Backward time: 3.1131, DDP time: 0.0050, Total iter time: 6.4196 [2020-11-06 00:06:22,725][root][INFO] - ===> Epoch[234](6066/26): Loss 0.3192, Sem 0.2600, dir -0.3727, norm 0.4319, swav 0.0000 LR: 4.319e-02 Score 91.918 Data time: 0.2035, Forward time: 2.2781, Backward time: 3.1130, DDP time: 0.0050, Total iter time: 4.6760 [2020-11-06 00:06:28,371][root][INFO] - ===> Epoch[234](6067/26): Loss 0.3568, Sem 0.2879, dir -0.4064, norm 0.4753, swav 0.0000 LR: 4.318e-02 Score 91.064 Data time: 0.2332, Forward time: 2.2781, Backward time: 3.1129, DDP time: 0.0050, Total iter time: 5.5377 [2020-11-06 00:06:34,590][root][INFO] - ===> Epoch[234](6068/26): Loss 0.2469, Sem 0.2667, dir -0.4395, norm 0.4197, swav 0.0000 LR: 4.317e-02 Score 91.803 Data time: 0.2320, Forward time: 2.2782, Backward time: 3.1129, DDP time: 0.0050, Total iter time: 6.0801 [2020-11-06 00:06:40,688][root][INFO] - ===> Epoch[234](6069/26): Loss 0.2939, Sem 0.2561, dir -0.3975, norm 0.4353, swav 0.0000 LR: 4.316e-02 Score 91.370 Data time: 0.2196, Forward time: 2.2782, Backward time: 3.1129, DDP time: 0.0050, Total iter time: 5.9581 [2020-11-06 00:06:48,777][root][INFO] - ===> Epoch[234](6070/26): Loss 0.3006, Sem 0.2892, dir -0.4076, norm 0.4190, swav 0.0000 LR: 4.315e-02 Score 92.081 Data time: 0.2324, Forward time: 2.2783, Backward time: 3.1133, DDP time: 0.0050, Total iter time: 7.9447 [2020-11-06 00:06:54,575][root][INFO] - ===> Epoch[234](6071/26): Loss 0.2406, Sem 0.2654, dir -0.4178, norm 0.3930, swav 0.0000 LR: 4.314e-02 Score 91.821 Data time: 0.1848, Forward time: 2.2782, Backward time: 3.1133, DDP time: 0.0050, Total iter time: 5.6502 [2020-11-06 00:07:00,333][root][INFO] - ===> Epoch[234](6072/26): Loss 0.3140, Sem 0.2805, dir -0.4289, norm 0.4623, swav 0.0000 LR: 4.313e-02 Score 91.025 Data time: 0.1994, Forward time: 2.2782, Backward time: 3.1133, DDP time: 0.0050, Total iter time: 5.6748 [2020-11-06 00:07:06,605][root][INFO] - ===> Epoch[234](6073/26): Loss 0.2079, Sem 0.2023, dir -0.4291, norm 0.4348, swav 0.0000 LR: 4.312e-02 Score 93.066 Data time: 0.2249, Forward time: 2.2782, Backward time: 3.1134, DDP time: 0.0050, Total iter time: 6.1608 [2020-11-06 00:07:13,557][root][INFO] - ===> Epoch[234](6074/26): Loss 0.4683, Sem 0.3149, dir -0.3461, norm 0.4995, swav 0.0000 LR: 4.311e-02 Score 90.706 Data time: 0.3559, Forward time: 2.2784, Backward time: 3.1134, DDP time: 0.0050, Total iter time: 6.8224 [2020-11-06 00:07:19,944][root][INFO] - ===> Epoch[234](6075/26): Loss 0.3144, Sem 0.2773, dir -0.3949, norm 0.4320, swav 0.0000 LR: 4.310e-02 Score 91.263 Data time: 0.2932, Forward time: 2.2785, Backward time: 3.1134, DDP time: 0.0050, Total iter time: 6.2616 [2020-11-06 00:07:25,646][root][INFO] - ===> Epoch[234](6076/26): Loss 0.2156, Sem 0.2650, dir -0.4205, norm 0.3710, swav 0.0000 LR: 4.309e-02 Score 91.966 Data time: 0.2686, Forward time: 2.2786, Backward time: 3.1132, DDP time: 0.0050, Total iter time: 5.5801 [2020-11-06 00:07:30,675][root][INFO] - ===> Epoch[234](6077/26): Loss 0.3931, Sem 0.2982, dir -0.3985, norm 0.4935, swav 0.0000 LR: 4.308e-02 Score 90.539 Data time: 0.1820, Forward time: 2.2786, Backward time: 3.1132, DDP time: 0.0050, Total iter time: 4.9111 [2020-11-06 00:07:36,339][root][INFO] - ===> Epoch[234](6078/26): Loss 0.2019, Sem 0.2380, dir -0.4327, norm 0.3966, swav 0.0000 LR: 4.307e-02 Score 92.808 Data time: 0.2332, Forward time: 2.2786, Backward time: 3.1131, DDP time: 0.0050, Total iter time: 5.5827 [2020-11-06 00:07:41,757][root][INFO] - ===> Epoch[234](6079/26): Loss 0.3345, Sem 0.3397, dir -0.4635, norm 0.4582, swav 0.0000 LR: 4.306e-02 Score 88.938 Data time: 0.2666, Forward time: 2.2787, Backward time: 3.1130, DDP time: 0.0050, Total iter time: 5.2924 [2020-11-06 00:07:47,573][root][INFO] - ===> Epoch[234](6080/26): Loss 0.2589, Sem 0.2467, dir -0.3857, norm 0.3979, swav 0.0000 LR: 4.305e-02 Score 92.638 Data time: 0.1607, Forward time: 2.2786, Backward time: 3.1131, DDP time: 0.0050, Total iter time: 5.6986 [2020-11-06 00:07:53,606][root][INFO] - ===> Epoch[234](6081/26): Loss 0.4206, Sem 0.3207, dir -0.3975, norm 0.4974, swav 0.0000 LR: 4.304e-02 Score 89.899 Data time: 0.1652, Forward time: 2.2785, Backward time: 3.1132, DDP time: 0.0050, Total iter time: 5.9631 [2020-11-06 00:07:59,126][root][INFO] - ===> Epoch[234](6082/26): Loss 0.3509, Sem 0.2852, dir -0.3194, norm 0.3851, swav 0.0000 LR: 4.303e-02 Score 90.513 Data time: 0.2324, Forward time: 2.2785, Backward time: 3.1131, DDP time: 0.0050, Total iter time: 5.4256 [2020-11-06 00:08:04,473][root][INFO] - ===> Epoch[234](6083/26): Loss 0.2867, Sem 0.2718, dir -0.3727, norm 0.3876, swav 0.0000 LR: 4.302e-02 Score 90.426 Data time: 0.1796, Forward time: 2.2784, Backward time: 3.1131, DDP time: 0.0050, Total iter time: 5.2312 [2020-11-06 00:08:10,081][root][INFO] - ===> Epoch[234](6084/26): Loss 0.1618, Sem 0.2093, dir -0.4306, norm 0.3830, swav 0.0000 LR: 4.301e-02 Score 93.763 Data time: 0.2392, Forward time: 2.2785, Backward time: 3.1130, DDP time: 0.0050, Total iter time: 5.5024 [2020-11-06 00:08:15,032][root][INFO] - ===> Epoch[235](6085/26): Loss 0.5033, Sem 0.3601, dir -0.3381, norm 0.4814, swav 0.0000 LR: 4.301e-02 Score 88.903 Data time: 0.1789, Forward time: 2.2785, Backward time: 3.1129, DDP time: 0.0050, Total iter time: 4.8473 [2020-11-06 00:08:21,004][root][INFO] - ===> Epoch[235](6086/26): Loss 0.4078, Sem 0.3259, dir -0.3946, norm 0.4766, swav 0.0000 LR: 4.300e-02 Score 90.246 Data time: 0.1391, Forward time: 2.2783, Backward time: 3.1131, DDP time: 0.0050, Total iter time: 5.8796 [2020-11-06 00:08:27,175][root][INFO] - ===> Epoch[235](6087/26): Loss 0.3079, Sem 0.3175, dir -0.3970, norm 0.3875, swav 0.0000 LR: 4.299e-02 Score 90.987 Data time: 0.2462, Forward time: 2.2784, Backward time: 3.1131, DDP time: 0.0050, Total iter time: 6.0634 [2020-11-06 00:08:34,376][root][INFO] - ===> Epoch[235](6088/26): Loss 0.2553, Sem 0.2398, dir -0.3971, norm 0.4127, swav 0.0000 LR: 4.298e-02 Score 91.364 Data time: 0.2358, Forward time: 2.2783, Backward time: 3.1134, DDP time: 0.0050, Total iter time: 7.0538 [2020-11-06 00:08:39,748][root][INFO] - ===> Epoch[235](6089/26): Loss 0.2895, Sem 0.2625, dir -0.4254, norm 0.4524, swav 0.0000 LR: 4.297e-02 Score 91.672 Data time: 0.1939, Forward time: 2.2783, Backward time: 3.1133, DDP time: 0.0050, Total iter time: 5.2454 [2020-11-06 00:08:45,749][root][INFO] - ===> Epoch[235](6090/26): Loss 0.2268, Sem 0.2468, dir -0.4009, norm 0.3808, swav 0.0000 LR: 4.296e-02 Score 92.529 Data time: 0.2320, Forward time: 2.2783, Backward time: 3.1133, DDP time: 0.0050, Total iter time: 5.8724 [2020-11-06 00:08:50,885][root][INFO] - ===> Epoch[235](6091/26): Loss 0.2324, Sem 0.2520, dir -0.4697, norm 0.4500, swav 0.0000 LR: 4.295e-02 Score 92.738 Data time: 0.1467, Forward time: 2.2783, Backward time: 3.1133, DDP time: 0.0050, Total iter time: 5.0179 [2020-11-06 00:08:56,804][root][INFO] - ===> Epoch[235](6092/26): Loss 0.2674, Sem 0.2644, dir -0.4402, norm 0.4432, swav 0.0000 LR: 4.294e-02 Score 91.757 Data time: 0.2085, Forward time: 2.2782, Backward time: 3.1134, DDP time: 0.0050, Total iter time: 5.8108 [2020-11-06 00:09:02,763][root][INFO] - ===> Epoch[235](6093/26): Loss 0.3290, Sem 0.3167, dir -0.3881, norm 0.4004, swav 0.0000 LR: 4.293e-02 Score 89.998 Data time: 0.2767, Forward time: 2.2783, Backward time: 3.1133, DDP time: 0.0050, Total iter time: 5.8381 [2020-11-06 00:09:09,643][root][INFO] - ===> Epoch[235](6094/26): Loss 0.3149, Sem 0.2703, dir -0.4160, norm 0.4606, swav 0.0000 LR: 4.292e-02 Score 90.680 Data time: 0.2027, Forward time: 2.2783, Backward time: 3.1134, DDP time: 0.0050, Total iter time: 6.7634 [2020-11-06 00:09:15,935][root][INFO] - ===> Epoch[235](6095/26): Loss 0.3220, Sem 0.2837, dir -0.3856, norm 0.4240, swav 0.0000 LR: 4.291e-02 Score 91.792 Data time: 0.2593, Forward time: 2.2784, Backward time: 3.1134, DDP time: 0.0050, Total iter time: 6.1788 [2020-11-06 00:09:22,653][root][INFO] - ===> Epoch[235](6096/26): Loss 0.3467, Sem 0.2878, dir -0.3926, norm 0.4515, swav 0.0000 LR: 4.290e-02 Score 91.883 Data time: 0.2067, Forward time: 2.2784, Backward time: 3.1136, DDP time: 0.0050, Total iter time: 6.5608 [2020-11-06 00:09:28,267][root][INFO] - ===> Epoch[235](6097/26): Loss 0.3057, Sem 0.2783, dir -0.3973, norm 0.4246, swav 0.0000 LR: 4.289e-02 Score 90.566 Data time: 0.2288, Forward time: 2.2784, Backward time: 3.1135, DDP time: 0.0050, Total iter time: 5.5035 [2020-11-06 00:09:34,094][root][INFO] - ===> Epoch[235](6098/26): Loss 0.2768, Sem 0.2668, dir -0.3920, norm 0.4021, swav 0.0000 LR: 4.288e-02 Score 91.844 Data time: 0.1668, Forward time: 2.2784, Backward time: 3.1136, DDP time: 0.0050, Total iter time: 5.7119 [2020-11-06 00:09:38,689][root][INFO] - ===> Epoch[235](6099/26): Loss 0.3352, Sem 0.3267, dir -0.4211, norm 0.4296, swav 0.0000 LR: 4.287e-02 Score 90.288 Data time: 0.1285, Forward time: 2.2782, Backward time: 3.1136, DDP time: 0.0050, Total iter time: 4.5002 [2020-11-06 00:09:46,239][root][INFO] - ===> Epoch[235](6100/26): Loss 0.1640, Sem 0.2265, dir -0.4732, norm 0.4107, swav 0.0000 LR: 4.286e-02 Score 92.355 Data time: 0.2587, Forward time: 2.2783, Backward time: 3.1138, DDP time: 0.0050, Total iter time: 7.4700 [2020-11-06 00:09:52,158][root][INFO] - ===> Epoch[235](6101/26): Loss 0.2349, Sem 0.2701, dir -0.4295, norm 0.3944, swav 0.0000 LR: 4.285e-02 Score 90.818 Data time: 0.1932, Forward time: 2.2783, Backward time: 3.1138, DDP time: 0.0050, Total iter time: 5.7776 [2020-11-06 00:09:57,320][root][INFO] - ===> Epoch[235](6102/26): Loss 0.2444, Sem 0.2615, dir -0.4607, norm 0.4435, swav 0.0000 LR: 4.284e-02 Score 92.095 Data time: 0.2126, Forward time: 2.2782, Backward time: 3.1138, DDP time: 0.0050, Total iter time: 5.0650 [2020-11-06 00:10:02,746][root][INFO] - ===> Epoch[235](6103/26): Loss 0.3042, Sem 0.2307, dir -0.3782, norm 0.4516, swav 0.0000 LR: 4.283e-02 Score 92.450 Data time: 0.2657, Forward time: 2.2783, Backward time: 3.1136, DDP time: 0.0050, Total iter time: 5.3202 [2020-11-06 00:10:08,943][root][INFO] - ===> Epoch[235](6104/26): Loss 0.3161, Sem 0.2762, dir -0.4124, norm 0.4523, swav 0.0000 LR: 4.282e-02 Score 92.767 Data time: 0.2959, Forward time: 2.2784, Backward time: 3.1136, DDP time: 0.0050, Total iter time: 6.0714 [2020-11-06 00:10:15,305][root][INFO] - ===> Epoch[235](6105/26): Loss 0.2745, Sem 0.2745, dir -0.4175, norm 0.4175, swav 0.0000 LR: 4.281e-02 Score 90.423 Data time: 0.2046, Forward time: 2.2784, Backward time: 3.1136, DDP time: 0.0050, Total iter time: 6.2223 [2020-11-06 00:10:21,628][root][INFO] - ===> Epoch[235](6106/26): Loss 0.2818, Sem 0.2799, dir -0.4033, norm 0.4052, swav 0.0000 LR: 4.280e-02 Score 91.534 Data time: 0.2203, Forward time: 2.2784, Backward time: 3.1137, DDP time: 0.0050, Total iter time: 6.1998 [2020-11-06 00:10:27,269][root][INFO] - ===> Epoch[235](6107/26): Loss 0.2367, Sem 0.2704, dir -0.4463, norm 0.4126, swav 0.0000 LR: 4.279e-02 Score 91.743 Data time: 0.2132, Forward time: 2.2784, Backward time: 3.1137, DDP time: 0.0050, Total iter time: 5.5108 [2020-11-06 00:10:32,479][root][INFO] - ===> Epoch[235](6108/26): Loss 0.2538, Sem 0.2819, dir -0.4226, norm 0.3945, swav 0.0000 LR: 4.278e-02 Score 91.020 Data time: 0.1734, Forward time: 2.2784, Backward time: 3.1137, DDP time: 0.0050, Total iter time: 5.0961 [2020-11-06 00:10:37,700][root][INFO] - ===> Epoch[235](6109/26): Loss 0.2671, Sem 0.2396, dir -0.3738, norm 0.4013, swav 0.0000 LR: 4.277e-02 Score 93.499 Data time: 0.2138, Forward time: 2.2784, Backward time: 3.1135, DDP time: 0.0050, Total iter time: 5.1466 [2020-11-06 00:10:43,541][root][INFO] - ===> Epoch[235](6110/26): Loss 0.3679, Sem 0.3176, dir -0.4007, norm 0.4511, swav 0.0000 LR: 4.276e-02 Score 91.258 Data time: 0.1645, Forward time: 2.2783, Backward time: 3.1136, DDP time: 0.0050, Total iter time: 5.7103 [2020-11-06 00:10:49,539][root][INFO] - ===> Epoch[236](6111/26): Loss 0.2641, Sem 0.2665, dir -0.4078, norm 0.4054, swav 0.0000 LR: 4.275e-02 Score 91.951 Data time: 0.1891, Forward time: 2.2783, Backward time: 3.1137, DDP time: 0.0050, Total iter time: 5.9448 [2020-11-06 00:10:54,587][root][INFO] - ===> Epoch[236](6112/26): Loss 0.3489, Sem 0.3224, dir -0.3840, norm 0.4105, swav 0.0000 LR: 4.274e-02 Score 90.740 Data time: 0.1930, Forward time: 2.2782, Backward time: 3.1136, DDP time: 0.0050, Total iter time: 4.9357 [2020-11-06 00:11:00,739][root][INFO] - ===> Epoch[236](6113/26): Loss 0.3161, Sem 0.3037, dir -0.4547, norm 0.4672, swav 0.0000 LR: 4.273e-02 Score 91.168 Data time: 0.2432, Forward time: 2.2782, Backward time: 3.1137, DDP time: 0.0050, Total iter time: 6.0304 [2020-11-06 00:11:05,057][root][INFO] - ===> Epoch[236](6114/26): Loss 0.1633, Sem 0.2193, dir -0.4426, norm 0.3866, swav 0.0000 LR: 4.272e-02 Score 93.935 Data time: 0.2052, Forward time: 2.2782, Backward time: 3.1135, DDP time: 0.0050, Total iter time: 4.1908 [2020-11-06 00:11:11,593][root][INFO] - ===> Epoch[236](6115/26): Loss 0.3304, Sem 0.3034, dir -0.3773, norm 0.4044, swav 0.0000 LR: 4.271e-02 Score 90.531 Data time: 0.2237, Forward time: 2.2782, Backward time: 3.1136, DDP time: 0.0050, Total iter time: 6.4140 [2020-11-06 00:11:18,039][root][INFO] - ===> Epoch[236](6116/26): Loss 0.3371, Sem 0.2732, dir -0.3810, norm 0.4449, swav 0.0000 LR: 4.270e-02 Score 90.698 Data time: 0.2588, Forward time: 2.2783, Backward time: 3.1136, DDP time: 0.0050, Total iter time: 6.3007 [2020-11-06 00:11:24,436][root][INFO] - ===> Epoch[236](6117/26): Loss 0.2020, Sem 0.2328, dir -0.4256, norm 0.3947, swav 0.0000 LR: 4.269e-02 Score 93.275 Data time: 0.1752, Forward time: 2.2783, Backward time: 3.1137, DDP time: 0.0050, Total iter time: 6.2637 [2020-11-06 00:11:31,562][root][INFO] - ===> Epoch[236](6118/26): Loss 0.2960, Sem 0.2991, dir -0.4090, norm 0.4060, swav 0.0000 LR: 4.268e-02 Score 91.074 Data time: 0.1378, Forward time: 2.2781, Backward time: 3.1141, DDP time: 0.0050, Total iter time: 7.0132 [2020-11-06 00:11:36,890][root][INFO] - ===> Epoch[236](6119/26): Loss 0.3084, Sem 0.2942, dir -0.4366, norm 0.4508, swav 0.0000 LR: 4.267e-02 Score 91.830 Data time: 0.2761, Forward time: 2.2782, Backward time: 3.1140, DDP time: 0.0050, Total iter time: 5.2634 [2020-11-06 00:11:43,663][root][INFO] - ===> Epoch[236](6120/26): Loss 0.3011, Sem 0.2924, dir -0.3993, norm 0.4080, swav 0.0000 LR: 4.266e-02 Score 91.617 Data time: 0.2039, Forward time: 2.2782, Backward time: 3.1141, DDP time: 0.0050, Total iter time: 6.6478 [2020-11-06 00:11:49,015][root][INFO] - ===> Epoch[236](6121/26): Loss 0.3688, Sem 0.3218, dir -0.3954, norm 0.4424, swav 0.0000 LR: 4.265e-02 Score 90.468 Data time: 0.2167, Forward time: 2.2782, Backward time: 3.1140, DDP time: 0.0050, Total iter time: 5.2369 [2020-11-06 00:11:55,272][root][INFO] - ===> Epoch[236](6122/26): Loss 0.1942, Sem 0.2692, dir -0.4539, norm 0.3789, swav 0.0000 LR: 4.264e-02 Score 91.841 Data time: 0.1566, Forward time: 2.2781, Backward time: 3.1142, DDP time: 0.0050, Total iter time: 6.1376 [2020-11-06 00:12:00,732][root][INFO] - ===> Epoch[236](6123/26): Loss 0.2353, Sem 0.2347, dir -0.4102, norm 0.4109, swav 0.0000 LR: 4.263e-02 Score 92.857 Data time: 0.2235, Forward time: 2.2781, Backward time: 3.1142, DDP time: 0.0050, Total iter time: 5.3660 [2020-11-06 00:12:06,571][root][INFO] - ===> Epoch[236](6124/26): Loss 0.2778, Sem 0.2866, dir -0.4067, norm 0.3979, swav 0.0000 LR: 4.262e-02 Score 90.786 Data time: 0.2845, Forward time: 2.2781, Backward time: 3.1142, DDP time: 0.0050, Total iter time: 5.7354 [2020-11-06 00:12:13,013][root][INFO] - ===> Epoch[236](6125/26): Loss 0.3043, Sem 0.2622, dir -0.4356, norm 0.4777, swav 0.0000 LR: 4.261e-02 Score 91.291 Data time: 0.2661, Forward time: 2.2782, Backward time: 3.1141, DDP time: 0.0050, Total iter time: 6.3157 [2020-11-06 00:12:18,207][root][INFO] - ===> Epoch[236](6126/26): Loss 0.2991, Sem 0.2725, dir -0.3991, norm 0.4257, swav 0.0000 LR: 4.260e-02 Score 91.394 Data time: 0.1835, Forward time: 2.2782, Backward time: 3.1141, DDP time: 0.0050, Total iter time: 5.0565 [2020-11-06 00:12:24,198][root][INFO] - ===> Epoch[236](6127/26): Loss 0.2916, Sem 0.2554, dir -0.3730, norm 0.4092, swav 0.0000 LR: 4.259e-02 Score 91.642 Data time: 0.2226, Forward time: 2.2782, Backward time: 3.1141, DDP time: 0.0050, Total iter time: 5.8634 [2020-11-06 00:12:29,697][root][INFO] - ===> Epoch[236](6128/26): Loss 0.2611, Sem 0.2219, dir -0.4194, norm 0.4586, swav 0.0000 LR: 4.258e-02 Score 92.224 Data time: 0.2276, Forward time: 2.2783, Backward time: 3.1140, DDP time: 0.0050, Total iter time: 5.3694 [2020-11-06 00:12:35,292][root][INFO] - ===> Epoch[236](6129/26): Loss 0.3039, Sem 0.2483, dir -0.3600, norm 0.4156, swav 0.0000 LR: 4.257e-02 Score 92.937 Data time: 0.2402, Forward time: 2.2783, Backward time: 3.1139, DDP time: 0.0050, Total iter time: 5.4546 [2020-11-06 00:12:40,344][root][INFO] - ===> Epoch[236](6130/26): Loss 0.2825, Sem 0.2399, dir -0.3660, norm 0.4086, swav 0.0000 LR: 4.256e-02 Score 93.272 Data time: 0.2115, Forward time: 2.2783, Backward time: 3.1138, DDP time: 0.0050, Total iter time: 4.9113 [2020-11-06 00:12:45,916][root][INFO] - ===> Epoch[236](6131/26): Loss 0.2624, Sem 0.2493, dir -0.3687, norm 0.3818, swav 0.0000 LR: 4.255e-02 Score 91.558 Data time: 0.2480, Forward time: 2.2783, Backward time: 3.1137, DDP time: 0.0050, Total iter time: 5.4219 [2020-11-06 00:12:52,249][root][INFO] - ===> Epoch[236](6132/26): Loss 0.3599, Sem 0.2956, dir -0.3913, norm 0.4555, swav 0.0000 LR: 4.254e-02 Score 91.068 Data time: 0.2980, Forward time: 2.2785, Backward time: 3.1136, DDP time: 0.0050, Total iter time: 6.2044 [2020-11-06 00:12:56,412][root][INFO] - ===> Epoch[236](6133/26): Loss 0.2439, Sem 0.2590, dir -0.4088, norm 0.3937, swav 0.0000 LR: 4.253e-02 Score 92.207 Data time: 0.1548, Forward time: 2.2784, Backward time: 3.1135, DDP time: 0.0050, Total iter time: 4.0101 [2020-11-06 00:13:01,484][root][INFO] - ===> Epoch[236](6134/26): Loss 0.2134, Sem 0.2432, dir -0.4384, norm 0.4085, swav 0.0000 LR: 4.252e-02 Score 91.953 Data time: 0.1574, Forward time: 2.2783, Backward time: 3.1134, DDP time: 0.0050, Total iter time: 4.9719 [2020-11-06 00:13:07,944][root][INFO] - ===> Epoch[236](6135/26): Loss 0.2390, Sem 0.2816, dir -0.4245, norm 0.3819, swav 0.0000 LR: 4.251e-02 Score 89.454 Data time: 0.1935, Forward time: 2.2782, Backward time: 3.1137, DDP time: 0.0050, Total iter time: 6.3603 [2020-11-06 00:13:13,843][root][INFO] - ===> Epoch[236](6136/26): Loss 0.2615, Sem 0.2685, dir -0.4645, norm 0.4575, swav 0.0000 LR: 4.250e-02 Score 92.646 Data time: 0.2420, Forward time: 2.2782, Backward time: 3.1136, DDP time: 0.0050, Total iter time: 5.8132 [2020-11-06 00:13:20,478][root][INFO] - ===> Epoch[237](6137/26): Loss 0.4514, Sem 0.3812, dir -0.4075, norm 0.4777, swav 0.0000 LR: 4.249e-02 Score 89.328 Data time: 0.2555, Forward time: 2.2782, Backward time: 3.1137, DDP time: 0.0050, Total iter time: 6.4890 [2020-11-06 00:13:25,528][root][INFO] - ===> Epoch[237](6138/26): Loss 0.3459, Sem 0.2798, dir -0.3824, norm 0.4485, swav 0.0000 LR: 4.248e-02 Score 92.127 Data time: 0.1893, Forward time: 2.2782, Backward time: 3.1137, DDP time: 0.0050, Total iter time: 4.9276 [2020-11-06 00:13:33,394][root][INFO] - ===> Epoch[237](6139/26): Loss 0.2213, Sem 0.2697, dir -0.4540, norm 0.4057, swav 0.0000 LR: 4.247e-02 Score 91.405 Data time: 0.2135, Forward time: 2.2782, Backward time: 3.1140, DDP time: 0.0050, Total iter time: 7.7632 [2020-11-06 00:13:39,163][root][INFO] - ===> Epoch[237](6140/26): Loss 0.2563, Sem 0.2254, dir -0.3783, norm 0.4092, swav 0.0000 LR: 4.246e-02 Score 92.492 Data time: 0.2165, Forward time: 2.2782, Backward time: 3.1140, DDP time: 0.0050, Total iter time: 5.6503 [2020-11-06 00:13:43,871][root][INFO] - ===> Epoch[237](6141/26): Loss 0.2352, Sem 0.2498, dir -0.4137, norm 0.3990, swav 0.0000 LR: 4.245e-02 Score 91.079 Data time: 0.2176, Forward time: 2.2782, Backward time: 3.1138, DDP time: 0.0050, Total iter time: 4.5797 [2020-11-06 00:13:50,233][root][INFO] - ===> Epoch[237](6142/26): Loss 0.3198, Sem 0.2515, dir -0.3879, norm 0.4562, swav 0.0000 LR: 4.244e-02 Score 92.040 Data time: 0.2340, Forward time: 2.2782, Backward time: 3.1139, DDP time: 0.0050, Total iter time: 6.2569 [2020-11-06 00:13:55,814][root][INFO] - ===> Epoch[237](6143/26): Loss 0.3512, Sem 0.3122, dir -0.3510, norm 0.3899, swav 0.0000 LR: 4.243e-02 Score 90.867 Data time: 0.2544, Forward time: 2.2783, Backward time: 3.1138, DDP time: 0.0050, Total iter time: 5.4509 [2020-11-06 00:14:01,451][root][INFO] - ===> Epoch[237](6144/26): Loss 0.1930, Sem 0.1901, dir -0.4612, norm 0.4642, swav 0.0000 LR: 4.242e-02 Score 94.071 Data time: 0.1870, Forward time: 2.2783, Backward time: 3.1138, DDP time: 0.0050, Total iter time: 5.5122 [2020-11-06 00:14:06,431][root][INFO] - ===> Epoch[237](6145/26): Loss 0.1939, Sem 0.2502, dir -0.4610, norm 0.4047, swav 0.0000 LR: 4.241e-02 Score 92.200 Data time: 0.1477, Forward time: 2.2782, Backward time: 3.1138, DDP time: 0.0050, Total iter time: 4.8470 [2020-11-06 00:14:12,239][root][INFO] - ===> Epoch[237](6146/26): Loss 0.2233, Sem 0.2291, dir -0.3965, norm 0.3906, swav 0.0000 LR: 4.240e-02 Score 92.447 Data time: 0.1989, Forward time: 2.2781, Backward time: 3.1138, DDP time: 0.0050, Total iter time: 5.7162 [2020-11-06 00:14:17,464][root][INFO] - ===> Epoch[237](6147/26): Loss 0.2780, Sem 0.2830, dir -0.4040, norm 0.3990, swav 0.0000 LR: 4.239e-02 Score 91.610 Data time: 0.2138, Forward time: 2.2781, Backward time: 3.1138, DDP time: 0.0050, Total iter time: 5.1181 [2020-11-06 00:14:23,596][root][INFO] - ===> Epoch[237](6148/26): Loss 0.3589, Sem 0.2854, dir -0.3066, norm 0.3800, swav 0.0000 LR: 4.238e-02 Score 90.675 Data time: 0.2857, Forward time: 2.2782, Backward time: 3.1137, DDP time: 0.0050, Total iter time: 6.0213 [2020-11-06 00:14:29,225][root][INFO] - ===> Epoch[237](6149/26): Loss 0.3192, Sem 0.3218, dir -0.4189, norm 0.4162, swav 0.0000 LR: 4.237e-02 Score 90.767 Data time: 0.2362, Forward time: 2.2783, Backward time: 3.1136, DDP time: 0.0050, Total iter time: 5.5069 [2020-11-06 00:14:35,115][root][INFO] - ===> Epoch[237](6150/26): Loss 0.3195, Sem 0.2932, dir -0.3727, norm 0.3991, swav 0.0000 LR: 4.236e-02 Score 91.145 Data time: 0.2201, Forward time: 2.2783, Backward time: 3.1136, DDP time: 0.0050, Total iter time: 5.7666 [2020-11-06 00:14:41,095][root][INFO] - ===> Epoch[237](6151/26): Loss 0.3177, Sem 0.3169, dir -0.4087, norm 0.4095, swav 0.0000 LR: 4.235e-02 Score 90.106 Data time: 0.2423, Forward time: 2.2783, Backward time: 3.1136, DDP time: 0.0050, Total iter time: 5.8547 [2020-11-06 00:14:45,753][root][INFO] - ===> Epoch[237](6152/26): Loss 0.3281, Sem 0.2718, dir -0.3821, norm 0.4383, swav 0.0000 LR: 4.234e-02 Score 91.788 Data time: 0.1904, Forward time: 2.2783, Backward time: 3.1134, DDP time: 0.0050, Total iter time: 4.5413 [2020-11-06 00:14:51,090][root][INFO] - ===> Epoch[237](6153/26): Loss 0.2929, Sem 0.2761, dir -0.4183, norm 0.4351, swav 0.0000 LR: 4.233e-02 Score 91.269 Data time: 0.1803, Forward time: 2.2782, Backward time: 3.1134, DDP time: 0.0050, Total iter time: 5.2386 [2020-11-06 00:14:56,696][root][INFO] - ===> Epoch[237](6154/26): Loss 0.1550, Sem 0.2267, dir -0.4635, norm 0.3918, swav 0.0000 LR: 4.232e-02 Score 92.749 Data time: 0.2785, Forward time: 2.2783, Backward time: 3.1133, DDP time: 0.0050, Total iter time: 5.5245 [2020-11-06 00:15:02,807][root][INFO] - ===> Epoch[237](6155/26): Loss 0.3591, Sem 0.3424, dir -0.3929, norm 0.4096, swav 0.0000 LR: 4.231e-02 Score 89.057 Data time: 0.2780, Forward time: 2.2785, Backward time: 3.1132, DDP time: 0.0050, Total iter time: 6.0081 [2020-11-06 00:15:08,637][root][INFO] - ===> Epoch[237](6156/26): Loss 0.3019, Sem 0.2542, dir -0.4039, norm 0.4517, swav 0.0000 LR: 4.230e-02 Score 91.730 Data time: 0.2237, Forward time: 2.2785, Backward time: 3.1132, DDP time: 0.0050, Total iter time: 5.6851 [2020-11-06 00:15:15,857][root][INFO] - ===> Epoch[237](6157/26): Loss 0.2623, Sem 0.2948, dir -0.4101, norm 0.3776, swav 0.0000 LR: 4.229e-02 Score 90.445 Data time: 0.1477, Forward time: 2.2784, Backward time: 3.1135, DDP time: 0.0050, Total iter time: 7.0904 [2020-11-06 00:15:21,285][root][INFO] - ===> Epoch[237](6158/26): Loss 0.2576, Sem 0.2411, dir -0.4165, norm 0.4330, swav 0.0000 LR: 4.228e-02 Score 92.466 Data time: 0.2089, Forward time: 2.2784, Backward time: 3.1135, DDP time: 0.0050, Total iter time: 5.3424 [2020-11-06 00:15:28,156][root][INFO] - ===> Epoch[237](6159/26): Loss 0.2880, Sem 0.2560, dir -0.4061, norm 0.4381, swav 0.0000 LR: 4.227e-02 Score 92.036 Data time: 0.1948, Forward time: 2.2783, Backward time: 3.1137, DDP time: 0.0050, Total iter time: 6.7525 [2020-11-06 00:15:33,954][root][INFO] - ===> Epoch[237](6160/26): Loss 0.2244, Sem 0.2382, dir -0.4100, norm 0.3963, swav 0.0000 LR: 4.226e-02 Score 92.617 Data time: 0.1842, Forward time: 2.2782, Backward time: 3.1138, DDP time: 0.0050, Total iter time: 5.6830 [2020-11-06 00:15:39,707][root][INFO] - ===> Epoch[237](6161/26): Loss 0.3141, Sem 0.2371, dir -0.3947, norm 0.4717, swav 0.0000 LR: 4.225e-02 Score 92.800 Data time: 0.2650, Forward time: 2.2783, Backward time: 3.1137, DDP time: 0.0050, Total iter time: 5.6511 [2020-11-06 00:15:44,926][root][INFO] - ===> Epoch[237](6162/26): Loss 0.2310, Sem 0.2706, dir -0.4382, norm 0.3986, swav 0.0000 LR: 4.224e-02 Score 91.840 Data time: 0.2420, Forward time: 2.2783, Backward time: 3.1136, DDP time: 0.0050, Total iter time: 5.0814 [2020-11-06 00:15:51,831][root][INFO] - ===> Epoch[238](6163/26): Loss 0.3167, Sem 0.2881, dir -0.4070, norm 0.4356, swav 0.0000 LR: 4.223e-02 Score 90.592 Data time: 0.1879, Forward time: 2.2783, Backward time: 3.1138, DDP time: 0.0050, Total iter time: 6.7751 [2020-11-06 00:15:57,264][root][INFO] - ===> Epoch[238](6164/26): Loss 0.2695, Sem 0.2298, dir -0.3853, norm 0.4250, swav 0.0000 LR: 4.222e-02 Score 93.429 Data time: 0.2232, Forward time: 2.2783, Backward time: 3.1137, DDP time: 0.0050, Total iter time: 5.3207 [2020-11-06 00:16:03,252][root][INFO] - ===> Epoch[238](6165/26): Loss 0.3282, Sem 0.2709, dir -0.4562, norm 0.5135, swav 0.0000 LR: 4.221e-02 Score 92.198 Data time: 0.2594, Forward time: 2.2784, Backward time: 3.1137, DDP time: 0.0050, Total iter time: 5.8597 [2020-11-06 00:16:08,988][root][INFO] - ===> Epoch[238](6166/26): Loss 0.2530, Sem 0.2090, dir -0.4210, norm 0.4650, swav 0.0000 LR: 4.220e-02 Score 92.285 Data time: 0.2234, Forward time: 2.2784, Backward time: 3.1136, DDP time: 0.0050, Total iter time: 5.5867 [2020-11-06 00:16:15,696][root][INFO] - ===> Epoch[238](6167/26): Loss 0.3016, Sem 0.2702, dir -0.4091, norm 0.4405, swav 0.0000 LR: 4.219e-02 Score 91.910 Data time: 0.1986, Forward time: 2.2783, Backward time: 3.1138, DDP time: 0.0050, Total iter time: 6.5742 [2020-11-06 00:16:22,283][root][INFO] - ===> Epoch[238](6168/26): Loss 0.1938, Sem 0.2177, dir -0.4350, norm 0.4111, swav 0.0000 LR: 4.218e-02 Score 92.985 Data time: 0.2500, Forward time: 2.2784, Backward time: 3.1139, DDP time: 0.0050, Total iter time: 6.4852 [2020-11-06 00:16:28,663][root][INFO] - ===> Epoch[238](6169/26): Loss 0.2849, Sem 0.2513, dir -0.3933, norm 0.4269, swav 0.0000 LR: 4.217e-02 Score 91.038 Data time: 0.2929, Forward time: 2.2785, Backward time: 3.1138, DDP time: 0.0050, Total iter time: 6.2384 [2020-11-06 00:16:34,011][root][INFO] - ===> Epoch[238](6170/26): Loss 0.2379, Sem 0.2508, dir -0.4598, norm 0.4469, swav 0.0000 LR: 4.216e-02 Score 92.732 Data time: 0.2185, Forward time: 2.2786, Backward time: 3.1137, DDP time: 0.0050, Total iter time: 5.2033 [2020-11-06 00:16:39,817][root][INFO] - ===> Epoch[238](6171/26): Loss 0.1479, Sem 0.1763, dir -0.4432, norm 0.4147, swav 0.0000 LR: 4.215e-02 Score 94.660 Data time: 0.2023, Forward time: 2.2785, Backward time: 3.1138, DDP time: 0.0050, Total iter time: 5.6906 [2020-11-06 00:16:45,111][root][INFO] - ===> Epoch[238](6172/26): Loss 0.2867, Sem 0.2562, dir -0.4242, norm 0.4547, swav 0.0000 LR: 4.214e-02 Score 92.185 Data time: 0.2546, Forward time: 2.2785, Backward time: 3.1137, DDP time: 0.0050, Total iter time: 5.2022 [2020-11-06 00:16:51,634][root][INFO] - ===> Epoch[238](6173/26): Loss 0.3213, Sem 0.2932, dir -0.4045, norm 0.4326, swav 0.0000 LR: 4.213e-02 Score 91.112 Data time: 0.2133, Forward time: 2.2786, Backward time: 3.1138, DDP time: 0.0050, Total iter time: 6.3917 [2020-11-06 00:16:57,776][root][INFO] - ===> Epoch[238](6174/26): Loss 0.2847, Sem 0.2696, dir -0.3316, norm 0.3467, swav 0.0000 LR: 4.212e-02 Score 91.190 Data time: 0.2833, Forward time: 2.2787, Backward time: 3.1137, DDP time: 0.0050, Total iter time: 6.0170 [2020-11-06 00:17:02,529][root][INFO] - ===> Epoch[238](6175/26): Loss 0.2365, Sem 0.2473, dir -0.4408, norm 0.4300, swav 0.0000 LR: 4.211e-02 Score 92.678 Data time: 0.1830, Forward time: 2.2786, Backward time: 3.1136, DDP time: 0.0050, Total iter time: 4.6060 [2020-11-06 00:17:07,528][root][INFO] - ===> Epoch[238](6176/26): Loss 0.2385, Sem 0.2506, dir -0.4222, norm 0.4101, swav 0.0000 LR: 4.210e-02 Score 92.747 Data time: 0.2101, Forward time: 2.2786, Backward time: 3.1135, DDP time: 0.0050, Total iter time: 4.8954 [2020-11-06 00:17:13,211][root][INFO] - ===> Epoch[238](6177/26): Loss 0.2698, Sem 0.2733, dir -0.4342, norm 0.4307, swav 0.0000 LR: 4.209e-02 Score 91.214 Data time: 0.1770, Forward time: 2.2786, Backward time: 3.1135, DDP time: 0.0050, Total iter time: 5.5878 [2020-11-06 00:17:18,767][root][INFO] - ===> Epoch[238](6178/26): Loss 0.3184, Sem 0.2641, dir -0.3758, norm 0.4301, swav 0.0000 LR: 4.208e-02 Score 92.140 Data time: 0.2066, Forward time: 2.2785, Backward time: 3.1135, DDP time: 0.0050, Total iter time: 5.4657 [2020-11-06 00:17:24,758][root][INFO] - ===> Epoch[238](6179/26): Loss 0.2831, Sem 0.2592, dir -0.4013, norm 0.4252, swav 0.0000 LR: 4.207e-02 Score 92.689 Data time: 0.2834, Forward time: 2.2786, Backward time: 3.1134, DDP time: 0.0050, Total iter time: 5.8742 [2020-11-06 00:17:31,664][root][INFO] - ===> Epoch[238](6180/26): Loss 0.3274, Sem 0.3070, dir -0.4132, norm 0.4336, swav 0.0000 LR: 4.206e-02 Score 90.971 Data time: 0.2102, Forward time: 2.2787, Backward time: 3.1135, DDP time: 0.0050, Total iter time: 6.7614 [2020-11-06 00:17:36,346][root][INFO] - ===> Epoch[238](6181/26): Loss 0.1689, Sem 0.2323, dir -0.4681, norm 0.4047, swav 0.0000 LR: 4.206e-02 Score 92.965 Data time: 0.1929, Forward time: 2.2786, Backward time: 3.1134, DDP time: 0.0050, Total iter time: 4.5737 [2020-11-06 00:17:42,896][root][INFO] - ===> Epoch[238](6182/26): Loss 0.3150, Sem 0.2550, dir -0.3935, norm 0.4536, swav 0.0000 LR: 4.205e-02 Score 90.894 Data time: 0.1601, Forward time: 2.2785, Backward time: 3.1136, DDP time: 0.0050, Total iter time: 6.4466 [2020-11-06 00:17:47,718][root][INFO] - ===> Epoch[238](6183/26): Loss 0.2266, Sem 0.2124, dir -0.4351, norm 0.4493, swav 0.0000 LR: 4.204e-02 Score 93.370 Data time: 0.1828, Forward time: 2.2785, Backward time: 3.1135, DDP time: 0.0050, Total iter time: 4.7106 [2020-11-06 00:17:53,314][root][INFO] - ===> Epoch[238](6184/26): Loss 0.3812, Sem 0.3497, dir -0.4535, norm 0.4850, swav 0.0000 LR: 4.203e-02 Score 89.581 Data time: 0.2377, Forward time: 2.2784, Backward time: 3.1135, DDP time: 0.0050, Total iter time: 5.4853 [2020-11-06 00:17:58,315][root][INFO] - ===> Epoch[238](6185/26): Loss 0.2473, Sem 0.2654, dir -0.4049, norm 0.3868, swav 0.0000 LR: 4.202e-02 Score 92.115 Data time: 0.2409, Forward time: 2.2785, Backward time: 3.1133, DDP time: 0.0050, Total iter time: 4.8844 [2020-11-06 00:18:05,747][root][INFO] - ===> Epoch[238](6186/26): Loss 0.3096, Sem 0.3061, dir -0.3680, norm 0.3714, swav 0.0000 LR: 4.201e-02 Score 90.098 Data time: 0.2555, Forward time: 2.2785, Backward time: 3.1136, DDP time: 0.0050, Total iter time: 7.3305 [2020-11-06 00:18:11,504][root][INFO] - ===> Epoch[238](6187/26): Loss 0.3519, Sem 0.3195, dir -0.3685, norm 0.4009, swav 0.0000 LR: 4.200e-02 Score 90.369 Data time: 0.2062, Forward time: 2.2785, Backward time: 3.1136, DDP time: 0.0050, Total iter time: 5.6050 [2020-11-06 00:18:18,648][root][INFO] - ===> Epoch[238](6188/26): Loss 0.3157, Sem 0.2726, dir -0.3817, norm 0.4249, swav 0.0000 LR: 4.199e-02 Score 91.410 Data time: 0.3647, Forward time: 2.2787, Backward time: 3.1136, DDP time: 0.0050, Total iter time: 7.0193 [2020-11-06 00:18:25,603][root][INFO] - ===> Epoch[239](6189/26): Loss 0.4166, Sem 0.3522, dir -0.3701, norm 0.4345, swav 0.0000 LR: 4.198e-02 Score 90.326 Data time: 0.2359, Forward time: 2.2787, Backward time: 3.1137, DDP time: 0.0050, Total iter time: 6.8058 [2020-11-06 00:18:31,057][root][INFO] - ===> Epoch[239](6190/26): Loss 0.3144, Sem 0.2706, dir -0.3592, norm 0.4030, swav 0.0000 LR: 4.197e-02 Score 92.520 Data time: 0.2634, Forward time: 2.2788, Backward time: 3.1136, DDP time: 0.0050, Total iter time: 5.2951 [2020-11-06 00:18:36,446][root][INFO] - ===> Epoch[239](6191/26): Loss 0.3314, Sem 0.3013, dir -0.3725, norm 0.4026, swav 0.0000 LR: 4.196e-02 Score 91.498 Data time: 0.2474, Forward time: 2.2789, Backward time: 3.1134, DDP time: 0.0050, Total iter time: 5.2725 [2020-11-06 00:18:41,910][root][INFO] - ===> Epoch[239](6192/26): Loss 0.2533, Sem 0.2680, dir -0.4108, norm 0.3961, swav 0.0000 LR: 4.195e-02 Score 92.144 Data time: 0.1847, Forward time: 2.2788, Backward time: 3.1134, DDP time: 0.0050, Total iter time: 5.3380 [2020-11-06 00:18:48,138][root][INFO] - ===> Epoch[239](6193/26): Loss 0.3365, Sem 0.2864, dir -0.3442, norm 0.3943, swav 0.0000 LR: 4.194e-02 Score 90.757 Data time: 0.2064, Forward time: 2.2788, Backward time: 3.1135, DDP time: 0.0050, Total iter time: 6.1170 [2020-11-06 00:18:54,246][root][INFO] - ===> Epoch[239](6194/26): Loss 0.2461, Sem 0.2346, dir -0.4350, norm 0.4465, swav 0.0000 LR: 4.193e-02 Score 92.846 Data time: 0.2116, Forward time: 2.2788, Backward time: 3.1136, DDP time: 0.0050, Total iter time: 5.9968 [2020-11-06 00:18:59,873][root][INFO] - ===> Epoch[239](6195/26): Loss 0.3110, Sem 0.3380, dir -0.4727, norm 0.4457, swav 0.0000 LR: 4.192e-02 Score 90.800 Data time: 0.2158, Forward time: 2.2788, Backward time: 3.1135, DDP time: 0.0050, Total iter time: 5.4901 [2020-11-06 00:19:05,576][root][INFO] - ===> Epoch[239](6196/26): Loss 0.4327, Sem 0.3383, dir -0.3626, norm 0.4570, swav 0.0000 LR: 4.191e-02 Score 89.232 Data time: 0.2561, Forward time: 2.2789, Backward time: 3.1135, DDP time: 0.0050, Total iter time: 5.5800 [2020-11-06 00:19:11,684][root][INFO] - ===> Epoch[239](6197/26): Loss 0.2746, Sem 0.2128, dir -0.3590, norm 0.4207, swav 0.0000 LR: 4.190e-02 Score 93.596 Data time: 0.2522, Forward time: 2.2789, Backward time: 3.1135, DDP time: 0.0050, Total iter time: 5.9771 [2020-11-06 00:19:17,335][root][INFO] - ===> Epoch[239](6198/26): Loss 0.2631, Sem 0.2323, dir -0.4396, norm 0.4704, swav 0.0000 LR: 4.189e-02 Score 93.145 Data time: 0.2851, Forward time: 2.2790, Backward time: 3.1133, DDP time: 0.0050, Total iter time: 5.5356 [2020-11-06 00:19:23,423][root][INFO] - ===> Epoch[239](6199/26): Loss 0.2472, Sem 0.2673, dir -0.4362, norm 0.4161, swav 0.0000 LR: 4.188e-02 Score 92.901 Data time: 0.2857, Forward time: 2.2791, Backward time: 3.1133, DDP time: 0.0050, Total iter time: 5.9672 [2020-11-06 00:19:30,480][root][INFO] - ===> Epoch[239](6200/26): Loss 0.2000, Sem 0.2513, dir -0.4299, norm 0.3786, swav 0.0000 LR: 4.187e-02 Score 91.942 Data time: 0.2151, Forward time: 2.2791, Backward time: 3.1134, DDP time: 0.0050, Total iter time: 6.9192 [2020-11-06 00:19:35,973][root][INFO] - ===> Epoch[239](6201/26): Loss 0.3273, Sem 0.3101, dir -0.3678, norm 0.3850, swav 0.0000 LR: 4.186e-02 Score 91.396 Data time: 0.2166, Forward time: 2.2791, Backward time: 3.1134, DDP time: 0.0050, Total iter time: 5.3855 [2020-11-06 00:19:41,706][root][INFO] - ===> Epoch[239](6202/26): Loss 0.3639, Sem 0.3254, dir -0.4476, norm 0.4861, swav 0.0000 LR: 4.185e-02 Score 90.195 Data time: 0.2718, Forward time: 2.2792, Backward time: 3.1133, DDP time: 0.0050, Total iter time: 5.5967 [2020-11-06 00:19:46,988][root][INFO] - ===> Epoch[239](6203/26): Loss 0.2522, Sem 0.2474, dir -0.3967, norm 0.4016, swav 0.0000 LR: 4.184e-02 Score 91.935 Data time: 0.1739, Forward time: 2.2792, Backward time: 3.1132, DDP time: 0.0050, Total iter time: 5.1594 [2020-11-06 00:19:54,032][root][INFO] - ===> Epoch[239](6204/26): Loss 0.2623, Sem 0.2391, dir -0.3847, norm 0.4079, swav 0.0000 LR: 4.183e-02 Score 92.002 Data time: 0.1843, Forward time: 2.2791, Backward time: 3.1135, DDP time: 0.0050, Total iter time: 6.9383 [2020-11-06 00:19:58,833][root][INFO] - ===> Epoch[239](6205/26): Loss 0.3437, Sem 0.3330, dir -0.3699, norm 0.3806, swav 0.0000 LR: 4.182e-02 Score 89.637 Data time: 0.2184, Forward time: 2.2791, Backward time: 3.1133, DDP time: 0.0050, Total iter time: 4.7093 [2020-11-06 00:20:04,354][root][INFO] - ===> Epoch[239](6206/26): Loss 0.2750, Sem 0.2670, dir -0.4089, norm 0.4168, swav 0.0000 LR: 4.181e-02 Score 91.394 Data time: 0.2105, Forward time: 2.2791, Backward time: 3.1133, DDP time: 0.0050, Total iter time: 5.4016 [2020-11-06 00:20:10,310][root][INFO] - ===> Epoch[239](6207/26): Loss 0.2307, Sem 0.2481, dir -0.3926, norm 0.3751, swav 0.0000 LR: 4.180e-02 Score 92.369 Data time: 0.2133, Forward time: 2.2791, Backward time: 3.1134, DDP time: 0.0050, Total iter time: 5.8370 [2020-11-06 00:20:16,363][root][INFO] - ===> Epoch[239](6208/26): Loss 0.2938, Sem 0.2602, dir -0.3674, norm 0.4010, swav 0.0000 LR: 4.179e-02 Score 91.761 Data time: 0.2893, Forward time: 2.2792, Backward time: 3.1133, DDP time: 0.0050, Total iter time: 5.9527 [2020-11-06 00:20:21,719][root][INFO] - ===> Epoch[239](6209/26): Loss 0.2414, Sem 0.2623, dir -0.4298, norm 0.4089, swav 0.0000 LR: 4.178e-02 Score 92.273 Data time: 0.2328, Forward time: 2.2792, Backward time: 3.1132, DDP time: 0.0050, Total iter time: 5.2283 [2020-11-06 00:20:27,616][root][INFO] - ===> Epoch[239](6210/26): Loss 0.3272, Sem 0.2865, dir -0.3811, norm 0.4217, swav 0.0000 LR: 4.177e-02 Score 90.119 Data time: 0.2835, Forward time: 2.2793, Backward time: 3.1131, DDP time: 0.0050, Total iter time: 5.7646 [2020-11-06 00:20:32,444][root][INFO] - ===> Epoch[239](6211/26): Loss 0.2622, Sem 0.2609, dir -0.4383, norm 0.4395, swav 0.0000 LR: 4.176e-02 Score 91.516 Data time: 0.2258, Forward time: 2.2793, Backward time: 3.1129, DDP time: 0.0050, Total iter time: 4.6975 [2020-11-06 00:20:37,996][root][INFO] - ===> Epoch[239](6212/26): Loss 0.2950, Sem 0.2751, dir -0.4185, norm 0.4384, swav 0.0000 LR: 4.175e-02 Score 91.524 Data time: 0.2389, Forward time: 2.2793, Backward time: 3.1129, DDP time: 0.0050, Total iter time: 5.4251 [2020-11-06 00:20:43,192][root][INFO] - ===> Epoch[239](6213/26): Loss 0.2405, Sem 0.2872, dir -0.4422, norm 0.3956, swav 0.0000 LR: 4.174e-02 Score 90.670 Data time: 0.2067, Forward time: 2.2793, Backward time: 3.1128, DDP time: 0.0050, Total iter time: 5.0810 [2020-11-06 00:20:48,637][root][INFO] - ===> Epoch[239](6214/26): Loss 0.3375, Sem 0.3371, dir -0.4479, norm 0.4483, swav 0.0000 LR: 4.173e-02 Score 91.077 Data time: 0.2235, Forward time: 2.2793, Backward time: 3.1128, DDP time: 0.0050, Total iter time: 5.3307 [2020-11-06 00:20:55,689][root][INFO] - ===> Epoch[240](6215/26): Loss 0.2513, Sem 0.2703, dir -0.4406, norm 0.4215, swav 0.0000 LR: 4.172e-02 Score 91.857 Data time: 0.3386, Forward time: 2.2795, Backward time: 3.1128, DDP time: 0.0050, Total iter time: 6.9639 [2020-11-06 00:21:00,867][root][INFO] - ===> Epoch[240](6216/26): Loss 0.2677, Sem 0.2752, dir -0.4186, norm 0.4112, swav 0.0000 LR: 4.171e-02 Score 91.230 Data time: 0.2054, Forward time: 2.2795, Backward time: 3.1127, DDP time: 0.0050, Total iter time: 5.0388 [2020-11-06 00:21:06,891][root][INFO] - ===> Epoch[240](6217/26): Loss 0.2894, Sem 0.2805, dir -0.4332, norm 0.4421, swav 0.0000 LR: 4.170e-02 Score 90.734 Data time: 0.1758, Forward time: 2.2794, Backward time: 3.1128, DDP time: 0.0050, Total iter time: 5.9140 [2020-11-06 00:21:11,045][root][INFO] - ===> Epoch[240](6218/26): Loss 0.2511, Sem 0.2734, dir -0.4669, norm 0.4445, swav 0.0000 LR: 4.169e-02 Score 91.455 Data time: 0.2170, Forward time: 2.2794, Backward time: 3.1126, DDP time: 0.0050, Total iter time: 4.0684 [2020-11-06 00:21:16,225][root][INFO] - ===> Epoch[240](6219/26): Loss 0.1940, Sem 0.2613, dir -0.4330, norm 0.3657, swav 0.0000 LR: 4.168e-02 Score 91.628 Data time: 0.1179, Forward time: 2.2792, Backward time: 3.1127, DDP time: 0.0050, Total iter time: 5.0525 [2020-11-06 00:21:21,153][root][INFO] - ===> Epoch[240](6220/26): Loss 0.2940, Sem 0.2357, dir -0.4404, norm 0.4988, swav 0.0000 LR: 4.167e-02 Score 92.938 Data time: 0.2167, Forward time: 2.2792, Backward time: 3.1126, DDP time: 0.0050, Total iter time: 4.8611 [2020-11-06 00:21:27,213][root][INFO] - ===> Epoch[240](6221/26): Loss 0.2628, Sem 0.2367, dir -0.3841, norm 0.4103, swav 0.0000 LR: 4.166e-02 Score 92.551 Data time: 0.2369, Forward time: 2.2792, Backward time: 3.1126, DDP time: 0.0050, Total iter time: 5.9448 [2020-11-06 00:21:31,973][root][INFO] - ===> Epoch[240](6222/26): Loss 0.2763, Sem 0.2605, dir -0.3750, norm 0.3908, swav 0.0000 LR: 4.165e-02 Score 90.992 Data time: 0.1976, Forward time: 2.2792, Backward time: 3.1124, DDP time: 0.0050, Total iter time: 4.6221 [2020-11-06 00:21:38,247][root][INFO] - ===> Epoch[240](6223/26): Loss 0.3018, Sem 0.2771, dir -0.4096, norm 0.4344, swav 0.0000 LR: 4.164e-02 Score 90.241 Data time: 0.1664, Forward time: 2.2792, Backward time: 3.1126, DDP time: 0.0050, Total iter time: 6.1595 [2020-11-06 00:21:43,576][root][INFO] - ===> Epoch[240](6224/26): Loss 0.2502, Sem 0.2498, dir -0.4115, norm 0.4120, swav 0.0000 LR: 4.163e-02 Score 92.947 Data time: 0.2213, Forward time: 2.2791, Backward time: 3.1125, DDP time: 0.0050, Total iter time: 5.2276 [2020-11-06 00:21:49,552][root][INFO] - ===> Epoch[240](6225/26): Loss 0.2208, Sem 0.2257, dir -0.3825, norm 0.3776, swav 0.0000 LR: 4.162e-02 Score 93.335 Data time: 0.2736, Forward time: 2.2793, Backward time: 3.1124, DDP time: 0.0050, Total iter time: 5.8525 [2020-11-06 00:21:54,868][root][INFO] - ===> Epoch[240](6226/26): Loss 0.2834, Sem 0.2657, dir -0.3983, norm 0.4160, swav 0.0000 LR: 4.161e-02 Score 91.498 Data time: 0.2544, Forward time: 2.2793, Backward time: 3.1123, DDP time: 0.0050, Total iter time: 5.1752 [2020-11-06 00:22:01,145][root][INFO] - ===> Epoch[240](6227/26): Loss 0.3245, Sem 0.2551, dir -0.3685, norm 0.4378, swav 0.0000 LR: 4.160e-02 Score 92.294 Data time: 0.2805, Forward time: 2.2794, Backward time: 3.1122, DDP time: 0.0050, Total iter time: 6.1585 [2020-11-06 00:22:06,716][root][INFO] - ===> Epoch[240](6228/26): Loss 0.2911, Sem 0.2746, dir -0.4075, norm 0.4239, swav 0.0000 LR: 4.159e-02 Score 91.118 Data time: 0.3029, Forward time: 2.2795, Backward time: 3.1121, DDP time: 0.0050, Total iter time: 5.4136 [2020-11-06 00:22:12,991][root][INFO] - ===> Epoch[240](6229/26): Loss 0.2985, Sem 0.3068, dir -0.4216, norm 0.4132, swav 0.0000 LR: 4.158e-02 Score 90.093 Data time: 0.3391, Forward time: 2.2796, Backward time: 3.1121, DDP time: 0.0050, Total iter time: 6.1635 [2020-11-06 00:22:19,872][root][INFO] - ===> Epoch[240](6230/26): Loss 0.3578, Sem 0.2963, dir -0.3963, norm 0.4578, swav 0.0000 LR: 4.157e-02 Score 90.761 Data time: 0.1931, Forward time: 2.2796, Backward time: 3.1123, DDP time: 0.0050, Total iter time: 6.7431 [2020-11-06 00:22:24,948][root][INFO] - ===> Epoch[240](6231/26): Loss 0.2466, Sem 0.2755, dir -0.3987, norm 0.3698, swav 0.0000 LR: 4.156e-02 Score 91.204 Data time: 0.1666, Forward time: 2.2795, Backward time: 3.1122, DDP time: 0.0050, Total iter time: 4.9838 [2020-11-06 00:22:30,485][root][INFO] - ===> Epoch[240](6232/26): Loss 0.2427, Sem 0.2370, dir -0.4408, norm 0.4466, swav 0.0000 LR: 4.155e-02 Score 92.304 Data time: 0.1818, Forward time: 2.2795, Backward time: 3.1122, DDP time: 0.0050, Total iter time: 5.4489 [2020-11-06 00:22:36,470][root][INFO] - ===> Epoch[240](6233/26): Loss 0.2560, Sem 0.2299, dir -0.3511, norm 0.3772, swav 0.0000 LR: 4.154e-02 Score 91.835 Data time: 0.1703, Forward time: 2.2794, Backward time: 3.1123, DDP time: 0.0050, Total iter time: 5.8729 [2020-11-06 00:22:42,513][root][INFO] - ===> Epoch[240](6234/26): Loss 0.4198, Sem 0.3577, dir -0.4434, norm 0.5056, swav 0.0000 LR: 4.153e-02 Score 89.434 Data time: 0.1889, Forward time: 2.2794, Backward time: 3.1124, DDP time: 0.0050, Total iter time: 5.9519 [2020-11-06 00:22:47,986][root][INFO] - ===> Epoch[240](6235/26): Loss 0.4057, Sem 0.3396, dir -0.4034, norm 0.4696, swav 0.0000 LR: 4.152e-02 Score 89.289 Data time: 0.1684, Forward time: 2.2793, Backward time: 3.1124, DDP time: 0.0050, Total iter time: 5.3646 [2020-11-06 00:22:54,328][root][INFO] - ===> Epoch[240](6236/26): Loss 0.3169, Sem 0.3141, dir -0.4096, norm 0.4124, swav 0.0000 LR: 4.151e-02 Score 89.746 Data time: 0.2407, Forward time: 2.2793, Backward time: 3.1125, DDP time: 0.0050, Total iter time: 6.2590 [2020-11-06 00:22:59,623][root][INFO] - ===> Epoch[240](6237/26): Loss 0.3088, Sem 0.2648, dir -0.4075, norm 0.4514, swav 0.0000 LR: 4.150e-02 Score 90.320 Data time: 0.2568, Forward time: 2.2794, Backward time: 3.1123, DDP time: 0.0050, Total iter time: 5.1775 [2020-11-06 00:23:04,125][root][INFO] - ===> Epoch[240](6238/26): Loss 0.3208, Sem 0.2994, dir -0.4093, norm 0.4307, swav 0.0000 LR: 4.149e-02 Score 90.653 Data time: 0.1919, Forward time: 2.2794, Backward time: 3.1121, DDP time: 0.0050, Total iter time: 4.3925 [2020-11-06 00:23:09,709][root][INFO] - ===> Epoch[240](6239/26): Loss 0.3121, Sem 0.2666, dir -0.3760, norm 0.4215, swav 0.0000 LR: 4.148e-02 Score 91.822 Data time: 0.2391, Forward time: 2.2794, Backward time: 3.1121, DDP time: 0.0050, Total iter time: 5.4815 [2020-11-06 00:23:16,957][root][INFO] - ===> Epoch[240](6240/26): Loss 0.2863, Sem 0.2231, dir -0.3894, norm 0.4526, swav 0.0000 LR: 4.147e-02 Score 92.133 Data time: 0.3342, Forward time: 2.2796, Backward time: 3.1121, DDP time: 0.0050, Total iter time: 7.1361 [2020-11-06 00:23:22,582][root][INFO] - ===> Epoch[241](6241/26): Loss 0.3153, Sem 0.2856, dir -0.3896, norm 0.4193, swav 0.0000 LR: 4.146e-02 Score 90.806 Data time: 0.1733, Forward time: 2.2795, Backward time: 3.1121, DDP time: 0.0050, Total iter time: 5.4817 [2020-11-06 00:23:28,290][root][INFO] - ===> Epoch[241](6242/26): Loss 0.3411, Sem 0.2825, dir -0.3685, norm 0.4272, swav 0.0000 LR: 4.145e-02 Score 91.099 Data time: 0.1664, Forward time: 2.2795, Backward time: 3.1122, DDP time: 0.0050, Total iter time: 5.5956 [2020-11-06 00:23:33,719][root][INFO] - ===> Epoch[241](6243/26): Loss 0.3212, Sem 0.2956, dir -0.4276, norm 0.4532, swav 0.0000 LR: 4.144e-02 Score 90.229 Data time: 0.2411, Forward time: 2.2795, Backward time: 3.1121, DDP time: 0.0050, Total iter time: 5.3350 [2020-11-06 00:23:38,974][root][INFO] - ===> Epoch[241](6244/26): Loss 0.2906, Sem 0.2646, dir -0.4226, norm 0.4487, swav 0.0000 LR: 4.143e-02 Score 92.606 Data time: 0.2588, Forward time: 2.2795, Backward time: 3.1120, DDP time: 0.0050, Total iter time: 5.1481 [2020-11-06 00:23:45,478][root][INFO] - ===> Epoch[241](6245/26): Loss 0.3565, Sem 0.2741, dir -0.3561, norm 0.4385, swav 0.0000 LR: 4.142e-02 Score 91.145 Data time: 0.2059, Forward time: 2.2795, Backward time: 3.1121, DDP time: 0.0050, Total iter time: 6.3761 [2020-11-06 00:23:52,346][root][INFO] - ===> Epoch[241](6246/26): Loss 0.3014, Sem 0.2685, dir -0.4107, norm 0.4435, swav 0.0000 LR: 4.141e-02 Score 90.819 Data time: 0.3300, Forward time: 2.2797, Backward time: 3.1121, DDP time: 0.0050, Total iter time: 6.7604 [2020-11-06 00:23:57,658][root][INFO] - ===> Epoch[241](6247/26): Loss 0.2877, Sem 0.2728, dir -0.4077, norm 0.4226, swav 0.0000 LR: 4.140e-02 Score 92.227 Data time: 0.2412, Forward time: 2.2798, Backward time: 3.1120, DDP time: 0.0050, Total iter time: 5.1743 [2020-11-06 00:24:03,628][root][INFO] - ===> Epoch[241](6248/26): Loss 0.3163, Sem 0.2936, dir -0.3901, norm 0.4127, swav 0.0000 LR: 4.139e-02 Score 90.425 Data time: 0.1992, Forward time: 2.2797, Backward time: 3.1120, DDP time: 0.0050, Total iter time: 5.8572 [2020-11-06 00:24:08,693][root][INFO] - ===> Epoch[241](6249/26): Loss 0.2760, Sem 0.2646, dir -0.4288, norm 0.4403, swav 0.0000 LR: 4.138e-02 Score 92.652 Data time: 0.2366, Forward time: 2.2798, Backward time: 3.1119, DDP time: 0.0050, Total iter time: 4.9683 [2020-11-06 00:24:13,792][root][INFO] - ===> Epoch[241](6250/26): Loss 0.2396, Sem 0.2409, dir -0.4370, norm 0.4356, swav 0.0000 LR: 4.137e-02 Score 92.378 Data time: 0.2269, Forward time: 2.2798, Backward time: 3.1118, DDP time: 0.0050, Total iter time: 5.0082 [2020-11-06 00:24:18,786][root][INFO] - ===> Epoch[241](6251/26): Loss 0.2758, Sem 0.2357, dir -0.3833, norm 0.4233, swav 0.0000 LR: 4.136e-02 Score 93.329 Data time: 0.2147, Forward time: 2.2798, Backward time: 3.1116, DDP time: 0.0050, Total iter time: 4.8669 [2020-11-06 00:24:24,397][root][INFO] - ===> Epoch[241](6252/26): Loss 0.1401, Sem 0.2100, dir -0.4204, norm 0.3505, swav 0.0000 LR: 4.135e-02 Score 93.640 Data time: 0.2237, Forward time: 2.2798, Backward time: 3.1116, DDP time: 0.0050, Total iter time: 5.4882 [2020-11-06 00:24:30,292][root][INFO] - ===> Epoch[241](6253/26): Loss 0.2545, Sem 0.2743, dir -0.4470, norm 0.4271, swav 0.0000 LR: 4.134e-02 Score 90.932 Data time: 0.1952, Forward time: 2.2797, Backward time: 3.1117, DDP time: 0.0050, Total iter time: 5.7928 [2020-11-06 00:24:35,941][root][INFO] - ===> Epoch[241](6254/26): Loss 0.3847, Sem 0.2632, dir -0.3225, norm 0.4440, swav 0.0000 LR: 4.133e-02 Score 91.247 Data time: 0.2358, Forward time: 2.2797, Backward time: 3.1116, DDP time: 0.0050, Total iter time: 5.5567 [2020-11-06 00:24:42,156][root][INFO] - ===> Epoch[241](6255/26): Loss 0.3236, Sem 0.2720, dir -0.3364, norm 0.3880, swav 0.0000 LR: 4.132e-02 Score 92.055 Data time: 0.3004, Forward time: 2.2799, Backward time: 3.1115, DDP time: 0.0050, Total iter time: 6.1108 [2020-11-06 00:24:48,315][root][INFO] - ===> Epoch[241](6256/26): Loss 0.2338, Sem 0.2415, dir -0.3993, norm 0.3916, swav 0.0000 LR: 4.131e-02 Score 91.971 Data time: 0.2103, Forward time: 2.2799, Backward time: 3.1116, DDP time: 0.0050, Total iter time: 6.0340 [2020-11-06 00:24:54,271][root][INFO] - ===> Epoch[241](6257/26): Loss 0.1814, Sem 0.1998, dir -0.4510, norm 0.4325, swav 0.0000 LR: 4.130e-02 Score 93.866 Data time: 0.1980, Forward time: 2.2799, Backward time: 3.1116, DDP time: 0.0050, Total iter time: 5.8499 [2020-11-06 00:24:59,211][root][INFO] - ===> Epoch[241](6258/26): Loss 0.2843, Sem 0.2630, dir -0.4219, norm 0.4432, swav 0.0000 LR: 4.129e-02 Score 92.018 Data time: 0.1816, Forward time: 2.2798, Backward time: 3.1115, DDP time: 0.0050, Total iter time: 4.8448 [2020-11-06 00:25:04,184][root][INFO] - ===> Epoch[241](6259/26): Loss 0.3278, Sem 0.3112, dir -0.3875, norm 0.4040, swav 0.0000 LR: 4.128e-02 Score 91.425 Data time: 0.2117, Forward time: 2.2798, Backward time: 3.1114, DDP time: 0.0050, Total iter time: 4.8747 [2020-11-06 00:25:09,691][root][INFO] - ===> Epoch[241](6260/26): Loss 0.2245, Sem 0.2448, dir -0.4108, norm 0.3905, swav 0.0000 LR: 4.127e-02 Score 92.868 Data time: 0.2492, Forward time: 2.2799, Backward time: 3.1113, DDP time: 0.0050, Total iter time: 5.3948 [2020-11-06 00:25:16,431][root][INFO] - ===> Epoch[241](6261/26): Loss 0.2993, Sem 0.2807, dir -0.3504, norm 0.3690, swav 0.0000 LR: 4.126e-02 Score 90.764 Data time: 0.2145, Forward time: 2.2799, Backward time: 3.1115, DDP time: 0.0050, Total iter time: 6.5928 [2020-11-06 00:25:22,276][root][INFO] - ===> Epoch[241](6262/26): Loss 0.2994, Sem 0.3036, dir -0.4297, norm 0.4254, swav 0.0000 LR: 4.125e-02 Score 91.285 Data time: 0.3066, Forward time: 2.2800, Backward time: 3.1113, DDP time: 0.0050, Total iter time: 5.7314 [2020-11-06 00:25:27,735][root][INFO] - ===> Epoch[241](6263/26): Loss 0.3346, Sem 0.3242, dir -0.3744, norm 0.3848, swav 0.0000 LR: 4.124e-02 Score 88.972 Data time: 0.1779, Forward time: 2.2799, Backward time: 3.1113, DDP time: 0.0050, Total iter time: 5.3238 [2020-11-06 00:25:33,152][root][INFO] - ===> Epoch[241](6264/26): Loss 0.3693, Sem 0.2958, dir -0.3931, norm 0.4666, swav 0.0000 LR: 4.123e-02 Score 91.662 Data time: 0.1731, Forward time: 2.2799, Backward time: 3.1114, DDP time: 0.0050, Total iter time: 5.3282 [2020-11-06 00:25:38,864][root][INFO] - ===> Epoch[241](6265/26): Loss 0.1982, Sem 0.2269, dir -0.4615, norm 0.4328, swav 0.0000 LR: 4.122e-02 Score 93.054 Data time: 0.2725, Forward time: 2.2800, Backward time: 3.1112, DDP time: 0.0050, Total iter time: 5.6205 [2020-11-06 00:25:44,478][root][INFO] - ===> Epoch[241](6266/26): Loss 0.1702, Sem 0.2145, dir -0.4795, norm 0.4352, swav 0.0000 LR: 4.121e-02 Score 93.661 Data time: 0.1915, Forward time: 2.2799, Backward time: 3.1113, DDP time: 0.0050, Total iter time: 5.5105 [2020-11-06 00:25:50,502][root][INFO] - ===> Epoch[242](6267/26): Loss 0.1794, Sem 0.2620, dir -0.4529, norm 0.3702, swav 0.0000 LR: 4.120e-02 Score 92.056 Data time: 0.2336, Forward time: 2.2799, Backward time: 3.1113, DDP time: 0.0050, Total iter time: 5.9405 [2020-11-06 00:25:55,852][root][INFO] - ===> Epoch[242](6268/26): Loss 0.1564, Sem 0.2215, dir -0.4599, norm 0.3949, swav 0.0000 LR: 4.119e-02 Score 92.418 Data time: 0.2094, Forward time: 2.2799, Backward time: 3.1112, DDP time: 0.0050, Total iter time: 5.2238 [2020-11-06 00:26:01,449][root][INFO] - ===> Epoch[242](6269/26): Loss 0.3122, Sem 0.2664, dir -0.4296, norm 0.4754, swav 0.0000 LR: 4.118e-02 Score 90.441 Data time: 0.2053, Forward time: 2.2799, Backward time: 3.1112, DDP time: 0.0050, Total iter time: 5.5047 [2020-11-06 00:26:07,319][root][INFO] - ===> Epoch[242](6270/26): Loss 0.3398, Sem 0.2986, dir -0.3708, norm 0.4119, swav 0.0000 LR: 4.117e-02 Score 90.451 Data time: 0.2786, Forward time: 2.2800, Backward time: 3.1111, DDP time: 0.0050, Total iter time: 5.7542 [2020-11-06 00:26:13,584][root][INFO] - ===> Epoch[242](6271/26): Loss 0.2923, Sem 0.2778, dir -0.3827, norm 0.3972, swav 0.0000 LR: 4.116e-02 Score 92.571 Data time: 0.1991, Forward time: 2.2800, Backward time: 3.1112, DDP time: 0.0050, Total iter time: 6.1445 [2020-11-06 00:26:19,100][root][INFO] - ===> Epoch[242](6272/26): Loss 0.2382, Sem 0.2515, dir -0.3897, norm 0.3764, swav 0.0000 LR: 4.115e-02 Score 92.611 Data time: 0.2857, Forward time: 2.2801, Backward time: 3.1111, DDP time: 0.0050, Total iter time: 5.3972 [2020-11-06 00:26:26,296][root][INFO] - ===> Epoch[242](6273/26): Loss 0.2146, Sem 0.2035, dir -0.4376, norm 0.4486, swav 0.0000 LR: 4.114e-02 Score 93.042 Data time: 0.2489, Forward time: 2.2801, Backward time: 3.1112, DDP time: 0.0050, Total iter time: 7.0702 [2020-11-06 00:26:32,231][root][INFO] - ===> Epoch[242](6274/26): Loss 0.2407, Sem 0.2493, dir -0.4090, norm 0.4004, swav 0.0000 LR: 4.113e-02 Score 92.048 Data time: 0.2491, Forward time: 2.2802, Backward time: 3.1112, DDP time: 0.0050, Total iter time: 5.8203 [2020-11-06 00:26:38,559][root][INFO] - ===> Epoch[242](6275/26): Loss 0.2518, Sem 0.2522, dir -0.4185, norm 0.4180, swav 0.0000 LR: 4.112e-02 Score 92.211 Data time: 0.1857, Forward time: 2.2802, Backward time: 3.1113, DDP time: 0.0050, Total iter time: 6.2022 [2020-11-06 00:26:43,623][root][INFO] - ===> Epoch[242](6276/26): Loss 0.3036, Sem 0.2868, dir -0.3834, norm 0.4002, swav 0.0000 LR: 4.111e-02 Score 90.904 Data time: 0.1814, Forward time: 2.2801, Backward time: 3.1112, DDP time: 0.0050, Total iter time: 4.9671 [2020-11-06 00:26:50,971][root][INFO] - ===> Epoch[242](6277/26): Loss 0.3053, Sem 0.2845, dir -0.4023, norm 0.4232, swav 0.0000 LR: 4.110e-02 Score 90.891 Data time: 0.2012, Forward time: 2.2801, Backward time: 3.1115, DDP time: 0.0050, Total iter time: 7.2430 [2020-11-06 00:26:55,872][root][INFO] - ===> Epoch[242](6278/26): Loss 0.1281, Sem 0.2209, dir -0.4860, norm 0.3932, swav 0.0000 LR: 4.109e-02 Score 93.508 Data time: 0.1908, Forward time: 2.2800, Backward time: 3.1114, DDP time: 0.0050, Total iter time: 4.7867 [2020-11-06 00:27:01,371][root][INFO] - ===> Epoch[242](6279/26): Loss 0.2628, Sem 0.2419, dir -0.4222, norm 0.4431, swav 0.0000 LR: 4.108e-02 Score 93.334 Data time: 0.2436, Forward time: 2.2801, Backward time: 3.1113, DDP time: 0.0050, Total iter time: 5.3973 [2020-11-06 00:27:07,709][root][INFO] - ===> Epoch[242](6280/26): Loss 0.2269, Sem 0.2144, dir -0.3818, norm 0.3943, swav 0.0000 LR: 4.107e-02 Score 93.156 Data time: 0.2351, Forward time: 2.2801, Backward time: 3.1114, DDP time: 0.0050, Total iter time: 6.1895 [2020-11-06 00:27:13,215][root][INFO] - ===> Epoch[242](6281/26): Loss 0.3697, Sem 0.2693, dir -0.3553, norm 0.4556, swav 0.0000 LR: 4.106e-02 Score 91.783 Data time: 0.2291, Forward time: 2.2802, Backward time: 3.1113, DDP time: 0.0050, Total iter time: 5.3939 [2020-11-06 00:27:17,774][root][INFO] - ===> Epoch[242](6282/26): Loss 0.2088, Sem 0.2167, dir -0.3886, norm 0.3808, swav 0.0000 LR: 4.105e-02 Score 93.835 Data time: 0.1367, Forward time: 2.2801, Backward time: 3.1112, DDP time: 0.0050, Total iter time: 4.4374 [2020-11-06 00:27:23,051][root][INFO] - ===> Epoch[242](6283/26): Loss 0.2634, Sem 0.2715, dir -0.4153, norm 0.4071, swav 0.0000 LR: 4.104e-02 Score 91.246 Data time: 0.1673, Forward time: 2.2800, Backward time: 3.1112, DDP time: 0.0050, Total iter time: 5.2034 [2020-11-06 00:27:28,216][root][INFO] - ===> Epoch[242](6284/26): Loss 0.3334, Sem 0.2928, dir -0.4096, norm 0.4502, swav 0.0000 LR: 4.103e-02 Score 91.107 Data time: 0.1914, Forward time: 2.2799, Backward time: 3.1112, DDP time: 0.0050, Total iter time: 5.0691 [2020-11-06 00:27:32,863][root][INFO] - ===> Epoch[242](6285/26): Loss 0.2234, Sem 0.2639, dir -0.4448, norm 0.4044, swav 0.0000 LR: 4.102e-02 Score 91.323 Data time: 0.1782, Forward time: 2.2799, Backward time: 3.1111, DDP time: 0.0050, Total iter time: 4.5318 [2020-11-06 00:27:39,837][root][INFO] - ===> Epoch[242](6286/26): Loss 0.3678, Sem 0.3025, dir -0.3315, norm 0.3969, swav 0.0000 LR: 4.101e-02 Score 90.621 Data time: 0.2186, Forward time: 2.2799, Backward time: 3.1112, DDP time: 0.0050, Total iter time: 6.8619 [2020-11-06 00:27:44,926][root][INFO] - ===> Epoch[242](6287/26): Loss 0.3285, Sem 0.2797, dir -0.3441, norm 0.3929, swav 0.0000 LR: 4.100e-02 Score 90.124 Data time: 0.2025, Forward time: 2.2799, Backward time: 3.1111, DDP time: 0.0050, Total iter time: 4.9235 [2020-11-06 00:27:50,326][root][INFO] - ===> Epoch[242](6288/26): Loss 0.3485, Sem 0.2363, dir -0.3681, norm 0.4803, swav 0.0000 LR: 4.099e-02 Score 93.051 Data time: 0.1882, Forward time: 2.2798, Backward time: 3.1111, DDP time: 0.0050, Total iter time: 5.2727 [2020-11-06 00:27:56,997][root][INFO] - ===> Epoch[242](6289/26): Loss 0.2433, Sem 0.2437, dir -0.3623, norm 0.3618, swav 0.0000 LR: 4.098e-02 Score 93.153 Data time: 0.1721, Forward time: 2.2798, Backward time: 3.1113, DDP time: 0.0050, Total iter time: 6.5566 [2020-11-06 00:28:02,342][root][INFO] - ===> Epoch[242](6290/26): Loss 0.2532, Sem 0.2515, dir -0.4332, norm 0.4349, swav 0.0000 LR: 4.097e-02 Score 91.243 Data time: 0.2139, Forward time: 2.2797, Backward time: 3.1113, DDP time: 0.0050, Total iter time: 5.2519 [2020-11-06 00:28:08,898][root][INFO] - ===> Epoch[242](6291/26): Loss 0.2974, Sem 0.2883, dir -0.3880, norm 0.3971, swav 0.0000 LR: 4.096e-02 Score 91.780 Data time: 0.2514, Forward time: 2.2798, Backward time: 3.1113, DDP time: 0.0050, Total iter time: 6.4408 [2020-11-06 00:28:14,375][root][INFO] - ===> Epoch[242](6292/26): Loss 0.2681, Sem 0.2706, dir -0.3826, norm 0.3801, swav 0.0000 LR: 4.095e-02 Score 91.396 Data time: 0.2474, Forward time: 2.2798, Backward time: 3.1112, DDP time: 0.0050, Total iter time: 5.3491 [2020-11-06 00:28:20,313][root][INFO] - ===> Epoch[243](6293/26): Loss 0.2449, Sem 0.2750, dir -0.4191, norm 0.3890, swav 0.0000 LR: 4.094e-02 Score 92.004 Data time: 0.1936, Forward time: 2.2798, Backward time: 3.1113, DDP time: 0.0050, Total iter time: 5.8249 [2020-11-06 00:28:26,286][root][INFO] - ===> Epoch[243](6294/26): Loss 0.2234, Sem 0.2448, dir -0.4291, norm 0.4076, swav 0.0000 LR: 4.093e-02 Score 92.194 Data time: 0.1818, Forward time: 2.2798, Backward time: 3.1113, DDP time: 0.0050, Total iter time: 5.8491 [2020-11-06 00:28:31,524][root][INFO] - ===> Epoch[243](6295/26): Loss 0.2902, Sem 0.3080, dir -0.4502, norm 0.4324, swav 0.0000 LR: 4.092e-02 Score 91.118 Data time: 0.1403, Forward time: 2.2797, Backward time: 3.1113, DDP time: 0.0050, Total iter time: 5.1327 [2020-11-06 00:28:36,623][root][INFO] - ===> Epoch[243](6296/26): Loss 0.2580, Sem 0.2384, dir -0.3903, norm 0.4099, swav 0.0000 LR: 4.091e-02 Score 93.017 Data time: 0.1804, Forward time: 2.2796, Backward time: 3.1113, DDP time: 0.0050, Total iter time: 4.9886 [2020-11-06 00:28:41,645][root][INFO] - ===> Epoch[243](6297/26): Loss 0.3679, Sem 0.3209, dir -0.4439, norm 0.4909, swav 0.0000 LR: 4.090e-02 Score 90.124 Data time: 0.1892, Forward time: 2.2796, Backward time: 3.1112, DDP time: 0.0050, Total iter time: 4.9010 [2020-11-06 00:28:46,491][root][INFO] - ===> Epoch[243](6298/26): Loss 0.3379, Sem 0.3345, dir -0.3874, norm 0.3908, swav 0.0000 LR: 4.089e-02 Score 90.475 Data time: 0.1626, Forward time: 2.2795, Backward time: 3.1112, DDP time: 0.0050, Total iter time: 4.7203 [2020-11-06 00:28:52,572][root][INFO] - ===> Epoch[243](6299/26): Loss 0.2919, Sem 0.2982, dir -0.4109, norm 0.4046, swav 0.0000 LR: 4.088e-02 Score 90.057 Data time: 0.2666, Forward time: 2.2795, Backward time: 3.1111, DDP time: 0.0050, Total iter time: 5.9775 [2020-11-06 00:28:57,976][root][INFO] - ===> Epoch[243](6300/26): Loss 0.3625, Sem 0.3068, dir -0.3604, norm 0.4160, swav 0.0000 LR: 4.087e-02 Score 90.623 Data time: 0.1740, Forward time: 2.2795, Backward time: 3.1111, DDP time: 0.0050, Total iter time: 5.2600 [2020-11-06 00:29:03,426][root][INFO] - ===> Epoch[243](6301/26): Loss 0.2455, Sem 0.2608, dir -0.4012, norm 0.3859, swav 0.0000 LR: 4.086e-02 Score 91.424 Data time: 0.2328, Forward time: 2.2795, Backward time: 3.1111, DDP time: 0.0050, Total iter time: 5.3492 [2020-11-06 00:29:10,328][root][INFO] - ===> Epoch[243](6302/26): Loss 0.3514, Sem 0.2859, dir -0.4183, norm 0.4838, swav 0.0000 LR: 4.085e-02 Score 90.422 Data time: 0.2755, Forward time: 2.2796, Backward time: 3.1111, DDP time: 0.0050, Total iter time: 6.7740 [2020-11-06 00:29:15,294][root][INFO] - ===> Epoch[243](6303/26): Loss 0.3283, Sem 0.3352, dir -0.4438, norm 0.4369, swav 0.0000 LR: 4.084e-02 Score 90.446 Data time: 0.1946, Forward time: 2.2796, Backward time: 3.1110, DDP time: 0.0050, Total iter time: 4.8212 [2020-11-06 00:29:22,057][root][INFO] - ===> Epoch[243](6304/26): Loss 0.3469, Sem 0.2853, dir -0.3630, norm 0.4245, swav 0.0000 LR: 4.083e-02 Score 90.960 Data time: 0.2362, Forward time: 2.2796, Backward time: 3.1111, DDP time: 0.0050, Total iter time: 6.6339 [2020-11-06 00:29:27,313][root][INFO] - ===> Epoch[243](6305/26): Loss 0.3540, Sem 0.2995, dir -0.3837, norm 0.4382, swav 0.0000 LR: 4.082e-02 Score 90.025 Data time: 0.1850, Forward time: 2.2796, Backward time: 3.1111, DDP time: 0.0050, Total iter time: 5.1190 [2020-11-06 00:29:33,134][root][INFO] - ===> Epoch[243](6306/26): Loss 0.3379, Sem 0.2817, dir -0.4328, norm 0.4890, swav 0.0000 LR: 4.081e-02 Score 90.769 Data time: 0.1817, Forward time: 2.2796, Backward time: 3.1111, DDP time: 0.0050, Total iter time: 5.6951 [2020-11-06 00:29:38,560][root][INFO] - ===> Epoch[243](6307/26): Loss 0.2712, Sem 0.2373, dir -0.3957, norm 0.4296, swav 0.0000 LR: 4.080e-02 Score 93.058 Data time: 0.1935, Forward time: 2.2795, Backward time: 3.1111, DDP time: 0.0050, Total iter time: 5.3241 [2020-11-06 00:29:44,283][root][INFO] - ===> Epoch[243](6308/26): Loss 0.3069, Sem 0.2795, dir -0.3665, norm 0.3939, swav 0.0000 LR: 4.079e-02 Score 92.185 Data time: 0.2193, Forward time: 2.2795, Backward time: 3.1111, DDP time: 0.0050, Total iter time: 5.6085 [2020-11-06 00:29:50,538][root][INFO] - ===> Epoch[243](6309/26): Loss 0.3137, Sem 0.3179, dir -0.3783, norm 0.3740, swav 0.0000 LR: 4.078e-02 Score 90.494 Data time: 0.2244, Forward time: 2.2795, Backward time: 3.1111, DDP time: 0.0050, Total iter time: 6.1467 [2020-11-06 00:29:56,699][root][INFO] - ===> Epoch[243](6310/26): Loss 0.2382, Sem 0.2862, dir -0.4410, norm 0.3929, swav 0.0000 LR: 4.077e-02 Score 91.721 Data time: 0.1995, Forward time: 2.2795, Backward time: 3.1112, DDP time: 0.0050, Total iter time: 6.0309 [2020-11-06 00:30:01,960][root][INFO] - ===> Epoch[243](6311/26): Loss 0.2444, Sem 0.2648, dir -0.4025, norm 0.3822, swav 0.0000 LR: 4.076e-02 Score 91.472 Data time: 0.2358, Forward time: 2.2795, Backward time: 3.1111, DDP time: 0.0050, Total iter time: 5.1447 [2020-11-06 00:30:07,967][root][INFO] - ===> Epoch[243](6312/26): Loss 0.2566, Sem 0.2200, dir -0.4547, norm 0.4913, swav 0.0000 LR: 4.075e-02 Score 93.989 Data time: 0.2752, Forward time: 2.2796, Backward time: 3.1110, DDP time: 0.0050, Total iter time: 5.8798 [2020-11-06 00:30:13,684][root][INFO] - ===> Epoch[243](6313/26): Loss 0.2948, Sem 0.3014, dir -0.4159, norm 0.4093, swav 0.0000 LR: 4.074e-02 Score 90.908 Data time: 0.1618, Forward time: 2.2795, Backward time: 3.1112, DDP time: 0.0050, Total iter time: 5.5948 [2020-11-06 00:30:20,469][root][INFO] - ===> Epoch[243](6314/26): Loss 0.3362, Sem 0.2578, dir -0.3613, norm 0.4397, swav 0.0000 LR: 4.073e-02 Score 92.090 Data time: 0.2383, Forward time: 2.2796, Backward time: 3.1113, DDP time: 0.0050, Total iter time: 6.6928 [2020-11-06 00:30:27,020][root][INFO] - ===> Epoch[243](6315/26): Loss 0.1870, Sem 0.1956, dir -0.3863, norm 0.3776, swav 0.0000 LR: 4.072e-02 Score 93.677 Data time: 0.1636, Forward time: 2.2795, Backward time: 3.1115, DDP time: 0.0050, Total iter time: 6.4296 [2020-11-06 00:30:32,865][root][INFO] - ===> Epoch[243](6316/26): Loss 0.3579, Sem 0.3052, dir -0.3685, norm 0.4212, swav 0.0000 LR: 4.072e-02 Score 90.594 Data time: 0.2074, Forward time: 2.2795, Backward time: 3.1115, DDP time: 0.0050, Total iter time: 5.7679 [2020-11-06 00:30:39,342][root][INFO] - ===> Epoch[243](6317/26): Loss 0.3100, Sem 0.2318, dir -0.3903, norm 0.4685, swav 0.0000 LR: 4.071e-02 Score 92.398 Data time: 0.2248, Forward time: 2.2795, Backward time: 3.1116, DDP time: 0.0050, Total iter time: 6.3559 [2020-11-06 00:30:45,494][root][INFO] - ===> Epoch[243](6318/26): Loss 0.3370, Sem 0.3241, dir -0.3938, norm 0.4068, swav 0.0000 LR: 4.070e-02 Score 90.306 Data time: 0.1925, Forward time: 2.2794, Backward time: 3.1117, DDP time: 0.0050, Total iter time: 6.0194 [2020-11-06 00:30:51,434][root][INFO] - ===> Epoch[244](6319/26): Loss 0.2663, Sem 0.2260, dir -0.3675, norm 0.4079, swav 0.0000 LR: 4.069e-02 Score 93.210 Data time: 0.2356, Forward time: 2.2795, Backward time: 3.1117, DDP time: 0.0050, Total iter time: 5.8621 [2020-11-06 00:30:56,367][root][INFO] - ===> Epoch[244](6320/26): Loss 0.3219, Sem 0.2520, dir -0.3960, norm 0.4659, swav 0.0000 LR: 4.068e-02 Score 92.131 Data time: 0.2056, Forward time: 2.2795, Backward time: 3.1115, DDP time: 0.0050, Total iter time: 4.8078 [2020-11-06 00:31:02,416][root][INFO] - ===> Epoch[244](6321/26): Loss 0.3487, Sem 0.2841, dir -0.3516, norm 0.4162, swav 0.0000 LR: 4.067e-02 Score 91.884 Data time: 0.1571, Forward time: 2.2794, Backward time: 3.1116, DDP time: 0.0050, Total iter time: 5.9253 [2020-11-06 00:31:07,921][root][INFO] - ===> Epoch[244](6322/26): Loss 0.3151, Sem 0.2756, dir -0.4083, norm 0.4479, swav 0.0000 LR: 4.066e-02 Score 91.157 Data time: 0.1824, Forward time: 2.2794, Backward time: 3.1116, DDP time: 0.0050, Total iter time: 5.4116 [2020-11-06 00:31:12,910][root][INFO] - ===> Epoch[244](6323/26): Loss 0.2532, Sem 0.2369, dir -0.4163, norm 0.4327, swav 0.0000 LR: 4.065e-02 Score 91.931 Data time: 0.1917, Forward time: 2.2793, Backward time: 3.1116, DDP time: 0.0050, Total iter time: 4.8570 [2020-11-06 00:31:18,344][root][INFO] - ===> Epoch[244](6324/26): Loss 0.3106, Sem 0.2559, dir -0.3744, norm 0.4291, swav 0.0000 LR: 4.064e-02 Score 92.390 Data time: 0.2020, Forward time: 2.2793, Backward time: 3.1115, DDP time: 0.0050, Total iter time: 5.3456 [2020-11-06 00:31:24,024][root][INFO] - ===> Epoch[244](6325/26): Loss 0.2658, Sem 0.2402, dir -0.3894, norm 0.4150, swav 0.0000 LR: 4.063e-02 Score 91.840 Data time: 0.2112, Forward time: 2.2793, Backward time: 3.1115, DDP time: 0.0050, Total iter time: 5.5508 [2020-11-06 00:31:30,055][root][INFO] - ===> Epoch[244](6326/26): Loss 0.2495, Sem 0.2446, dir -0.4191, norm 0.4240, swav 0.0000 LR: 4.062e-02 Score 92.844 Data time: 0.1745, Forward time: 2.2792, Backward time: 3.1116, DDP time: 0.0050, Total iter time: 5.9027 [2020-11-06 00:31:35,313][root][INFO] - ===> Epoch[244](6327/26): Loss 0.2835, Sem 0.2196, dir -0.3552, norm 0.4190, swav 0.0000 LR: 4.061e-02 Score 93.128 Data time: 0.1969, Forward time: 2.2792, Backward time: 3.1116, DDP time: 0.0050, Total iter time: 5.1333 [2020-11-06 00:31:40,532][root][INFO] - ===> Epoch[244](6328/26): Loss 0.2397, Sem 0.2708, dir -0.4628, norm 0.4317, swav 0.0000 LR: 4.060e-02 Score 91.445 Data time: 0.2181, Forward time: 2.2792, Backward time: 3.1115, DDP time: 0.0050, Total iter time: 5.0875 [2020-11-06 00:31:45,955][root][INFO] - ===> Epoch[244](6329/26): Loss 0.2819, Sem 0.2569, dir -0.3767, norm 0.4018, swav 0.0000 LR: 4.059e-02 Score 91.369 Data time: 0.2224, Forward time: 2.2792, Backward time: 3.1114, DDP time: 0.0050, Total iter time: 5.2860 [2020-11-06 00:31:52,673][root][INFO] - ===> Epoch[244](6330/26): Loss 0.4409, Sem 0.3496, dir -0.3621, norm 0.4534, swav 0.0000 LR: 4.058e-02 Score 89.430 Data time: 0.2401, Forward time: 2.2792, Backward time: 3.1115, DDP time: 0.0050, Total iter time: 6.5978 [2020-11-06 00:31:58,672][root][INFO] - ===> Epoch[244](6331/26): Loss 0.3898, Sem 0.3679, dir -0.4153, norm 0.4372, swav 0.0000 LR: 4.057e-02 Score 89.945 Data time: 0.2819, Forward time: 2.2794, Backward time: 3.1114, DDP time: 0.0050, Total iter time: 5.8644 [2020-11-06 00:32:05,203][root][INFO] - ===> Epoch[244](6332/26): Loss 0.2497, Sem 0.2426, dir -0.4057, norm 0.4128, swav 0.0000 LR: 4.056e-02 Score 91.995 Data time: 0.1874, Forward time: 2.2793, Backward time: 3.1116, DDP time: 0.0050, Total iter time: 6.4087 [2020-11-06 00:32:11,352][root][INFO] - ===> Epoch[244](6333/26): Loss 0.2512, Sem 0.2924, dir -0.4581, norm 0.4170, swav 0.0000 LR: 4.055e-02 Score 92.977 Data time: 0.2089, Forward time: 2.2793, Backward time: 3.1116, DDP time: 0.0050, Total iter time: 6.0331 [2020-11-06 00:32:17,509][root][INFO] - ===> Epoch[244](6334/26): Loss 0.2294, Sem 0.2524, dir -0.4539, norm 0.4310, swav 0.0000 LR: 4.054e-02 Score 91.816 Data time: 0.1710, Forward time: 2.2793, Backward time: 3.1117, DDP time: 0.0050, Total iter time: 6.0452 [2020-11-06 00:32:23,367][root][INFO] - ===> Epoch[244](6335/26): Loss 0.2096, Sem 0.2275, dir -0.3889, norm 0.3711, swav 0.0000 LR: 4.053e-02 Score 92.456 Data time: 0.2747, Forward time: 2.2794, Backward time: 3.1116, DDP time: 0.0050, Total iter time: 5.7440 [2020-11-06 00:32:28,172][root][INFO] - ===> Epoch[244](6336/26): Loss 0.2107, Sem 0.2485, dir -0.4528, norm 0.4150, swav 0.0000 LR: 4.052e-02 Score 92.566 Data time: 0.1878, Forward time: 2.2794, Backward time: 3.1115, DDP time: 0.0050, Total iter time: 4.6662 [2020-11-06 00:32:33,316][root][INFO] - ===> Epoch[244](6337/26): Loss 0.2464, Sem 0.2915, dir -0.4343, norm 0.3892, swav 0.0000 LR: 4.051e-02 Score 90.811 Data time: 0.2487, Forward time: 2.2794, Backward time: 3.1114, DDP time: 0.0050, Total iter time: 5.0254 [2020-11-06 00:32:38,727][root][INFO] - ===> Epoch[244](6338/26): Loss 0.3088, Sem 0.2977, dir -0.4413, norm 0.4525, swav 0.0000 LR: 4.050e-02 Score 90.070 Data time: 0.2241, Forward time: 2.2794, Backward time: 3.1113, DDP time: 0.0050, Total iter time: 5.2908 [2020-11-06 00:32:45,751][root][INFO] - ===> Epoch[244](6339/26): Loss 0.2758, Sem 0.2928, dir -0.4289, norm 0.4119, swav 0.0000 LR: 4.049e-02 Score 89.791 Data time: 0.2161, Forward time: 2.2795, Backward time: 3.1114, DDP time: 0.0050, Total iter time: 6.8956 [2020-11-06 00:32:51,831][root][INFO] - ===> Epoch[244](6340/26): Loss 0.2530, Sem 0.2428, dir -0.4210, norm 0.4312, swav 0.0000 LR: 4.048e-02 Score 92.125 Data time: 0.1946, Forward time: 2.2794, Backward time: 3.1115, DDP time: 0.0050, Total iter time: 5.9497 [2020-11-06 00:32:58,642][root][INFO] - ===> Epoch[244](6341/26): Loss 0.3091, Sem 0.2814, dir -0.4196, norm 0.4473, swav 0.0000 LR: 4.047e-02 Score 91.758 Data time: 0.1681, Forward time: 2.2793, Backward time: 3.1117, DDP time: 0.0050, Total iter time: 6.6946 [2020-11-06 00:33:05,956][root][INFO] - ===> Epoch[244](6342/26): Loss 0.3947, Sem 0.3254, dir -0.3949, norm 0.4642, swav 0.0000 LR: 4.046e-02 Score 90.688 Data time: 0.1674, Forward time: 2.2793, Backward time: 3.1120, DDP time: 0.0050, Total iter time: 7.2184 [2020-11-06 00:33:11,153][root][INFO] - ===> Epoch[244](6343/26): Loss 0.3107, Sem 0.2842, dir -0.3935, norm 0.4199, swav 0.0000 LR: 4.045e-02 Score 90.182 Data time: 0.1810, Forward time: 2.2792, Backward time: 3.1120, DDP time: 0.0050, Total iter time: 5.1172 [2020-11-06 00:33:17,695][root][INFO] - ===> Epoch[244](6344/26): Loss 0.2194, Sem 0.2222, dir -0.4475, norm 0.4447, swav 0.0000 LR: 4.044e-02 Score 93.675 Data time: 0.2263, Forward time: 2.2792, Backward time: 3.1121, DDP time: 0.0050, Total iter time: 6.4177 [2020-11-06 00:33:22,351][root][INFO] - ===> Epoch[245](6345/26): Loss 0.1739, Sem 0.2372, dir -0.4934, norm 0.4301, swav 0.0000 LR: 4.043e-02 Score 91.484 Data time: 0.1812, Forward time: 2.2792, Backward time: 3.1120, DDP time: 0.0050, Total iter time: 4.5317 [2020-11-06 00:33:28,511][root][INFO] - ===> Epoch[245](6346/26): Loss 0.3127, Sem 0.2894, dir -0.3613, norm 0.3847, swav 0.0000 LR: 4.042e-02 Score 90.877 Data time: 0.2477, Forward time: 2.2792, Backward time: 3.1120, DDP time: 0.0050, Total iter time: 6.0757 [2020-11-06 00:33:33,362][root][INFO] - ===> Epoch[245](6347/26): Loss 0.2862, Sem 0.2574, dir -0.3941, norm 0.4228, swav 0.0000 LR: 4.041e-02 Score 91.841 Data time: 0.2078, Forward time: 2.2792, Backward time: 3.1118, DDP time: 0.0050, Total iter time: 4.7260 [2020-11-06 00:33:40,371][root][INFO] - ===> Epoch[245](6348/26): Loss 0.2815, Sem 0.2541, dir -0.3540, norm 0.3814, swav 0.0000 LR: 4.040e-02 Score 91.567 Data time: 0.2690, Forward time: 2.2793, Backward time: 3.1119, DDP time: 0.0050, Total iter time: 6.8978 [2020-11-06 00:33:46,490][root][INFO] - ===> Epoch[245](6349/26): Loss 0.2047, Sem 0.2683, dir -0.4094, norm 0.3458, swav 0.0000 LR: 4.039e-02 Score 90.925 Data time: 0.3283, Forward time: 2.2795, Backward time: 3.1118, DDP time: 0.0050, Total iter time: 5.9732 [2020-11-06 00:33:52,210][root][INFO] - ===> Epoch[245](6350/26): Loss 0.2796, Sem 0.2593, dir -0.4277, norm 0.4480, swav 0.0000 LR: 4.038e-02 Score 91.163 Data time: 0.2278, Forward time: 2.2795, Backward time: 3.1118, DDP time: 0.0050, Total iter time: 5.5899 [2020-11-06 00:33:57,605][root][INFO] - ===> Epoch[245](6351/26): Loss 0.2606, Sem 0.2542, dir -0.4673, norm 0.4738, swav 0.0000 LR: 4.037e-02 Score 91.490 Data time: 0.1832, Forward time: 2.2794, Backward time: 3.1118, DDP time: 0.0050, Total iter time: 5.2754 [2020-11-06 00:34:03,738][root][INFO] - ===> Epoch[245](6352/26): Loss 0.2920, Sem 0.2647, dir -0.4236, norm 0.4509, swav 0.0000 LR: 4.036e-02 Score 91.528 Data time: 0.2238, Forward time: 2.2794, Backward time: 3.1118, DDP time: 0.0050, Total iter time: 6.0322 [2020-11-06 00:34:09,826][root][INFO] - ===> Epoch[245](6353/26): Loss 0.2232, Sem 0.2566, dir -0.4510, norm 0.4175, swav 0.0000 LR: 4.035e-02 Score 92.550 Data time: 0.1844, Forward time: 2.2794, Backward time: 3.1119, DDP time: 0.0050, Total iter time: 5.9777 [2020-11-06 00:34:14,578][root][INFO] - ===> Epoch[245](6354/26): Loss 0.2716, Sem 0.2554, dir -0.3898, norm 0.4061, swav 0.0000 LR: 4.034e-02 Score 92.862 Data time: 0.1408, Forward time: 2.2793, Backward time: 3.1119, DDP time: 0.0050, Total iter time: 4.6350 [2020-11-06 00:34:20,000][root][INFO] - ===> Epoch[245](6355/26): Loss 0.2185, Sem 0.2203, dir -0.3587, norm 0.3569, swav 0.0000 LR: 4.033e-02 Score 93.984 Data time: 0.2138, Forward time: 2.2793, Backward time: 3.1118, DDP time: 0.0050, Total iter time: 5.3374 [2020-11-06 00:34:25,229][root][INFO] - ===> Epoch[245](6356/26): Loss 0.2242, Sem 0.2085, dir -0.4054, norm 0.4210, swav 0.0000 LR: 4.032e-02 Score 93.722 Data time: 0.1758, Forward time: 2.2792, Backward time: 3.1118, DDP time: 0.0050, Total iter time: 5.1041 [2020-11-06 00:34:29,668][root][INFO] - ===> Epoch[245](6357/26): Loss 0.2102, Sem 0.2672, dir -0.4431, norm 0.3861, swav 0.0000 LR: 4.031e-02 Score 92.359 Data time: 0.2180, Forward time: 2.2792, Backward time: 3.1116, DDP time: 0.0050, Total iter time: 4.3366 [2020-11-06 00:34:35,945][root][INFO] - ===> Epoch[245](6358/26): Loss 0.2840, Sem 0.2087, dir -0.3905, norm 0.4658, swav 0.0000 LR: 4.030e-02 Score 93.002 Data time: 0.2894, Forward time: 2.2793, Backward time: 3.1116, DDP time: 0.0050, Total iter time: 6.1412 [2020-11-06 00:34:41,749][root][INFO] - ===> Epoch[245](6359/26): Loss 0.2166, Sem 0.2261, dir -0.3905, norm 0.3810, swav 0.0000 LR: 4.029e-02 Score 92.771 Data time: 0.1584, Forward time: 2.2792, Backward time: 3.1117, DDP time: 0.0050, Total iter time: 5.6624 [2020-11-06 00:34:48,284][root][INFO] - ===> Epoch[245](6360/26): Loss 0.2104, Sem 0.2673, dir -0.4275, norm 0.3707, swav 0.0000 LR: 4.028e-02 Score 91.117 Data time: 0.3068, Forward time: 2.2794, Backward time: 3.1116, DDP time: 0.0050, Total iter time: 6.4155 [2020-11-06 00:34:53,327][root][INFO] - ===> Epoch[245](6361/26): Loss 0.2886, Sem 0.2570, dir -0.3926, norm 0.4241, swav 0.0000 LR: 4.027e-02 Score 91.630 Data time: 0.2463, Forward time: 2.2794, Backward time: 3.1115, DDP time: 0.0050, Total iter time: 4.8956 [2020-11-06 00:34:58,937][root][INFO] - ===> Epoch[245](6362/26): Loss 0.2996, Sem 0.2735, dir -0.3924, norm 0.4185, swav 0.0000 LR: 4.026e-02 Score 90.821 Data time: 0.1692, Forward time: 2.2793, Backward time: 3.1116, DDP time: 0.0050, Total iter time: 5.4809 [2020-11-06 00:35:04,511][root][INFO] - ===> Epoch[245](6363/26): Loss 0.2547, Sem 0.2318, dir -0.3865, norm 0.4094, swav 0.0000 LR: 4.025e-02 Score 91.898 Data time: 0.2662, Forward time: 2.2794, Backward time: 3.1114, DDP time: 0.0050, Total iter time: 5.4626 [2020-11-06 00:35:09,604][root][INFO] - ===> Epoch[245](6364/26): Loss 0.2905, Sem 0.2887, dir -0.4261, norm 0.4278, swav 0.0000 LR: 4.024e-02 Score 91.229 Data time: 0.1758, Forward time: 2.2793, Backward time: 3.1114, DDP time: 0.0050, Total iter time: 4.9723 [2020-11-06 00:35:16,571][root][INFO] - ===> Epoch[245](6365/26): Loss 0.1148, Sem 0.2073, dir -0.4776, norm 0.3851, swav 0.0000 LR: 4.023e-02 Score 92.923 Data time: 0.1837, Forward time: 2.2793, Backward time: 3.1116, DDP time: 0.0050, Total iter time: 6.8239 [2020-11-06 00:35:21,990][root][INFO] - ===> Epoch[245](6366/26): Loss 0.3260, Sem 0.3098, dir -0.4261, norm 0.4422, swav 0.0000 LR: 4.022e-02 Score 90.143 Data time: 0.2139, Forward time: 2.2792, Backward time: 3.1116, DDP time: 0.0050, Total iter time: 5.2810 [2020-11-06 00:35:27,703][root][INFO] - ===> Epoch[245](6367/26): Loss 0.3909, Sem 0.3047, dir -0.4676, norm 0.5538, swav 0.0000 LR: 4.021e-02 Score 90.018 Data time: 0.2723, Forward time: 2.2793, Backward time: 3.1115, DDP time: 0.0050, Total iter time: 5.5968 [2020-11-06 00:35:32,869][root][INFO] - ===> Epoch[245](6368/26): Loss 0.1825, Sem 0.2263, dir -0.4691, norm 0.4254, swav 0.0000 LR: 4.020e-02 Score 92.895 Data time: 0.2766, Forward time: 2.2794, Backward time: 3.1113, DDP time: 0.0050, Total iter time: 5.0367 [2020-11-06 00:35:39,331][root][INFO] - ===> Epoch[245](6369/26): Loss 0.2060, Sem 0.2329, dir -0.3944, norm 0.3675, swav 0.0000 LR: 4.019e-02 Score 92.626 Data time: 0.2238, Forward time: 2.2794, Backward time: 3.1114, DDP time: 0.0050, Total iter time: 6.3460 [2020-11-06 00:35:46,784][root][INFO] - ===> Epoch[245](6370/26): Loss 0.2386, Sem 0.2199, dir -0.3804, norm 0.3991, swav 0.0000 LR: 4.018e-02 Score 93.153 Data time: 0.2547, Forward time: 2.2795, Backward time: 3.1116, DDP time: 0.0050, Total iter time: 7.3478 [2020-11-06 00:35:52,775][root][INFO] - ===> Epoch[246](6371/26): Loss 0.3440, Sem 0.2619, dir -0.3665, norm 0.4486, swav 0.0000 LR: 4.017e-02 Score 91.910 Data time: 0.2260, Forward time: 2.2795, Backward time: 3.1116, DDP time: 0.0050, Total iter time: 5.8639 [2020-11-06 00:35:57,801][root][INFO] - ===> Epoch[246](6372/26): Loss 0.2032, Sem 0.2312, dir -0.4433, norm 0.4152, swav 0.0000 LR: 4.016e-02 Score 91.471 Data time: 0.1498, Forward time: 2.2794, Backward time: 3.1115, DDP time: 0.0050, Total iter time: 4.9195 [2020-11-06 00:36:04,051][root][INFO] - ===> Epoch[246](6373/26): Loss 0.3258, Sem 0.2627, dir -0.3701, norm 0.4333, swav 0.0000 LR: 4.015e-02 Score 90.996 Data time: 0.1702, Forward time: 2.2793, Backward time: 3.1117, DDP time: 0.0050, Total iter time: 6.1886 [2020-11-06 00:36:11,049][root][INFO] - ===> Epoch[246](6374/26): Loss 0.2686, Sem 0.2491, dir -0.4536, norm 0.4731, swav 0.0000 LR: 4.014e-02 Score 92.650 Data time: 0.2553, Forward time: 2.2793, Backward time: 3.1119, DDP time: 0.0050, Total iter time: 6.8869 [2020-11-06 00:36:18,023][root][INFO] - ===> Epoch[246](6375/26): Loss 0.2964, Sem 0.2873, dir -0.4299, norm 0.4391, swav 0.0000 LR: 4.013e-02 Score 92.269 Data time: 0.2084, Forward time: 2.2793, Backward time: 3.1121, DDP time: 0.0050, Total iter time: 6.8573 [2020-11-06 00:36:23,302][root][INFO] - ===> Epoch[246](6376/26): Loss 0.2761, Sem 0.2499, dir -0.3990, norm 0.4252, swav 0.0000 LR: 4.012e-02 Score 91.926 Data time: 0.2402, Forward time: 2.2793, Backward time: 3.1119, DDP time: 0.0050, Total iter time: 5.1616 [2020-11-06 00:36:29,918][root][INFO] - ===> Epoch[246](6377/26): Loss 0.2386, Sem 0.2706, dir -0.3897, norm 0.3576, swav 0.0000 LR: 4.011e-02 Score 91.742 Data time: 0.2976, Forward time: 2.2795, Backward time: 3.1119, DDP time: 0.0050, Total iter time: 6.4950 [2020-11-06 00:36:35,510][root][INFO] - ===> Epoch[246](6378/26): Loss 0.2825, Sem 0.2971, dir -0.4092, norm 0.3946, swav 0.0000 LR: 4.010e-02 Score 91.216 Data time: 0.2939, Forward time: 2.2796, Backward time: 3.1118, DDP time: 0.0050, Total iter time: 5.4435 [2020-11-06 00:36:40,511][root][INFO] - ===> Epoch[246](6379/26): Loss 0.3026, Sem 0.2996, dir -0.4527, norm 0.4557, swav 0.0000 LR: 4.009e-02 Score 91.634 Data time: 0.2329, Forward time: 2.2796, Backward time: 3.1117, DDP time: 0.0050, Total iter time: 4.8503 [2020-11-06 00:36:46,007][root][INFO] - ===> Epoch[246](6380/26): Loss 0.2630, Sem 0.2520, dir -0.3723, norm 0.3833, swav 0.0000 LR: 4.008e-02 Score 91.574 Data time: 0.1587, Forward time: 2.2795, Backward time: 3.1117, DDP time: 0.0050, Total iter time: 5.3732 [2020-11-06 00:36:51,633][root][INFO] - ===> Epoch[246](6381/26): Loss 0.2271, Sem 0.2145, dir -0.4125, norm 0.4251, swav 0.0000 LR: 4.007e-02 Score 93.098 Data time: 0.2617, Forward time: 2.2796, Backward time: 3.1116, DDP time: 0.0050, Total iter time: 5.5515 [2020-11-06 00:36:57,594][root][INFO] - ===> Epoch[246](6382/26): Loss 0.3606, Sem 0.2852, dir -0.4118, norm 0.4872, swav 0.0000 LR: 4.006e-02 Score 91.743 Data time: 0.2042, Forward time: 2.2796, Backward time: 3.1116, DDP time: 0.0050, Total iter time: 5.8341 [2020-11-06 00:37:03,377][root][INFO] - ===> Epoch[246](6383/26): Loss 0.2788, Sem 0.2576, dir -0.3920, norm 0.4132, swav 0.0000 LR: 4.005e-02 Score 92.150 Data time: 0.2615, Forward time: 2.2797, Backward time: 3.1115, DDP time: 0.0050, Total iter time: 5.6751 [2020-11-06 00:37:09,817][root][INFO] - ===> Epoch[246](6384/26): Loss 0.2720, Sem 0.2355, dir -0.4066, norm 0.4431, swav 0.0000 LR: 4.004e-02 Score 92.938 Data time: 0.2277, Forward time: 2.2797, Backward time: 3.1116, DDP time: 0.0050, Total iter time: 6.3092 [2020-11-06 00:37:15,574][root][INFO] - ===> Epoch[246](6385/26): Loss 0.2412, Sem 0.1920, dir -0.4152, norm 0.4644, swav 0.0000 LR: 4.003e-02 Score 93.306 Data time: 0.2653, Forward time: 2.2798, Backward time: 3.1115, DDP time: 0.0050, Total iter time: 5.6427 [2020-11-06 00:37:21,278][root][INFO] - ===> Epoch[246](6386/26): Loss 0.2783, Sem 0.2490, dir -0.4242, norm 0.4535, swav 0.0000 LR: 4.002e-02 Score 91.597 Data time: 0.1375, Forward time: 2.2797, Backward time: 3.1116, DDP time: 0.0050, Total iter time: 5.5676 [2020-11-06 00:37:26,917][root][INFO] - ===> Epoch[246](6387/26): Loss 0.3414, Sem 0.2907, dir -0.4061, norm 0.4568, swav 0.0000 LR: 4.001e-02 Score 90.530 Data time: 0.2267, Forward time: 2.2797, Backward time: 3.1116, DDP time: 0.0050, Total iter time: 5.5467 [2020-11-06 00:37:32,242][root][INFO] - ===> Epoch[246](6388/26): Loss 0.2670, Sem 0.2453, dir -0.3743, norm 0.3961, swav 0.0000 LR: 4.000e-02 Score 93.392 Data time: 0.2527, Forward time: 2.2798, Backward time: 3.1114, DDP time: 0.0050, Total iter time: 5.2091 [2020-11-06 00:37:37,648][root][INFO] - ===> Epoch[246](6389/26): Loss 0.1745, Sem 0.2349, dir -0.4438, norm 0.3834, swav 0.0000 LR: 3.999e-02 Score 92.357 Data time: 0.2595, Forward time: 2.2798, Backward time: 3.1113, DDP time: 0.0050, Total iter time: 5.2569 [2020-11-06 00:37:43,538][root][INFO] - ===> Epoch[246](6390/26): Loss 0.2174, Sem 0.2239, dir -0.3498, norm 0.3433, swav 0.0000 LR: 3.998e-02 Score 92.941 Data time: 0.2284, Forward time: 2.2799, Backward time: 3.1113, DDP time: 0.0050, Total iter time: 5.7845 [2020-11-06 00:37:49,203][root][INFO] - ===> Epoch[246](6391/26): Loss 0.1879, Sem 0.2555, dir -0.4689, norm 0.4013, swav 0.0000 LR: 3.997e-02 Score 91.906 Data time: 0.2016, Forward time: 2.2798, Backward time: 3.1113, DDP time: 0.0050, Total iter time: 5.5495 [2020-11-06 00:37:54,321][root][INFO] - ===> Epoch[246](6392/26): Loss 0.3694, Sem 0.3105, dir -0.3432, norm 0.4022, swav 0.0000 LR: 3.996e-02 Score 90.391 Data time: 0.2096, Forward time: 2.2799, Backward time: 3.1112, DDP time: 0.0050, Total iter time: 5.0123 [2020-11-06 00:38:00,593][root][INFO] - ===> Epoch[246](6393/26): Loss 0.3583, Sem 0.3238, dir -0.3881, norm 0.4226, swav 0.0000 LR: 3.995e-02 Score 90.823 Data time: 0.2958, Forward time: 2.2800, Backward time: 3.1111, DDP time: 0.0050, Total iter time: 6.1246 [2020-11-06 00:38:05,665][root][INFO] - ===> Epoch[246](6394/26): Loss 0.3018, Sem 0.2792, dir -0.4195, norm 0.4421, swav 0.0000 LR: 3.994e-02 Score 90.478 Data time: 0.1949, Forward time: 2.2800, Backward time: 3.1110, DDP time: 0.0050, Total iter time: 4.9404 [2020-11-06 00:38:09,989][root][INFO] - ===> Epoch[246](6395/26): Loss 0.1686, Sem 0.2249, dir -0.4786, norm 0.4223, swav 0.0000 LR: 3.993e-02 Score 92.573 Data time: 0.1713, Forward time: 2.2800, Backward time: 3.1108, DDP time: 0.0050, Total iter time: 4.2069 [2020-11-06 00:38:15,517][root][INFO] - ===> Epoch[246](6396/26): Loss 0.4502, Sem 0.3445, dir -0.3551, norm 0.4608, swav 0.0000 LR: 3.992e-02 Score 90.792 Data time: 0.1731, Forward time: 2.2799, Backward time: 3.1109, DDP time: 0.0050, Total iter time: 5.4275 [2020-11-06 00:38:20,881][root][INFO] - ===> Epoch[247](6397/26): Loss 0.2596, Sem 0.2597, dir -0.3805, norm 0.3803, swav 0.0000 LR: 3.991e-02 Score 92.654 Data time: 0.2122, Forward time: 2.2799, Backward time: 3.1108, DDP time: 0.0050, Total iter time: 5.2759 [2020-11-06 00:38:26,844][root][INFO] - ===> Epoch[247](6398/26): Loss 0.1841, Sem 0.2147, dir -0.4611, norm 0.4305, swav 0.0000 LR: 3.990e-02 Score 93.735 Data time: 0.2120, Forward time: 2.2799, Backward time: 3.1108, DDP time: 0.0050, Total iter time: 5.8315 [2020-11-06 00:38:33,201][root][INFO] - ===> Epoch[247](6399/26): Loss 0.1899, Sem 0.2301, dir -0.4231, norm 0.3829, swav 0.0000 LR: 3.989e-02 Score 92.990 Data time: 0.2009, Forward time: 2.2799, Backward time: 3.1109, DDP time: 0.0050, Total iter time: 6.2439 [2020-11-06 00:38:38,691][root][INFO] - ===> Epoch[247](6400/26): Loss 0.2854, Sem 0.2580, dir -0.4225, norm 0.4499, swav 0.0000 LR: 3.988e-02 Score 92.068 Data time: 0.2002, Forward time: 2.2798, Backward time: 3.1109, DDP time: 0.0050, Total iter time: 5.3680 [2020-11-06 00:38:44,071][root][INFO] - ===> Epoch[247](6401/26): Loss 0.2537, Sem 0.2246, dir -0.3776, norm 0.4066, swav 0.0000 LR: 3.987e-02 Score 93.529 Data time: 0.2547, Forward time: 2.2799, Backward time: 3.1108, DDP time: 0.0050, Total iter time: 5.2682 [2020-11-06 00:38:50,657][root][INFO] - ===> Epoch[247](6402/26): Loss 0.2674, Sem 0.2281, dir -0.3686, norm 0.4079, swav 0.0000 LR: 3.986e-02 Score 92.200 Data time: 0.2011, Forward time: 2.2799, Backward time: 3.1109, DDP time: 0.0050, Total iter time: 6.4551 [2020-11-06 00:38:56,408][root][INFO] - ===> Epoch[247](6403/26): Loss 0.2882, Sem 0.2675, dir -0.3673, norm 0.3881, swav 0.0000 LR: 3.985e-02 Score 91.620 Data time: 0.1823, Forward time: 2.2798, Backward time: 3.1110, DDP time: 0.0050, Total iter time: 5.6474 [2020-11-06 00:39:02,531][root][INFO] - ===> Epoch[247](6404/26): Loss 0.2567, Sem 0.2085, dir -0.3863, norm 0.4345, swav 0.0000 LR: 3.984e-02 Score 93.048 Data time: 0.1783, Forward time: 2.2797, Backward time: 3.1111, DDP time: 0.0050, Total iter time: 6.0152 [2020-11-06 00:39:08,219][root][INFO] - ===> Epoch[247](6405/26): Loss 0.1720, Sem 0.2123, dir -0.4384, norm 0.3981, swav 0.0000 LR: 3.983e-02 Score 93.460 Data time: 0.3045, Forward time: 2.2798, Backward time: 3.1110, DDP time: 0.0050, Total iter time: 5.5790 [2020-11-06 00:39:12,741][root][INFO] - ===> Epoch[247](6406/26): Loss 0.3915, Sem 0.3419, dir -0.3384, norm 0.3880, swav 0.0000 LR: 3.982e-02 Score 89.511 Data time: 0.1686, Forward time: 2.2798, Backward time: 3.1109, DDP time: 0.0050, Total iter time: 4.3862 [2020-11-06 00:39:18,820][root][INFO] - ===> Epoch[247](6407/26): Loss 0.2865, Sem 0.2096, dir -0.3702, norm 0.4471, swav 0.0000 LR: 3.981e-02 Score 93.369 Data time: 0.2132, Forward time: 2.2797, Backward time: 3.1109, DDP time: 0.0050, Total iter time: 5.9663 [2020-11-06 00:39:25,357][root][INFO] - ===> Epoch[247](6408/26): Loss 0.3146, Sem 0.3076, dir -0.4135, norm 0.4204, swav 0.0000 LR: 3.980e-02 Score 90.283 Data time: 0.1756, Forward time: 2.2797, Backward time: 3.1111, DDP time: 0.0050, Total iter time: 6.3979 [2020-11-06 00:39:32,038][root][INFO] - ===> Epoch[247](6409/26): Loss 0.2999, Sem 0.2488, dir -0.3629, norm 0.4140, swav 0.0000 LR: 3.979e-02 Score 92.413 Data time: 0.2670, Forward time: 2.2797, Backward time: 3.1112, DDP time: 0.0050, Total iter time: 6.5700 [2020-11-06 00:39:37,748][root][INFO] - ===> Epoch[247](6410/26): Loss 0.2876, Sem 0.2510, dir -0.3941, norm 0.4307, swav 0.0000 LR: 3.978e-02 Score 92.394 Data time: 0.2378, Forward time: 2.2797, Backward time: 3.1112, DDP time: 0.0050, Total iter time: 5.5698 [2020-11-06 00:39:42,884][root][INFO] - ===> Epoch[247](6411/26): Loss 0.3204, Sem 0.2690, dir -0.4052, norm 0.4565, swav 0.0000 LR: 3.977e-02 Score 91.624 Data time: 0.2364, Forward time: 2.2798, Backward time: 3.1110, DDP time: 0.0050, Total iter time: 5.0014 [2020-11-06 00:39:49,446][root][INFO] - ===> Epoch[247](6412/26): Loss 0.1799, Sem 0.2194, dir -0.4650, norm 0.4255, swav 0.0000 LR: 3.976e-02 Score 93.110 Data time: 0.1501, Forward time: 2.2796, Backward time: 3.1112, DDP time: 0.0050, Total iter time: 6.4310 [2020-11-06 00:39:55,609][root][INFO] - ===> Epoch[247](6413/26): Loss 0.3046, Sem 0.3010, dir -0.4028, norm 0.4064, swav 0.0000 LR: 3.975e-02 Score 91.311 Data time: 0.2126, Forward time: 2.2796, Backward time: 3.1113, DDP time: 0.0050, Total iter time: 6.0680 [2020-11-06 00:40:01,596][root][INFO] - ===> Epoch[247](6414/26): Loss 0.1793, Sem 0.2012, dir -0.4379, norm 0.4160, swav 0.0000 LR: 3.974e-02 Score 93.999 Data time: 0.2432, Forward time: 2.2796, Backward time: 3.1113, DDP time: 0.0050, Total iter time: 5.8765 [2020-11-06 00:40:07,918][root][INFO] - ===> Epoch[247](6415/26): Loss 0.3020, Sem 0.2528, dir -0.3714, norm 0.4206, swav 0.0000 LR: 3.973e-02 Score 91.707 Data time: 0.2065, Forward time: 2.2797, Backward time: 3.1114, DDP time: 0.0050, Total iter time: 6.2176 [2020-11-06 00:40:13,499][root][INFO] - ===> Epoch[247](6416/26): Loss 0.3176, Sem 0.2756, dir -0.4120, norm 0.4540, swav 0.0000 LR: 3.972e-02 Score 91.055 Data time: 0.2208, Forward time: 2.2797, Backward time: 3.1113, DDP time: 0.0050, Total iter time: 5.4578 [2020-11-06 00:40:18,726][root][INFO] - ===> Epoch[247](6417/26): Loss 0.3156, Sem 0.2469, dir -0.3903, norm 0.4591, swav 0.0000 LR: 3.971e-02 Score 92.717 Data time: 0.2356, Forward time: 2.2797, Backward time: 3.1112, DDP time: 0.0050, Total iter time: 5.0925 [2020-11-06 00:40:24,709][root][INFO] - ===> Epoch[247](6418/26): Loss 0.2943, Sem 0.2942, dir -0.4268, norm 0.4270, swav 0.0000 LR: 3.970e-02 Score 91.210 Data time: 0.1713, Forward time: 2.2797, Backward time: 3.1113, DDP time: 0.0050, Total iter time: 5.8599 [2020-11-06 00:40:29,097][root][INFO] - ===> Epoch[247](6419/26): Loss 0.2238, Sem 0.2439, dir -0.4227, norm 0.4026, swav 0.0000 LR: 3.969e-02 Score 92.280 Data time: 0.1630, Forward time: 2.2796, Backward time: 3.1112, DDP time: 0.0050, Total iter time: 4.2915 [2020-11-06 00:40:33,608][root][INFO] - ===> Epoch[247](6420/26): Loss 0.2403, Sem 0.2480, dir -0.4475, norm 0.4398, swav 0.0000 LR: 3.968e-02 Score 92.175 Data time: 0.1996, Forward time: 2.2795, Backward time: 3.1110, DDP time: 0.0050, Total iter time: 4.3977 [2020-11-06 00:40:39,152][root][INFO] - ===> Epoch[247](6421/26): Loss 0.2154, Sem 0.2123, dir -0.4411, norm 0.4441, swav 0.0000 LR: 3.967e-02 Score 93.207 Data time: 0.2099, Forward time: 2.2795, Backward time: 3.1110, DDP time: 0.0050, Total iter time: 5.4398 [2020-11-06 00:40:45,819][root][INFO] - ===> Epoch[247](6422/26): Loss 0.2929, Sem 0.2542, dir -0.3555, norm 0.3942, swav 0.0000 LR: 3.966e-02 Score 92.534 Data time: 0.2096, Forward time: 2.2795, Backward time: 3.1111, DDP time: 0.0050, Total iter time: 6.5398 [2020-11-06 00:40:50,788][root][INFO] - ===> Epoch[248](6423/26): Loss 0.3425, Sem 0.3086, dir -0.4018, norm 0.4357, swav 0.0000 LR: 3.965e-02 Score 89.823 Data time: 0.1589, Forward time: 2.2794, Backward time: 3.1111, DDP time: 0.0050, Total iter time: 4.8389 [2020-11-06 00:40:56,487][root][INFO] - ===> Epoch[248](6424/26): Loss 0.3020, Sem 0.2812, dir -0.3964, norm 0.4173, swav 0.0000 LR: 3.964e-02 Score 91.318 Data time: 0.2085, Forward time: 2.2794, Backward time: 3.1111, DDP time: 0.0050, Total iter time: 5.6078 [2020-11-06 00:41:02,676][root][INFO] - ===> Epoch[248](6425/26): Loss 0.2518, Sem 0.2729, dir -0.4659, norm 0.4447, swav 0.0000 LR: 3.963e-02 Score 92.281 Data time: 0.2483, Forward time: 2.2794, Backward time: 3.1111, DDP time: 0.0050, Total iter time: 6.0680 [2020-11-06 00:41:09,411][root][INFO] - ===> Epoch[248](6426/26): Loss 0.2576, Sem 0.2438, dir -0.4510, norm 0.4648, swav 0.0000 LR: 3.962e-02 Score 92.709 Data time: 0.3229, Forward time: 2.2796, Backward time: 3.1111, DDP time: 0.0050, Total iter time: 6.5931 [2020-11-06 00:41:15,151][root][INFO] - ===> Epoch[248](6427/26): Loss 0.1851, Sem 0.2226, dir -0.4174, norm 0.3800, swav 0.0000 LR: 3.961e-02 Score 93.300 Data time: 0.2584, Forward time: 2.2796, Backward time: 3.1110, DDP time: 0.0050, Total iter time: 5.5815 [2020-11-06 00:41:21,032][root][INFO] - ===> Epoch[248](6428/26): Loss 0.2415, Sem 0.2508, dir -0.4423, norm 0.4329, swav 0.0000 LR: 3.960e-02 Score 92.292 Data time: 0.2706, Forward time: 2.2797, Backward time: 3.1110, DDP time: 0.0050, Total iter time: 5.7596 [2020-11-06 00:41:26,971][root][INFO] - ===> Epoch[248](6429/26): Loss 0.2432, Sem 0.2364, dir -0.4330, norm 0.4398, swav 0.0000 LR: 3.959e-02 Score 93.207 Data time: 0.2959, Forward time: 2.2798, Backward time: 3.1109, DDP time: 0.0050, Total iter time: 5.8108 [2020-11-06 00:41:34,039][root][INFO] - ===> Epoch[248](6430/26): Loss 0.2708, Sem 0.2981, dir -0.4086, norm 0.3813, swav 0.0000 LR: 3.958e-02 Score 90.560 Data time: 0.3267, Forward time: 2.2800, Backward time: 3.1109, DDP time: 0.0050, Total iter time: 6.9342 [2020-11-06 00:41:40,137][root][INFO] - ===> Epoch[248](6431/26): Loss 0.2769, Sem 0.2534, dir -0.4188, norm 0.4423, swav 0.0000 LR: 3.957e-02 Score 92.394 Data time: 0.2314, Forward time: 2.2801, Backward time: 3.1109, DDP time: 0.0050, Total iter time: 5.9727 [2020-11-06 00:41:47,230][root][INFO] - ===> Epoch[248](6432/26): Loss 0.2750, Sem 0.2820, dir -0.4018, norm 0.3949, swav 0.0000 LR: 3.956e-02 Score 91.267 Data time: 0.3310, Forward time: 2.2803, Backward time: 3.1109, DDP time: 0.0050, Total iter time: 6.9787 [2020-11-06 00:41:53,318][root][INFO] - ===> Epoch[248](6433/26): Loss 0.2999, Sem 0.2949, dir -0.3908, norm 0.3958, swav 0.0000 LR: 3.955e-02 Score 91.036 Data time: 0.2152, Forward time: 2.2803, Backward time: 3.1109, DDP time: 0.0050, Total iter time: 5.9391 [2020-11-06 00:42:00,262][root][INFO] - ===> Epoch[248](6434/26): Loss 0.2060, Sem 0.2272, dir -0.3873, norm 0.3661, swav 0.0000 LR: 3.954e-02 Score 92.103 Data time: 0.2071, Forward time: 2.2803, Backward time: 3.1111, DDP time: 0.0050, Total iter time: 6.8298 [2020-11-06 00:42:05,950][root][INFO] - ===> Epoch[248](6435/26): Loss 0.2758, Sem 0.2387, dir -0.4354, norm 0.4726, swav 0.0000 LR: 3.953e-02 Score 91.511 Data time: 0.2365, Forward time: 2.2803, Backward time: 3.1110, DDP time: 0.0050, Total iter time: 5.5819 [2020-11-06 00:42:11,544][root][INFO] - ===> Epoch[248](6436/26): Loss 0.2708, Sem 0.2645, dir -0.3752, norm 0.3814, swav 0.0000 LR: 3.952e-02 Score 91.268 Data time: 0.2426, Forward time: 2.2803, Backward time: 3.1110, DDP time: 0.0050, Total iter time: 5.4714 [2020-11-06 00:42:17,087][root][INFO] - ===> Epoch[248](6437/26): Loss 0.1798, Sem 0.2260, dir -0.4353, norm 0.3891, swav 0.0000 LR: 3.951e-02 Score 93.285 Data time: 0.1807, Forward time: 2.2803, Backward time: 3.1110, DDP time: 0.0050, Total iter time: 5.4365 [2020-11-06 00:42:22,647][root][INFO] - ===> Epoch[248](6438/26): Loss 0.2837, Sem 0.2584, dir -0.4145, norm 0.4398, swav 0.0000 LR: 3.950e-02 Score 92.338 Data time: 0.1818, Forward time: 2.2802, Backward time: 3.1110, DDP time: 0.0050, Total iter time: 5.4621 [2020-11-06 00:42:28,113][root][INFO] - ===> Epoch[248](6439/26): Loss 0.2282, Sem 0.2340, dir -0.3931, norm 0.3872, swav 0.0000 LR: 3.949e-02 Score 92.955 Data time: 0.2232, Forward time: 2.2802, Backward time: 3.1110, DDP time: 0.0050, Total iter time: 5.3663 [2020-11-06 00:42:33,431][root][INFO] - ===> Epoch[248](6440/26): Loss 0.3702, Sem 0.3439, dir -0.3660, norm 0.3923, swav 0.0000 LR: 3.948e-02 Score 89.879 Data time: 0.2447, Forward time: 2.2803, Backward time: 3.1108, DDP time: 0.0050, Total iter time: 5.2020 [2020-11-06 00:42:40,043][root][INFO] - ===> Epoch[248](6441/26): Loss 0.3047, Sem 0.2747, dir -0.3661, norm 0.3961, swav 0.0000 LR: 3.947e-02 Score 91.739 Data time: 0.2128, Forward time: 2.2803, Backward time: 3.1109, DDP time: 0.0050, Total iter time: 6.4771 [2020-11-06 00:42:45,522][root][INFO] - ===> Epoch[248](6442/26): Loss 0.1969, Sem 0.2215, dir -0.4463, norm 0.4217, swav 0.0000 LR: 3.946e-02 Score 92.285 Data time: 0.2489, Forward time: 2.2803, Backward time: 3.1108, DDP time: 0.0050, Total iter time: 5.3636 [2020-11-06 00:42:51,732][root][INFO] - ===> Epoch[248](6443/26): Loss 0.2338, Sem 0.2404, dir -0.4123, norm 0.4057, swav 0.0000 LR: 3.945e-02 Score 92.067 Data time: 0.2111, Forward time: 2.2804, Backward time: 3.1109, DDP time: 0.0050, Total iter time: 6.0692 [2020-11-06 00:42:57,711][root][INFO] - ===> Epoch[248](6444/26): Loss 0.1673, Sem 0.2080, dir -0.4460, norm 0.4053, swav 0.0000 LR: 3.944e-02 Score 93.575 Data time: 0.1522, Forward time: 2.2803, Backward time: 3.1110, DDP time: 0.0050, Total iter time: 5.8601 [2020-11-06 00:43:03,158][root][INFO] - ===> Epoch[248](6445/26): Loss 0.2145, Sem 0.2639, dir -0.4346, norm 0.3853, swav 0.0000 LR: 3.943e-02 Score 92.188 Data time: 0.1846, Forward time: 2.2802, Backward time: 3.1110, DDP time: 0.0050, Total iter time: 5.3719 [2020-11-06 00:43:09,049][root][INFO] - ===> Epoch[248](6446/26): Loss 0.2115, Sem 0.2215, dir -0.4157, norm 0.4057, swav 0.0000 LR: 3.942e-02 Score 93.154 Data time: 0.2852, Forward time: 2.2803, Backward time: 3.1109, DDP time: 0.0050, Total iter time: 5.8204 [2020-11-06 00:43:14,682][root][INFO] - ===> Epoch[248](6447/26): Loss 0.2568, Sem 0.2893, dir -0.4026, norm 0.3700, swav 0.0000 LR: 3.941e-02 Score 91.666 Data time: 0.2331, Forward time: 2.2803, Backward time: 3.1109, DDP time: 0.0050, Total iter time: 5.5165 [2020-11-06 00:43:19,903][root][INFO] - ===> Epoch[248](6448/26): Loss 0.2587, Sem 0.2436, dir -0.4052, norm 0.4203, swav 0.0000 LR: 3.940e-02 Score 91.987 Data time: 0.2383, Forward time: 2.2804, Backward time: 3.1107, DDP time: 0.0050, Total iter time: 5.0957 [2020-11-06 00:43:25,517][root][INFO] - ===> Epoch[249](6449/26): Loss 0.2375, Sem 0.2221, dir -0.4186, norm 0.4339, swav 0.0000 LR: 3.939e-02 Score 92.602 Data time: 0.1903, Forward time: 2.2804, Backward time: 3.1108, DDP time: 0.0050, Total iter time: 5.5048 [2020-11-06 00:43:30,925][root][INFO] - ===> Epoch[249](6450/26): Loss 0.3143, Sem 0.2613, dir -0.3575, norm 0.4105, swav 0.0000 LR: 3.938e-02 Score 92.240 Data time: 0.2487, Forward time: 2.2804, Backward time: 3.1107, DDP time: 0.0050, Total iter time: 5.3078 [2020-11-06 00:43:36,241][root][INFO] - ===> Epoch[249](6451/26): Loss 0.2179, Sem 0.2330, dir -0.4260, norm 0.4108, swav 0.0000 LR: 3.937e-02 Score 94.174 Data time: 0.2147, Forward time: 2.2804, Backward time: 3.1106, DDP time: 0.0050, Total iter time: 5.1858 [2020-11-06 00:43:41,880][root][INFO] - ===> Epoch[249](6452/26): Loss 0.3546, Sem 0.3210, dir -0.4264, norm 0.4601, swav 0.0000 LR: 3.936e-02 Score 89.171 Data time: 0.1709, Forward time: 2.2804, Backward time: 3.1106, DDP time: 0.0050, Total iter time: 5.5238 [2020-11-06 00:43:49,290][root][INFO] - ===> Epoch[249](6453/26): Loss 0.2674, Sem 0.2669, dir -0.4040, norm 0.4045, swav 0.0000 LR: 3.935e-02 Score 92.051 Data time: 0.2039, Forward time: 2.2803, Backward time: 3.1109, DDP time: 0.0050, Total iter time: 7.3088 [2020-11-06 00:43:54,532][root][INFO] - ===> Epoch[249](6454/26): Loss 0.2227, Sem 0.2205, dir -0.3998, norm 0.4020, swav 0.0000 LR: 3.934e-02 Score 94.045 Data time: 0.2368, Forward time: 2.2804, Backward time: 3.1108, DDP time: 0.0050, Total iter time: 5.1761 [2020-11-06 00:44:00,233][root][INFO] - ===> Epoch[249](6455/26): Loss 0.2837, Sem 0.2514, dir -0.3810, norm 0.4134, swav 0.0000 LR: 3.933e-02 Score 92.598 Data time: 0.1895, Forward time: 2.2803, Backward time: 3.1108, DDP time: 0.0050, Total iter time: 5.5820 [2020-11-06 00:44:05,342][root][INFO] - ===> Epoch[249](6456/26): Loss 0.2035, Sem 0.2526, dir -0.4681, norm 0.4190, swav 0.0000 LR: 3.932e-02 Score 90.941 Data time: 0.2457, Forward time: 2.2803, Backward time: 3.1107, DDP time: 0.0050, Total iter time: 5.0220 [2020-11-06 00:44:12,533][root][INFO] - ===> Epoch[249](6457/26): Loss 0.2022, Sem 0.2410, dir -0.4290, norm 0.3902, swav 0.0000 LR: 3.931e-02 Score 91.852 Data time: 0.2325, Forward time: 2.2804, Backward time: 3.1108, DDP time: 0.0050, Total iter time: 7.0682 [2020-11-06 00:44:18,507][root][INFO] - ===> Epoch[249](6458/26): Loss 0.2271, Sem 0.2261, dir -0.4379, norm 0.4389, swav 0.0000 LR: 3.930e-02 Score 92.249 Data time: 0.1967, Forward time: 2.2803, Backward time: 3.1109, DDP time: 0.0050, Total iter time: 5.8533 [2020-11-06 00:44:25,612][root][INFO] - ===> Epoch[249](6459/26): Loss 0.3295, Sem 0.2506, dir -0.3652, norm 0.4441, swav 0.0000 LR: 3.929e-02 Score 92.546 Data time: 0.3208, Forward time: 2.2805, Backward time: 3.1109, DDP time: 0.0050, Total iter time: 7.0019 [2020-11-06 00:44:31,095][root][INFO] - ===> Epoch[249](6460/26): Loss 0.1667, Sem 0.2101, dir -0.4354, norm 0.3920, swav 0.0000 LR: 3.928e-02 Score 93.242 Data time: 0.2029, Forward time: 2.2805, Backward time: 3.1109, DDP time: 0.0050, Total iter time: 5.3296 [2020-11-06 00:44:35,876][root][INFO] - ===> Epoch[249](6461/26): Loss 0.2706, Sem 0.1899, dir -0.3436, norm 0.4242, swav 0.0000 LR: 3.927e-02 Score 93.860 Data time: 0.2391, Forward time: 2.2805, Backward time: 3.1107, DDP time: 0.0050, Total iter time: 4.6621 [2020-11-06 00:44:41,074][root][INFO] - ===> Epoch[249](6462/26): Loss 0.3227, Sem 0.3040, dir -0.3944, norm 0.4132, swav 0.0000 LR: 3.926e-02 Score 91.564 Data time: 0.2116, Forward time: 2.2805, Backward time: 3.1106, DDP time: 0.0050, Total iter time: 5.0710 [2020-11-06 00:44:45,657][root][INFO] - ===> Epoch[249](6463/26): Loss 0.2285, Sem 0.2192, dir -0.4032, norm 0.4125, swav 0.0000 LR: 3.925e-02 Score 91.844 Data time: 0.1625, Forward time: 2.2804, Backward time: 3.1105, DDP time: 0.0050, Total iter time: 4.4626 [2020-11-06 00:44:51,249][root][INFO] - ===> Epoch[249](6464/26): Loss 0.1953, Sem 0.2086, dir -0.3819, norm 0.3686, swav 0.0000 LR: 3.924e-02 Score 93.789 Data time: 0.2046, Forward time: 2.2804, Backward time: 3.1105, DDP time: 0.0050, Total iter time: 5.5046 [2020-11-06 00:44:56,470][root][INFO] - ===> Epoch[249](6465/26): Loss 0.3271, Sem 0.3138, dir -0.4070, norm 0.4203, swav 0.0000 LR: 3.923e-02 Score 90.802 Data time: 0.1789, Forward time: 2.2803, Backward time: 3.1105, DDP time: 0.0050, Total iter time: 5.0983 [2020-11-06 00:45:01,896][root][INFO] - ===> Epoch[249](6466/26): Loss 0.3362, Sem 0.2927, dir -0.3856, norm 0.4291, swav 0.0000 LR: 3.922e-02 Score 92.558 Data time: 0.2351, Forward time: 2.2804, Backward time: 3.1104, DDP time: 0.0050, Total iter time: 5.3030 [2020-11-06 00:45:07,420][root][INFO] - ===> Epoch[249](6467/26): Loss 0.3013, Sem 0.2867, dir -0.4223, norm 0.4369, swav 0.0000 LR: 3.921e-02 Score 92.357 Data time: 0.2228, Forward time: 2.2803, Backward time: 3.1104, DDP time: 0.0050, Total iter time: 5.3925 [2020-11-06 00:45:13,805][root][INFO] - ===> Epoch[249](6468/26): Loss 0.2829, Sem 0.2577, dir -0.4178, norm 0.4430, swav 0.0000 LR: 3.920e-02 Score 92.377 Data time: 0.3106, Forward time: 2.2804, Backward time: 3.1104, DDP time: 0.0050, Total iter time: 6.2797 [2020-11-06 00:45:18,685][root][INFO] - ===> Epoch[249](6469/26): Loss 0.1895, Sem 0.2218, dir -0.4314, norm 0.3992, swav 0.0000 LR: 3.919e-02 Score 92.737 Data time: 0.2059, Forward time: 2.2804, Backward time: 3.1103, DDP time: 0.0050, Total iter time: 4.7496 [2020-11-06 00:45:24,818][root][INFO] - ===> Epoch[249](6470/26): Loss 0.2205, Sem 0.2133, dir -0.3993, norm 0.4064, swav 0.0000 LR: 3.918e-02 Score 93.569 Data time: 0.2414, Forward time: 2.2805, Backward time: 3.1103, DDP time: 0.0050, Total iter time: 5.9927 [2020-11-06 00:45:30,365][root][INFO] - ===> Epoch[249](6471/26): Loss 0.3508, Sem 0.2682, dir -0.3628, norm 0.4453, swav 0.0000 LR: 3.917e-02 Score 91.623 Data time: 0.2486, Forward time: 2.2805, Backward time: 3.1102, DDP time: 0.0050, Total iter time: 5.4157 [2020-11-06 00:45:35,985][root][INFO] - ===> Epoch[249](6472/26): Loss 0.3031, Sem 0.2584, dir -0.4286, norm 0.4732, swav 0.0000 LR: 3.916e-02 Score 92.877 Data time: 0.1984, Forward time: 2.2805, Backward time: 3.1102, DDP time: 0.0050, Total iter time: 5.4953 [2020-11-06 00:45:41,255][root][INFO] - ===> Epoch[249](6473/26): Loss 0.2606, Sem 0.2482, dir -0.4309, norm 0.4433, swav 0.0000 LR: 3.915e-02 Score 92.101 Data time: 0.1819, Forward time: 2.2804, Backward time: 3.1102, DDP time: 0.0050, Total iter time: 5.1336 [2020-11-06 00:45:47,188][root][INFO] - ===> Epoch[249](6474/26): Loss 0.2325, Sem 0.1913, dir -0.4469, norm 0.4881, swav 0.0000 LR: 3.914e-02 Score 94.808 Data time: 0.2678, Forward time: 2.2805, Backward time: 3.1101, DDP time: 0.0050, Total iter time: 5.8203 [2020-11-06 00:45:52,064][root][INFO] - ===> Epoch[250](6475/26): Loss 0.2499, Sem 0.2499, dir -0.4506, norm 0.4505, swav 0.0000 LR: 3.913e-02 Score 91.964 Data time: 0.1991, Forward time: 2.2805, Backward time: 3.1100, DDP time: 0.0050, Total iter time: 4.7474 [2020-11-06 00:45:57,566][root][INFO] - ===> Epoch[250](6476/26): Loss 0.2945, Sem 0.2726, dir -0.3698, norm 0.3917, swav 0.0000 LR: 3.912e-02 Score 92.756 Data time: 0.1322, Forward time: 2.2804, Backward time: 3.1101, DDP time: 0.0050, Total iter time: 5.3954 [2020-11-06 00:46:04,133][root][INFO] - ===> Epoch[250](6477/26): Loss 0.3239, Sem 0.3310, dir -0.4297, norm 0.4226, swav 0.0000 LR: 3.911e-02 Score 90.363 Data time: 0.1617, Forward time: 2.2803, Backward time: 3.1103, DDP time: 0.0050, Total iter time: 6.5167 [2020-11-06 00:46:10,849][root][INFO] - ===> Epoch[250](6478/26): Loss 0.2031, Sem 0.2454, dir -0.4368, norm 0.3945, swav 0.0000 LR: 3.910e-02 Score 91.422 Data time: 0.1976, Forward time: 2.2802, Backward time: 3.1105, DDP time: 0.0050, Total iter time: 6.6061 [2020-11-06 00:46:16,419][root][INFO] - ===> Epoch[250](6479/26): Loss 0.2592, Sem 0.2232, dir -0.3815, norm 0.4175, swav 0.0000 LR: 3.909e-02 Score 92.293 Data time: 0.2185, Forward time: 2.2803, Backward time: 3.1104, DDP time: 0.0050, Total iter time: 5.4408 [2020-11-06 00:46:22,841][root][INFO] - ===> Epoch[250](6480/26): Loss 0.2231, Sem 0.2414, dir -0.4304, norm 0.4121, swav 0.0000 LR: 3.908e-02 Score 91.973 Data time: 0.1640, Forward time: 2.2802, Backward time: 3.1106, DDP time: 0.0050, Total iter time: 6.2861 [2020-11-06 00:46:28,249][root][INFO] - ===> Epoch[250](6481/26): Loss 0.2135, Sem 0.2389, dir -0.4140, norm 0.3886, swav 0.0000 LR: 3.907e-02 Score 91.521 Data time: 0.1810, Forward time: 2.2802, Backward time: 3.1105, DDP time: 0.0050, Total iter time: 5.2911 [2020-11-06 00:46:33,308][root][INFO] - ===> Epoch[250](6482/26): Loss 0.2569, Sem 0.2375, dir -0.3951, norm 0.4145, swav 0.0000 LR: 3.906e-02 Score 91.974 Data time: 0.1780, Forward time: 2.2801, Backward time: 3.1105, DDP time: 0.0050, Total iter time: 4.9146 [2020-11-06 00:46:39,179][root][INFO] - ===> Epoch[250](6483/26): Loss 0.2594, Sem 0.2455, dir -0.4305, norm 0.4443, swav 0.0000 LR: 3.905e-02 Score 92.361 Data time: 0.2065, Forward time: 2.2801, Backward time: 3.1105, DDP time: 0.0050, Total iter time: 5.7451 [2020-11-06 00:46:44,381][root][INFO] - ===> Epoch[250](6484/26): Loss 0.1861, Sem 0.1947, dir -0.3895, norm 0.3810, swav 0.0000 LR: 3.904e-02 Score 93.845 Data time: 0.2433, Forward time: 2.2801, Backward time: 3.1104, DDP time: 0.0050, Total iter time: 5.0659 [2020-11-06 00:46:49,889][root][INFO] - ===> Epoch[250](6485/26): Loss 0.3010, Sem 0.2950, dir -0.4620, norm 0.4680, swav 0.0000 LR: 3.903e-02 Score 90.944 Data time: 0.1401, Forward time: 2.2800, Backward time: 3.1104, DDP time: 0.0050, Total iter time: 5.3942 [2020-11-06 00:46:55,150][root][INFO] - ===> Epoch[250](6486/26): Loss 0.2929, Sem 0.2632, dir -0.4080, norm 0.4378, swav 0.0000 LR: 3.902e-02 Score 91.844 Data time: 0.2045, Forward time: 2.2800, Backward time: 3.1104, DDP time: 0.0050, Total iter time: 5.1492 [2020-11-06 00:47:02,969][root][INFO] - ===> Epoch[250](6487/26): Loss 0.2065, Sem 0.2223, dir -0.3909, norm 0.3750, swav 0.0000 LR: 3.901e-02 Score 92.492 Data time: 0.3693, Forward time: 2.2802, Backward time: 3.1105, DDP time: 0.0050, Total iter time: 7.7269 [2020-11-06 00:47:08,781][root][INFO] - ===> Epoch[250](6488/26): Loss 0.2707, Sem 0.3084, dir -0.4283, norm 0.3906, swav 0.0000 LR: 3.900e-02 Score 89.356 Data time: 0.2190, Forward time: 2.2802, Backward time: 3.1104, DDP time: 0.0050, Total iter time: 5.6506 [2020-11-06 00:47:14,029][root][INFO] - ===> Epoch[250](6489/26): Loss 0.2351, Sem 0.2493, dir -0.4260, norm 0.4118, swav 0.0000 LR: 3.899e-02 Score 92.361 Data time: 0.1650, Forward time: 2.2802, Backward time: 3.1104, DDP time: 0.0050, Total iter time: 5.1121 [2020-11-06 00:47:18,924][root][INFO] - ===> Epoch[250](6490/26): Loss 0.3828, Sem 0.2995, dir -0.3631, norm 0.4464, swav 0.0000 LR: 3.898e-02 Score 90.244 Data time: 0.2302, Forward time: 2.2802, Backward time: 3.1103, DDP time: 0.0050, Total iter time: 4.8063 [2020-11-06 00:47:23,800][root][INFO] - ===> Epoch[250](6491/26): Loss 0.2416, Sem 0.2415, dir -0.4453, norm 0.4454, swav 0.0000 LR: 3.897e-02 Score 92.286 Data time: 0.2064, Forward time: 2.2802, Backward time: 3.1102, DDP time: 0.0050, Total iter time: 4.7774 [2020-11-06 00:47:29,753][root][INFO] - ===> Epoch[250](6492/26): Loss 0.2305, Sem 0.2493, dir -0.4273, norm 0.4084, swav 0.0000 LR: 3.896e-02 Score 92.402 Data time: 0.2692, Forward time: 2.2802, Backward time: 3.1101, DDP time: 0.0050, Total iter time: 5.8450 [2020-11-06 00:47:35,529][root][INFO] - ===> Epoch[250](6493/26): Loss 0.2929, Sem 0.2720, dir -0.3853, norm 0.4062, swav 0.0000 LR: 3.895e-02 Score 92.081 Data time: 0.2593, Forward time: 2.2803, Backward time: 3.1100, DDP time: 0.0050, Total iter time: 5.6104 [2020-11-06 00:47:42,857][root][INFO] - ===> Epoch[250](6494/26): Loss 0.2030, Sem 0.2152, dir -0.4077, norm 0.3955, swav 0.0000 LR: 3.894e-02 Score 92.827 Data time: 0.3428, Forward time: 2.2805, Backward time: 3.1100, DDP time: 0.0050, Total iter time: 7.1890 [2020-11-06 00:47:48,537][root][INFO] - ===> Epoch[250](6495/26): Loss 0.3019, Sem 0.3219, dir -0.4024, norm 0.3824, swav 0.0000 LR: 3.893e-02 Score 90.764 Data time: 0.1402, Forward time: 2.2804, Backward time: 3.1101, DDP time: 0.0050, Total iter time: 5.5461 [2020-11-06 00:47:53,663][root][INFO] - ===> Epoch[250](6496/26): Loss 0.1902, Sem 0.1902, dir -0.4315, norm 0.4315, swav 0.0000 LR: 3.892e-02 Score 93.907 Data time: 0.2447, Forward time: 2.2804, Backward time: 3.1100, DDP time: 0.0050, Total iter time: 5.0569 [2020-11-06 00:48:00,016][root][INFO] - ===> Epoch[250](6497/26): Loss 0.2229, Sem 0.2624, dir -0.4354, norm 0.3959, swav 0.0000 LR: 3.891e-02 Score 92.256 Data time: 0.3265, Forward time: 2.2806, Backward time: 3.1099, DDP time: 0.0050, Total iter time: 6.2325 [2020-11-06 00:48:05,715][root][INFO] - ===> Epoch[250](6498/26): Loss 0.2128, Sem 0.2577, dir -0.4472, norm 0.4023, swav 0.0000 LR: 3.890e-02 Score 92.663 Data time: 0.2300, Forward time: 2.2806, Backward time: 3.1099, DDP time: 0.0050, Total iter time: 5.5706 [2020-11-06 00:48:11,625][root][INFO] - ===> Epoch[250](6499/26): Loss 0.3209, Sem 0.2611, dir -0.4389, norm 0.4987, swav 0.0000 LR: 3.889e-02 Score 90.998 Data time: 0.3275, Forward time: 2.2807, Backward time: 3.1098, DDP time: 0.0050, Total iter time: 5.8051 [2020-11-06 00:48:16,624][root][INFO] - ===> Epoch[250](6500/26): Loss 0.2550, Sem 0.2614, dir -0.4318, norm 0.4254, swav 0.0000 LR: 3.888e-02 Score 91.707 Data time: 0.2035, Forward time: 2.2807, Backward time: 3.1097, DDP time: 0.0050, Total iter time: 4.8858 [2020-11-06 00:48:17,301][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-11-06 00:48:17,551][root][INFO] - ===> Start testing [2020-11-06 00:49:45,833][root][INFO] - 101/312: Data time: 0.0067, Iter time: 0.5792 Loss 0.352 (AVG: 0.658) Score 89.494 (AVG: 83.570) mIOU 59.498 mAP 67.517 mAcc 69.695 IOU: 74.781 96.415 54.577 74.554 84.038 73.156 62.808 36.184 46.713 68.247 12.537 55.568 47.658 46.454 52.164 44.810 86.111 50.992 83.407 38.781 mAP: 76.804 96.457 66.094 78.613 85.674 78.333 62.934 54.996 56.684 62.289 25.646 54.237 61.276 63.132 49.161 79.021 94.187 71.877 81.625 51.300 mAcc: 91.461 98.765 70.253 82.273 92.343 86.293 70.730 41.886 59.167 91.277 16.286 70.416 65.615 50.736 58.506 48.655 94.353 66.713 89.477 48.702 [2020-11-06 00:51:06,276][root][INFO] - 201/312: Data time: 0.0056, Iter time: 0.1655 Loss 0.165 (AVG: 0.620) Score 94.526 (AVG: 84.659) mIOU 60.560 mAP 68.682 mAcc 70.463 IOU: 77.287 95.854 56.188 80.707 85.567 75.678 63.804 38.445 45.990 68.866 11.847 57.765 49.126 51.582 47.318 44.655 85.404 50.073 85.005 40.039 mAP: 78.744 96.847 62.093 79.027 86.966 80.623 65.438 60.340 56.472 63.193 29.647 54.707 59.161 68.226 49.715 79.123 93.512 73.570 81.604 54.637 mAcc: 92.468 98.515 72.146 88.400 92.900 87.687 74.717 43.273 59.801 90.969 16.960 70.876 64.221 56.748 56.216 49.090 92.286 62.398 89.537 50.050 [2020-11-06 00:52:27,051][root][INFO] - 301/312: Data time: 0.0078, Iter time: 0.2652 Loss 1.124 (AVG: 0.621) Score 77.982 (AVG: 84.784) mIOU 60.602 mAP 68.399 mAcc 70.320 IOU: 77.057 95.841 55.849 76.739 87.073 77.314 67.204 39.720 45.906 69.538 12.267 57.623 49.981 50.755 43.656 42.517 87.047 52.501 82.395 41.064 mAP: 78.406 96.625 61.709 73.373 87.387 81.389 66.480 58.517 54.180 65.058 29.502 54.277 60.947 66.839 50.137 82.824 94.239 73.459 79.504 53.122 mAcc: 92.614 98.551 72.109 84.560 93.263 89.739 77.052 45.260 61.169 90.376 16.713 70.331 66.487 54.700 50.636 47.359 93.097 63.999 88.819 49.570 [2020-11-06 00:52:36,753][root][INFO] - 312/312: Data time: 0.0034, Iter time: 0.2671 Loss 0.116 (AVG: 0.626) Score 97.107 (AVG: 84.747) mIOU 60.610 mAP 68.340 mAcc 70.323 IOU: 77.039 95.790 55.677 76.798 87.226 77.865 67.396 40.328 45.028 69.180 12.131 56.718 50.809 50.539 42.235 42.785 87.295 53.463 82.927 40.970 mAP: 78.308 96.551 61.397 72.260 87.533 81.393 66.073 59.090 53.623 65.556 30.513 53.854 61.335 67.443 47.619 82.929 94.394 73.865 80.040 53.019 mAcc: 92.476 98.543 72.486 84.315 93.363 90.112 77.190 46.003 60.280 90.518 16.637 69.342 67.271 54.313 48.816 48.089 93.116 64.887 89.240 49.472 [2020-11-06 00:52:36,754][root][INFO] - Finished test. Elapsed time: 259.2016 [2020-11-06 00:52:51,579][root][INFO] - [2020-11-06 00:52:51,580][root][INFO] - ################################################################ [2020-11-06 00:52:51,581][root][INFO] - what : AP AP_50% AP_25% [2020-11-06 00:52:51,581][root][INFO] - ################################################################ [2020-11-06 00:52:51,581][root][INFO] - cabinet : 0.059 0.186 0.478 [2020-11-06 00:52:51,581][root][INFO] - bed : 0.226 0.588 0.711 [2020-11-06 00:52:51,581][root][INFO] - chair : 0.417 0.623 0.756 [2020-11-06 00:52:51,581][root][INFO] - sofa : 0.161 0.351 0.603 [2020-11-06 00:52:51,581][root][INFO] - table : 0.084 0.214 0.372 [2020-11-06 00:52:51,581][root][INFO] - door : 0.096 0.207 0.333 [2020-11-06 00:52:51,581][root][INFO] - window : 0.029 0.082 0.320 [2020-11-06 00:52:51,581][root][INFO] - bookshelf : 0.068 0.201 0.412 [2020-11-06 00:52:51,581][root][INFO] - picture : 0.002 0.005 0.062 [2020-11-06 00:52:51,581][root][INFO] - counter : 0.001 0.004 0.245 [2020-11-06 00:52:51,581][root][INFO] - desk : 0.007 0.039 0.192 [2020-11-06 00:52:51,581][root][INFO] - curtain : 0.101 0.175 0.385 [2020-11-06 00:52:51,581][root][INFO] - refrigerator : 0.109 0.255 0.325 [2020-11-06 00:52:51,581][root][INFO] - shower curtain : 0.349 0.576 0.642 [2020-11-06 00:52:51,581][root][INFO] - toilet : 0.732 0.982 0.982 [2020-11-06 00:52:51,581][root][INFO] - sink : 0.190 0.429 0.752 [2020-11-06 00:52:51,581][root][INFO] - bathtub : 0.301 0.487 0.767 [2020-11-06 00:52:51,581][root][INFO] - otherfurniture : 0.170 0.316 0.487 [2020-11-06 00:52:51,581][root][INFO] - ---------------------------------------------------------------- [2020-11-06 00:52:51,582][root][INFO] - average : 0.172 0.318 0.490 [2020-11-06 00:52:51,582][root][INFO] - [2020-11-06 00:52:51,857][root][INFO] - Summary name validation/mAP@0.5 is illegal; using validation/mAP_0.5 instead. [2020-11-06 00:52:52,537][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34Cbest_val.pth [2020-11-06 00:52:52,776][root][INFO] - Current best mIoU: 60.610 at iter 6500 [2020-11-06 00:52:56,255][root][INFO] - ===> Epoch[251](6501/26): Loss 0.1874, Sem 0.2181, dir -0.4293, norm 0.3986, swav 0.0000 LR: 3.887e-02 Score 92.121 Data time: 0.1571, Forward time: 2.2806, Backward time: 3.1095, DDP time: 0.0050, Total iter time: 3.4718 [2020-11-06 00:53:02,790][root][INFO] - ===> Epoch[251](6502/26): Loss 0.2998, Sem 0.2812, dir -0.4198, norm 0.4384, swav 0.0000 LR: 3.886e-02 Score 92.104 Data time: 0.2128, Forward time: 2.2806, Backward time: 3.1096, DDP time: 0.0050, Total iter time: 6.4478 [2020-11-06 00:53:08,844][root][INFO] - ===> Epoch[251](6503/26): Loss 0.3672, Sem 0.3468, dir -0.3938, norm 0.4143, swav 0.0000 LR: 3.885e-02 Score 89.186 Data time: 0.2667, Forward time: 2.2806, Backward time: 3.1096, DDP time: 0.0050, Total iter time: 5.9446 [2020-11-06 00:53:14,009][root][INFO] - ===> Epoch[251](6504/26): Loss 0.2295, Sem 0.2478, dir -0.4034, norm 0.3852, swav 0.0000 LR: 3.884e-02 Score 92.659 Data time: 0.2023, Forward time: 2.2806, Backward time: 3.1095, DDP time: 0.0050, Total iter time: 5.0510 [2020-11-06 00:53:20,414][root][INFO] - ===> Epoch[251](6505/26): Loss 0.2575, Sem 0.2540, dir -0.3760, norm 0.3795, swav 0.0000 LR: 3.883e-02 Score 91.414 Data time: 0.1719, Forward time: 2.2806, Backward time: 3.1096, DDP time: 0.0050, Total iter time: 6.3178 [2020-11-06 00:53:25,849][root][INFO] - ===> Epoch[251](6506/26): Loss 0.2566, Sem 0.2554, dir -0.3919, norm 0.3931, swav 0.0000 LR: 3.882e-02 Score 91.960 Data time: 0.1537, Forward time: 2.2805, Backward time: 3.1097, DDP time: 0.0050, Total iter time: 5.3502 [2020-11-06 00:53:30,823][root][INFO] - ===> Epoch[251](6507/26): Loss 0.3477, Sem 0.2779, dir -0.3965, norm 0.4664, swav 0.0000 LR: 3.881e-02 Score 91.207 Data time: 0.1668, Forward time: 2.2804, Backward time: 3.1096, DDP time: 0.0050, Total iter time: 4.9140 [2020-11-06 00:53:36,070][root][INFO] - ===> Epoch[251](6508/26): Loss 0.1862, Sem 0.2201, dir -0.4244, norm 0.3906, swav 0.0000 LR: 3.880e-02 Score 92.311 Data time: 0.1737, Forward time: 2.2804, Backward time: 3.1096, DDP time: 0.0050, Total iter time: 5.1512 [2020-11-06 00:53:42,856][root][INFO] - ===> Epoch[251](6509/26): Loss 0.2961, Sem 0.2703, dir -0.3639, norm 0.3896, swav 0.0000 LR: 3.879e-02 Score 91.033 Data time: 0.2157, Forward time: 2.2803, Backward time: 3.1098, DDP time: 0.0050, Total iter time: 6.6926 [2020-11-06 00:53:50,101][root][INFO] - ===> Epoch[251](6510/26): Loss 0.2298, Sem 0.2461, dir -0.3676, norm 0.3513, swav 0.0000 LR: 3.878e-02 Score 92.110 Data time: 0.2681, Forward time: 2.2804, Backward time: 3.1099, DDP time: 0.0050, Total iter time: 7.1275 [2020-11-06 00:53:57,673][root][INFO] - ===> Epoch[251](6511/26): Loss 0.2295, Sem 0.2295, dir -0.4186, norm 0.4186, swav 0.0000 LR: 3.877e-02 Score 93.307 Data time: 0.2354, Forward time: 2.2805, Backward time: 3.1101, DDP time: 0.0050, Total iter time: 7.4495 [2020-11-06 00:54:03,110][root][INFO] - ===> Epoch[251](6512/26): Loss 0.1824, Sem 0.1932, dir -0.4206, norm 0.4098, swav 0.0000 LR: 3.876e-02 Score 93.801 Data time: 0.2062, Forward time: 2.2804, Backward time: 3.1101, DDP time: 0.0050, Total iter time: 5.3097 [2020-11-06 00:54:08,083][root][INFO] - ===> Epoch[251](6513/26): Loss 0.1672, Sem 0.1989, dir -0.3827, norm 0.3510, swav 0.0000 LR: 3.875e-02 Score 93.857 Data time: 0.2209, Forward time: 2.2804, Backward time: 3.1100, DDP time: 0.0050, Total iter time: 4.8749 [2020-11-06 00:54:13,294][root][INFO] - ===> Epoch[251](6514/26): Loss 0.3478, Sem 0.3231, dir -0.4295, norm 0.4541, swav 0.0000 LR: 3.874e-02 Score 90.887 Data time: 0.2402, Forward time: 2.2805, Backward time: 3.1098, DDP time: 0.0050, Total iter time: 5.0958 [2020-11-06 00:54:19,067][root][INFO] - ===> Epoch[251](6515/26): Loss 0.2645, Sem 0.2796, dir -0.4182, norm 0.4032, swav 0.0000 LR: 3.873e-02 Score 91.692 Data time: 0.1637, Forward time: 2.2804, Backward time: 3.1099, DDP time: 0.0050, Total iter time: 5.6695 [2020-11-06 00:54:24,598][root][INFO] - ===> Epoch[251](6516/26): Loss 0.3137, Sem 0.3151, dir -0.4225, norm 0.4211, swav 0.0000 LR: 3.872e-02 Score 91.546 Data time: 0.2641, Forward time: 2.2805, Backward time: 3.1098, DDP time: 0.0050, Total iter time: 5.4543 [2020-11-06 00:54:28,988][root][INFO] - ===> Epoch[251](6517/26): Loss 0.2298, Sem 0.2391, dir -0.4170, norm 0.4077, swav 0.0000 LR: 3.871e-02 Score 92.124 Data time: 0.1583, Forward time: 2.2804, Backward time: 3.1097, DDP time: 0.0050, Total iter time: 4.2607 [2020-11-06 00:54:34,627][root][INFO] - ===> Epoch[251](6518/26): Loss 0.2680, Sem 0.2731, dir -0.4072, norm 0.4021, swav 0.0000 LR: 3.870e-02 Score 92.315 Data time: 0.1980, Forward time: 2.2803, Backward time: 3.1097, DDP time: 0.0050, Total iter time: 5.5457 [2020-11-06 00:54:40,786][root][INFO] - ===> Epoch[251](6519/26): Loss 0.2188, Sem 0.2118, dir -0.4216, norm 0.4287, swav 0.0000 LR: 3.869e-02 Score 93.308 Data time: 0.2680, Forward time: 2.2804, Backward time: 3.1097, DDP time: 0.0050, Total iter time: 6.0204 [2020-11-06 00:54:46,164][root][INFO] - ===> Epoch[251](6520/26): Loss 0.2212, Sem 0.2525, dir -0.3932, norm 0.3619, swav 0.0000 LR: 3.868e-02 Score 92.390 Data time: 0.2471, Forward time: 2.2805, Backward time: 3.1096, DDP time: 0.0050, Total iter time: 5.2436 [2020-11-06 00:54:51,837][root][INFO] - ===> Epoch[251](6521/26): Loss 0.2652, Sem 0.2329, dir -0.4333, norm 0.4657, swav 0.0000 LR: 3.867e-02 Score 93.435 Data time: 0.2140, Forward time: 2.2805, Backward time: 3.1096, DDP time: 0.0050, Total iter time: 5.5330 [2020-11-06 00:54:57,267][root][INFO] - ===> Epoch[251](6522/26): Loss 0.2124, Sem 0.2563, dir -0.4309, norm 0.3869, swav 0.0000 LR: 3.866e-02 Score 92.610 Data time: 0.2579, Forward time: 2.2805, Backward time: 3.1095, DDP time: 0.0050, Total iter time: 5.3119 [2020-11-06 00:55:03,619][root][INFO] - ===> Epoch[251](6523/26): Loss 0.2665, Sem 0.2598, dir -0.4043, norm 0.4110, swav 0.0000 LR: 3.865e-02 Score 92.550 Data time: 0.2701, Forward time: 2.2806, Backward time: 3.1095, DDP time: 0.0050, Total iter time: 6.2314 [2020-11-06 00:55:08,248][root][INFO] - ===> Epoch[251](6524/26): Loss 0.3496, Sem 0.2964, dir -0.3599, norm 0.4131, swav 0.0000 LR: 3.864e-02 Score 91.132 Data time: 0.2060, Forward time: 2.2805, Backward time: 3.1093, DDP time: 0.0050, Total iter time: 4.4844 [2020-11-06 00:55:13,441][root][INFO] - ===> Epoch[251](6525/26): Loss 0.1874, Sem 0.1807, dir -0.3778, norm 0.3845, swav 0.0000 LR: 3.863e-02 Score 94.832 Data time: 0.2551, Forward time: 2.2806, Backward time: 3.1092, DDP time: 0.0050, Total iter time: 5.0600 [2020-11-06 00:55:18,328][root][INFO] - ===> Epoch[251](6526/26): Loss 0.2233, Sem 0.2336, dir -0.4145, norm 0.4042, swav 0.0000 LR: 3.862e-02 Score 92.467 Data time: 0.2288, Forward time: 2.2806, Backward time: 3.1090, DDP time: 0.0050, Total iter time: 4.7689 [2020-11-06 00:55:24,979][root][INFO] - ===> Epoch[252](6527/26): Loss 0.2985, Sem 0.2801, dir -0.4177, norm 0.4361, swav 0.0000 LR: 3.861e-02 Score 90.805 Data time: 0.2625, Forward time: 2.2807, Backward time: 3.1091, DDP time: 0.0050, Total iter time: 6.5490 [2020-11-06 00:55:31,984][root][INFO] - ===> Epoch[252](6528/26): Loss 0.2342, Sem 0.2134, dir -0.4080, norm 0.4289, swav 0.0000 LR: 3.860e-02 Score 93.115 Data time: 0.2046, Forward time: 2.2807, Backward time: 3.1092, DDP time: 0.0050, Total iter time: 6.8654 [2020-11-06 00:55:36,973][root][INFO] - ===> Epoch[252](6529/26): Loss 0.2552, Sem 0.2773, dir -0.4236, norm 0.4014, swav 0.0000 LR: 3.859e-02 Score 91.974 Data time: 0.2041, Forward time: 2.2806, Backward time: 3.1092, DDP time: 0.0050, Total iter time: 4.8636 [2020-11-06 00:55:42,129][root][INFO] - ===> Epoch[252](6530/26): Loss 0.2054, Sem 0.1962, dir -0.4293, norm 0.4385, swav 0.0000 LR: 3.858e-02 Score 94.105 Data time: 0.2324, Forward time: 2.2807, Backward time: 3.1091, DDP time: 0.0050, Total iter time: 5.0527 [2020-11-06 00:55:46,459][root][INFO] - ===> Epoch[252](6531/26): Loss 0.1399, Sem 0.1744, dir -0.4323, norm 0.3978, swav 0.0000 LR: 3.857e-02 Score 94.482 Data time: 0.2002, Forward time: 2.2806, Backward time: 3.1089, DDP time: 0.0050, Total iter time: 4.2126 [2020-11-06 00:55:51,904][root][INFO] - ===> Epoch[252](6532/26): Loss 0.2735, Sem 0.2335, dir -0.3858, norm 0.4259, swav 0.0000 LR: 3.856e-02 Score 92.703 Data time: 0.2360, Forward time: 2.2807, Backward time: 3.1088, DDP time: 0.0050, Total iter time: 5.3503 [2020-11-06 00:55:59,314][root][INFO] - ===> Epoch[252](6533/26): Loss 0.2099, Sem 0.2600, dir -0.4227, norm 0.3726, swav 0.0000 LR: 3.855e-02 Score 91.235 Data time: 0.2160, Forward time: 2.2807, Backward time: 3.1090, DDP time: 0.0050, Total iter time: 7.2943 [2020-11-06 00:56:05,083][root][INFO] - ===> Epoch[252](6534/26): Loss 0.3180, Sem 0.3198, dir -0.3631, norm 0.3612, swav 0.0000 LR: 3.854e-02 Score 89.837 Data time: 0.1948, Forward time: 2.2807, Backward time: 3.1090, DDP time: 0.0050, Total iter time: 5.6505 [2020-11-06 00:56:10,126][root][INFO] - ===> Epoch[252](6535/26): Loss 0.3128, Sem 0.2682, dir -0.3877, norm 0.4323, swav 0.0000 LR: 3.853e-02 Score 91.032 Data time: 0.2234, Forward time: 2.2807, Backward time: 3.1089, DDP time: 0.0050, Total iter time: 4.9255 [2020-11-06 00:56:16,297][root][INFO] - ===> Epoch[252](6536/26): Loss 0.2661, Sem 0.2367, dir -0.3700, norm 0.3995, swav 0.0000 LR: 3.852e-02 Score 91.819 Data time: 0.2756, Forward time: 2.2808, Backward time: 3.1089, DDP time: 0.0050, Total iter time: 6.0449 [2020-11-06 00:56:23,262][root][INFO] - ===> Epoch[252](6537/26): Loss 0.2383, Sem 0.2420, dir -0.4587, norm 0.4550, swav 0.0000 LR: 3.851e-02 Score 91.256 Data time: 0.1813, Forward time: 2.2807, Backward time: 3.1091, DDP time: 0.0050, Total iter time: 6.8425 [2020-11-06 00:56:28,179][root][INFO] - ===> Epoch[252](6538/26): Loss 0.2487, Sem 0.2199, dir -0.3840, norm 0.4128, swav 0.0000 LR: 3.850e-02 Score 93.323 Data time: 0.2294, Forward time: 2.2807, Backward time: 3.1090, DDP time: 0.0050, Total iter time: 4.8116 [2020-11-06 00:56:35,122][root][INFO] - ===> Epoch[252](6539/26): Loss 0.2947, Sem 0.2860, dir -0.3918, norm 0.4005, swav 0.0000 LR: 3.849e-02 Score 91.744 Data time: 0.3154, Forward time: 2.2808, Backward time: 3.1090, DDP time: 0.0050, Total iter time: 6.8285 [2020-11-06 00:56:41,323][root][INFO] - ===> Epoch[252](6540/26): Loss 0.2100, Sem 0.2101, dir -0.3980, norm 0.3980, swav 0.0000 LR: 3.848e-02 Score 93.884 Data time: 0.2023, Forward time: 2.2809, Backward time: 3.1090, DDP time: 0.0050, Total iter time: 6.0589 [2020-11-06 00:56:45,875][root][INFO] - ===> Epoch[252](6541/26): Loss 0.2407, Sem 0.2629, dir -0.4691, norm 0.4468, swav 0.0000 LR: 3.847e-02 Score 90.714 Data time: 0.1887, Forward time: 2.2808, Backward time: 3.1089, DDP time: 0.0050, Total iter time: 4.4374 [2020-11-06 00:56:51,145][root][INFO] - ===> Epoch[252](6542/26): Loss 0.2616, Sem 0.2309, dir -0.3886, norm 0.4193, swav 0.0000 LR: 3.846e-02 Score 93.129 Data time: 0.2394, Forward time: 2.2809, Backward time: 3.1088, DDP time: 0.0050, Total iter time: 5.1793 [2020-11-06 00:56:55,990][root][INFO] - ===> Epoch[252](6543/26): Loss 0.2377, Sem 0.2632, dir -0.4185, norm 0.3930, swav 0.0000 LR: 3.845e-02 Score 92.068 Data time: 0.2120, Forward time: 2.2808, Backward time: 3.1087, DDP time: 0.0050, Total iter time: 4.7148 [2020-11-06 00:57:02,321][root][INFO] - ===> Epoch[252](6544/26): Loss 0.2676, Sem 0.2800, dir -0.3820, norm 0.3696, swav 0.0000 LR: 3.844e-02 Score 91.183 Data time: 0.2477, Forward time: 2.2808, Backward time: 3.1087, DDP time: 0.0050, Total iter time: 6.2184 [2020-11-06 00:57:06,976][root][INFO] - ===> Epoch[252](6545/26): Loss 0.2601, Sem 0.2583, dir -0.4415, norm 0.4433, swav 0.0000 LR: 3.843e-02 Score 91.658 Data time: 0.2030, Forward time: 2.2808, Backward time: 3.1086, DDP time: 0.0050, Total iter time: 4.5329 [2020-11-06 00:57:13,310][root][INFO] - ===> Epoch[252](6546/26): Loss 0.2630, Sem 0.2245, dir -0.3794, norm 0.4178, swav 0.0000 LR: 3.842e-02 Score 92.470 Data time: 0.2741, Forward time: 2.2809, Backward time: 3.1086, DDP time: 0.0050, Total iter time: 6.2325 [2020-11-06 00:57:19,816][root][INFO] - ===> Epoch[252](6547/26): Loss 0.2609, Sem 0.2724, dir -0.4065, norm 0.3950, swav 0.0000 LR: 3.841e-02 Score 91.423 Data time: 0.2099, Forward time: 2.2809, Backward time: 3.1087, DDP time: 0.0050, Total iter time: 6.3466 [2020-11-06 00:57:26,643][root][INFO] - ===> Epoch[252](6548/26): Loss 0.2470, Sem 0.2353, dir -0.4147, norm 0.4264, swav 0.0000 LR: 3.840e-02 Score 93.342 Data time: 0.2326, Forward time: 2.2810, Backward time: 3.1088, DDP time: 0.0050, Total iter time: 6.6996 [2020-11-06 00:57:32,354][root][INFO] - ===> Epoch[252](6549/26): Loss 0.2548, Sem 0.2202, dir -0.3886, norm 0.4231, swav 0.0000 LR: 3.839e-02 Score 92.292 Data time: 0.1610, Forward time: 2.2809, Backward time: 3.1089, DDP time: 0.0050, Total iter time: 5.5687 [2020-11-06 00:57:38,477][root][INFO] - ===> Epoch[252](6550/26): Loss 0.2176, Sem 0.2516, dir -0.3978, norm 0.3638, swav 0.0000 LR: 3.838e-02 Score 92.059 Data time: 0.2234, Forward time: 2.2809, Backward time: 3.1089, DDP time: 0.0050, Total iter time: 6.0087 [2020-11-06 00:57:44,178][root][INFO] - ===> Epoch[252](6551/26): Loss 0.2592, Sem 0.2548, dir -0.4649, norm 0.4693, swav 0.0000 LR: 3.837e-02 Score 91.791 Data time: 0.2455, Forward time: 2.2809, Backward time: 3.1088, DDP time: 0.0050, Total iter time: 5.5851 [2020-11-06 00:57:48,751][root][INFO] - ===> Epoch[252](6552/26): Loss 0.2112, Sem 0.2595, dir -0.4609, norm 0.4125, swav 0.0000 LR: 3.836e-02 Score 91.675 Data time: 0.2069, Forward time: 2.2809, Backward time: 3.1087, DDP time: 0.0050, Total iter time: 4.4332 [2020-11-06 00:57:54,399][root][INFO] - ===> Epoch[253](6553/26): Loss 0.2154, Sem 0.2556, dir -0.4417, norm 0.4015, swav 0.0000 LR: 3.835e-02 Score 91.489 Data time: 0.1982, Forward time: 2.2809, Backward time: 3.1086, DDP time: 0.0050, Total iter time: 5.5206 [2020-11-06 00:57:59,211][root][INFO] - ===> Epoch[253](6554/26): Loss 0.1856, Sem 0.2143, dir -0.4130, norm 0.3844, swav 0.0000 LR: 3.834e-02 Score 93.602 Data time: 0.1761, Forward time: 2.2808, Backward time: 3.1086, DDP time: 0.0050, Total iter time: 4.7054 [2020-11-06 00:58:05,934][root][INFO] - ===> Epoch[253](6555/26): Loss 0.2322, Sem 0.2687, dir -0.3901, norm 0.3535, swav 0.0000 LR: 3.833e-02 Score 91.580 Data time: 0.2195, Forward time: 2.2808, Backward time: 3.1087, DDP time: 0.0050, Total iter time: 6.6198 [2020-11-06 00:58:12,412][root][INFO] - ===> Epoch[253](6556/26): Loss 0.2039, Sem 0.2276, dir -0.4107, norm 0.3870, swav 0.0000 LR: 3.832e-02 Score 92.813 Data time: 0.1591, Forward time: 2.2808, Backward time: 3.1089, DDP time: 0.0050, Total iter time: 6.3470 [2020-11-06 00:58:17,546][root][INFO] - ===> Epoch[253](6557/26): Loss 0.2105, Sem 0.2314, dir -0.4493, norm 0.4284, swav 0.0000 LR: 3.831e-02 Score 92.654 Data time: 0.2384, Forward time: 2.2808, Backward time: 3.1088, DDP time: 0.0050, Total iter time: 5.0479 [2020-11-06 00:58:23,655][root][INFO] - ===> Epoch[253](6558/26): Loss 0.2344, Sem 0.2362, dir -0.3832, norm 0.3813, swav 0.0000 LR: 3.830e-02 Score 92.769 Data time: 0.2022, Forward time: 2.2808, Backward time: 3.1088, DDP time: 0.0050, Total iter time: 5.9856 [2020-11-06 00:58:28,407][root][INFO] - ===> Epoch[253](6559/26): Loss 0.2331, Sem 0.2338, dir -0.4133, norm 0.4127, swav 0.0000 LR: 3.829e-02 Score 93.703 Data time: 0.1529, Forward time: 2.2807, Backward time: 3.1087, DDP time: 0.0050, Total iter time: 4.6097 [2020-11-06 00:58:35,062][root][INFO] - ===> Epoch[253](6560/26): Loss 0.2626, Sem 0.2824, dir -0.4447, norm 0.4249, swav 0.0000 LR: 3.828e-02 Score 91.111 Data time: 0.1541, Forward time: 2.2806, Backward time: 3.1090, DDP time: 0.0050, Total iter time: 6.5590 [2020-11-06 00:58:40,113][root][INFO] - ===> Epoch[253](6561/26): Loss 0.2047, Sem 0.1979, dir -0.4163, norm 0.4231, swav 0.0000 LR: 3.827e-02 Score 93.568 Data time: 0.2167, Forward time: 2.2806, Backward time: 3.1088, DDP time: 0.0050, Total iter time: 4.9521 [2020-11-06 00:58:44,957][root][INFO] - ===> Epoch[253](6562/26): Loss 0.2333, Sem 0.2635, dir -0.4132, norm 0.3830, swav 0.0000 LR: 3.826e-02 Score 92.459 Data time: 0.2529, Forward time: 2.2806, Backward time: 3.1087, DDP time: 0.0050, Total iter time: 4.7134 [2020-11-06 00:58:50,604][root][INFO] - ===> Epoch[253](6563/26): Loss 0.2017, Sem 0.2068, dir -0.3922, norm 0.3871, swav 0.0000 LR: 3.825e-02 Score 92.949 Data time: 0.2455, Forward time: 2.2806, Backward time: 3.1087, DDP time: 0.0050, Total iter time: 5.5305 [2020-11-06 00:58:56,022][root][INFO] - ===> Epoch[253](6564/26): Loss 0.1767, Sem 0.2097, dir -0.4309, norm 0.3980, swav 0.0000 LR: 3.824e-02 Score 93.517 Data time: 0.2376, Forward time: 2.2807, Backward time: 3.1086, DDP time: 0.0050, Total iter time: 5.2822 [2020-11-06 00:59:01,379][root][INFO] - ===> Epoch[253](6565/26): Loss 0.2330, Sem 0.2165, dir -0.4198, norm 0.4363, swav 0.0000 LR: 3.823e-02 Score 92.773 Data time: 0.2686, Forward time: 2.2807, Backward time: 3.1085, DDP time: 0.0050, Total iter time: 5.2465 [2020-11-06 00:59:08,130][root][INFO] - ===> Epoch[253](6566/26): Loss 0.3022, Sem 0.2531, dir -0.3641, norm 0.4132, swav 0.0000 LR: 3.822e-02 Score 90.732 Data time: 0.2501, Forward time: 2.2807, Backward time: 3.1086, DDP time: 0.0050, Total iter time: 6.6166 [2020-11-06 00:59:12,674][root][INFO] - ===> Epoch[253](6567/26): Loss 0.2525, Sem 0.2681, dir -0.3878, norm 0.3721, swav 0.0000 LR: 3.821e-02 Score 92.314 Data time: 0.2318, Forward time: 2.2808, Backward time: 3.1084, DDP time: 0.0050, Total iter time: 4.3986 [2020-11-06 00:59:17,078][root][INFO] - ===> Epoch[253](6568/26): Loss 0.2786, Sem 0.2447, dir -0.3827, norm 0.4166, swav 0.0000 LR: 3.820e-02 Score 92.220 Data time: 0.2010, Forward time: 2.2807, Backward time: 3.1082, DDP time: 0.0050, Total iter time: 4.2952 [2020-11-06 00:59:23,027][root][INFO] - ===> Epoch[253](6569/26): Loss 0.2980, Sem 0.2669, dir -0.4357, norm 0.4668, swav 0.0000 LR: 3.819e-02 Score 91.573 Data time: 0.2337, Forward time: 2.2808, Backward time: 3.1082, DDP time: 0.0050, Total iter time: 5.8501 [2020-11-06 00:59:28,409][root][INFO] - ===> Epoch[253](6570/26): Loss 0.1529, Sem 0.2176, dir -0.4446, norm 0.3798, swav 0.0000 LR: 3.818e-02 Score 93.254 Data time: 0.2191, Forward time: 2.2808, Backward time: 3.1081, DDP time: 0.0050, Total iter time: 5.2354 [2020-11-06 00:59:33,902][root][INFO] - ===> Epoch[253](6571/26): Loss 0.2342, Sem 0.2221, dir -0.3987, norm 0.4108, swav 0.0000 LR: 3.817e-02 Score 93.717 Data time: 0.1831, Forward time: 2.2807, Backward time: 3.1081, DDP time: 0.0050, Total iter time: 5.3710 [2020-11-06 00:59:39,018][root][INFO] - ===> Epoch[253](6572/26): Loss 0.3458, Sem 0.3059, dir -0.4080, norm 0.4479, swav 0.0000 LR: 3.816e-02 Score 90.919 Data time: 0.1763, Forward time: 2.2807, Backward time: 3.1081, DDP time: 0.0050, Total iter time: 5.0218 [2020-11-06 00:59:44,812][root][INFO] - ===> Epoch[253](6573/26): Loss 0.3460, Sem 0.3067, dir -0.3746, norm 0.4139, swav 0.0000 LR: 3.815e-02 Score 91.291 Data time: 0.2078, Forward time: 2.2807, Backward time: 3.1081, DDP time: 0.0050, Total iter time: 5.6999 [2020-11-06 00:59:49,567][root][INFO] - ===> Epoch[253](6574/26): Loss 0.1574, Sem 0.1850, dir -0.4505, norm 0.4229, swav 0.0000 LR: 3.814e-02 Score 94.428 Data time: 0.2179, Forward time: 2.2806, Backward time: 3.1079, DDP time: 0.0050, Total iter time: 4.6264 [2020-11-06 00:59:56,202][root][INFO] - ===> Epoch[253](6575/26): Loss 0.3593, Sem 0.3105, dir -0.4267, norm 0.4755, swav 0.0000 LR: 3.813e-02 Score 91.172 Data time: 0.2403, Forward time: 2.2807, Backward time: 3.1080, DDP time: 0.0050, Total iter time: 6.5470 [2020-11-06 01:00:01,549][root][INFO] - ===> Epoch[253](6576/26): Loss 0.2245, Sem 0.2212, dir -0.3866, norm 0.3898, swav 0.0000 LR: 3.812e-02 Score 93.025 Data time: 0.2051, Forward time: 2.2807, Backward time: 3.1079, DDP time: 0.0050, Total iter time: 5.2213 [2020-11-06 01:00:07,615][root][INFO] - ===> Epoch[253](6577/26): Loss 0.3068, Sem 0.2502, dir -0.3658, norm 0.4224, swav 0.0000 LR: 3.811e-02 Score 92.002 Data time: 0.1956, Forward time: 2.2806, Backward time: 3.1080, DDP time: 0.0050, Total iter time: 5.9355 [2020-11-06 01:00:12,507][root][INFO] - ===> Epoch[253](6578/26): Loss 0.3425, Sem 0.2988, dir -0.3653, norm 0.4090, swav 0.0000 LR: 3.810e-02 Score 90.793 Data time: 0.1734, Forward time: 2.2805, Backward time: 3.1080, DDP time: 0.0050, Total iter time: 4.7813 [2020-11-06 01:00:19,209][root][INFO] - ===> Epoch[254](6579/26): Loss 0.2973, Sem 0.2565, dir -0.3859, norm 0.4267, swav 0.0000 LR: 3.809e-02 Score 92.758 Data time: 0.2446, Forward time: 2.2805, Backward time: 3.1081, DDP time: 0.0050, Total iter time: 6.6016 [2020-11-06 01:00:25,562][root][INFO] - ===> Epoch[254](6580/26): Loss 0.1586, Sem 0.1893, dir -0.4058, norm 0.3751, swav 0.0000 LR: 3.808e-02 Score 94.622 Data time: 0.1897, Forward time: 2.2805, Backward time: 3.1083, DDP time: 0.0050, Total iter time: 6.2437 [2020-11-06 01:00:31,763][root][INFO] - ===> Epoch[254](6581/26): Loss 0.1954, Sem 0.2472, dir -0.4295, norm 0.3776, swav 0.0000 LR: 3.807e-02 Score 91.697 Data time: 0.1852, Forward time: 2.2804, Backward time: 3.1084, DDP time: 0.0050, Total iter time: 6.0885 [2020-11-06 01:00:36,962][root][INFO] - ===> Epoch[254](6582/26): Loss 0.3395, Sem 0.3006, dir -0.3667, norm 0.4056, swav 0.0000 LR: 3.806e-02 Score 91.776 Data time: 0.1938, Forward time: 2.2804, Backward time: 3.1083, DDP time: 0.0050, Total iter time: 5.1038 [2020-11-06 01:00:41,716][root][INFO] - ===> Epoch[254](6583/26): Loss 0.2261, Sem 0.2376, dir -0.4107, norm 0.3992, swav 0.0000 LR: 3.805e-02 Score 92.064 Data time: 0.2283, Forward time: 2.2803, Backward time: 3.1082, DDP time: 0.0050, Total iter time: 4.6197 [2020-11-06 01:00:47,112][root][INFO] - ===> Epoch[254](6584/26): Loss 0.2594, Sem 0.2663, dir -0.4233, norm 0.4163, swav 0.0000 LR: 3.804e-02 Score 90.988 Data time: 0.1944, Forward time: 2.2803, Backward time: 3.1082, DDP time: 0.0050, Total iter time: 5.2866 [2020-11-06 01:00:52,656][root][INFO] - ===> Epoch[254](6585/26): Loss 0.2449, Sem 0.2262, dir -0.4000, norm 0.4187, swav 0.0000 LR: 3.803e-02 Score 92.987 Data time: 0.2761, Forward time: 2.2804, Backward time: 3.1081, DDP time: 0.0050, Total iter time: 5.4249 [2020-11-06 01:00:58,918][root][INFO] - ===> Epoch[254](6586/26): Loss 0.2207, Sem 0.2227, dir -0.4270, norm 0.4251, swav 0.0000 LR: 3.802e-02 Score 92.770 Data time: 0.2079, Forward time: 2.2804, Backward time: 3.1081, DDP time: 0.0050, Total iter time: 6.1286 [2020-11-06 01:01:04,176][root][INFO] - ===> Epoch[254](6587/26): Loss 0.1546, Sem 0.2182, dir -0.4511, norm 0.3876, swav 0.0000 LR: 3.801e-02 Score 92.999 Data time: 0.2534, Forward time: 2.2804, Backward time: 3.1080, DDP time: 0.0050, Total iter time: 5.1508 [2020-11-06 01:01:10,223][root][INFO] - ===> Epoch[254](6588/26): Loss 0.2003, Sem 0.2063, dir -0.4584, norm 0.4524, swav 0.0000 LR: 3.800e-02 Score 93.474 Data time: 0.1890, Forward time: 2.2804, Backward time: 3.1081, DDP time: 0.0051, Total iter time: 5.9159 [2020-11-06 01:01:15,377][root][INFO] - ===> Epoch[254](6589/26): Loss 0.2863, Sem 0.2575, dir -0.4025, norm 0.4312, swav 0.0000 LR: 3.799e-02 Score 91.549 Data time: 0.2201, Forward time: 2.2804, Backward time: 3.1080, DDP time: 0.0051, Total iter time: 5.0428 [2020-11-06 01:01:21,522][root][INFO] - ===> Epoch[254](6590/26): Loss 0.3246, Sem 0.3005, dir -0.3936, norm 0.4177, swav 0.0000 LR: 3.798e-02 Score 90.956 Data time: 0.2973, Forward time: 2.2805, Backward time: 3.1079, DDP time: 0.0051, Total iter time: 6.0278 [2020-11-06 01:01:28,696][root][INFO] - ===> Epoch[254](6591/26): Loss 0.2272, Sem 0.1911, dir -0.3654, norm 0.4015, swav 0.0000 LR: 3.797e-02 Score 94.304 Data time: 0.1655, Forward time: 2.2804, Backward time: 3.1082, DDP time: 0.0051, Total iter time: 7.0231 [2020-11-06 01:01:35,066][root][INFO] - ===> Epoch[254](6592/26): Loss 0.2093, Sem 0.2506, dir -0.4356, norm 0.3944, swav 0.0000 LR: 3.796e-02 Score 91.518 Data time: 0.1915, Forward time: 2.2804, Backward time: 3.1083, DDP time: 0.0051, Total iter time: 6.2800 [2020-11-06 01:01:40,896][root][INFO] - ===> Epoch[254](6593/26): Loss 0.1296, Sem 0.2068, dir -0.4896, norm 0.4124, swav 0.0000 LR: 3.795e-02 Score 93.517 Data time: 0.1901, Forward time: 2.2803, Backward time: 3.1084, DDP time: 0.0051, Total iter time: 5.6989 [2020-11-06 01:01:48,016][root][INFO] - ===> Epoch[254](6594/26): Loss 0.3355, Sem 0.2776, dir -0.4015, norm 0.4593, swav 0.0000 LR: 3.794e-02 Score 92.147 Data time: 0.2610, Forward time: 2.2804, Backward time: 3.1085, DDP time: 0.0051, Total iter time: 7.0208 [2020-11-06 01:01:53,991][root][INFO] - ===> Epoch[254](6595/26): Loss 0.2488, Sem 0.2435, dir -0.3874, norm 0.3926, swav 0.0000 LR: 3.793e-02 Score 90.923 Data time: 0.2804, Forward time: 2.2805, Backward time: 3.1084, DDP time: 0.0051, Total iter time: 5.8475 [2020-11-06 01:02:00,746][root][INFO] - ===> Epoch[254](6596/26): Loss 0.2694, Sem 0.2385, dir -0.4053, norm 0.4363, swav 0.0000 LR: 3.792e-02 Score 92.801 Data time: 0.1625, Forward time: 2.2804, Backward time: 3.1086, DDP time: 0.0051, Total iter time: 6.6124 [2020-11-06 01:02:05,759][root][INFO] - ===> Epoch[254](6597/26): Loss 0.2363, Sem 0.2431, dir -0.4577, norm 0.4509, swav 0.0000 LR: 3.791e-02 Score 92.653 Data time: 0.2377, Forward time: 2.2804, Backward time: 3.1085, DDP time: 0.0051, Total iter time: 4.8945 [2020-11-06 01:02:12,083][root][INFO] - ===> Epoch[254](6598/26): Loss 0.4147, Sem 0.3173, dir -0.3497, norm 0.4471, swav 0.0000 LR: 3.790e-02 Score 90.185 Data time: 0.2345, Forward time: 2.2805, Backward time: 3.1086, DDP time: 0.0051, Total iter time: 6.2110 [2020-11-06 01:02:17,042][root][INFO] - ===> Epoch[254](6599/26): Loss 0.2065, Sem 0.2135, dir -0.4746, norm 0.4676, swav 0.0000 LR: 3.789e-02 Score 92.529 Data time: 0.2073, Forward time: 2.2805, Backward time: 3.1084, DDP time: 0.0051, Total iter time: 4.8217 [2020-11-06 01:02:22,521][root][INFO] - ===> Epoch[254](6600/26): Loss 0.1975, Sem 0.2230, dir -0.4593, norm 0.4338, swav 0.0000 LR: 3.788e-02 Score 92.745 Data time: 0.2026, Forward time: 2.2804, Backward time: 3.1084, DDP time: 0.0051, Total iter time: 5.3490 [2020-11-06 01:02:26,749][root][INFO] - ===> Epoch[254](6601/26): Loss 0.2483, Sem 0.2589, dir -0.4212, norm 0.4107, swav 0.0000 LR: 3.787e-02 Score 91.313 Data time: 0.1778, Forward time: 2.2804, Backward time: 3.1082, DDP time: 0.0051, Total iter time: 4.1247 [2020-11-06 01:02:33,723][root][INFO] - ===> Epoch[254](6602/26): Loss 0.2851, Sem 0.2305, dir -0.3675, norm 0.4222, swav 0.0000 LR: 3.786e-02 Score 92.534 Data time: 0.1860, Forward time: 2.2803, Backward time: 3.1085, DDP time: 0.0051, Total iter time: 6.8860 [2020-11-06 01:02:39,251][root][INFO] - ===> Epoch[254](6603/26): Loss 0.2417, Sem 0.2331, dir -0.3911, norm 0.3998, swav 0.0000 LR: 3.785e-02 Score 93.051 Data time: 0.2559, Forward time: 2.2803, Backward time: 3.1084, DDP time: 0.0051, Total iter time: 5.4211 [2020-11-06 01:02:44,450][root][INFO] - ===> Epoch[254](6604/26): Loss 0.3158, Sem 0.2537, dir -0.3743, norm 0.4365, swav 0.0000 LR: 3.784e-02 Score 92.036 Data time: 0.1888, Forward time: 2.2803, Backward time: 3.1083, DDP time: 0.0051, Total iter time: 5.0678 [2020-11-06 01:02:50,173][root][INFO] - ===> Epoch[255](6605/26): Loss 0.2891, Sem 0.2607, dir -0.3136, norm 0.3420, swav 0.0000 LR: 3.783e-02 Score 91.564 Data time: 0.2192, Forward time: 2.2803, Backward time: 3.1083, DDP time: 0.0051, Total iter time: 5.6004 [2020-11-06 01:02:54,646][root][INFO] - ===> Epoch[255](6606/26): Loss 0.2733, Sem 0.2607, dir -0.4011, norm 0.4137, swav 0.0000 LR: 3.782e-02 Score 91.051 Data time: 0.2002, Forward time: 2.2803, Backward time: 3.1082, DDP time: 0.0051, Total iter time: 4.3640 [2020-11-06 01:02:59,944][root][INFO] - ===> Epoch[255](6607/26): Loss 0.2505, Sem 0.2241, dir -0.4001, norm 0.4265, swav 0.0000 LR: 3.781e-02 Score 93.062 Data time: 0.2433, Forward time: 2.2803, Backward time: 3.1081, DDP time: 0.0051, Total iter time: 5.1956 [2020-11-06 01:03:05,964][root][INFO] - ===> Epoch[255](6608/26): Loss 0.2861, Sem 0.2632, dir -0.4140, norm 0.4370, swav 0.0000 LR: 3.780e-02 Score 91.837 Data time: 0.2560, Forward time: 2.2803, Backward time: 3.1081, DDP time: 0.0051, Total iter time: 5.8914 [2020-11-06 01:03:12,012][root][INFO] - ===> Epoch[255](6609/26): Loss 0.2167, Sem 0.2153, dir -0.3661, norm 0.3676, swav 0.0000 LR: 3.779e-02 Score 93.838 Data time: 0.2143, Forward time: 2.2803, Backward time: 3.1081, DDP time: 0.0051, Total iter time: 5.9070 [2020-11-06 01:03:17,937][root][INFO] - ===> Epoch[255](6610/26): Loss 0.2053, Sem 0.2469, dir -0.4829, norm 0.4413, swav 0.0000 LR: 3.778e-02 Score 92.366 Data time: 0.2046, Forward time: 2.2803, Backward time: 3.1081, DDP time: 0.0051, Total iter time: 5.8118 [2020-11-06 01:03:23,798][root][INFO] - ===> Epoch[255](6611/26): Loss 0.3112, Sem 0.2479, dir -0.3630, norm 0.4263, swav 0.0000 LR: 3.777e-02 Score 91.856 Data time: 0.2739, Forward time: 2.2804, Backward time: 3.1080, DDP time: 0.0051, Total iter time: 5.7541 [2020-11-06 01:03:30,402][root][INFO] - ===> Epoch[255](6612/26): Loss 0.2582, Sem 0.2626, dir -0.4021, norm 0.3977, swav 0.0000 LR: 3.776e-02 Score 91.116 Data time: 0.3284, Forward time: 2.2806, Backward time: 3.1080, DDP time: 0.0051, Total iter time: 6.4664 [2020-11-06 01:03:36,901][root][INFO] - ===> Epoch[255](6613/26): Loss 0.2257, Sem 0.2934, dir -0.4248, norm 0.3571, swav 0.0000 LR: 3.775e-02 Score 90.824 Data time: 0.2615, Forward time: 2.2807, Backward time: 3.1080, DDP time: 0.0051, Total iter time: 6.3705 [2020-11-06 01:03:42,712][root][INFO] - ===> Epoch[255](6614/26): Loss 0.2434, Sem 0.2682, dir -0.4528, norm 0.4281, swav 0.0000 LR: 3.774e-02 Score 91.571 Data time: 0.2716, Forward time: 2.2808, Backward time: 3.1079, DDP time: 0.0051, Total iter time: 5.6748 [2020-11-06 01:03:49,377][root][INFO] - ===> Epoch[255](6615/26): Loss 0.2525, Sem 0.2606, dir -0.4026, norm 0.3944, swav 0.0000 LR: 3.773e-02 Score 91.086 Data time: 0.1754, Forward time: 2.2807, Backward time: 3.1081, DDP time: 0.0051, Total iter time: 6.5565 [2020-11-06 01:03:55,935][root][INFO] - ===> Epoch[255](6616/26): Loss 0.3174, Sem 0.2734, dir -0.4367, norm 0.4808, swav 0.0000 LR: 3.772e-02 Score 91.874 Data time: 0.2007, Forward time: 2.2807, Backward time: 3.1082, DDP time: 0.0051, Total iter time: 6.4647 [2020-11-06 01:04:01,972][root][INFO] - ===> Epoch[255](6617/26): Loss 0.2475, Sem 0.2831, dir -0.4177, norm 0.3821, swav 0.0000 LR: 3.771e-02 Score 92.181 Data time: 0.1870, Forward time: 2.2807, Backward time: 3.1083, DDP time: 0.0051, Total iter time: 5.9511 [2020-11-06 01:04:08,580][root][INFO] - ===> Epoch[255](6618/26): Loss 0.1915, Sem 0.2129, dir -0.4371, norm 0.4156, swav 0.0000 LR: 3.770e-02 Score 93.371 Data time: 0.2055, Forward time: 2.2807, Backward time: 3.1084, DDP time: 0.0051, Total iter time: 6.5169 [2020-11-06 01:04:14,593][root][INFO] - ===> Epoch[255](6619/26): Loss 0.2608, Sem 0.2381, dir -0.4090, norm 0.4317, swav 0.0000 LR: 3.769e-02 Score 92.500 Data time: 0.2020, Forward time: 2.2806, Backward time: 3.1085, DDP time: 0.0051, Total iter time: 5.8830 [2020-11-06 01:04:20,221][root][INFO] - ===> Epoch[255](6620/26): Loss 0.3456, Sem 0.2608, dir -0.3686, norm 0.4535, swav 0.0000 LR: 3.768e-02 Score 92.829 Data time: 0.2578, Forward time: 2.2807, Backward time: 3.1084, DDP time: 0.0051, Total iter time: 5.5433 [2020-11-06 01:04:25,753][root][INFO] - ===> Epoch[255](6621/26): Loss 0.2451, Sem 0.2576, dir -0.4225, norm 0.4100, swav 0.0000 LR: 3.767e-02 Score 92.260 Data time: 0.2238, Forward time: 2.2807, Backward time: 3.1084, DDP time: 0.0051, Total iter time: 5.3720 [2020-11-06 01:04:31,430][root][INFO] - ===> Epoch[255](6622/26): Loss 0.1506, Sem 0.2078, dir -0.4802, norm 0.4229, swav 0.0000 LR: 3.766e-02 Score 93.179 Data time: 0.2723, Forward time: 2.2808, Backward time: 3.1082, DDP time: 0.0051, Total iter time: 5.5776 [2020-11-06 01:04:37,197][root][INFO] - ===> Epoch[255](6623/26): Loss 0.1791, Sem 0.2188, dir -0.4072, norm 0.3675, swav 0.0000 LR: 3.765e-02 Score 92.619 Data time: 0.2524, Forward time: 2.2808, Backward time: 3.1082, DDP time: 0.0051, Total iter time: 5.6797 [2020-11-06 01:04:42,387][root][INFO] - ===> Epoch[255](6624/26): Loss 0.2097, Sem 0.2104, dir -0.4646, norm 0.4639, swav 0.0000 LR: 3.764e-02 Score 94.304 Data time: 0.1876, Forward time: 2.2807, Backward time: 3.1082, DDP time: 0.0051, Total iter time: 5.0773 [2020-11-06 01:04:48,627][root][INFO] - ===> Epoch[255](6625/26): Loss 0.3416, Sem 0.2866, dir -0.3714, norm 0.4265, swav 0.0000 LR: 3.763e-02 Score 90.265 Data time: 0.2557, Forward time: 2.2808, Backward time: 3.1082, DDP time: 0.0051, Total iter time: 6.1557 [2020-11-06 01:04:54,232][root][INFO] - ===> Epoch[255](6626/26): Loss 0.2389, Sem 0.2456, dir -0.4308, norm 0.4240, swav 0.0000 LR: 3.762e-02 Score 91.672 Data time: 0.2099, Forward time: 2.2808, Backward time: 3.1082, DDP time: 0.0051, Total iter time: 5.4753 [2020-11-06 01:05:01,034][root][INFO] - ===> Epoch[255](6627/26): Loss 0.2628, Sem 0.2156, dir -0.4085, norm 0.4558, swav 0.0000 LR: 3.761e-02 Score 94.025 Data time: 0.2009, Forward time: 2.2808, Backward time: 3.1083, DDP time: 0.0051, Total iter time: 6.7047 [2020-11-06 01:05:06,674][root][INFO] - ===> Epoch[255](6628/26): Loss 0.1988, Sem 0.2492, dir -0.4265, norm 0.3761, swav 0.0000 LR: 3.760e-02 Score 92.408 Data time: 0.2459, Forward time: 2.2808, Backward time: 3.1083, DDP time: 0.0051, Total iter time: 5.5272 [2020-11-06 01:05:11,676][root][INFO] - ===> Epoch[255](6629/26): Loss 0.2805, Sem 0.2727, dir -0.4246, norm 0.4324, swav 0.0000 LR: 3.759e-02 Score 91.905 Data time: 0.2201, Forward time: 2.2808, Backward time: 3.1082, DDP time: 0.0051, Total iter time: 4.8498 [2020-11-06 01:05:19,021][root][INFO] - ===> Epoch[255](6630/26): Loss 0.2320, Sem 0.2435, dir -0.4162, norm 0.4046, swav 0.0000 LR: 3.758e-02 Score 92.973 Data time: 0.1753, Forward time: 2.2807, Backward time: 3.1085, DDP time: 0.0051, Total iter time: 7.2392 [2020-11-06 01:05:25,918][root][INFO] - ===> Epoch[256](6631/26): Loss 0.2351, Sem 0.2696, dir -0.4507, norm 0.4163, swav 0.0000 LR: 3.757e-02 Score 92.009 Data time: 0.2373, Forward time: 2.2807, Backward time: 3.1086, DDP time: 0.0051, Total iter time: 6.7889 [2020-11-06 01:05:31,650][root][INFO] - ===> Epoch[256](6632/26): Loss 0.3032, Sem 0.2940, dir -0.4593, norm 0.4685, swav 0.0000 LR: 3.756e-02 Score 91.336 Data time: 0.2156, Forward time: 2.2807, Backward time: 3.1086, DDP time: 0.0051, Total iter time: 5.6186 [2020-11-06 01:05:37,617][root][INFO] - ===> Epoch[256](6633/26): Loss 0.2097, Sem 0.2415, dir -0.4457, norm 0.4139, swav 0.0000 LR: 3.755e-02 Score 91.782 Data time: 0.2960, Forward time: 2.2808, Backward time: 3.1085, DDP time: 0.0051, Total iter time: 5.8528 [2020-11-06 01:05:43,340][root][INFO] - ===> Epoch[256](6634/26): Loss 0.3040, Sem 0.2749, dir -0.4207, norm 0.4498, swav 0.0000 LR: 3.754e-02 Score 91.588 Data time: 0.2843, Forward time: 2.2809, Backward time: 3.1084, DDP time: 0.0051, Total iter time: 5.5909 [2020-11-06 01:05:48,902][root][INFO] - ===> Epoch[256](6635/26): Loss 0.3231, Sem 0.2764, dir -0.4146, norm 0.4613, swav 0.0000 LR: 3.753e-02 Score 92.026 Data time: 0.2695, Forward time: 2.2810, Backward time: 3.1083, DDP time: 0.0051, Total iter time: 5.4291 [2020-11-06 01:05:54,947][root][INFO] - ===> Epoch[256](6636/26): Loss 0.2324, Sem 0.2696, dir -0.4109, norm 0.3738, swav 0.0000 LR: 3.752e-02 Score 90.488 Data time: 0.2811, Forward time: 2.2811, Backward time: 3.1082, DDP time: 0.0051, Total iter time: 5.9344 [2020-11-06 01:06:01,867][root][INFO] - ===> Epoch[256](6637/26): Loss 0.4616, Sem 0.3919, dir -0.4422, norm 0.5119, swav 0.0000 LR: 3.751e-02 Score 89.956 Data time: 0.1801, Forward time: 2.2811, Backward time: 3.1084, DDP time: 0.0051, Total iter time: 6.7890 [2020-11-06 01:06:07,193][root][INFO] - ===> Epoch[256](6638/26): Loss 0.2294, Sem 0.2574, dir -0.4152, norm 0.3871, swav 0.0000 LR: 3.750e-02 Score 91.284 Data time: 0.2499, Forward time: 2.2811, Backward time: 3.1083, DDP time: 0.0051, Total iter time: 5.2387 [2020-11-06 01:06:12,555][root][INFO] - ===> Epoch[256](6639/26): Loss 0.3156, Sem 0.2971, dir -0.4024, norm 0.4210, swav 0.0000 LR: 3.749e-02 Score 90.219 Data time: 0.2193, Forward time: 2.2811, Backward time: 3.1082, DDP time: 0.0051, Total iter time: 5.2515 [2020-11-06 01:06:18,191][root][INFO] - ===> Epoch[256](6640/26): Loss 0.1651, Sem 0.2294, dir -0.4368, norm 0.3725, swav 0.0000 LR: 3.748e-02 Score 93.352 Data time: 0.1709, Forward time: 2.2810, Backward time: 3.1083, DDP time: 0.0051, Total iter time: 5.5371 [2020-11-06 01:06:23,667][root][INFO] - ===> Epoch[256](6641/26): Loss 0.2866, Sem 0.2387, dir -0.3659, norm 0.4138, swav 0.0000 LR: 3.747e-02 Score 92.156 Data time: 0.2602, Forward time: 2.2811, Backward time: 3.1082, DDP time: 0.0051, Total iter time: 5.3818 [2020-11-06 01:06:29,449][root][INFO] - ===> Epoch[256](6642/26): Loss 0.2405, Sem 0.2794, dir -0.4632, norm 0.4243, swav 0.0000 LR: 3.746e-02 Score 90.244 Data time: 0.2008, Forward time: 2.2811, Backward time: 3.1082, DDP time: 0.0051, Total iter time: 5.6505 [2020-11-06 01:06:34,122][root][INFO] - ===> Epoch[256](6643/26): Loss 0.1909, Sem 0.2441, dir -0.4164, norm 0.3631, swav 0.0000 LR: 3.745e-02 Score 92.364 Data time: 0.1712, Forward time: 2.2810, Backward time: 3.1081, DDP time: 0.0051, Total iter time: 4.5574 [2020-11-06 01:06:39,155][root][INFO] - ===> Epoch[256](6644/26): Loss 0.3210, Sem 0.2443, dir -0.3944, norm 0.4712, swav 0.0000 LR: 3.744e-02 Score 93.191 Data time: 0.1889, Forward time: 2.2810, Backward time: 3.1080, DDP time: 0.0051, Total iter time: 4.9260 [2020-11-06 01:06:45,794][root][INFO] - ===> Epoch[256](6645/26): Loss 0.2718, Sem 0.2445, dir -0.4385, norm 0.4657, swav 0.0000 LR: 3.743e-02 Score 92.294 Data time: 0.2183, Forward time: 2.2810, Backward time: 3.1082, DDP time: 0.0051, Total iter time: 6.5283 [2020-11-06 01:06:51,608][root][INFO] - ===> Epoch[256](6646/26): Loss 0.2367, Sem 0.2152, dir -0.3550, norm 0.3765, swav 0.0000 LR: 3.742e-02 Score 93.084 Data time: 0.2217, Forward time: 2.2810, Backward time: 3.1082, DDP time: 0.0051, Total iter time: 5.6705 [2020-11-06 01:06:57,536][root][INFO] - ===> Epoch[256](6647/26): Loss 0.2386, Sem 0.2595, dir -0.4081, norm 0.3871, swav 0.0000 LR: 3.741e-02 Score 91.293 Data time: 0.2074, Forward time: 2.2810, Backward time: 3.1082, DDP time: 0.0051, Total iter time: 5.8120 [2020-11-06 01:07:02,301][root][INFO] - ===> Epoch[256](6648/26): Loss 0.2799, Sem 0.2693, dir -0.3905, norm 0.4010, swav 0.0000 LR: 3.740e-02 Score 92.273 Data time: 0.2149, Forward time: 2.2810, Backward time: 3.1080, DDP time: 0.0051, Total iter time: 4.6340 [2020-11-06 01:07:08,497][root][INFO] - ===> Epoch[256](6649/26): Loss 0.2478, Sem 0.2325, dir -0.3986, norm 0.4139, swav 0.0000 LR: 3.739e-02 Score 92.713 Data time: 0.2593, Forward time: 2.2810, Backward time: 3.1080, DDP time: 0.0051, Total iter time: 6.0887 [2020-11-06 01:07:14,387][root][INFO] - ===> Epoch[256](6650/26): Loss 0.2095, Sem 0.1791, dir -0.4257, norm 0.4561, swav 0.0000 LR: 3.738e-02 Score 94.797 Data time: 0.2642, Forward time: 2.2811, Backward time: 3.1080, DDP time: 0.0051, Total iter time: 5.7555 [2020-11-06 01:07:20,182][root][INFO] - ===> Epoch[256](6651/26): Loss 0.1981, Sem 0.1940, dir -0.3919, norm 0.3960, swav 0.0000 LR: 3.737e-02 Score 93.734 Data time: 0.2606, Forward time: 2.2812, Backward time: 3.1079, DDP time: 0.0051, Total iter time: 5.6413 [2020-11-06 01:07:25,586][root][INFO] - ===> Epoch[256](6652/26): Loss 0.2691, Sem 0.2183, dir -0.3526, norm 0.4034, swav 0.0000 LR: 3.736e-02 Score 92.554 Data time: 0.1807, Forward time: 2.2811, Backward time: 3.1079, DDP time: 0.0051, Total iter time: 5.2631 [2020-11-06 01:07:32,036][root][INFO] - ===> Epoch[256](6653/26): Loss 0.2559, Sem 0.2330, dir -0.3886, norm 0.4115, swav 0.0000 LR: 3.735e-02 Score 92.056 Data time: 0.2639, Forward time: 2.2812, Backward time: 3.1079, DDP time: 0.0051, Total iter time: 6.3726 [2020-11-06 01:07:38,363][root][INFO] - ===> Epoch[256](6654/26): Loss 0.3794, Sem 0.2983, dir -0.4109, norm 0.4920, swav 0.0000 LR: 3.734e-02 Score 90.968 Data time: 0.2316, Forward time: 2.2812, Backward time: 3.1080, DDP time: 0.0051, Total iter time: 6.1825 [2020-11-06 01:07:43,578][root][INFO] - ===> Epoch[256](6655/26): Loss 0.2596, Sem 0.2566, dir -0.4336, norm 0.4366, swav 0.0000 LR: 3.733e-02 Score 92.182 Data time: 0.2158, Forward time: 2.2812, Backward time: 3.1079, DDP time: 0.0051, Total iter time: 5.1121 [2020-11-06 01:07:48,225][root][INFO] - ===> Epoch[256](6656/26): Loss 0.3636, Sem 0.3055, dir -0.3540, norm 0.4121, swav 0.0000 LR: 3.732e-02 Score 91.234 Data time: 0.2134, Forward time: 2.2812, Backward time: 3.1078, DDP time: 0.0051, Total iter time: 4.5346 [2020-11-06 01:07:54,709][root][INFO] - ===> Epoch[257](6657/26): Loss 0.2007, Sem 0.2408, dir -0.4496, norm 0.4095, swav 0.0000 LR: 3.731e-02 Score 92.177 Data time: 0.1479, Forward time: 2.2810, Backward time: 3.1080, DDP time: 0.0051, Total iter time: 6.3674 [2020-11-06 01:07:59,133][root][INFO] - ===> Epoch[257](6658/26): Loss 0.2365, Sem 0.2922, dir -0.4674, norm 0.4117, swav 0.0000 LR: 3.730e-02 Score 90.531 Data time: 0.2108, Forward time: 2.2810, Backward time: 3.1078, DDP time: 0.0051, Total iter time: 4.3307 [2020-11-06 01:08:03,507][root][INFO] - ===> Epoch[257](6659/26): Loss 0.2746, Sem 0.2892, dir -0.4339, norm 0.4193, swav 0.0000 LR: 3.729e-02 Score 91.336 Data time: 0.1952, Forward time: 2.2810, Backward time: 3.1076, DDP time: 0.0051, Total iter time: 4.2604 [2020-11-06 01:08:08,307][root][INFO] - ===> Epoch[257](6660/26): Loss 0.2514, Sem 0.2459, dir -0.3801, norm 0.3856, swav 0.0000 LR: 3.728e-02 Score 92.809 Data time: 0.2248, Forward time: 2.2809, Backward time: 3.1075, DDP time: 0.0051, Total iter time: 4.7075 [2020-11-06 01:08:14,100][root][INFO] - ===> Epoch[257](6661/26): Loss 0.3036, Sem 0.2808, dir -0.4347, norm 0.4575, swav 0.0000 LR: 3.727e-02 Score 91.908 Data time: 0.2749, Forward time: 2.2811, Backward time: 3.1074, DDP time: 0.0051, Total iter time: 5.6803 [2020-11-06 01:08:20,074][root][INFO] - ===> Epoch[257](6662/26): Loss 0.2670, Sem 0.2358, dir -0.3815, norm 0.4126, swav 0.0000 LR: 3.726e-02 Score 93.013 Data time: 0.2403, Forward time: 2.2811, Backward time: 3.1074, DDP time: 0.0051, Total iter time: 5.8279 [2020-11-06 01:08:25,995][root][INFO] - ===> Epoch[257](6663/26): Loss 0.2827, Sem 0.2763, dir -0.4035, norm 0.4099, swav 0.0000 LR: 3.725e-02 Score 92.177 Data time: 0.2492, Forward time: 2.2812, Backward time: 3.1073, DDP time: 0.0051, Total iter time: 5.7792 [2020-11-06 01:08:31,196][root][INFO] - ===> Epoch[257](6664/26): Loss 0.1467, Sem 0.2143, dir -0.4355, norm 0.3678, swav 0.0000 LR: 3.724e-02 Score 92.827 Data time: 0.1845, Forward time: 2.2811, Backward time: 3.1073, DDP time: 0.0051, Total iter time: 5.0556 [2020-11-06 01:08:36,825][root][INFO] - ===> Epoch[257](6665/26): Loss 0.2467, Sem 0.2565, dir -0.3669, norm 0.3571, swav 0.0000 LR: 3.723e-02 Score 91.670 Data time: 0.2059, Forward time: 2.2811, Backward time: 3.1073, DDP time: 0.0051, Total iter time: 5.5446 [2020-11-06 01:08:42,200][root][INFO] - ===> Epoch[257](6666/26): Loss 0.2803, Sem 0.2455, dir -0.4469, norm 0.4817, swav 0.0000 LR: 3.722e-02 Score 92.171 Data time: 0.1761, Forward time: 2.2811, Backward time: 3.1073, DDP time: 0.0051, Total iter time: 5.2612 [2020-11-06 01:08:48,145][root][INFO] - ===> Epoch[257](6667/26): Loss 0.1887, Sem 0.2376, dir -0.4024, norm 0.3535, swav 0.0000 LR: 3.721e-02 Score 92.805 Data time: 0.1825, Forward time: 2.2810, Backward time: 3.1073, DDP time: 0.0051, Total iter time: 5.8365 [2020-11-06 01:08:53,488][root][INFO] - ===> Epoch[257](6668/26): Loss 0.1942, Sem 0.2275, dir -0.4243, norm 0.3910, swav 0.0000 LR: 3.720e-02 Score 93.183 Data time: 0.2226, Forward time: 2.2810, Backward time: 3.1073, DDP time: 0.0051, Total iter time: 5.2515 [2020-11-06 01:08:59,741][root][INFO] - ===> Epoch[257](6669/26): Loss 0.1795, Sem 0.2395, dir -0.4901, norm 0.4301, swav 0.0000 LR: 3.719e-02 Score 92.408 Data time: 0.3227, Forward time: 2.2811, Backward time: 3.1072, DDP time: 0.0051, Total iter time: 6.1347 [2020-11-06 01:09:05,509][root][INFO] - ===> Epoch[257](6670/26): Loss 0.2223, Sem 0.2264, dir -0.4178, norm 0.4137, swav 0.0000 LR: 3.718e-02 Score 93.009 Data time: 0.2421, Forward time: 2.2812, Backward time: 3.1071, DDP time: 0.0051, Total iter time: 5.6462 [2020-11-06 01:09:11,714][root][INFO] - ===> Epoch[257](6671/26): Loss 0.1771, Sem 0.2069, dir -0.4500, norm 0.4202, swav 0.0000 LR: 3.717e-02 Score 93.577 Data time: 0.2086, Forward time: 2.2812, Backward time: 3.1072, DDP time: 0.0051, Total iter time: 6.0899 [2020-11-06 01:09:16,949][root][INFO] - ===> Epoch[257](6672/26): Loss 0.2052, Sem 0.2559, dir -0.4949, norm 0.4442, swav 0.0000 LR: 3.716e-02 Score 91.689 Data time: 0.1681, Forward time: 2.2812, Backward time: 3.1072, DDP time: 0.0051, Total iter time: 5.0999 [2020-11-06 01:09:22,280][root][INFO] - ===> Epoch[257](6673/26): Loss 0.2989, Sem 0.2868, dir -0.3625, norm 0.3747, swav 0.0000 LR: 3.715e-02 Score 91.020 Data time: 0.2461, Forward time: 2.2812, Backward time: 3.1071, DDP time: 0.0051, Total iter time: 5.2441 [2020-11-06 01:09:28,194][root][INFO] - ===> Epoch[257](6674/26): Loss 0.1920, Sem 0.2340, dir -0.4711, norm 0.4291, swav 0.0000 LR: 3.714e-02 Score 93.017 Data time: 0.2086, Forward time: 2.2812, Backward time: 3.1071, DDP time: 0.0051, Total iter time: 5.7677 [2020-11-06 01:09:34,801][root][INFO] - ===> Epoch[257](6675/26): Loss 0.1502, Sem 0.1843, dir -0.4049, norm 0.3708, swav 0.0000 LR: 3.713e-02 Score 94.547 Data time: 0.2005, Forward time: 2.2812, Backward time: 3.1072, DDP time: 0.0051, Total iter time: 6.4949 [2020-11-06 01:09:42,040][root][INFO] - ===> Epoch[257](6676/26): Loss 0.2537, Sem 0.2542, dir -0.3697, norm 0.3692, swav 0.0000 LR: 3.712e-02 Score 92.884 Data time: 0.1978, Forward time: 2.2811, Backward time: 3.1075, DDP time: 0.0051, Total iter time: 7.1188 [2020-11-06 01:09:47,758][root][INFO] - ===> Epoch[257](6677/26): Loss 0.2774, Sem 0.2414, dir -0.3547, norm 0.3906, swav 0.0000 LR: 3.711e-02 Score 92.218 Data time: 0.2108, Forward time: 2.2812, Backward time: 3.1074, DDP time: 0.0051, Total iter time: 5.6020 [2020-11-06 01:09:52,068][root][INFO] - ===> Epoch[257](6678/26): Loss 0.1356, Sem 0.1832, dir -0.4777, norm 0.4302, swav 0.0000 LR: 3.710e-02 Score 94.236 Data time: 0.1806, Forward time: 2.2811, Backward time: 3.1073, DDP time: 0.0051, Total iter time: 4.1786 [2020-11-06 01:09:58,536][root][INFO] - ===> Epoch[257](6679/26): Loss 0.2051, Sem 0.2270, dir -0.4069, norm 0.3850, swav 0.0000 LR: 3.709e-02 Score 92.300 Data time: 0.2142, Forward time: 2.2811, Backward time: 3.1074, DDP time: 0.0051, Total iter time: 6.3582 [2020-11-06 01:10:05,471][root][INFO] - ===> Epoch[257](6680/26): Loss 0.1725, Sem 0.2163, dir -0.3954, norm 0.3516, swav 0.0000 LR: 3.708e-02 Score 93.027 Data time: 0.2455, Forward time: 2.2811, Backward time: 3.1075, DDP time: 0.0051, Total iter time: 6.8132 [2020-11-06 01:10:10,814][root][INFO] - ===> Epoch[257](6681/26): Loss 0.3045, Sem 0.2609, dir -0.4188, norm 0.4624, swav 0.0000 LR: 3.707e-02 Score 93.436 Data time: 0.2149, Forward time: 2.2811, Backward time: 3.1074, DDP time: 0.0051, Total iter time: 5.2043 [2020-11-06 01:10:16,028][root][INFO] - ===> Epoch[257](6682/26): Loss 0.2414, Sem 0.2177, dir -0.4180, norm 0.4417, swav 0.0000 LR: 3.706e-02 Score 93.161 Data time: 0.1752, Forward time: 2.2811, Backward time: 3.1074, DDP time: 0.0051, Total iter time: 5.0942 [2020-11-06 01:10:22,269][root][INFO] - ===> Epoch[258](6683/26): Loss 0.2631, Sem 0.2475, dir -0.4256, norm 0.4412, swav 0.0000 LR: 3.705e-02 Score 93.139 Data time: 0.1967, Forward time: 2.2810, Backward time: 3.1075, DDP time: 0.0051, Total iter time: 6.1329 [2020-11-06 01:10:29,164][root][INFO] - ===> Epoch[258](6684/26): Loss 0.2975, Sem 0.2901, dir -0.4097, norm 0.4171, swav 0.0000 LR: 3.704e-02 Score 91.173 Data time: 0.2424, Forward time: 2.2811, Backward time: 3.1076, DDP time: 0.0051, Total iter time: 6.7695 [2020-11-06 01:10:35,380][root][INFO] - ===> Epoch[258](6685/26): Loss 0.3145, Sem 0.2822, dir -0.3920, norm 0.4243, swav 0.0000 LR: 3.703e-02 Score 91.720 Data time: 0.1684, Forward time: 2.2810, Backward time: 3.1078, DDP time: 0.0051, Total iter time: 6.0685 [2020-11-06 01:10:41,359][root][INFO] - ===> Epoch[258](6686/26): Loss 0.1892, Sem 0.2061, dir -0.3820, norm 0.3652, swav 0.0000 LR: 3.702e-02 Score 92.725 Data time: 0.2110, Forward time: 2.2810, Backward time: 3.1078, DDP time: 0.0051, Total iter time: 5.9003 [2020-11-06 01:10:47,742][root][INFO] - ===> Epoch[258](6687/26): Loss 0.1617, Sem 0.2033, dir -0.4415, norm 0.3999, swav 0.0000 LR: 3.701e-02 Score 93.182 Data time: 0.3074, Forward time: 2.2811, Backward time: 3.1078, DDP time: 0.0051, Total iter time: 6.2529 [2020-11-06 01:10:54,325][root][INFO] - ===> Epoch[258](6688/26): Loss 0.2729, Sem 0.2590, dir -0.4594, norm 0.4733, swav 0.0000 LR: 3.700e-02 Score 91.786 Data time: 0.1516, Forward time: 2.2811, Backward time: 3.1079, DDP time: 0.0051, Total iter time: 6.4321 [2020-11-06 01:11:00,385][root][INFO] - ===> Epoch[258](6689/26): Loss 0.1406, Sem 0.2077, dir -0.4485, norm 0.3814, swav 0.0000 LR: 3.699e-02 Score 93.026 Data time: 0.1719, Forward time: 2.2810, Backward time: 3.1081, DDP time: 0.0051, Total iter time: 5.9491 [2020-11-06 01:11:06,813][root][INFO] - ===> Epoch[258](6690/26): Loss 0.2804, Sem 0.3004, dir -0.4263, norm 0.4063, swav 0.0000 LR: 3.698e-02 Score 91.127 Data time: 0.1714, Forward time: 2.2809, Backward time: 3.1082, DDP time: 0.0051, Total iter time: 6.3368 [2020-11-06 01:11:12,091][root][INFO] - ===> Epoch[258](6691/26): Loss 0.2149, Sem 0.2505, dir -0.4447, norm 0.4092, swav 0.0000 LR: 3.697e-02 Score 92.568 Data time: 0.1762, Forward time: 2.2808, Backward time: 3.1082, DDP time: 0.0051, Total iter time: 5.1736 [2020-11-06 01:11:18,080][root][INFO] - ===> Epoch[258](6692/26): Loss 0.3188, Sem 0.2808, dir -0.4079, norm 0.4458, swav 0.0000 LR: 3.696e-02 Score 90.895 Data time: 0.2337, Forward time: 2.2808, Backward time: 3.1083, DDP time: 0.0051, Total iter time: 5.9014 [2020-11-06 01:11:23,142][root][INFO] - ===> Epoch[258](6693/26): Loss 0.1640, Sem 0.2017, dir -0.3770, norm 0.3393, swav 0.0000 LR: 3.695e-02 Score 93.191 Data time: 0.2372, Forward time: 2.2809, Backward time: 3.1081, DDP time: 0.0051, Total iter time: 4.9038 [2020-11-06 01:11:29,062][root][INFO] - ===> Epoch[258](6694/26): Loss 0.2383, Sem 0.2636, dir -0.4193, norm 0.3941, swav 0.0000 LR: 3.694e-02 Score 91.271 Data time: 0.2622, Forward time: 2.2809, Backward time: 3.1081, DDP time: 0.0051, Total iter time: 5.7995 [2020-11-06 01:11:35,886][root][INFO] - ===> Epoch[258](6695/26): Loss 0.2708, Sem 0.2371, dir -0.3773, norm 0.4110, swav 0.0000 LR: 3.693e-02 Score 93.212 Data time: 0.3268, Forward time: 2.2811, Backward time: 3.1080, DDP time: 0.0051, Total iter time: 6.6917 [2020-11-06 01:11:41,596][root][INFO] - ===> Epoch[258](6696/26): Loss 0.1898, Sem 0.1815, dir -0.4645, norm 0.4728, swav 0.0000 LR: 3.692e-02 Score 94.211 Data time: 0.2241, Forward time: 2.2811, Backward time: 3.1080, DDP time: 0.0051, Total iter time: 5.5801 [2020-11-06 01:11:47,262][root][INFO] - ===> Epoch[258](6697/26): Loss 0.3112, Sem 0.3189, dir -0.4416, norm 0.4339, swav 0.0000 LR: 3.691e-02 Score 90.585 Data time: 0.2624, Forward time: 2.2812, Backward time: 3.1079, DDP time: 0.0051, Total iter time: 5.5285 [2020-11-06 01:11:52,653][root][INFO] - ===> Epoch[258](6698/26): Loss 0.2073, Sem 0.2564, dir -0.4734, norm 0.4242, swav 0.0000 LR: 3.690e-02 Score 92.879 Data time: 0.1855, Forward time: 2.2812, Backward time: 3.1079, DDP time: 0.0051, Total iter time: 5.2805 [2020-11-06 01:11:58,044][root][INFO] - ===> Epoch[258](6699/26): Loss 0.0882, Sem 0.1658, dir -0.5152, norm 0.4376, swav 0.0000 LR: 3.689e-02 Score 94.860 Data time: 0.2166, Forward time: 2.2812, Backward time: 3.1078, DDP time: 0.0051, Total iter time: 5.2858 [2020-11-06 01:12:03,175][root][INFO] - ===> Epoch[258](6700/26): Loss 0.2357, Sem 0.2374, dir -0.3611, norm 0.3594, swav 0.0000 LR: 3.688e-02 Score 92.069 Data time: 0.1346, Forward time: 2.2811, Backward time: 3.1078, DDP time: 0.0051, Total iter time: 5.0298 [2020-11-06 01:12:08,708][root][INFO] - ===> Epoch[258](6701/26): Loss 0.2955, Sem 0.2577, dir -0.3789, norm 0.4167, swav 0.0000 LR: 3.687e-02 Score 91.235 Data time: 0.2175, Forward time: 2.2811, Backward time: 3.1077, DDP time: 0.0051, Total iter time: 5.4658 [2020-11-06 01:12:14,622][root][INFO] - ===> Epoch[258](6702/26): Loss 0.2720, Sem 0.2454, dir -0.4250, norm 0.4517, swav 0.0000 LR: 3.686e-02 Score 91.829 Data time: 0.2106, Forward time: 2.2811, Backward time: 3.1078, DDP time: 0.0051, Total iter time: 5.7796 [2020-11-06 01:12:19,898][root][INFO] - ===> Epoch[258](6703/26): Loss 0.2286, Sem 0.2476, dir -0.4007, norm 0.3817, swav 0.0000 LR: 3.685e-02 Score 92.580 Data time: 0.1649, Forward time: 2.2810, Backward time: 3.1078, DDP time: 0.0051, Total iter time: 5.1597 [2020-11-06 01:12:25,398][root][INFO] - ===> Epoch[258](6704/26): Loss 0.3617, Sem 0.3388, dir -0.4431, norm 0.4660, swav 0.0000 LR: 3.684e-02 Score 89.928 Data time: 0.2650, Forward time: 2.2811, Backward time: 3.1077, DDP time: 0.0051, Total iter time: 5.4040 [2020-11-06 01:12:31,166][root][INFO] - ===> Epoch[258](6705/26): Loss 0.2411, Sem 0.2470, dir -0.4444, norm 0.4385, swav 0.0000 LR: 3.683e-02 Score 93.433 Data time: 0.2351, Forward time: 2.2810, Backward time: 3.1077, DDP time: 0.0051, Total iter time: 5.6391 [2020-11-06 01:12:36,880][root][INFO] - ===> Epoch[258](6706/26): Loss 0.2568, Sem 0.1972, dir -0.3933, norm 0.4528, swav 0.0000 LR: 3.682e-02 Score 94.022 Data time: 0.2626, Forward time: 2.2811, Backward time: 3.1076, DDP time: 0.0051, Total iter time: 5.6003 [2020-11-06 01:12:44,523][root][INFO] - ===> Epoch[258](6707/26): Loss 0.2478, Sem 0.2419, dir -0.4165, norm 0.4224, swav 0.0000 LR: 3.681e-02 Score 92.923 Data time: 0.2346, Forward time: 2.2812, Backward time: 3.1078, DDP time: 0.0051, Total iter time: 7.5102 [2020-11-06 01:12:50,015][root][INFO] - ===> Epoch[258](6708/26): Loss 0.2089, Sem 0.2721, dir -0.4608, norm 0.3976, swav 0.0000 LR: 3.680e-02 Score 91.269 Data time: 0.2592, Forward time: 2.2812, Backward time: 3.1077, DDP time: 0.0051, Total iter time: 5.3335 [2020-11-06 01:12:55,173][root][INFO] - ===> Epoch[259](6709/26): Loss 0.2301, Sem 0.2202, dir -0.3929, norm 0.4028, swav 0.0000 LR: 3.679e-02 Score 93.258 Data time: 0.2121, Forward time: 2.2812, Backward time: 3.1076, DDP time: 0.0051, Total iter time: 5.0256 [2020-11-06 01:13:01,110][root][INFO] - ===> Epoch[259](6710/26): Loss 0.2530, Sem 0.2345, dir -0.3670, norm 0.3855, swav 0.0000 LR: 3.678e-02 Score 93.470 Data time: 0.2023, Forward time: 2.2812, Backward time: 3.1076, DDP time: 0.0051, Total iter time: 5.8086 [2020-11-06 01:13:08,391][root][INFO] - ===> Epoch[259](6711/26): Loss 0.2417, Sem 0.2569, dir -0.4355, norm 0.4203, swav 0.0000 LR: 3.677e-02 Score 91.560 Data time: 0.3151, Forward time: 2.2814, Backward time: 3.1076, DDP time: 0.0051, Total iter time: 7.1779 [2020-11-06 01:13:14,545][root][INFO] - ===> Epoch[259](6712/26): Loss 0.2307, Sem 0.2347, dir -0.3828, norm 0.3788, swav 0.0000 LR: 3.676e-02 Score 93.672 Data time: 0.1625, Forward time: 2.2814, Backward time: 3.1077, DDP time: 0.0051, Total iter time: 6.0060 [2020-11-06 01:13:20,871][root][INFO] - ===> Epoch[259](6713/26): Loss 0.1986, Sem 0.2067, dir -0.4102, norm 0.4021, swav 0.0000 LR: 3.675e-02 Score 93.208 Data time: 0.2492, Forward time: 2.2814, Backward time: 3.1078, DDP time: 0.0051, Total iter time: 6.2230 [2020-11-06 01:13:26,637][root][INFO] - ===> Epoch[259](6714/26): Loss 0.3313, Sem 0.3171, dir -0.4403, norm 0.4545, swav 0.0000 LR: 3.674e-02 Score 91.302 Data time: 0.2667, Forward time: 2.2815, Backward time: 3.1077, DDP time: 0.0051, Total iter time: 5.6420 [2020-11-06 01:13:32,571][root][INFO] - ===> Epoch[259](6715/26): Loss 0.1358, Sem 0.1992, dir -0.4394, norm 0.3760, swav 0.0000 LR: 3.672e-02 Score 94.197 Data time: 0.1982, Forward time: 2.2815, Backward time: 3.1077, DDP time: 0.0051, Total iter time: 5.8136 [2020-11-06 01:13:38,340][root][INFO] - ===> Epoch[259](6716/26): Loss 0.1403, Sem 0.1856, dir -0.4281, norm 0.3828, swav 0.0000 LR: 3.671e-02 Score 93.038 Data time: 0.1569, Forward time: 2.2814, Backward time: 3.1078, DDP time: 0.0051, Total iter time: 5.6502 [2020-11-06 01:13:43,627][root][INFO] - ===> Epoch[259](6717/26): Loss 0.2623, Sem 0.2740, dir -0.3978, norm 0.3860, swav 0.0000 LR: 3.670e-02 Score 90.361 Data time: 0.2819, Forward time: 2.2814, Backward time: 3.1077, DDP time: 0.0051, Total iter time: 5.2289 [2020-11-06 01:13:49,625][root][INFO] - ===> Epoch[259](6718/26): Loss 0.1933, Sem 0.2400, dir -0.4091, norm 0.3624, swav 0.0000 LR: 3.669e-02 Score 92.101 Data time: 0.2729, Forward time: 2.2816, Backward time: 3.1076, DDP time: 0.0051, Total iter time: 5.8812 [2020-11-06 01:13:55,531][root][INFO] - ===> Epoch[259](6719/26): Loss 0.3433, Sem 0.2893, dir -0.3935, norm 0.4475, swav 0.0000 LR: 3.668e-02 Score 90.960 Data time: 0.1631, Forward time: 2.2815, Backward time: 3.1077, DDP time: 0.0051, Total iter time: 5.7814 [2020-11-06 01:14:01,779][root][INFO] - ===> Epoch[259](6720/26): Loss 0.2331, Sem 0.2849, dir -0.4499, norm 0.3980, swav 0.0000 LR: 3.667e-02 Score 90.646 Data time: 0.2338, Forward time: 2.2815, Backward time: 3.1077, DDP time: 0.0051, Total iter time: 6.1419 [2020-11-06 01:14:07,297][root][INFO] - ===> Epoch[259](6721/26): Loss 0.2804, Sem 0.2529, dir -0.4070, norm 0.4344, swav 0.0000 LR: 3.666e-02 Score 92.093 Data time: 0.1987, Forward time: 2.2815, Backward time: 3.1077, DDP time: 0.0051, Total iter time: 5.3622 [2020-11-06 01:14:12,207][root][INFO] - ===> Epoch[259](6722/26): Loss 0.1642, Sem 0.2093, dir -0.4346, norm 0.3895, swav 0.0000 LR: 3.665e-02 Score 93.706 Data time: 0.1925, Forward time: 2.2815, Backward time: 3.1076, DDP time: 0.0051, Total iter time: 4.7899 [2020-11-06 01:14:18,044][root][INFO] - ===> Epoch[259](6723/26): Loss 0.2242, Sem 0.2274, dir -0.4262, norm 0.4231, swav 0.0000 LR: 3.664e-02 Score 93.609 Data time: 0.1673, Forward time: 2.2814, Backward time: 3.1077, DDP time: 0.0051, Total iter time: 5.7228 [2020-11-06 01:14:23,593][root][INFO] - ===> Epoch[259](6724/26): Loss 0.2336, Sem 0.2310, dir -0.4333, norm 0.4359, swav 0.0000 LR: 3.663e-02 Score 92.190 Data time: 0.2138, Forward time: 2.2814, Backward time: 3.1077, DDP time: 0.0051, Total iter time: 5.4529 [2020-11-06 01:14:28,871][root][INFO] - ===> Epoch[259](6725/26): Loss 0.1708, Sem 0.2102, dir -0.4063, norm 0.3669, swav 0.0000 LR: 3.662e-02 Score 94.620 Data time: 0.2195, Forward time: 2.2813, Backward time: 3.1077, DDP time: 0.0051, Total iter time: 5.1656 [2020-11-06 01:14:35,462][root][INFO] - ===> Epoch[259](6726/26): Loss 0.2894, Sem 0.3121, dir -0.3802, norm 0.3575, swav 0.0000 LR: 3.661e-02 Score 90.080 Data time: 0.2379, Forward time: 2.2813, Backward time: 3.1077, DDP time: 0.0051, Total iter time: 6.4961 [2020-11-06 01:14:40,825][root][INFO] - ===> Epoch[259](6727/26): Loss 0.3059, Sem 0.2587, dir -0.3856, norm 0.4328, swav 0.0000 LR: 3.660e-02 Score 91.998 Data time: 0.2095, Forward time: 2.2813, Backward time: 3.1077, DDP time: 0.0051, Total iter time: 5.2181 [2020-11-06 01:14:46,008][root][INFO] - ===> Epoch[259](6728/26): Loss 0.1799, Sem 0.1952, dir -0.4653, norm 0.4499, swav 0.0000 LR: 3.659e-02 Score 94.272 Data time: 0.2168, Forward time: 2.2813, Backward time: 3.1076, DDP time: 0.0051, Total iter time: 5.0632 [2020-11-06 01:14:51,642][root][INFO] - ===> Epoch[259](6729/26): Loss 0.3536, Sem 0.3067, dir -0.4277, norm 0.4746, swav 0.0000 LR: 3.658e-02 Score 91.040 Data time: 0.1847, Forward time: 2.2813, Backward time: 3.1076, DDP time: 0.0051, Total iter time: 5.5248 [2020-11-06 01:14:57,332][root][INFO] - ===> Epoch[259](6730/26): Loss 0.2130, Sem 0.2086, dir -0.3637, norm 0.3681, swav 0.0000 LR: 3.657e-02 Score 93.066 Data time: 0.2383, Forward time: 2.2813, Backward time: 3.1075, DDP time: 0.0051, Total iter time: 5.6099 [2020-11-06 01:15:03,182][root][INFO] - ===> Epoch[259](6731/26): Loss 0.1823, Sem 0.2311, dir -0.4678, norm 0.4190, swav 0.0000 LR: 3.656e-02 Score 92.422 Data time: 0.2711, Forward time: 2.2815, Backward time: 3.1074, DDP time: 0.0051, Total iter time: 5.7143 [2020-11-06 01:15:07,979][root][INFO] - ===> Epoch[259](6732/26): Loss 0.2217, Sem 0.2731, dir -0.4779, norm 0.4265, swav 0.0000 LR: 3.655e-02 Score 91.607 Data time: 0.2035, Forward time: 2.2814, Backward time: 3.1073, DDP time: 0.0051, Total iter time: 4.6619 [2020-11-06 01:15:13,901][root][INFO] - ===> Epoch[259](6733/26): Loss 0.2397, Sem 0.2023, dir -0.3597, norm 0.3970, swav 0.0000 LR: 3.654e-02 Score 92.470 Data time: 0.1889, Forward time: 2.2814, Backward time: 3.1074, DDP time: 0.0051, Total iter time: 5.8284 [2020-11-06 01:15:18,043][root][INFO] - ===> Epoch[259](6734/26): Loss 0.1953, Sem 0.2411, dir -0.4662, norm 0.4203, swav 0.0000 LR: 3.653e-02 Score 91.353 Data time: 0.2005, Forward time: 2.2814, Backward time: 3.1071, DDP time: 0.0051, Total iter time: 4.0554 [2020-11-06 01:15:23,282][root][INFO] - ===> Epoch[260](6735/26): Loss 0.2924, Sem 0.2290, dir -0.3865, norm 0.4499, swav 0.0000 LR: 3.652e-02 Score 93.124 Data time: 0.2568, Forward time: 2.2814, Backward time: 3.1070, DDP time: 0.0051, Total iter time: 5.1438 [2020-11-06 01:15:28,380][root][INFO] - ===> Epoch[260](6736/26): Loss 0.3222, Sem 0.2802, dir -0.3211, norm 0.3631, swav 0.0000 LR: 3.651e-02 Score 90.933 Data time: 0.2591, Forward time: 2.2815, Backward time: 3.1069, DDP time: 0.0051, Total iter time: 4.9810 [2020-11-06 01:15:35,474][root][INFO] - ===> Epoch[260](6737/26): Loss 0.2014, Sem 0.2226, dir -0.4261, norm 0.4049, swav 0.0000 LR: 3.650e-02 Score 93.020 Data time: 0.1937, Forward time: 2.2814, Backward time: 3.1071, DDP time: 0.0051, Total iter time: 6.9962 [2020-11-06 01:15:41,580][root][INFO] - ===> Epoch[260](6738/26): Loss 0.2537, Sem 0.1951, dir -0.3789, norm 0.4376, swav 0.0000 LR: 3.649e-02 Score 94.449 Data time: 0.2264, Forward time: 2.2815, Backward time: 3.1071, DDP time: 0.0051, Total iter time: 6.0143 [2020-11-06 01:15:47,675][root][INFO] - ===> Epoch[260](6739/26): Loss 0.2651, Sem 0.2279, dir -0.4162, norm 0.4535, swav 0.0000 LR: 3.648e-02 Score 93.314 Data time: 0.1935, Forward time: 2.2814, Backward time: 3.1072, DDP time: 0.0051, Total iter time: 5.9677 [2020-11-06 01:15:53,157][root][INFO] - ===> Epoch[260](6740/26): Loss 0.2598, Sem 0.2705, dir -0.4130, norm 0.4023, swav 0.0000 LR: 3.647e-02 Score 91.125 Data time: 0.2069, Forward time: 2.2814, Backward time: 3.1072, DDP time: 0.0051, Total iter time: 5.3792 [2020-11-06 01:15:58,478][root][INFO] - ===> Epoch[260](6741/26): Loss 0.2979, Sem 0.2577, dir -0.3808, norm 0.4210, swav 0.0000 LR: 3.646e-02 Score 92.294 Data time: 0.2123, Forward time: 2.2814, Backward time: 3.1071, DDP time: 0.0051, Total iter time: 5.1875 [2020-11-06 01:16:05,127][root][INFO] - ===> Epoch[260](6742/26): Loss 0.2497, Sem 0.2618, dir -0.4106, norm 0.3984, swav 0.0000 LR: 3.645e-02 Score 92.768 Data time: 0.3068, Forward time: 2.2815, Backward time: 3.1071, DDP time: 0.0051, Total iter time: 6.5362 [2020-11-06 01:16:12,116][root][INFO] - ===> Epoch[260](6743/26): Loss 0.1569, Sem 0.2119, dir -0.4406, norm 0.3855, swav 0.0000 LR: 3.644e-02 Score 93.120 Data time: 0.1315, Forward time: 2.2814, Backward time: 3.1074, DDP time: 0.0051, Total iter time: 6.8403 [2020-11-06 01:16:17,316][root][INFO] - ===> Epoch[260](6744/26): Loss 0.2393, Sem 0.2489, dir -0.3716, norm 0.3620, swav 0.0000 LR: 3.643e-02 Score 92.124 Data time: 0.2074, Forward time: 2.2814, Backward time: 3.1073, DDP time: 0.0051, Total iter time: 5.1016 [2020-11-06 01:16:22,506][root][INFO] - ===> Epoch[260](6745/26): Loss 0.2369, Sem 0.2545, dir -0.4012, norm 0.3836, swav 0.0000 LR: 3.642e-02 Score 92.266 Data time: 0.2051, Forward time: 2.2814, Backward time: 3.1073, DDP time: 0.0051, Total iter time: 5.0801 [2020-11-06 01:16:29,198][root][INFO] - ===> Epoch[260](6746/26): Loss 0.2921, Sem 0.2426, dir -0.4254, norm 0.4749, swav 0.0000 LR: 3.641e-02 Score 93.016 Data time: 0.2138, Forward time: 2.2814, Backward time: 3.1074, DDP time: 0.0051, Total iter time: 6.5754 [2020-11-06 01:16:35,506][root][INFO] - ===> Epoch[260](6747/26): Loss 0.2875, Sem 0.2463, dir -0.4333, norm 0.4745, swav 0.0000 LR: 3.640e-02 Score 92.549 Data time: 0.1577, Forward time: 2.2813, Backward time: 3.1075, DDP time: 0.0051, Total iter time: 6.1868 [2020-11-06 01:16:41,780][root][INFO] - ===> Epoch[260](6748/26): Loss 0.2342, Sem 0.2432, dir -0.4685, norm 0.4594, swav 0.0000 LR: 3.639e-02 Score 92.753 Data time: 0.2183, Forward time: 2.2813, Backward time: 3.1076, DDP time: 0.0051, Total iter time: 6.1844 [2020-11-06 01:16:47,299][root][INFO] - ===> Epoch[260](6749/26): Loss 0.2395, Sem 0.2463, dir -0.4306, norm 0.4238, swav 0.0000 LR: 3.638e-02 Score 91.866 Data time: 0.1916, Forward time: 2.2812, Backward time: 3.1076, DDP time: 0.0051, Total iter time: 5.3679 [2020-11-06 01:16:52,869][root][INFO] - ===> Epoch[260](6750/26): Loss 0.2709, Sem 0.2788, dir -0.4150, norm 0.4072, swav 0.0000 LR: 3.637e-02 Score 91.122 Data time: 0.2097, Forward time: 2.2812, Backward time: 3.1076, DDP time: 0.0051, Total iter time: 5.4582 [2020-11-06 01:16:58,781][root][INFO] - ===> Epoch[260](6751/26): Loss 0.3011, Sem 0.2866, dir -0.4344, norm 0.4489, swav 0.0000 LR: 3.636e-02 Score 89.506 Data time: 0.1863, Forward time: 2.2812, Backward time: 3.1076, DDP time: 0.0051, Total iter time: 5.7811 [2020-11-06 01:17:03,742][root][INFO] - ===> Epoch[260](6752/26): Loss 0.2485, Sem 0.2431, dir -0.4416, norm 0.4470, swav 0.0000 LR: 3.635e-02 Score 92.203 Data time: 0.2212, Forward time: 2.2812, Backward time: 3.1075, DDP time: 0.0051, Total iter time: 4.8319 [2020-11-06 01:17:08,515][root][INFO] - ===> Epoch[260](6753/26): Loss 0.2314, Sem 0.2847, dir -0.4114, norm 0.3582, swav 0.0000 LR: 3.634e-02 Score 91.411 Data time: 0.2009, Forward time: 2.2812, Backward time: 3.1074, DDP time: 0.0051, Total iter time: 4.6503 [2020-11-06 01:17:14,058][root][INFO] - ===> Epoch[260](6754/26): Loss 0.1154, Sem 0.1891, dir -0.4514, norm 0.3777, swav 0.0000 LR: 3.633e-02 Score 93.920 Data time: 0.2100, Forward time: 2.2811, Backward time: 3.1074, DDP time: 0.0051, Total iter time: 5.4275 [2020-11-06 01:17:19,600][root][INFO] - ===> Epoch[260](6755/26): Loss 0.2480, Sem 0.2625, dir -0.3874, norm 0.3730, swav 0.0000 LR: 3.632e-02 Score 91.231 Data time: 0.2103, Forward time: 2.2811, Backward time: 3.1074, DDP time: 0.0051, Total iter time: 5.4418 [2020-11-06 01:17:24,617][root][INFO] - ===> Epoch[260](6756/26): Loss 0.1739, Sem 0.2360, dir -0.4532, norm 0.3911, swav 0.0000 LR: 3.631e-02 Score 92.151 Data time: 0.1950, Forward time: 2.2811, Backward time: 3.1073, DDP time: 0.0051, Total iter time: 4.8902 [2020-11-06 01:17:31,067][root][INFO] - ===> Epoch[260](6757/26): Loss 0.2817, Sem 0.2362, dir -0.3931, norm 0.4387, swav 0.0000 LR: 3.630e-02 Score 92.792 Data time: 0.1995, Forward time: 2.2810, Backward time: 3.1074, DDP time: 0.0051, Total iter time: 6.3404 [2020-11-06 01:17:36,738][root][INFO] - ===> Epoch[260](6758/26): Loss 0.2474, Sem 0.2681, dir -0.4323, norm 0.4117, swav 0.0000 LR: 3.629e-02 Score 91.750 Data time: 0.2526, Forward time: 2.2811, Backward time: 3.1074, DDP time: 0.0051, Total iter time: 5.5670 [2020-11-06 01:17:44,141][root][INFO] - ===> Epoch[260](6759/26): Loss 0.2430, Sem 0.2740, dir -0.4192, norm 0.3882, swav 0.0000 LR: 3.628e-02 Score 91.604 Data time: 0.3101, Forward time: 2.2812, Backward time: 3.1075, DDP time: 0.0051, Total iter time: 7.2809 [2020-11-06 01:17:50,906][root][INFO] - ===> Epoch[260](6760/26): Loss 0.1610, Sem 0.2202, dir -0.4422, norm 0.3829, swav 0.0000 LR: 3.627e-02 Score 93.058 Data time: 0.2185, Forward time: 2.2812, Backward time: 3.1076, DDP time: 0.0051, Total iter time: 6.6136 [2020-11-06 01:17:56,942][root][INFO] - ===> Epoch[261](6761/26): Loss 0.1737, Sem 0.1936, dir -0.4717, norm 0.4518, swav 0.0000 LR: 3.626e-02 Score 94.506 Data time: 0.2530, Forward time: 2.2812, Backward time: 3.1076, DDP time: 0.0051, Total iter time: 5.9182 [2020-11-06 01:18:02,238][root][INFO] - ===> Epoch[261](6762/26): Loss 0.1538, Sem 0.1910, dir -0.4324, norm 0.3952, swav 0.0000 LR: 3.625e-02 Score 92.910 Data time: 0.2090, Forward time: 2.2813, Backward time: 3.1075, DDP time: 0.0051, Total iter time: 5.1680 [2020-11-06 01:18:10,045][root][INFO] - ===> Epoch[261](6763/26): Loss 0.2121, Sem 0.2262, dir -0.4367, norm 0.4227, swav 0.0000 LR: 3.624e-02 Score 94.150 Data time: 0.2074, Forward time: 2.2812, Backward time: 3.1078, DDP time: 0.0051, Total iter time: 7.6823 [2020-11-06 01:18:15,700][root][INFO] - ===> Epoch[261](6764/26): Loss 0.2136, Sem 0.2220, dir -0.4063, norm 0.3979, swav 0.0000 LR: 3.623e-02 Score 92.621 Data time: 0.2417, Forward time: 2.2813, Backward time: 3.1078, DDP time: 0.0051, Total iter time: 5.5535 [2020-11-06 01:18:23,513][root][INFO] - ===> Epoch[261](6765/26): Loss 0.2982, Sem 0.2903, dir -0.3714, norm 0.3793, swav 0.0000 LR: 3.622e-02 Score 90.360 Data time: 0.2538, Forward time: 2.2813, Backward time: 3.1080, DDP time: 0.0051, Total iter time: 7.6941 [2020-11-06 01:18:29,483][root][INFO] - ===> Epoch[261](6766/26): Loss 0.2719, Sem 0.2783, dir -0.4601, norm 0.4537, swav 0.0000 LR: 3.621e-02 Score 92.162 Data time: 0.2885, Forward time: 2.2814, Backward time: 3.1079, DDP time: 0.0051, Total iter time: 5.8643 [2020-11-06 01:18:35,170][root][INFO] - ===> Epoch[261](6767/26): Loss 0.2401, Sem 0.2874, dir -0.4398, norm 0.3925, swav 0.0000 LR: 3.620e-02 Score 90.534 Data time: 0.2319, Forward time: 2.2814, Backward time: 3.1079, DDP time: 0.0051, Total iter time: 5.5473 [2020-11-06 01:18:40,612][root][INFO] - ===> Epoch[261](6768/26): Loss 0.1414, Sem 0.1581, dir -0.3865, norm 0.3697, swav 0.0000 LR: 3.619e-02 Score 94.057 Data time: 0.1750, Forward time: 2.2814, Backward time: 3.1079, DDP time: 0.0051, Total iter time: 5.3289 [2020-11-06 01:18:46,144][root][INFO] - ===> Epoch[261](6769/26): Loss 0.2656, Sem 0.2782, dir -0.3725, norm 0.3598, swav 0.0000 LR: 3.618e-02 Score 90.151 Data time: 0.2548, Forward time: 2.2814, Backward time: 3.1078, DDP time: 0.0051, Total iter time: 5.4657 [2020-11-06 01:18:50,905][root][INFO] - ===> Epoch[261](6770/26): Loss 0.2588, Sem 0.2551, dir -0.3738, norm 0.3774, swav 0.0000 LR: 3.617e-02 Score 92.894 Data time: 0.1976, Forward time: 2.2814, Backward time: 3.1077, DDP time: 0.0051, Total iter time: 4.6652 [2020-11-06 01:18:56,441][root][INFO] - ===> Epoch[261](6771/26): Loss 0.2859, Sem 0.2418, dir -0.4078, norm 0.4519, swav 0.0000 LR: 3.616e-02 Score 92.230 Data time: 0.1848, Forward time: 2.2814, Backward time: 3.1077, DDP time: 0.0051, Total iter time: 5.4400 [2020-11-06 01:19:01,655][root][INFO] - ===> Epoch[261](6772/26): Loss 0.1722, Sem 0.1692, dir -0.3834, norm 0.3863, swav 0.0000 LR: 3.615e-02 Score 94.752 Data time: 0.2227, Forward time: 2.2813, Backward time: 3.1076, DDP time: 0.0051, Total iter time: 5.1065 [2020-11-06 01:19:06,441][root][INFO] - ===> Epoch[261](6773/26): Loss 0.2826, Sem 0.2460, dir -0.3908, norm 0.4274, swav 0.0000 LR: 3.614e-02 Score 91.779 Data time: 0.1982, Forward time: 2.2813, Backward time: 3.1075, DDP time: 0.0051, Total iter time: 4.6863 [2020-11-06 01:19:12,212][root][INFO] - ===> Epoch[261](6774/26): Loss 0.2466, Sem 0.2351, dir -0.3713, norm 0.3828, swav 0.0000 LR: 3.613e-02 Score 92.865 Data time: 0.2052, Forward time: 2.2813, Backward time: 3.1075, DDP time: 0.0051, Total iter time: 5.6358 [2020-11-06 01:19:18,086][root][INFO] - ===> Epoch[261](6775/26): Loss 0.2854, Sem 0.2506, dir -0.3955, norm 0.4304, swav 0.0000 LR: 3.612e-02 Score 92.840 Data time: 0.1500, Forward time: 2.2812, Backward time: 3.1076, DDP time: 0.0051, Total iter time: 5.7351 [2020-11-06 01:19:23,383][root][INFO] - ===> Epoch[261](6776/26): Loss 0.2565, Sem 0.2482, dir -0.4075, norm 0.4158, swav 0.0000 LR: 3.611e-02 Score 93.193 Data time: 0.1564, Forward time: 2.2811, Backward time: 3.1076, DDP time: 0.0051, Total iter time: 5.1782 [2020-11-06 01:19:28,639][root][INFO] - ===> Epoch[261](6777/26): Loss 0.2302, Sem 0.2534, dir -0.4385, norm 0.4154, swav 0.0000 LR: 3.610e-02 Score 91.301 Data time: 0.1779, Forward time: 2.2810, Backward time: 3.1076, DDP time: 0.0051, Total iter time: 5.1515 [2020-11-06 01:19:34,348][root][INFO] - ===> Epoch[261](6778/26): Loss 0.1417, Sem 0.2051, dir -0.4562, norm 0.3927, swav 0.0000 LR: 3.609e-02 Score 93.378 Data time: 0.2536, Forward time: 2.2811, Backward time: 3.1076, DDP time: 0.0051, Total iter time: 5.5915 [2020-11-06 01:19:39,375][root][INFO] - ===> Epoch[261](6779/26): Loss 0.2290, Sem 0.2265, dir -0.4172, norm 0.4197, swav 0.0000 LR: 3.608e-02 Score 92.618 Data time: 0.2143, Forward time: 2.2811, Backward time: 3.1075, DDP time: 0.0051, Total iter time: 4.8816 [2020-11-06 01:19:44,604][root][INFO] - ===> Epoch[261](6780/26): Loss 0.1988, Sem 0.2108, dir -0.4615, norm 0.4495, swav 0.0000 LR: 3.607e-02 Score 92.446 Data time: 0.1816, Forward time: 2.2810, Backward time: 3.1074, DDP time: 0.0051, Total iter time: 5.0948 [2020-11-06 01:19:50,102][root][INFO] - ===> Epoch[261](6781/26): Loss 0.1483, Sem 0.1880, dir -0.4367, norm 0.3970, swav 0.0000 LR: 3.606e-02 Score 94.205 Data time: 0.1273, Forward time: 2.2809, Backward time: 3.1075, DDP time: 0.0051, Total iter time: 5.3749 [2020-11-06 01:19:55,366][root][INFO] - ===> Epoch[261](6782/26): Loss 0.1646, Sem 0.2272, dir -0.4237, norm 0.3611, swav 0.0000 LR: 3.605e-02 Score 92.418 Data time: 0.1162, Forward time: 2.2808, Backward time: 3.1076, DDP time: 0.0051, Total iter time: 5.1851 [2020-11-06 01:20:00,436][root][INFO] - ===> Epoch[261](6783/26): Loss 0.2834, Sem 0.2640, dir -0.4103, norm 0.4296, swav 0.0000 LR: 3.604e-02 Score 90.233 Data time: 0.2324, Forward time: 2.2808, Backward time: 3.1075, DDP time: 0.0051, Total iter time: 5.0073 [2020-11-06 01:20:06,279][root][INFO] - ===> Epoch[261](6784/26): Loss 0.3712, Sem 0.3201, dir -0.4182, norm 0.4693, swav 0.0000 LR: 3.603e-02 Score 89.704 Data time: 0.2051, Forward time: 2.2808, Backward time: 3.1075, DDP time: 0.0051, Total iter time: 5.7149 [2020-11-06 01:20:11,741][root][INFO] - ===> Epoch[261](6785/26): Loss 0.1950, Sem 0.2399, dir -0.4352, norm 0.3903, swav 0.0000 LR: 3.602e-02 Score 92.814 Data time: 0.1709, Forward time: 2.2807, Backward time: 3.1075, DDP time: 0.0051, Total iter time: 5.3414 [2020-11-06 01:20:18,348][root][INFO] - ===> Epoch[261](6786/26): Loss 0.2146, Sem 0.2161, dir -0.3884, norm 0.3868, swav 0.0000 LR: 3.601e-02 Score 92.485 Data time: 0.1986, Forward time: 2.2807, Backward time: 3.1076, DDP time: 0.0051, Total iter time: 6.5038 [2020-11-06 01:20:23,497][root][INFO] - ===> Epoch[262](6787/26): Loss 0.2203, Sem 0.2379, dir -0.4871, norm 0.4694, swav 0.0000 LR: 3.600e-02 Score 93.492 Data time: 0.1545, Forward time: 2.2806, Backward time: 3.1076, DDP time: 0.0051, Total iter time: 5.0144 [2020-11-06 01:20:28,748][root][INFO] - ===> Epoch[262](6788/26): Loss 0.1897, Sem 0.2455, dir -0.4501, norm 0.3943, swav 0.0000 LR: 3.599e-02 Score 92.349 Data time: 0.1490, Forward time: 2.2805, Backward time: 3.1077, DDP time: 0.0051, Total iter time: 5.1631 [2020-11-06 01:20:34,140][root][INFO] - ===> Epoch[262](6789/26): Loss 0.2349, Sem 0.2183, dir -0.4451, norm 0.4617, swav 0.0000 LR: 3.598e-02 Score 93.666 Data time: 0.1831, Forward time: 2.2805, Backward time: 3.1077, DDP time: 0.0051, Total iter time: 5.3054 [2020-11-06 01:20:41,531][root][INFO] - ===> Epoch[262](6790/26): Loss 0.1915, Sem 0.2282, dir -0.4162, norm 0.3796, swav 0.0000 LR: 3.597e-02 Score 92.698 Data time: 0.1981, Forward time: 2.2804, Backward time: 3.1079, DDP time: 0.0051, Total iter time: 7.2746 [2020-11-06 01:20:47,768][root][INFO] - ===> Epoch[262](6791/26): Loss 0.2921, Sem 0.2514, dir -0.3457, norm 0.3864, swav 0.0000 LR: 3.596e-02 Score 92.054 Data time: 0.2712, Forward time: 2.2805, Backward time: 3.1079, DDP time: 0.0051, Total iter time: 6.1124 [2020-11-06 01:20:54,710][root][INFO] - ===> Epoch[262](6792/26): Loss 0.2840, Sem 0.2736, dir -0.3888, norm 0.3993, swav 0.0000 LR: 3.595e-02 Score 91.445 Data time: 0.1888, Forward time: 2.2805, Backward time: 3.1081, DDP time: 0.0051, Total iter time: 6.8007 [2020-11-06 01:20:59,438][root][INFO] - ===> Epoch[262](6793/26): Loss 0.2123, Sem 0.2331, dir -0.3925, norm 0.3717, swav 0.0000 LR: 3.594e-02 Score 92.018 Data time: 0.1556, Forward time: 2.2804, Backward time: 3.1080, DDP time: 0.0051, Total iter time: 4.6046 [2020-11-06 01:21:04,116][root][INFO] - ===> Epoch[262](6794/26): Loss 0.2392, Sem 0.2526, dir -0.4261, norm 0.4127, swav 0.0000 LR: 3.593e-02 Score 92.638 Data time: 0.2390, Forward time: 2.2804, Backward time: 3.1079, DDP time: 0.0051, Total iter time: 4.5674 [2020-11-06 01:21:10,026][root][INFO] - ===> Epoch[262](6795/26): Loss 0.2025, Sem 0.2052, dir -0.3761, norm 0.3735, swav 0.0000 LR: 3.592e-02 Score 93.424 Data time: 0.2044, Forward time: 2.2804, Backward time: 3.1079, DDP time: 0.0051, Total iter time: 5.8018 [2020-11-06 01:21:15,066][root][INFO] - ===> Epoch[262](6796/26): Loss 0.1387, Sem 0.2244, dir -0.4667, norm 0.3810, swav 0.0000 LR: 3.591e-02 Score 93.137 Data time: 0.2029, Forward time: 2.2804, Backward time: 3.1078, DDP time: 0.0051, Total iter time: 4.9110 [2020-11-06 01:21:22,191][root][INFO] - ===> Epoch[262](6797/26): Loss 0.2652, Sem 0.2464, dir -0.3739, norm 0.3927, swav 0.0000 LR: 3.590e-02 Score 91.917 Data time: 0.1893, Forward time: 2.2803, Backward time: 3.1080, DDP time: 0.0051, Total iter time: 7.0128 [2020-11-06 01:21:27,918][root][INFO] - ===> Epoch[262](6798/26): Loss 0.1500, Sem 0.2093, dir -0.4175, norm 0.3582, swav 0.0000 LR: 3.589e-02 Score 93.027 Data time: 0.1947, Forward time: 2.2803, Backward time: 3.1081, DDP time: 0.0051, Total iter time: 5.6175 [2020-11-06 01:21:33,281][root][INFO] - ===> Epoch[262](6799/26): Loss 0.1020, Sem 0.1639, dir -0.4549, norm 0.3930, swav 0.0000 LR: 3.588e-02 Score 95.308 Data time: 0.1629, Forward time: 2.2802, Backward time: 3.1081, DDP time: 0.0051, Total iter time: 5.2340 [2020-11-06 01:21:39,021][root][INFO] - ===> Epoch[262](6800/26): Loss 0.1823, Sem 0.2061, dir -0.4420, norm 0.4182, swav 0.0000 LR: 3.587e-02 Score 93.940 Data time: 0.1987, Forward time: 2.2802, Backward time: 3.1081, DDP time: 0.0051, Total iter time: 5.6387 [2020-11-06 01:21:46,329][root][INFO] - ===> Epoch[262](6801/26): Loss 0.2576, Sem 0.2553, dir -0.4080, norm 0.4103, swav 0.0000 LR: 3.586e-02 Score 91.561 Data time: 0.1698, Forward time: 2.2801, Backward time: 3.1084, DDP time: 0.0051, Total iter time: 7.1808 [2020-11-06 01:21:52,422][root][INFO] - ===> Epoch[262](6802/26): Loss 0.1140, Sem 0.1642, dir -0.4477, norm 0.3975, swav 0.0000 LR: 3.585e-02 Score 94.777 Data time: 0.1538, Forward time: 2.2800, Backward time: 3.1085, DDP time: 0.0051, Total iter time: 5.9765 [2020-11-06 01:21:58,420][root][INFO] - ===> Epoch[262](6803/26): Loss 0.1772, Sem 0.2264, dir -0.4055, norm 0.3564, swav 0.0000 LR: 3.584e-02 Score 92.489 Data time: 0.2754, Forward time: 2.2801, Backward time: 3.1085, DDP time: 0.0051, Total iter time: 5.9289 [2020-11-06 01:22:04,176][root][INFO] - ===> Epoch[262](6804/26): Loss 0.1847, Sem 0.2207, dir -0.4277, norm 0.3918, swav 0.0000 LR: 3.583e-02 Score 92.637 Data time: 0.1978, Forward time: 2.2801, Backward time: 3.1085, DDP time: 0.0051, Total iter time: 5.6188 [2020-11-06 01:22:10,158][root][INFO] - ===> Epoch[262](6805/26): Loss 0.2437, Sem 0.2269, dir -0.4413, norm 0.4581, swav 0.0000 LR: 3.582e-02 Score 92.464 Data time: 0.2336, Forward time: 2.2800, Backward time: 3.1085, DDP time: 0.0051, Total iter time: 5.8456 [2020-11-06 01:22:15,635][root][INFO] - ===> Epoch[262](6806/26): Loss 0.3611, Sem 0.2789, dir -0.4601, norm 0.5423, swav 0.0000 LR: 3.581e-02 Score 92.214 Data time: 0.1958, Forward time: 2.2800, Backward time: 3.1085, DDP time: 0.0051, Total iter time: 5.3385 [2020-11-06 01:22:22,258][root][INFO] - ===> Epoch[262](6807/26): Loss 0.2350, Sem 0.1759, dir -0.3888, norm 0.4478, swav 0.0000 LR: 3.580e-02 Score 94.476 Data time: 0.2428, Forward time: 2.2800, Backward time: 3.1086, DDP time: 0.0051, Total iter time: 6.5048 [2020-11-06 01:22:28,107][root][INFO] - ===> Epoch[262](6808/26): Loss 0.1652, Sem 0.2456, dir -0.4851, norm 0.4047, swav 0.0000 LR: 3.579e-02 Score 91.997 Data time: 0.2919, Forward time: 2.2801, Backward time: 3.1085, DDP time: 0.0051, Total iter time: 5.6982 [2020-11-06 01:22:33,843][root][INFO] - ===> Epoch[262](6809/26): Loss 0.2392, Sem 0.2369, dir -0.4028, norm 0.4051, swav 0.0000 LR: 3.578e-02 Score 92.598 Data time: 0.1798, Forward time: 2.2801, Backward time: 3.1085, DDP time: 0.0051, Total iter time: 5.6117 [2020-11-06 01:22:39,240][root][INFO] - ===> Epoch[262](6810/26): Loss 0.2637, Sem 0.2565, dir -0.4096, norm 0.4168, swav 0.0000 LR: 3.577e-02 Score 91.705 Data time: 0.2193, Forward time: 2.2801, Backward time: 3.1085, DDP time: 0.0051, Total iter time: 5.2692 [2020-11-06 01:22:46,305][root][INFO] - ===> Epoch[262](6811/26): Loss 0.2109, Sem 0.2210, dir -0.3698, norm 0.3597, swav 0.0000 LR: 3.576e-02 Score 93.350 Data time: 0.3340, Forward time: 2.2803, Backward time: 3.1085, DDP time: 0.0051, Total iter time: 6.9413 [2020-11-06 01:22:51,029][root][INFO] - ===> Epoch[262](6812/26): Loss 0.1885, Sem 0.2314, dir -0.4375, norm 0.3945, swav 0.0000 LR: 3.575e-02 Score 92.842 Data time: 0.1405, Forward time: 2.2802, Backward time: 3.1084, DDP time: 0.0051, Total iter time: 4.5916 [2020-11-06 01:22:56,629][root][INFO] - ===> Epoch[263](6813/26): Loss 0.3135, Sem 0.2465, dir -0.3805, norm 0.4475, swav 0.0000 LR: 3.574e-02 Score 91.546 Data time: 0.2013, Forward time: 2.2802, Backward time: 3.1084, DDP time: 0.0051, Total iter time: 5.4954 [2020-11-06 01:23:03,688][root][INFO] - ===> Epoch[263](6814/26): Loss 0.2927, Sem 0.2690, dir -0.3972, norm 0.4209, swav 0.0000 LR: 3.573e-02 Score 91.884 Data time: 0.3058, Forward time: 2.2803, Backward time: 3.1085, DDP time: 0.0051, Total iter time: 6.9465 [2020-11-06 01:23:10,640][root][INFO] - ===> Epoch[263](6815/26): Loss 0.1961, Sem 0.2367, dir -0.4319, norm 0.3913, swav 0.0000 LR: 3.572e-02 Score 92.499 Data time: 0.1631, Forward time: 2.2802, Backward time: 3.1087, DDP time: 0.0051, Total iter time: 6.8236 [2020-11-06 01:23:16,946][root][INFO] - ===> Epoch[263](6816/26): Loss 0.1917, Sem 0.2214, dir -0.3930, norm 0.3632, swav 0.0000 LR: 3.571e-02 Score 92.888 Data time: 0.1692, Forward time: 2.2802, Backward time: 3.1088, DDP time: 0.0051, Total iter time: 6.2226 [2020-11-06 01:23:24,739][root][INFO] - ===> Epoch[263](6817/26): Loss 0.2541, Sem 0.2711, dir -0.4898, norm 0.4728, swav 0.0000 LR: 3.570e-02 Score 91.542 Data time: 0.2199, Forward time: 2.2802, Backward time: 3.1091, DDP time: 0.0051, Total iter time: 7.6672 [2020-11-06 01:23:32,021][root][INFO] - ===> Epoch[263](6818/26): Loss 0.3012, Sem 0.2721, dir -0.4162, norm 0.4453, swav 0.0000 LR: 3.569e-02 Score 91.345 Data time: 0.2030, Forward time: 2.2802, Backward time: 3.1093, DDP time: 0.0051, Total iter time: 7.1483 [2020-11-06 01:23:37,622][root][INFO] - ===> Epoch[263](6819/26): Loss 0.1781, Sem 0.1792, dir -0.4298, norm 0.4287, swav 0.0000 LR: 3.568e-02 Score 94.410 Data time: 0.2003, Forward time: 2.2801, Backward time: 3.1093, DDP time: 0.0051, Total iter time: 5.4900 [2020-11-06 01:23:43,127][root][INFO] - ===> Epoch[263](6820/26): Loss 0.2365, Sem 0.2481, dir -0.4356, norm 0.4239, swav 0.0000 LR: 3.567e-02 Score 91.610 Data time: 0.2369, Forward time: 2.2801, Backward time: 3.1093, DDP time: 0.0051, Total iter time: 5.4083 [2020-11-06 01:23:48,954][root][INFO] - ===> Epoch[263](6821/26): Loss 0.2655, Sem 0.1920, dir -0.3913, norm 0.4648, swav 0.0000 LR: 3.566e-02 Score 94.405 Data time: 0.2534, Forward time: 2.2802, Backward time: 3.1092, DDP time: 0.0051, Total iter time: 5.7177 [2020-11-06 01:23:54,505][root][INFO] - ===> Epoch[263](6822/26): Loss 0.1903, Sem 0.2016, dir -0.3945, norm 0.3831, swav 0.0000 LR: 3.565e-02 Score 93.326 Data time: 0.2077, Forward time: 2.2802, Backward time: 3.1092, DDP time: 0.0051, Total iter time: 5.4253 [2020-11-06 01:24:00,081][root][INFO] - ===> Epoch[263](6823/26): Loss 0.1700, Sem 0.2153, dir -0.4274, norm 0.3820, swav 0.0000 LR: 3.564e-02 Score 93.898 Data time: 0.2183, Forward time: 2.2802, Backward time: 3.1091, DDP time: 0.0051, Total iter time: 5.4575 [2020-11-06 01:24:05,991][root][INFO] - ===> Epoch[263](6824/26): Loss 0.2171, Sem 0.2223, dir -0.4005, norm 0.3953, swav 0.0000 LR: 3.563e-02 Score 93.287 Data time: 0.1977, Forward time: 2.2802, Backward time: 3.1092, DDP time: 0.0051, Total iter time: 5.7973 [2020-11-06 01:24:10,887][root][INFO] - ===> Epoch[263](6825/26): Loss 0.2323, Sem 0.2100, dir -0.3994, norm 0.4217, swav 0.0000 LR: 3.562e-02 Score 93.620 Data time: 0.2261, Forward time: 2.2802, Backward time: 3.1090, DDP time: 0.0051, Total iter time: 4.7972 [2020-11-06 01:24:17,418][root][INFO] - ===> Epoch[263](6826/26): Loss 0.2940, Sem 0.2557, dir -0.4291, norm 0.4674, swav 0.0000 LR: 3.561e-02 Score 91.514 Data time: 0.2308, Forward time: 2.2802, Backward time: 3.1091, DDP time: 0.0051, Total iter time: 6.4112 [2020-11-06 01:24:23,251][root][INFO] - ===> Epoch[263](6827/26): Loss 0.1493, Sem 0.2198, dir -0.4467, norm 0.3763, swav 0.0000 LR: 3.560e-02 Score 93.632 Data time: 0.1897, Forward time: 2.2802, Backward time: 3.1091, DDP time: 0.0051, Total iter time: 5.7355 [2020-11-06 01:24:29,617][root][INFO] - ===> Epoch[263](6828/26): Loss 0.2663, Sem 0.2820, dir -0.4089, norm 0.3932, swav 0.0000 LR: 3.559e-02 Score 90.944 Data time: 0.2459, Forward time: 2.2802, Backward time: 3.1092, DDP time: 0.0051, Total iter time: 6.2718 [2020-11-06 01:24:35,824][root][INFO] - ===> Epoch[263](6829/26): Loss 0.2724, Sem 0.2721, dir -0.4602, norm 0.4605, swav 0.0000 LR: 3.558e-02 Score 91.162 Data time: 0.1908, Forward time: 2.2802, Backward time: 3.1092, DDP time: 0.0051, Total iter time: 6.0665 [2020-11-06 01:24:40,531][root][INFO] - ===> Epoch[263](6830/26): Loss 0.2021, Sem 0.2452, dir -0.4411, norm 0.3980, swav 0.0000 LR: 3.557e-02 Score 91.301 Data time: 0.2426, Forward time: 2.2802, Backward time: 3.1091, DDP time: 0.0051, Total iter time: 4.6083 [2020-11-06 01:24:47,206][root][INFO] - ===> Epoch[263](6831/26): Loss 0.2439, Sem 0.2265, dir -0.4091, norm 0.4266, swav 0.0000 LR: 3.556e-02 Score 92.926 Data time: 0.3243, Forward time: 2.2804, Backward time: 3.1091, DDP time: 0.0051, Total iter time: 6.5538 [2020-11-06 01:24:52,672][root][INFO] - ===> Epoch[263](6832/26): Loss 0.2023, Sem 0.2460, dir -0.4572, norm 0.4134, swav 0.0000 LR: 3.555e-02 Score 92.547 Data time: 0.1838, Forward time: 2.2803, Backward time: 3.1091, DDP time: 0.0051, Total iter time: 5.3544 [2020-11-06 01:24:57,521][root][INFO] - ===> Epoch[263](6833/26): Loss 0.2294, Sem 0.2516, dir -0.4545, norm 0.4322, swav 0.0000 LR: 3.554e-02 Score 91.883 Data time: 0.2100, Forward time: 2.2803, Backward time: 3.1089, DDP time: 0.0051, Total iter time: 4.7328 [2020-11-06 01:25:03,399][root][INFO] - ===> Epoch[263](6834/26): Loss 0.1970, Sem 0.2284, dir -0.4337, norm 0.4022, swav 0.0000 LR: 3.553e-02 Score 92.798 Data time: 0.2459, Forward time: 2.2804, Backward time: 3.1089, DDP time: 0.0051, Total iter time: 5.7425 [2020-11-06 01:25:09,004][root][INFO] - ===> Epoch[263](6835/26): Loss 0.1771, Sem 0.2127, dir -0.4486, norm 0.4130, swav 0.0000 LR: 3.552e-02 Score 93.434 Data time: 0.2860, Forward time: 2.2804, Backward time: 3.1088, DDP time: 0.0051, Total iter time: 5.4870 [2020-11-06 01:25:15,390][root][INFO] - ===> Epoch[263](6836/26): Loss 0.2166, Sem 0.2730, dir -0.4059, norm 0.3495, swav 0.0000 LR: 3.551e-02 Score 92.153 Data time: 0.3141, Forward time: 2.2806, Backward time: 3.1087, DDP time: 0.0051, Total iter time: 6.2660 [2020-11-06 01:25:21,666][root][INFO] - ===> Epoch[263](6837/26): Loss 0.3021, Sem 0.2886, dir -0.4232, norm 0.4368, swav 0.0000 LR: 3.550e-02 Score 90.916 Data time: 0.2828, Forward time: 2.2807, Backward time: 3.1087, DDP time: 0.0051, Total iter time: 6.1520 [2020-11-06 01:25:27,739][root][INFO] - ===> Epoch[263](6838/26): Loss 0.1399, Sem 0.1845, dir -0.4116, norm 0.3670, swav 0.0000 LR: 3.549e-02 Score 93.691 Data time: 0.2940, Forward time: 2.2808, Backward time: 3.1086, DDP time: 0.0051, Total iter time: 5.9797 [2020-11-06 01:25:33,175][root][INFO] - ===> Epoch[264](6839/26): Loss 0.3192, Sem 0.3091, dir -0.3910, norm 0.4011, swav 0.0000 LR: 3.548e-02 Score 91.084 Data time: 0.2149, Forward time: 2.2808, Backward time: 3.1086, DDP time: 0.0051, Total iter time: 5.3026 [2020-11-06 01:25:39,151][root][INFO] - ===> Epoch[264](6840/26): Loss 0.2285, Sem 0.2428, dir -0.4074, norm 0.3931, swav 0.0000 LR: 3.547e-02 Score 92.665 Data time: 0.1881, Forward time: 2.2808, Backward time: 3.1086, DDP time: 0.0051, Total iter time: 5.8792 [2020-11-06 01:25:45,641][root][INFO] - ===> Epoch[264](6841/26): Loss 0.2167, Sem 0.2063, dir -0.4553, norm 0.4657, swav 0.0000 LR: 3.546e-02 Score 93.208 Data time: 0.2034, Forward time: 2.2807, Backward time: 3.1088, DDP time: 0.0051, Total iter time: 6.3934 [2020-11-06 01:25:50,266][root][INFO] - ===> Epoch[264](6842/26): Loss 0.2844, Sem 0.2354, dir -0.3420, norm 0.3910, swav 0.0000 LR: 3.545e-02 Score 93.581 Data time: 0.1463, Forward time: 2.2807, Backward time: 3.1087, DDP time: 0.0051, Total iter time: 4.5035 [2020-11-06 01:25:56,257][root][INFO] - ===> Epoch[264](6843/26): Loss 0.2782, Sem 0.2686, dir -0.3906, norm 0.4002, swav 0.0000 LR: 3.543e-02 Score 91.621 Data time: 0.1821, Forward time: 2.2806, Backward time: 3.1088, DDP time: 0.0051, Total iter time: 5.9322 [2020-11-06 01:26:01,593][root][INFO] - ===> Epoch[264](6844/26): Loss 0.2773, Sem 0.2390, dir -0.3575, norm 0.3957, swav 0.0000 LR: 3.542e-02 Score 92.306 Data time: 0.2091, Forward time: 2.2806, Backward time: 3.1087, DDP time: 0.0051, Total iter time: 5.2336 [2020-11-06 01:26:06,054][root][INFO] - ===> Epoch[264](6845/26): Loss 0.1368, Sem 0.2382, dir -0.5083, norm 0.4069, swav 0.0000 LR: 3.541e-02 Score 91.665 Data time: 0.1877, Forward time: 2.2805, Backward time: 3.1086, DDP time: 0.0051, Total iter time: 4.3600 [2020-11-06 01:26:12,511][root][INFO] - ===> Epoch[264](6846/26): Loss 0.3570, Sem 0.2964, dir -0.3763, norm 0.4370, swav 0.0000 LR: 3.540e-02 Score 91.027 Data time: 0.2250, Forward time: 2.2805, Backward time: 3.1087, DDP time: 0.0051, Total iter time: 6.3471 [2020-11-06 01:26:17,494][root][INFO] - ===> Epoch[264](6847/26): Loss 0.2559, Sem 0.2314, dir -0.3989, norm 0.4235, swav 0.0000 LR: 3.539e-02 Score 92.148 Data time: 0.2333, Forward time: 2.2806, Backward time: 3.1085, DDP time: 0.0051, Total iter time: 4.8390 [2020-11-06 01:26:24,197][root][INFO] - ===> Epoch[264](6848/26): Loss 0.1331, Sem 0.1831, dir -0.4388, norm 0.3887, swav 0.0000 LR: 3.538e-02 Score 94.112 Data time: 0.1546, Forward time: 2.2805, Backward time: 3.1088, DDP time: 0.0051, Total iter time: 6.5881 [2020-11-06 01:26:30,346][root][INFO] - ===> Epoch[264](6849/26): Loss 0.2151, Sem 0.1856, dir -0.4169, norm 0.4465, swav 0.0000 LR: 3.537e-02 Score 93.797 Data time: 0.2032, Forward time: 2.2804, Backward time: 3.1088, DDP time: 0.0051, Total iter time: 6.0784 [2020-11-06 01:26:35,667][root][INFO] - ===> Epoch[264](6850/26): Loss 0.3118, Sem 0.2591, dir -0.3677, norm 0.4204, swav 0.0000 LR: 3.536e-02 Score 90.759 Data time: 0.2633, Forward time: 2.2805, Backward time: 3.1087, DDP time: 0.0051, Total iter time: 5.1884 [2020-11-06 01:26:43,952][root][INFO] - ===> Epoch[264](6851/26): Loss 0.3864, Sem 0.3267, dir -0.3873, norm 0.4469, swav 0.0000 LR: 3.535e-02 Score 91.737 Data time: 0.2649, Forward time: 2.2805, Backward time: 3.1090, DDP time: 0.0051, Total iter time: 8.1610 [2020-11-06 01:26:49,543][root][INFO] - ===> Epoch[264](6852/26): Loss 0.2395, Sem 0.2439, dir -0.4165, norm 0.4121, swav 0.0000 LR: 3.534e-02 Score 91.407 Data time: 0.2628, Forward time: 2.2806, Backward time: 3.1089, DDP time: 0.0051, Total iter time: 5.4567 [2020-11-06 01:26:54,490][root][INFO] - ===> Epoch[264](6853/26): Loss 0.2290, Sem 0.2087, dir -0.3842, norm 0.4045, swav 0.0000 LR: 3.533e-02 Score 92.952 Data time: 0.2312, Forward time: 2.2806, Backward time: 3.1088, DDP time: 0.0051, Total iter time: 4.8329 [2020-11-06 01:27:00,013][root][INFO] - ===> Epoch[264](6854/26): Loss 0.2570, Sem 0.2322, dir -0.4440, norm 0.4689, swav 0.0000 LR: 3.532e-02 Score 93.791 Data time: 0.2510, Forward time: 2.2806, Backward time: 3.1087, DDP time: 0.0051, Total iter time: 5.4206 [2020-11-06 01:27:05,081][root][INFO] - ===> Epoch[264](6855/26): Loss 0.2354, Sem 0.2451, dir -0.3967, norm 0.3870, swav 0.0000 LR: 3.531e-02 Score 92.354 Data time: 0.2233, Forward time: 2.2807, Backward time: 3.1086, DDP time: 0.0051, Total iter time: 4.9446 [2020-11-06 01:27:10,684][root][INFO] - ===> Epoch[264](6856/26): Loss 0.1985, Sem 0.2178, dir -0.4389, norm 0.4197, swav 0.0000 LR: 3.530e-02 Score 93.529 Data time: 0.2432, Forward time: 2.2807, Backward time: 3.1085, DDP time: 0.0051, Total iter time: 5.5074 [2020-11-06 01:27:15,742][root][INFO] - ===> Epoch[264](6857/26): Loss 0.2175, Sem 0.2383, dir -0.4271, norm 0.4063, swav 0.0000 LR: 3.529e-02 Score 93.565 Data time: 0.1775, Forward time: 2.2807, Backward time: 3.1084, DDP time: 0.0051, Total iter time: 4.9394 [2020-11-06 01:27:20,931][root][INFO] - ===> Epoch[264](6858/26): Loss 0.2582, Sem 0.2695, dir -0.4148, norm 0.4035, swav 0.0000 LR: 3.528e-02 Score 90.429 Data time: 0.1326, Forward time: 2.2805, Backward time: 3.1085, DDP time: 0.0051, Total iter time: 5.0957 [2020-11-06 01:27:26,790][root][INFO] - ===> Epoch[264](6859/26): Loss 0.2118, Sem 0.2551, dir -0.4508, norm 0.4076, swav 0.0000 LR: 3.527e-02 Score 92.075 Data time: 0.1544, Forward time: 2.2804, Backward time: 3.1086, DDP time: 0.0051, Total iter time: 5.7832 [2020-11-06 01:27:32,496][root][INFO] - ===> Epoch[264](6860/26): Loss 0.2377, Sem 0.2331, dir -0.4179, norm 0.4225, swav 0.0000 LR: 3.526e-02 Score 92.344 Data time: 0.1740, Forward time: 2.2804, Backward time: 3.1087, DDP time: 0.0051, Total iter time: 5.6282 [2020-11-06 01:27:39,785][root][INFO] - ===> Epoch[264](6861/26): Loss 0.2013, Sem 0.2336, dir -0.4272, norm 0.3949, swav 0.0000 LR: 3.525e-02 Score 93.052 Data time: 0.2048, Forward time: 2.2803, Backward time: 3.1089, DDP time: 0.0051, Total iter time: 7.1917 [2020-11-06 01:27:45,591][root][INFO] - ===> Epoch[264](6862/26): Loss 0.1864, Sem 0.2329, dir -0.4565, norm 0.4100, swav 0.0000 LR: 3.524e-02 Score 92.333 Data time: 0.2551, Forward time: 2.2804, Backward time: 3.1089, DDP time: 0.0051, Total iter time: 5.6797 [2020-11-06 01:27:51,732][root][INFO] - ===> Epoch[264](6863/26): Loss 0.2070, Sem 0.2333, dir -0.4130, norm 0.3867, swav 0.0000 LR: 3.523e-02 Score 93.120 Data time: 0.2734, Forward time: 2.2804, Backward time: 3.1089, DDP time: 0.0051, Total iter time: 6.0118 [2020-11-06 01:27:57,648][root][INFO] - ===> Epoch[264](6864/26): Loss 0.1984, Sem 0.2180, dir -0.4461, norm 0.4265, swav 0.0000 LR: 3.522e-02 Score 93.069 Data time: 0.1975, Forward time: 2.2803, Backward time: 3.1089, DDP time: 0.0051, Total iter time: 5.7908 [2020-11-06 01:28:02,512][root][INFO] - ===> Epoch[265](6865/26): Loss 0.2487, Sem 0.2311, dir -0.3777, norm 0.3953, swav 0.0000 LR: 3.521e-02 Score 93.070 Data time: 0.1900, Forward time: 2.2803, Backward time: 3.1088, DDP time: 0.0051, Total iter time: 4.7541 [2020-11-06 01:28:07,292][root][INFO] - ===> Epoch[265](6866/26): Loss 0.2579, Sem 0.2069, dir -0.4032, norm 0.4542, swav 0.0000 LR: 3.520e-02 Score 93.327 Data time: 0.2394, Forward time: 2.2803, Backward time: 3.1087, DDP time: 0.0051, Total iter time: 4.6588 [2020-11-06 01:28:14,051][root][INFO] - ===> Epoch[265](6867/26): Loss 0.3095, Sem 0.2997, dir -0.4061, norm 0.4159, swav 0.0000 LR: 3.519e-02 Score 90.202 Data time: 0.3348, Forward time: 2.2804, Backward time: 3.1087, DDP time: 0.0051, Total iter time: 6.6164 [2020-11-06 01:28:19,360][root][INFO] - ===> Epoch[265](6868/26): Loss 0.2604, Sem 0.2622, dir -0.4261, norm 0.4244, swav 0.0000 LR: 3.518e-02 Score 91.820 Data time: 0.2041, Forward time: 2.2804, Backward time: 3.1086, DDP time: 0.0051, Total iter time: 5.1480 [2020-11-06 01:28:24,389][root][INFO] - ===> Epoch[265](6869/26): Loss 0.2653, Sem 0.2357, dir -0.3575, norm 0.3871, swav 0.0000 LR: 3.517e-02 Score 92.756 Data time: 0.2414, Forward time: 2.2805, Backward time: 3.1085, DDP time: 0.0051, Total iter time: 4.9081 [2020-11-06 01:28:29,402][root][INFO] - ===> Epoch[265](6870/26): Loss 0.2384, Sem 0.1738, dir -0.3441, norm 0.4087, swav 0.0000 LR: 3.516e-02 Score 94.216 Data time: 0.1442, Forward time: 2.2804, Backward time: 3.1084, DDP time: 0.0051, Total iter time: 4.8866 [2020-11-06 01:28:37,069][root][INFO] - ===> Epoch[265](6871/26): Loss 0.2785, Sem 0.2345, dir -0.3572, norm 0.4013, swav 0.0000 LR: 3.515e-02 Score 92.908 Data time: 0.2027, Forward time: 2.2803, Backward time: 3.1087, DDP time: 0.0051, Total iter time: 7.5447 [2020-11-06 01:28:43,428][root][INFO] - ===> Epoch[265](6872/26): Loss 0.2108, Sem 0.2524, dir -0.4411, norm 0.3995, swav 0.0000 LR: 3.514e-02 Score 91.734 Data time: 0.2604, Forward time: 2.2804, Backward time: 3.1088, DDP time: 0.0051, Total iter time: 6.2461 [2020-11-06 01:28:48,751][root][INFO] - ===> Epoch[265](6873/26): Loss 0.2251, Sem 0.1943, dir -0.4219, norm 0.4527, swav 0.0000 LR: 3.513e-02 Score 94.655 Data time: 0.1917, Forward time: 2.2803, Backward time: 3.1088, DDP time: 0.0051, Total iter time: 5.1900 [2020-11-06 01:28:54,124][root][INFO] - ===> Epoch[265](6874/26): Loss 0.2261, Sem 0.2597, dir -0.4523, norm 0.4187, swav 0.0000 LR: 3.512e-02 Score 93.261 Data time: 0.2445, Forward time: 2.2803, Backward time: 3.1087, DDP time: 0.0051, Total iter time: 5.2730 [2020-11-06 01:29:00,971][root][INFO] - ===> Epoch[265](6875/26): Loss 0.1705, Sem 0.2144, dir -0.4351, norm 0.3912, swav 0.0000 LR: 3.511e-02 Score 93.432 Data time: 0.3374, Forward time: 2.2805, Backward time: 3.1087, DDP time: 0.0051, Total iter time: 6.7290 [2020-11-06 01:29:07,119][root][INFO] - ===> Epoch[265](6876/26): Loss 0.1990, Sem 0.1915, dir -0.4295, norm 0.4370, swav 0.0000 LR: 3.510e-02 Score 94.130 Data time: 0.2078, Forward time: 2.2805, Backward time: 3.1087, DDP time: 0.0051, Total iter time: 6.0175 [2020-11-06 01:29:12,092][root][INFO] - ===> Epoch[265](6877/26): Loss 0.2523, Sem 0.2635, dir -0.4544, norm 0.4432, swav 0.0000 LR: 3.509e-02 Score 91.933 Data time: 0.2380, Forward time: 2.2805, Backward time: 3.1086, DDP time: 0.0051, Total iter time: 4.8410 [2020-11-06 01:29:17,916][root][INFO] - ===> Epoch[265](6878/26): Loss 0.2955, Sem 0.2511, dir -0.3627, norm 0.4071, swav 0.0000 LR: 3.508e-02 Score 92.098 Data time: 0.2096, Forward time: 2.2805, Backward time: 3.1086, DDP time: 0.0051, Total iter time: 5.7021 [2020-11-06 01:29:24,541][root][INFO] - ===> Epoch[265](6879/26): Loss 0.1780, Sem 0.2365, dir -0.5057, norm 0.4473, swav 0.0000 LR: 3.507e-02 Score 92.784 Data time: 0.2121, Forward time: 2.2805, Backward time: 3.1087, DDP time: 0.0051, Total iter time: 6.5097 [2020-11-06 01:29:30,739][root][INFO] - ===> Epoch[265](6880/26): Loss 0.2717, Sem 0.2669, dir -0.4029, norm 0.4077, swav 0.0000 LR: 3.506e-02 Score 91.703 Data time: 0.2960, Forward time: 2.2806, Backward time: 3.1087, DDP time: 0.0051, Total iter time: 6.0855 [2020-11-06 01:29:35,692][root][INFO] - ===> Epoch[265](6881/26): Loss 0.1454, Sem 0.1922, dir -0.4445, norm 0.3977, swav 0.0000 LR: 3.505e-02 Score 93.081 Data time: 0.1934, Forward time: 2.2806, Backward time: 3.1086, DDP time: 0.0051, Total iter time: 4.8430 [2020-11-06 01:29:41,564][root][INFO] - ===> Epoch[265](6882/26): Loss 0.3090, Sem 0.2870, dir -0.3948, norm 0.4168, swav 0.0000 LR: 3.504e-02 Score 91.099 Data time: 0.2847, Forward time: 2.2807, Backward time: 3.1085, DDP time: 0.0051, Total iter time: 5.7683 [2020-11-06 01:29:48,505][root][INFO] - ===> Epoch[265](6883/26): Loss 0.2071, Sem 0.1907, dir -0.3840, norm 0.4004, swav 0.0000 LR: 3.503e-02 Score 93.429 Data time: 0.2372, Forward time: 2.2807, Backward time: 3.1086, DDP time: 0.0051, Total iter time: 6.8236 [2020-11-06 01:29:55,124][root][INFO] - ===> Epoch[265](6884/26): Loss 0.2751, Sem 0.2336, dir -0.3629, norm 0.4044, swav 0.0000 LR: 3.502e-02 Score 91.880 Data time: 0.2337, Forward time: 2.2808, Backward time: 3.1087, DDP time: 0.0051, Total iter time: 6.5091 [2020-11-06 01:30:00,301][root][INFO] - ===> Epoch[265](6885/26): Loss 0.2115, Sem 0.2159, dir -0.3823, norm 0.3779, swav 0.0000 LR: 3.501e-02 Score 92.053 Data time: 0.2253, Forward time: 2.2808, Backward time: 3.1085, DDP time: 0.0051, Total iter time: 5.0655 [2020-11-06 01:30:05,094][root][INFO] - ===> Epoch[265](6886/26): Loss 0.1870, Sem 0.2400, dir -0.4312, norm 0.3782, swav 0.0000 LR: 3.500e-02 Score 92.186 Data time: 0.2197, Forward time: 2.2808, Backward time: 3.1084, DDP time: 0.0051, Total iter time: 4.6887 [2020-11-06 01:30:10,621][root][INFO] - ===> Epoch[265](6887/26): Loss 0.2261, Sem 0.1649, dir -0.4195, norm 0.4806, swav 0.0000 LR: 3.499e-02 Score 94.621 Data time: 0.2201, Forward time: 2.2808, Backward time: 3.1083, DDP time: 0.0051, Total iter time: 5.4326 [2020-11-06 01:30:17,424][root][INFO] - ===> Epoch[265](6888/26): Loss 0.2719, Sem 0.2617, dir -0.4106, norm 0.4208, swav 0.0000 LR: 3.498e-02 Score 91.821 Data time: 0.1740, Forward time: 2.2808, Backward time: 3.1085, DDP time: 0.0051, Total iter time: 6.7100 [2020-11-06 01:30:23,399][root][INFO] - ===> Epoch[265](6889/26): Loss 0.2452, Sem 0.2640, dir -0.4122, norm 0.3935, swav 0.0000 LR: 3.497e-02 Score 91.807 Data time: 0.2353, Forward time: 2.2808, Backward time: 3.1085, DDP time: 0.0051, Total iter time: 5.8956 [2020-11-06 01:30:28,369][root][INFO] - ===> Epoch[265](6890/26): Loss 0.2494, Sem 0.2703, dir -0.4285, norm 0.4076, swav 0.0000 LR: 3.496e-02 Score 91.387 Data time: 0.1726, Forward time: 2.2807, Backward time: 3.1085, DDP time: 0.0051, Total iter time: 4.8401 [2020-11-06 01:30:33,977][root][INFO] - ===> Epoch[266](6891/26): Loss 0.3031, Sem 0.2659, dir -0.3960, norm 0.4332, swav 0.0000 LR: 3.495e-02 Score 91.684 Data time: 0.2248, Forward time: 2.2807, Backward time: 3.1085, DDP time: 0.0051, Total iter time: 5.5203 [2020-11-06 01:30:40,021][root][INFO] - ===> Epoch[266](6892/26): Loss 0.2131, Sem 0.2527, dir -0.4353, norm 0.3957, swav 0.0000 LR: 3.494e-02 Score 91.850 Data time: 0.2958, Forward time: 2.2808, Backward time: 3.1084, DDP time: 0.0051, Total iter time: 5.9083 [2020-11-06 01:30:45,121][root][INFO] - ===> Epoch[266](6893/26): Loss 0.3367, Sem 0.2945, dir -0.3981, norm 0.4402, swav 0.0000 LR: 3.493e-02 Score 90.509 Data time: 0.2195, Forward time: 2.2808, Backward time: 3.1083, DDP time: 0.0051, Total iter time: 4.9734 [2020-11-06 01:30:50,915][root][INFO] - ===> Epoch[266](6894/26): Loss 0.2881, Sem 0.2837, dir -0.3990, norm 0.4034, swav 0.0000 LR: 3.492e-02 Score 90.766 Data time: 0.3003, Forward time: 2.2809, Backward time: 3.1082, DDP time: 0.0051, Total iter time: 5.6752 [2020-11-06 01:30:56,902][root][INFO] - ===> Epoch[266](6895/26): Loss 0.2327, Sem 0.2599, dir -0.4337, norm 0.4064, swav 0.0000 LR: 3.491e-02 Score 93.240 Data time: 0.1612, Forward time: 2.2809, Backward time: 3.1083, DDP time: 0.0051, Total iter time: 5.8427 [2020-11-06 01:31:02,539][root][INFO] - ===> Epoch[266](6896/26): Loss 0.3469, Sem 0.2653, dir -0.4193, norm 0.5009, swav 0.0000 LR: 3.490e-02 Score 90.865 Data time: 0.2363, Forward time: 2.2809, Backward time: 3.1082, DDP time: 0.0051, Total iter time: 5.5452 [2020-11-06 01:31:08,132][root][INFO] - ===> Epoch[266](6897/26): Loss 0.1237, Sem 0.1432, dir -0.4183, norm 0.3988, swav 0.0000 LR: 3.489e-02 Score 95.744 Data time: 0.1910, Forward time: 2.2808, Backward time: 3.1082, DDP time: 0.0051, Total iter time: 5.4434 [2020-11-06 01:31:14,072][root][INFO] - ===> Epoch[266](6898/26): Loss 0.1923, Sem 0.2255, dir -0.4757, norm 0.4425, swav 0.0000 LR: 3.488e-02 Score 92.711 Data time: 0.1627, Forward time: 2.2808, Backward time: 3.1083, DDP time: 0.0051, Total iter time: 5.8289 [2020-11-06 01:31:18,464][root][INFO] - ===> Epoch[266](6899/26): Loss 0.1906, Sem 0.2454, dir -0.4502, norm 0.3954, swav 0.0000 LR: 3.487e-02 Score 92.315 Data time: 0.1670, Forward time: 2.2806, Backward time: 3.1082, DDP time: 0.0051, Total iter time: 4.3234 [2020-11-06 01:31:25,167][root][INFO] - ===> Epoch[266](6900/26): Loss 0.2643, Sem 0.2454, dir -0.4135, norm 0.4324, swav 0.0000 LR: 3.486e-02 Score 93.066 Data time: 0.1740, Forward time: 2.2806, Backward time: 3.1085, DDP time: 0.0051, Total iter time: 6.6237 [2020-11-06 01:31:30,493][root][INFO] - ===> Epoch[266](6901/26): Loss 0.1911, Sem 0.2623, dir -0.5172, norm 0.4460, swav 0.0000 LR: 3.485e-02 Score 92.276 Data time: 0.2533, Forward time: 2.2806, Backward time: 3.1083, DDP time: 0.0051, Total iter time: 5.2313 [2020-11-06 01:31:36,084][root][INFO] - ===> Epoch[266](6902/26): Loss 0.2388, Sem 0.2620, dir -0.4427, norm 0.4195, swav 0.0000 LR: 3.484e-02 Score 93.171 Data time: 0.1905, Forward time: 2.2806, Backward time: 3.1083, DDP time: 0.0051, Total iter time: 5.4744 [2020-11-06 01:31:41,518][root][INFO] - ===> Epoch[266](6903/26): Loss 0.2133, Sem 0.2372, dir -0.4324, norm 0.4085, swav 0.0000 LR: 3.483e-02 Score 92.542 Data time: 0.1904, Forward time: 2.2805, Backward time: 3.1083, DDP time: 0.0051, Total iter time: 5.3369 [2020-11-06 01:31:46,616][root][INFO] - ===> Epoch[266](6904/26): Loss 0.2704, Sem 0.2539, dir -0.3826, norm 0.3991, swav 0.0000 LR: 3.482e-02 Score 92.402 Data time: 0.1592, Forward time: 2.2805, Backward time: 3.1083, DDP time: 0.0051, Total iter time: 4.9756 [2020-11-06 01:31:52,828][root][INFO] - ===> Epoch[266](6905/26): Loss 0.2551, Sem 0.2418, dir -0.4036, norm 0.4169, swav 0.0000 LR: 3.481e-02 Score 92.300 Data time: 0.2283, Forward time: 2.2805, Backward time: 3.1084, DDP time: 0.0051, Total iter time: 6.1381 [2020-11-06 01:31:58,822][root][INFO] - ===> Epoch[266](6906/26): Loss 0.1693, Sem 0.2078, dir -0.4459, norm 0.4074, swav 0.0000 LR: 3.480e-02 Score 94.018 Data time: 0.2389, Forward time: 2.2805, Backward time: 3.1084, DDP time: 0.0051, Total iter time: 5.8520 [2020-11-06 01:32:04,097][root][INFO] - ===> Epoch[266](6907/26): Loss 0.2600, Sem 0.2463, dir -0.3862, norm 0.3999, swav 0.0000 LR: 3.479e-02 Score 91.775 Data time: 0.2293, Forward time: 2.2805, Backward time: 3.1083, DDP time: 0.0051, Total iter time: 5.1479 [2020-11-06 01:32:10,452][root][INFO] - ===> Epoch[266](6908/26): Loss 0.2639, Sem 0.2811, dir -0.4294, norm 0.4122, swav 0.0000 LR: 3.478e-02 Score 90.289 Data time: 0.2561, Forward time: 2.2805, Backward time: 3.1083, DDP time: 0.0051, Total iter time: 6.2447 [2020-11-06 01:32:15,939][root][INFO] - ===> Epoch[266](6909/26): Loss 0.1933, Sem 0.2404, dir -0.4574, norm 0.4103, swav 0.0000 LR: 3.477e-02 Score 92.170 Data time: 0.1761, Forward time: 2.2805, Backward time: 3.1084, DDP time: 0.0051, Total iter time: 5.3698 [2020-11-06 01:32:22,391][root][INFO] - ===> Epoch[266](6910/26): Loss 0.2548, Sem 0.2756, dir -0.4570, norm 0.4362, swav 0.0000 LR: 3.476e-02 Score 92.194 Data time: 0.2107, Forward time: 2.2804, Backward time: 3.1085, DDP time: 0.0051, Total iter time: 6.3489 [2020-11-06 01:32:27,475][root][INFO] - ===> Epoch[266](6911/26): Loss 0.2618, Sem 0.2323, dir -0.3981, norm 0.4277, swav 0.0000 LR: 3.475e-02 Score 92.083 Data time: 0.2132, Forward time: 2.2804, Backward time: 3.1084, DDP time: 0.0051, Total iter time: 4.9559 [2020-11-06 01:32:33,675][root][INFO] - ===> Epoch[266](6912/26): Loss 0.3387, Sem 0.2656, dir -0.3669, norm 0.4400, swav 0.0000 LR: 3.474e-02 Score 92.944 Data time: 0.1732, Forward time: 2.2804, Backward time: 3.1085, DDP time: 0.0051, Total iter time: 6.0619 [2020-11-06 01:32:39,232][root][INFO] - ===> Epoch[266](6913/26): Loss 0.1787, Sem 0.1780, dir -0.3631, norm 0.3639, swav 0.0000 LR: 3.473e-02 Score 94.743 Data time: 0.2319, Forward time: 2.2804, Backward time: 3.1084, DDP time: 0.0051, Total iter time: 5.4651 [2020-11-06 01:32:45,850][root][INFO] - ===> Epoch[266](6914/26): Loss 0.2028, Sem 0.2382, dir -0.4448, norm 0.4094, swav 0.0000 LR: 3.472e-02 Score 93.232 Data time: 0.2039, Forward time: 2.2804, Backward time: 3.1086, DDP time: 0.0051, Total iter time: 6.4887 [2020-11-06 01:32:52,732][root][INFO] - ===> Epoch[266](6915/26): Loss 0.2941, Sem 0.2927, dir -0.4109, norm 0.4123, swav 0.0000 LR: 3.471e-02 Score 91.127 Data time: 0.2174, Forward time: 2.2804, Backward time: 3.1087, DDP time: 0.0051, Total iter time: 6.7663 [2020-11-06 01:32:58,046][root][INFO] - ===> Epoch[266](6916/26): Loss 0.2890, Sem 0.2504, dir -0.3515, norm 0.3902, swav 0.0000 LR: 3.470e-02 Score 91.761 Data time: 0.2489, Forward time: 2.2804, Backward time: 3.1086, DDP time: 0.0051, Total iter time: 5.1964 [2020-11-06 01:33:03,382][root][INFO] - ===> Epoch[267](6917/26): Loss 0.1539, Sem 0.2100, dir -0.4379, norm 0.3818, swav 0.0000 LR: 3.469e-02 Score 93.405 Data time: 0.1291, Forward time: 2.2803, Backward time: 3.1087, DDP time: 0.0051, Total iter time: 5.2142 [2020-11-06 01:33:09,025][root][INFO] - ===> Epoch[267](6918/26): Loss 0.1832, Sem 0.2196, dir -0.4373, norm 0.4009, swav 0.0000 LR: 3.468e-02 Score 93.142 Data time: 0.2396, Forward time: 2.2803, Backward time: 3.1086, DDP time: 0.0051, Total iter time: 5.5675 [2020-11-06 01:33:14,177][root][INFO] - ===> Epoch[267](6919/26): Loss 0.1842, Sem 0.2396, dir -0.4436, norm 0.3883, swav 0.0000 LR: 3.467e-02 Score 92.238 Data time: 0.1778, Forward time: 2.2803, Backward time: 3.1086, DDP time: 0.0051, Total iter time: 5.0270 [2020-11-06 01:33:20,797][root][INFO] - ===> Epoch[267](6920/26): Loss 0.3380, Sem 0.2793, dir -0.3818, norm 0.4405, swav 0.0000 LR: 3.466e-02 Score 90.690 Data time: 0.2297, Forward time: 2.2803, Backward time: 3.1086, DDP time: 0.0051, Total iter time: 6.5270 [2020-11-06 01:33:26,541][root][INFO] - ===> Epoch[267](6921/26): Loss 0.2691, Sem 0.2543, dir -0.4338, norm 0.4486, swav 0.0000 LR: 3.465e-02 Score 91.765 Data time: 0.1265, Forward time: 2.2802, Backward time: 3.1088, DDP time: 0.0051, Total iter time: 5.6026 [2020-11-06 01:33:32,224][root][INFO] - ===> Epoch[267](6922/26): Loss 0.2210, Sem 0.2349, dir -0.4407, norm 0.4268, swav 0.0000 LR: 3.464e-02 Score 92.738 Data time: 0.2191, Forward time: 2.2802, Backward time: 3.1087, DDP time: 0.0051, Total iter time: 5.6089 [2020-11-06 01:33:38,882][root][INFO] - ===> Epoch[267](6923/26): Loss 0.2306, Sem 0.2276, dir -0.4056, norm 0.4086, swav 0.0000 LR: 3.463e-02 Score 92.398 Data time: 0.2121, Forward time: 2.2802, Backward time: 3.1089, DDP time: 0.0051, Total iter time: 6.5525 [2020-11-06 01:33:44,668][root][INFO] - ===> Epoch[267](6924/26): Loss 0.2982, Sem 0.2325, dir -0.3493, norm 0.4150, swav 0.0000 LR: 3.462e-02 Score 92.434 Data time: 0.1601, Forward time: 2.2801, Backward time: 3.1090, DDP time: 0.0051, Total iter time: 5.6721 [2020-11-06 01:33:51,318][root][INFO] - ===> Epoch[267](6925/26): Loss 0.1520, Sem 0.2147, dir -0.4040, norm 0.3414, swav 0.0000 LR: 3.461e-02 Score 92.977 Data time: 0.3381, Forward time: 2.2803, Backward time: 3.1089, DDP time: 0.0051, Total iter time: 6.5914 [2020-11-06 01:33:56,629][root][INFO] - ===> Epoch[267](6926/26): Loss 0.1509, Sem 0.1496, dir -0.3760, norm 0.3773, swav 0.0000 LR: 3.460e-02 Score 95.733 Data time: 0.2423, Forward time: 2.2803, Backward time: 3.1088, DDP time: 0.0051, Total iter time: 5.1874 [2020-11-06 01:34:02,039][root][INFO] - ===> Epoch[267](6927/26): Loss 0.1218, Sem 0.2004, dir -0.4473, norm 0.3688, swav 0.0000 LR: 3.459e-02 Score 94.153 Data time: 0.2291, Forward time: 2.2803, Backward time: 3.1088, DDP time: 0.0051, Total iter time: 5.2849 [2020-11-06 01:34:07,673][root][INFO] - ===> Epoch[267](6928/26): Loss 0.3299, Sem 0.2877, dir -0.4236, norm 0.4658, swav 0.0000 LR: 3.458e-02 Score 91.182 Data time: 0.2437, Forward time: 2.2804, Backward time: 3.1087, DDP time: 0.0051, Total iter time: 5.5256 [2020-11-06 01:34:13,398][root][INFO] - ===> Epoch[267](6929/26): Loss 0.2429, Sem 0.2388, dir -0.3994, norm 0.4035, swav 0.0000 LR: 3.457e-02 Score 92.434 Data time: 0.1838, Forward time: 2.2804, Backward time: 3.1087, DDP time: 0.0051, Total iter time: 5.6011 [2020-11-06 01:34:18,908][root][INFO] - ===> Epoch[267](6930/26): Loss 0.2540, Sem 0.2630, dir -0.4532, norm 0.4441, swav 0.0000 LR: 3.456e-02 Score 91.750 Data time: 0.2256, Forward time: 2.2804, Backward time: 3.1086, DDP time: 0.0051, Total iter time: 5.4288 [2020-11-06 01:34:24,766][root][INFO] - ===> Epoch[267](6931/26): Loss 0.2045, Sem 0.2212, dir -0.4154, norm 0.3987, swav 0.0000 LR: 3.455e-02 Score 93.281 Data time: 0.1437, Forward time: 2.2803, Backward time: 3.1087, DDP time: 0.0051, Total iter time: 5.7405 [2020-11-06 01:34:29,095][root][INFO] - ===> Epoch[267](6932/26): Loss 0.2152, Sem 0.2545, dir -0.4308, norm 0.3915, swav 0.0000 LR: 3.453e-02 Score 92.354 Data time: 0.1749, Forward time: 2.2802, Backward time: 3.1086, DDP time: 0.0051, Total iter time: 4.2432 [2020-11-06 01:34:34,516][root][INFO] - ===> Epoch[267](6933/26): Loss 0.2789, Sem 0.2947, dir -0.4217, norm 0.4059, swav 0.0000 LR: 3.452e-02 Score 91.643 Data time: 0.2337, Forward time: 2.2803, Backward time: 3.1085, DDP time: 0.0051, Total iter time: 5.3130 [2020-11-06 01:34:38,855][root][INFO] - ===> Epoch[267](6934/26): Loss 0.1962, Sem 0.1833, dir -0.3883, norm 0.4013, swav 0.0000 LR: 3.451e-02 Score 94.072 Data time: 0.1752, Forward time: 2.2802, Backward time: 3.1083, DDP time: 0.0051, Total iter time: 4.2194 [2020-11-06 01:34:43,696][root][INFO] - ===> Epoch[267](6935/26): Loss 0.2651, Sem 0.2696, dir -0.3831, norm 0.3786, swav 0.0000 LR: 3.450e-02 Score 92.246 Data time: 0.1559, Forward time: 2.2801, Backward time: 3.1083, DDP time: 0.0051, Total iter time: 4.7393 [2020-11-06 01:34:49,638][root][INFO] - ===> Epoch[267](6936/26): Loss 0.1852, Sem 0.2022, dir -0.4238, norm 0.4068, swav 0.0000 LR: 3.449e-02 Score 93.464 Data time: 0.1691, Forward time: 2.2801, Backward time: 3.1084, DDP time: 0.0051, Total iter time: 5.8358 [2020-11-06 01:34:54,517][root][INFO] - ===> Epoch[267](6937/26): Loss 0.1760, Sem 0.2051, dir -0.3875, norm 0.3585, swav 0.0000 LR: 3.448e-02 Score 92.321 Data time: 0.1730, Forward time: 2.2800, Backward time: 3.1084, DDP time: 0.0051, Total iter time: 4.7740 [2020-11-06 01:35:00,852][root][INFO] - ===> Epoch[267](6938/26): Loss 0.3006, Sem 0.2680, dir -0.3941, norm 0.4267, swav 0.0000 LR: 3.447e-02 Score 92.280 Data time: 0.2476, Forward time: 2.2800, Backward time: 3.1085, DDP time: 0.0051, Total iter time: 6.2294 [2020-11-06 01:35:06,417][root][INFO] - ===> Epoch[267](6939/26): Loss 0.2579, Sem 0.2580, dir -0.4349, norm 0.4347, swav 0.0000 LR: 3.446e-02 Score 92.732 Data time: 0.1879, Forward time: 2.2799, Backward time: 3.1085, DDP time: 0.0051, Total iter time: 5.4442 [2020-11-06 01:35:12,109][root][INFO] - ===> Epoch[267](6940/26): Loss 0.2585, Sem 0.2739, dir -0.4835, norm 0.4681, swav 0.0000 LR: 3.445e-02 Score 91.475 Data time: 0.2150, Forward time: 2.2799, Backward time: 3.1085, DDP time: 0.0051, Total iter time: 5.5869 [2020-11-06 01:35:17,392][root][INFO] - ===> Epoch[267](6941/26): Loss 0.1613, Sem 0.1893, dir -0.4179, norm 0.3900, swav 0.0000 LR: 3.444e-02 Score 94.033 Data time: 0.2574, Forward time: 2.2800, Backward time: 3.1083, DDP time: 0.0051, Total iter time: 5.1520 [2020-11-06 01:35:22,171][root][INFO] - ===> Epoch[267](6942/26): Loss 0.2297, Sem 0.2145, dir -0.4250, norm 0.4402, swav 0.0000 LR: 3.443e-02 Score 93.727 Data time: 0.1840, Forward time: 2.2800, Backward time: 3.1082, DDP time: 0.0051, Total iter time: 4.6426 [2020-11-06 01:35:28,184][root][INFO] - ===> Epoch[268](6943/26): Loss 0.3212, Sem 0.2768, dir -0.3972, norm 0.4416, swav 0.0000 LR: 3.442e-02 Score 90.618 Data time: 0.1965, Forward time: 2.2799, Backward time: 3.1083, DDP time: 0.0051, Total iter time: 5.9148 [2020-11-06 01:35:33,439][root][INFO] - ===> Epoch[268](6944/26): Loss 0.1408, Sem 0.2002, dir -0.4449, norm 0.3855, swav 0.0000 LR: 3.441e-02 Score 92.903 Data time: 0.2819, Forward time: 2.2800, Backward time: 3.1082, DDP time: 0.0051, Total iter time: 5.1465 [2020-11-06 01:35:39,960][root][INFO] - ===> Epoch[268](6945/26): Loss 0.1706, Sem 0.1949, dir -0.4564, norm 0.4321, swav 0.0000 LR: 3.440e-02 Score 94.017 Data time: 0.2443, Forward time: 2.2800, Backward time: 3.1082, DDP time: 0.0051, Total iter time: 6.3962 [2020-11-06 01:35:46,631][root][INFO] - ===> Epoch[268](6946/26): Loss 0.2396, Sem 0.2360, dir -0.3834, norm 0.3870, swav 0.0000 LR: 3.439e-02 Score 92.130 Data time: 0.2315, Forward time: 2.2800, Backward time: 3.1083, DDP time: 0.0051, Total iter time: 6.5213 [2020-11-06 01:35:53,232][root][INFO] - ===> Epoch[268](6947/26): Loss 0.2167, Sem 0.2187, dir -0.4180, norm 0.4160, swav 0.0000 LR: 3.438e-02 Score 93.126 Data time: 0.2012, Forward time: 2.2799, Backward time: 3.1085, DDP time: 0.0051, Total iter time: 6.4704 [2020-11-06 01:35:59,910][root][INFO] - ===> Epoch[268](6948/26): Loss 0.2853, Sem 0.2681, dir -0.3936, norm 0.4108, swav 0.0000 LR: 3.437e-02 Score 92.100 Data time: 0.2240, Forward time: 2.2799, Backward time: 3.1086, DDP time: 0.0051, Total iter time: 6.5550 [2020-11-06 01:36:04,451][root][INFO] - ===> Epoch[268](6949/26): Loss 0.2536, Sem 0.2397, dir -0.4002, norm 0.4142, swav 0.0000 LR: 3.436e-02 Score 91.630 Data time: 0.1784, Forward time: 2.2799, Backward time: 3.1085, DDP time: 0.0051, Total iter time: 4.4093 [2020-11-06 01:36:10,191][root][INFO] - ===> Epoch[268](6950/26): Loss 0.2083, Sem 0.2446, dir -0.4217, norm 0.3854, swav 0.0000 LR: 3.435e-02 Score 92.721 Data time: 0.1786, Forward time: 2.2799, Backward time: 3.1085, DDP time: 0.0051, Total iter time: 5.6329 [2020-11-06 01:36:15,997][root][INFO] - ===> Epoch[268](6951/26): Loss 0.1642, Sem 0.1948, dir -0.4243, norm 0.3936, swav 0.0000 LR: 3.434e-02 Score 93.823 Data time: 0.2876, Forward time: 2.2799, Backward time: 3.1084, DDP time: 0.0051, Total iter time: 5.6835 [2020-11-06 01:36:21,293][root][INFO] - ===> Epoch[268](6952/26): Loss 0.1962, Sem 0.2137, dir -0.4536, norm 0.4361, swav 0.0000 LR: 3.433e-02 Score 94.102 Data time: 0.2453, Forward time: 2.2800, Backward time: 3.1084, DDP time: 0.0051, Total iter time: 5.1656 [2020-11-06 01:36:26,511][root][INFO] - ===> Epoch[268](6953/26): Loss 0.2181, Sem 0.2309, dir -0.3958, norm 0.3830, swav 0.0000 LR: 3.432e-02 Score 92.225 Data time: 0.2234, Forward time: 2.2799, Backward time: 3.1083, DDP time: 0.0051, Total iter time: 5.1032 [2020-11-06 01:36:31,974][root][INFO] - ===> Epoch[268](6954/26): Loss 0.2799, Sem 0.2594, dir -0.3827, norm 0.4032, swav 0.0000 LR: 3.431e-02 Score 92.324 Data time: 0.2373, Forward time: 2.2799, Backward time: 3.1082, DDP time: 0.0051, Total iter time: 5.3472 [2020-11-06 01:36:38,238][root][INFO] - ===> Epoch[268](6955/26): Loss 0.2951, Sem 0.2630, dir -0.4012, norm 0.4333, swav 0.0000 LR: 3.430e-02 Score 92.728 Data time: 0.2459, Forward time: 2.2799, Backward time: 3.1083, DDP time: 0.0051, Total iter time: 6.1187 [2020-11-06 01:36:43,552][root][INFO] - ===> Epoch[268](6956/26): Loss 0.2357, Sem 0.2221, dir -0.4431, norm 0.4566, swav 0.0000 LR: 3.429e-02 Score 93.293 Data time: 0.1931, Forward time: 2.2799, Backward time: 3.1083, DDP time: 0.0051, Total iter time: 5.1804 [2020-11-06 01:36:51,175][root][INFO] - ===> Epoch[268](6957/26): Loss 0.2673, Sem 0.2727, dir -0.4441, norm 0.4387, swav 0.0000 LR: 3.428e-02 Score 91.330 Data time: 0.2529, Forward time: 2.2799, Backward time: 3.1085, DDP time: 0.0051, Total iter time: 7.5061 [2020-11-06 01:36:57,601][root][INFO] - ===> Epoch[268](6958/26): Loss 0.2557, Sem 0.2649, dir -0.4358, norm 0.4267, swav 0.0000 LR: 3.427e-02 Score 92.479 Data time: 0.2047, Forward time: 2.2799, Backward time: 3.1086, DDP time: 0.0051, Total iter time: 6.2796 [2020-11-06 01:37:02,660][root][INFO] - ===> Epoch[268](6959/26): Loss 0.1775, Sem 0.2291, dir -0.4134, norm 0.3618, swav 0.0000 LR: 3.426e-02 Score 93.284 Data time: 0.1755, Forward time: 2.2799, Backward time: 3.1085, DDP time: 0.0051, Total iter time: 4.9135 [2020-11-06 01:37:08,237][root][INFO] - ===> Epoch[268](6960/26): Loss 0.1549, Sem 0.2031, dir -0.4015, norm 0.3533, swav 0.0000 LR: 3.425e-02 Score 94.154 Data time: 0.1551, Forward time: 2.2798, Backward time: 3.1086, DDP time: 0.0051, Total iter time: 5.4632 [2020-11-06 01:37:13,858][root][INFO] - ===> Epoch[268](6961/26): Loss 0.1360, Sem 0.1870, dir -0.4869, norm 0.4359, swav 0.0000 LR: 3.424e-02 Score 94.917 Data time: 0.1865, Forward time: 2.2797, Backward time: 3.1086, DDP time: 0.0051, Total iter time: 5.4953 [2020-11-06 01:37:18,795][root][INFO] - ===> Epoch[268](6962/26): Loss 0.2435, Sem 0.2606, dir -0.4141, norm 0.3971, swav 0.0000 LR: 3.423e-02 Score 91.856 Data time: 0.1777, Forward time: 2.2797, Backward time: 3.1086, DDP time: 0.0051, Total iter time: 4.8381 [2020-11-06 01:37:24,204][root][INFO] - ===> Epoch[268](6963/26): Loss 0.2832, Sem 0.2767, dir -0.4285, norm 0.4350, swav 0.0000 LR: 3.422e-02 Score 91.132 Data time: 0.2086, Forward time: 2.2796, Backward time: 3.1085, DDP time: 0.0051, Total iter time: 5.2958 [2020-11-06 01:37:29,291][root][INFO] - ===> Epoch[268](6964/26): Loss 0.2595, Sem 0.2474, dir -0.4203, norm 0.4324, swav 0.0000 LR: 3.421e-02 Score 91.702 Data time: 0.1894, Forward time: 2.2796, Backward time: 3.1085, DDP time: 0.0051, Total iter time: 4.9694 [2020-11-06 01:37:35,953][root][INFO] - ===> Epoch[268](6965/26): Loss 0.1428, Sem 0.1719, dir -0.4170, norm 0.3878, swav 0.0000 LR: 3.420e-02 Score 94.796 Data time: 0.2439, Forward time: 2.2796, Backward time: 3.1086, DDP time: 0.0051, Total iter time: 6.5588 [2020-11-06 01:37:41,824][root][INFO] - ===> Epoch[268](6966/26): Loss 0.1938, Sem 0.2196, dir -0.4468, norm 0.4210, swav 0.0000 LR: 3.419e-02 Score 93.743 Data time: 0.2595, Forward time: 2.2797, Backward time: 3.1085, DDP time: 0.0051, Total iter time: 5.7427 [2020-11-06 01:37:49,522][root][INFO] - ===> Epoch[268](6967/26): Loss 0.1539, Sem 0.1952, dir -0.4325, norm 0.3911, swav 0.0000 LR: 3.418e-02 Score 93.840 Data time: 0.2510, Forward time: 2.2798, Backward time: 3.1087, DDP time: 0.0051, Total iter time: 7.5611 [2020-11-06 01:37:55,051][root][INFO] - ===> Epoch[268](6968/26): Loss 0.1983, Sem 0.2016, dir -0.4096, norm 0.4063, swav 0.0000 LR: 3.417e-02 Score 93.775 Data time: 0.2301, Forward time: 2.2798, Backward time: 3.1086, DDP time: 0.0051, Total iter time: 5.3977 [2020-11-06 01:38:00,457][root][INFO] - ===> Epoch[269](6969/26): Loss 0.2125, Sem 0.2472, dir -0.4271, norm 0.3924, swav 0.0000 LR: 3.416e-02 Score 92.360 Data time: 0.1617, Forward time: 2.2797, Backward time: 3.1087, DDP time: 0.0051, Total iter time: 5.2792 [2020-11-06 01:38:06,614][root][INFO] - ===> Epoch[269](6970/26): Loss 0.1807, Sem 0.2278, dir -0.4212, norm 0.3741, swav 0.0000 LR: 3.415e-02 Score 92.421 Data time: 0.2048, Forward time: 2.2797, Backward time: 3.1087, DDP time: 0.0051, Total iter time: 6.0370 [2020-11-06 01:38:11,712][root][INFO] - ===> Epoch[269](6971/26): Loss 0.1638, Sem 0.2154, dir -0.4388, norm 0.3872, swav 0.0000 LR: 3.414e-02 Score 93.823 Data time: 0.2280, Forward time: 2.2797, Backward time: 3.1086, DDP time: 0.0051, Total iter time: 4.9830 [2020-11-06 01:38:18,084][root][INFO] - ===> Epoch[269](6972/26): Loss 0.1412, Sem 0.2249, dir -0.5152, norm 0.4315, swav 0.0000 LR: 3.413e-02 Score 93.061 Data time: 0.1496, Forward time: 2.2796, Backward time: 3.1088, DDP time: 0.0051, Total iter time: 6.2459 [2020-11-06 01:38:22,735][root][INFO] - ===> Epoch[269](6973/26): Loss 0.2516, Sem 0.2878, dir -0.4177, norm 0.3816, swav 0.0000 LR: 3.412e-02 Score 90.650 Data time: 0.0942, Forward time: 2.2794, Backward time: 3.1088, DDP time: 0.0051, Total iter time: 4.5543 [2020-11-06 01:38:28,472][root][INFO] - ===> Epoch[269](6974/26): Loss 0.2277, Sem 0.2295, dir -0.4365, norm 0.4348, swav 0.0000 LR: 3.411e-02 Score 92.977 Data time: 0.1743, Forward time: 2.2794, Backward time: 3.1089, DDP time: 0.0051, Total iter time: 5.6742 [2020-11-06 01:38:33,339][root][INFO] - ===> Epoch[269](6975/26): Loss 0.0793, Sem 0.1614, dir -0.4417, norm 0.3597, swav 0.0000 LR: 3.410e-02 Score 94.690 Data time: 0.1649, Forward time: 2.2793, Backward time: 3.1088, DDP time: 0.0051, Total iter time: 4.7828 [2020-11-06 01:38:38,207][root][INFO] - ===> Epoch[269](6976/26): Loss 0.1545, Sem 0.1786, dir -0.4023, norm 0.3782, swav 0.0000 LR: 3.409e-02 Score 93.945 Data time: 0.2296, Forward time: 2.2793, Backward time: 3.1087, DDP time: 0.0051, Total iter time: 4.7717 [2020-11-06 01:38:43,377][root][INFO] - ===> Epoch[269](6977/26): Loss 0.2372, Sem 0.2276, dir -0.4460, norm 0.4556, swav 0.0000 LR: 3.408e-02 Score 93.568 Data time: 0.1609, Forward time: 2.2792, Backward time: 3.1087, DDP time: 0.0051, Total iter time: 5.0521 [2020-11-06 01:38:49,901][root][INFO] - ===> Epoch[269](6978/26): Loss 0.2602, Sem 0.2271, dir -0.4384, norm 0.4714, swav 0.0000 LR: 3.407e-02 Score 91.898 Data time: 0.2092, Forward time: 2.2792, Backward time: 3.1089, DDP time: 0.0051, Total iter time: 6.4464 [2020-11-06 01:38:55,047][root][INFO] - ===> Epoch[269](6979/26): Loss 0.2515, Sem 0.2305, dir -0.3688, norm 0.3898, swav 0.0000 LR: 3.406e-02 Score 92.530 Data time: 0.2017, Forward time: 2.2791, Backward time: 3.1088, DDP time: 0.0051, Total iter time: 5.0187 [2020-11-06 01:39:01,232][root][INFO] - ===> Epoch[269](6980/26): Loss 0.2332, Sem 0.2550, dir -0.4163, norm 0.3945, swav 0.0000 LR: 3.405e-02 Score 90.943 Data time: 0.3066, Forward time: 2.2793, Backward time: 3.1087, DDP time: 0.0051, Total iter time: 6.0913 [2020-11-06 01:39:06,594][root][INFO] - ===> Epoch[269](6981/26): Loss 0.3084, Sem 0.2585, dir -0.4071, norm 0.4570, swav 0.0000 LR: 3.404e-02 Score 92.295 Data time: 0.1895, Forward time: 2.2792, Backward time: 3.1087, DDP time: 0.0051, Total iter time: 5.2363 [2020-11-06 01:39:11,723][root][INFO] - ===> Epoch[269](6982/26): Loss 0.2423, Sem 0.2619, dir -0.3438, norm 0.3242, swav 0.0000 LR: 3.403e-02 Score 91.983 Data time: 0.2306, Forward time: 2.2792, Backward time: 3.1086, DDP time: 0.0051, Total iter time: 5.0348 [2020-11-06 01:39:17,429][root][INFO] - ===> Epoch[269](6983/26): Loss 0.1880, Sem 0.2281, dir -0.4312, norm 0.3910, swav 0.0000 LR: 3.402e-02 Score 93.431 Data time: 0.2370, Forward time: 2.2793, Backward time: 3.1085, DDP time: 0.0051, Total iter time: 5.6044 [2020-11-06 01:39:22,225][root][INFO] - ===> Epoch[269](6984/26): Loss 0.2164, Sem 0.2237, dir -0.3878, norm 0.3806, swav 0.0000 LR: 3.401e-02 Score 93.079 Data time: 0.2121, Forward time: 2.2792, Backward time: 3.1084, DDP time: 0.0051, Total iter time: 4.6671 [2020-11-06 01:39:28,131][root][INFO] - ===> Epoch[269](6985/26): Loss 0.2823, Sem 0.2536, dir -0.4056, norm 0.4344, swav 0.0000 LR: 3.400e-02 Score 91.987 Data time: 0.2862, Forward time: 2.2793, Backward time: 3.1084, DDP time: 0.0051, Total iter time: 5.8031 [2020-11-06 01:39:33,415][root][INFO] - ===> Epoch[269](6986/26): Loss 0.2572, Sem 0.1996, dir -0.4037, norm 0.4614, swav 0.0000 LR: 3.399e-02 Score 93.592 Data time: 0.1944, Forward time: 2.2793, Backward time: 3.1083, DDP time: 0.0051, Total iter time: 5.1590 [2020-11-06 01:39:39,544][root][INFO] - ===> Epoch[269](6987/26): Loss 0.1463, Sem 0.1984, dir -0.4222, norm 0.3701, swav 0.0000 LR: 3.398e-02 Score 93.792 Data time: 0.2019, Forward time: 2.2793, Backward time: 3.1084, DDP time: 0.0051, Total iter time: 6.0292 [2020-11-06 01:39:46,289][root][INFO] - ===> Epoch[269](6988/26): Loss 0.3191, Sem 0.2857, dir -0.4124, norm 0.4458, swav 0.0000 LR: 3.397e-02 Score 91.678 Data time: 0.2099, Forward time: 2.2793, Backward time: 3.1085, DDP time: 0.0051, Total iter time: 6.6453 [2020-11-06 01:39:51,267][root][INFO] - ===> Epoch[269](6989/26): Loss 0.2784, Sem 0.2805, dir -0.4775, norm 0.4755, swav 0.0000 LR: 3.396e-02 Score 91.663 Data time: 0.2166, Forward time: 2.2793, Backward time: 3.1084, DDP time: 0.0051, Total iter time: 4.8344 [2020-11-06 01:39:56,610][root][INFO] - ===> Epoch[269](6990/26): Loss 0.1973, Sem 0.2384, dir -0.4644, norm 0.4233, swav 0.0000 LR: 3.395e-02 Score 91.792 Data time: 0.2531, Forward time: 2.2794, Backward time: 3.1083, DDP time: 0.0051, Total iter time: 5.2385 [2020-11-06 01:40:03,121][root][INFO] - ===> Epoch[269](6991/26): Loss 0.2064, Sem 0.2241, dir -0.4196, norm 0.4019, swav 0.0000 LR: 3.394e-02 Score 93.072 Data time: 0.1971, Forward time: 2.2793, Backward time: 3.1084, DDP time: 0.0051, Total iter time: 6.3937 [2020-11-06 01:40:09,664][root][INFO] - ===> Epoch[269](6992/26): Loss 0.2321, Sem 0.2535, dir -0.4278, norm 0.4064, swav 0.0000 LR: 3.393e-02 Score 91.886 Data time: 0.3337, Forward time: 2.2795, Backward time: 3.1084, DDP time: 0.0051, Total iter time: 6.4389 [2020-11-06 01:40:15,918][root][INFO] - ===> Epoch[269](6993/26): Loss 0.1856, Sem 0.2056, dir -0.4031, norm 0.3830, swav 0.0000 LR: 3.392e-02 Score 93.668 Data time: 0.2084, Forward time: 2.2795, Backward time: 3.1084, DDP time: 0.0051, Total iter time: 6.1093 [2020-11-06 01:40:22,330][root][INFO] - ===> Epoch[269](6994/26): Loss 0.1731, Sem 0.2358, dir -0.4258, norm 0.3631, swav 0.0000 LR: 3.391e-02 Score 92.870 Data time: 0.2345, Forward time: 2.2795, Backward time: 3.1085, DDP time: 0.0051, Total iter time: 6.3019 [2020-11-06 01:40:27,895][root][INFO] - ===> Epoch[270](6995/26): Loss 0.2525, Sem 0.2351, dir -0.4436, norm 0.4610, swav 0.0000 LR: 3.390e-02 Score 93.218 Data time: 0.1786, Forward time: 2.2794, Backward time: 3.1085, DDP time: 0.0051, Total iter time: 5.4557 [2020-11-06 01:40:32,476][root][INFO] - ===> Epoch[270](6996/26): Loss 0.1837, Sem 0.2262, dir -0.4333, norm 0.3907, swav 0.0000 LR: 3.389e-02 Score 92.584 Data time: 0.2083, Forward time: 2.2794, Backward time: 3.1083, DDP time: 0.0051, Total iter time: 4.4704 [2020-11-06 01:40:38,268][root][INFO] - ===> Epoch[270](6997/26): Loss 0.1347, Sem 0.2333, dir -0.4970, norm 0.3983, swav 0.0000 LR: 3.388e-02 Score 92.872 Data time: 0.2058, Forward time: 2.2794, Backward time: 3.1084, DDP time: 0.0051, Total iter time: 5.6809 [2020-11-06 01:40:45,254][root][INFO] - ===> Epoch[270](6998/26): Loss 0.2116, Sem 0.2383, dir -0.3947, norm 0.3680, swav 0.0000 LR: 3.387e-02 Score 93.137 Data time: 0.3037, Forward time: 2.2795, Backward time: 3.1084, DDP time: 0.0051, Total iter time: 6.8650 [2020-11-06 01:40:50,773][root][INFO] - ===> Epoch[270](6999/26): Loss 0.1405, Sem 0.1905, dir -0.4301, norm 0.3801, swav 0.0000 LR: 3.386e-02 Score 93.986 Data time: 0.2039, Forward time: 2.2795, Backward time: 3.1084, DDP time: 0.0051, Total iter time: 5.3640 [2020-11-06 01:40:56,433][root][INFO] - ===> Epoch[270](7000/26): Loss 0.1759, Sem 0.1846, dir -0.4379, norm 0.4292, swav 0.0000 LR: 3.385e-02 Score 95.067 Data time: 0.2262, Forward time: 2.2795, Backward time: 3.1084, DDP time: 0.0051, Total iter time: 5.5177 [2020-11-06 01:40:57,216][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-11-06 01:40:57,453][root][INFO] - ===> Start testing [2020-11-06 01:42:20,505][root][INFO] - 101/312: Data time: 0.0050, Iter time: 0.3302 Loss 0.574 (AVG: 0.679) Score 83.461 (AVG: 82.698) mIOU 56.636 mAP 64.883 mAcc 70.749 IOU: 75.828 95.388 48.167 73.751 87.280 75.203 60.661 38.500 44.915 60.321 16.632 45.961 40.427 44.696 31.467 50.890 83.581 48.096 76.749 34.210 mAP: 77.723 96.774 54.318 68.550 87.925 87.401 57.576 53.069 56.519 62.318 31.001 40.007 52.035 66.480 36.377 87.399 89.756 71.203 76.506 44.717 mAcc: 87.424 98.075 64.678 80.800 93.947 90.359 71.243 48.583 60.828 80.453 26.260 58.991 75.153 81.020 36.568 74.111 90.293 60.058 92.793 43.341 [2020-11-06 01:43:46,680][root][INFO] - 201/312: Data time: 0.0055, Iter time: 0.2583 Loss 0.325 (AVG: 0.667) Score 87.490 (AVG: 83.392) mIOU 57.942 mAP 65.742 mAcc 71.696 IOU: 75.996 95.531 50.055 71.751 86.602 72.261 63.354 41.909 43.316 67.709 14.880 48.838 42.651 47.898 30.334 52.244 84.178 51.594 79.822 37.914 mAP: 78.497 96.658 51.937 67.030 87.330 81.180 61.967 56.451 54.383 60.732 30.429 47.223 57.490 68.178 33.796 85.839 92.275 76.494 79.117 47.839 mAcc: 87.361 98.322 67.259 79.358 92.616 89.365 74.331 53.667 57.974 86.366 23.516 64.356 76.336 75.950 37.764 72.421 91.947 64.601 93.648 46.771 [2020-11-06 01:45:09,526][root][INFO] - 301/312: Data time: 0.0061, Iter time: 0.4076 Loss 1.506 (AVG: 0.670) Score 71.224 (AVG: 83.486) mIOU 58.892 mAP 66.501 mAcc 72.350 IOU: 75.740 95.627 52.181 71.652 85.452 73.911 62.890 42.686 43.756 69.826 14.323 49.579 45.181 53.104 37.100 52.649 82.859 50.546 78.975 39.813 mAP: 78.176 96.899 54.640 68.680 87.058 81.055 61.230 56.297 52.864 63.331 29.302 47.467 58.778 72.252 42.735 84.796 92.477 73.134 79.799 49.046 mAcc: 87.503 98.354 69.521 81.415 91.843 89.504 74.120 55.782 56.960 86.632 21.094 63.805 77.523 77.789 45.221 72.814 91.653 63.430 93.746 48.287 [2020-11-06 01:45:17,710][root][INFO] - 312/312: Data time: 0.0042, Iter time: 0.3857 Loss 1.249 (AVG: 0.667) Score 73.232 (AVG: 83.515) mIOU 58.905 mAP 66.801 mAcc 72.354 IOU: 75.720 95.676 51.947 71.370 85.412 74.275 63.053 42.872 43.777 69.561 13.962 49.736 45.937 53.050 36.859 52.646 83.146 49.839 79.403 39.865 mAP: 78.136 96.963 54.769 68.680 87.233 81.133 61.746 56.595 53.347 64.640 29.431 48.691 58.986 72.252 43.566 84.929 92.625 72.306 80.393 49.592 mAcc: 87.435 98.362 69.629 81.415 91.665 89.466 74.586 55.893 56.588 86.871 20.736 63.314 78.195 77.789 44.677 73.234 91.873 62.754 94.005 48.597 [2020-11-06 01:45:17,711][root][INFO] - Finished test. Elapsed time: 260.2564 [2020-11-06 01:45:33,687][root][INFO] - [2020-11-06 01:45:33,687][root][INFO] - ################################################################ [2020-11-06 01:45:33,687][root][INFO] - what : AP AP_50% AP_25% [2020-11-06 01:45:33,687][root][INFO] - ################################################################ [2020-11-06 01:45:33,687][root][INFO] - cabinet : 0.060 0.195 0.464 [2020-11-06 01:45:33,687][root][INFO] - bed : 0.232 0.572 0.699 [2020-11-06 01:45:33,688][root][INFO] - chair : 0.404 0.611 0.727 [2020-11-06 01:45:33,688][root][INFO] - sofa : 0.214 0.425 0.685 [2020-11-06 01:45:33,688][root][INFO] - table : 0.076 0.187 0.337 [2020-11-06 01:45:33,688][root][INFO] - door : 0.088 0.210 0.352 [2020-11-06 01:45:33,688][root][INFO] - window : 0.031 0.099 0.294 [2020-11-06 01:45:33,688][root][INFO] - bookshelf : 0.096 0.269 0.550 [2020-11-06 01:45:33,688][root][INFO] - picture : 0.004 0.029 0.087 [2020-11-06 01:45:33,688][root][INFO] - counter : 0.000 0.002 0.178 [2020-11-06 01:45:33,688][root][INFO] - desk : 0.006 0.029 0.173 [2020-11-06 01:45:33,688][root][INFO] - curtain : 0.184 0.327 0.474 [2020-11-06 01:45:33,688][root][INFO] - refrigerator : 0.111 0.249 0.327 [2020-11-06 01:45:33,688][root][INFO] - shower curtain : 0.271 0.504 0.629 [2020-11-06 01:45:33,688][root][INFO] - toilet : 0.706 0.964 0.979 [2020-11-06 01:45:33,688][root][INFO] - sink : 0.154 0.394 0.702 [2020-11-06 01:45:33,688][root][INFO] - bathtub : 0.382 0.641 0.784 [2020-11-06 01:45:33,688][root][INFO] - otherfurniture : 0.159 0.306 0.485 [2020-11-06 01:45:33,688][root][INFO] - ---------------------------------------------------------------- [2020-11-06 01:45:33,688][root][INFO] - average : 0.177 0.334 0.496 [2020-11-06 01:45:33,688][root][INFO] - [2020-11-06 01:45:33,975][root][INFO] - Summary name validation/mAP@0.5 is illegal; using validation/mAP_0.5 instead. [2020-11-06 01:45:33,977][root][INFO] - Current best mIoU: 60.610 at iter 6500 [2020-11-06 01:45:37,563][root][INFO] - ===> Epoch[270](7001/26): Loss 0.2679, Sem 0.2774, dir -0.4177, norm 0.4082, swav 0.0000 LR: 3.384e-02 Score 90.542 Data time: 0.1342, Forward time: 2.2794, Backward time: 3.1082, DDP time: 0.0051, Total iter time: 3.5798 [2020-11-06 01:45:43,527][root][INFO] - ===> Epoch[270](7002/26): Loss 0.1968, Sem 0.1927, dir -0.3946, norm 0.3988, swav 0.0000 LR: 3.383e-02 Score 93.425 Data time: 0.1611, Forward time: 2.2793, Backward time: 3.1083, DDP time: 0.0051, Total iter time: 5.8525 [2020-11-06 01:45:49,777][root][INFO] - ===> Epoch[270](7003/26): Loss 0.2366, Sem 0.2417, dir -0.4476, norm 0.4425, swav 0.0000 LR: 3.381e-02 Score 92.670 Data time: 0.2242, Forward time: 2.2794, Backward time: 3.1083, DDP time: 0.0051, Total iter time: 6.1425 [2020-11-06 01:45:56,278][root][INFO] - ===> Epoch[270](7004/26): Loss 0.2637, Sem 0.2311, dir -0.4291, norm 0.4616, swav 0.0000 LR: 3.380e-02 Score 92.437 Data time: 0.1743, Forward time: 2.2793, Backward time: 3.1085, DDP time: 0.0051, Total iter time: 6.3618 [2020-11-06 01:46:01,722][root][INFO] - ===> Epoch[270](7005/26): Loss 0.1515, Sem 0.2122, dir -0.4419, norm 0.3813, swav 0.0000 LR: 3.379e-02 Score 92.153 Data time: 0.2063, Forward time: 2.2793, Backward time: 3.1084, DDP time: 0.0051, Total iter time: 5.3123 [2020-11-06 01:46:06,774][root][INFO] - ===> Epoch[270](7006/26): Loss 0.2292, Sem 0.2274, dir -0.4318, norm 0.4336, swav 0.0000 LR: 3.378e-02 Score 93.372 Data time: 0.2144, Forward time: 2.2793, Backward time: 3.1083, DDP time: 0.0051, Total iter time: 4.9362 [2020-11-06 01:46:12,033][root][INFO] - ===> Epoch[270](7007/26): Loss 0.2082, Sem 0.2023, dir -0.4370, norm 0.4429, swav 0.0000 LR: 3.377e-02 Score 93.662 Data time: 0.2485, Forward time: 2.2793, Backward time: 3.1082, DDP time: 0.0051, Total iter time: 5.1282 [2020-11-06 01:46:17,452][root][INFO] - ===> Epoch[270](7008/26): Loss 0.1745, Sem 0.2063, dir -0.4357, norm 0.4039, swav 0.0000 LR: 3.376e-02 Score 94.191 Data time: 0.1721, Forward time: 2.2793, Backward time: 3.1082, DDP time: 0.0051, Total iter time: 5.3053 [2020-11-06 01:46:21,836][root][INFO] - ===> Epoch[270](7009/26): Loss 0.2091, Sem 0.1948, dir -0.3697, norm 0.3839, swav 0.0000 LR: 3.375e-02 Score 93.986 Data time: 0.2055, Forward time: 2.2793, Backward time: 3.1080, DDP time: 0.0051, Total iter time: 4.2891 [2020-11-06 01:46:26,418][root][INFO] - ===> Epoch[270](7010/26): Loss 0.2577, Sem 0.2310, dir -0.4027, norm 0.4295, swav 0.0000 LR: 3.374e-02 Score 92.387 Data time: 0.2064, Forward time: 2.2793, Backward time: 3.1079, DDP time: 0.0051, Total iter time: 4.4583 [2020-11-06 01:46:33,445][root][INFO] - ===> Epoch[270](7011/26): Loss 0.2924, Sem 0.3147, dir -0.3878, norm 0.3655, swav 0.0000 LR: 3.373e-02 Score 90.197 Data time: 0.2154, Forward time: 2.2793, Backward time: 3.1080, DDP time: 0.0051, Total iter time: 6.9126 [2020-11-06 01:46:38,970][root][INFO] - ===> Epoch[270](7012/26): Loss 0.1829, Sem 0.2198, dir -0.4938, norm 0.4568, swav 0.0000 LR: 3.372e-02 Score 92.725 Data time: 0.1619, Forward time: 2.2792, Backward time: 3.1080, DDP time: 0.0051, Total iter time: 5.3575 [2020-11-06 01:46:44,082][root][INFO] - ===> Epoch[270](7013/26): Loss 0.1095, Sem 0.1660, dir -0.4636, norm 0.4071, swav 0.0000 LR: 3.371e-02 Score 94.773 Data time: 0.2250, Forward time: 2.2792, Backward time: 3.1080, DDP time: 0.0051, Total iter time: 5.0217 [2020-11-06 01:46:51,006][root][INFO] - ===> Epoch[270](7014/26): Loss 0.3116, Sem 0.2765, dir -0.4176, norm 0.4527, swav 0.0000 LR: 3.370e-02 Score 91.731 Data time: 0.3353, Forward time: 2.2793, Backward time: 3.1079, DDP time: 0.0051, Total iter time: 6.8180 [2020-11-06 01:46:56,674][root][INFO] - ===> Epoch[270](7015/26): Loss 0.3038, Sem 0.2800, dir -0.4454, norm 0.4692, swav 0.0000 LR: 3.369e-02 Score 91.513 Data time: 0.1994, Forward time: 2.2793, Backward time: 3.1079, DDP time: 0.0051, Total iter time: 5.5344 [2020-11-06 01:47:02,185][root][INFO] - ===> Epoch[270](7016/26): Loss 0.2046, Sem 0.2425, dir -0.4734, norm 0.4355, swav 0.0000 LR: 3.368e-02 Score 93.331 Data time: 0.2598, Forward time: 2.2794, Backward time: 3.1078, DDP time: 0.0051, Total iter time: 5.3772 [2020-11-06 01:47:07,261][root][INFO] - ===> Epoch[270](7017/26): Loss 0.2048, Sem 0.2337, dir -0.4198, norm 0.3909, swav 0.0000 LR: 3.367e-02 Score 91.229 Data time: 0.1608, Forward time: 2.2793, Backward time: 3.1078, DDP time: 0.0051, Total iter time: 4.9319 [2020-11-06 01:47:13,701][root][INFO] - ===> Epoch[270](7018/26): Loss 0.1904, Sem 0.2355, dir -0.4305, norm 0.3854, swav 0.0000 LR: 3.366e-02 Score 92.917 Data time: 0.2079, Forward time: 2.2793, Backward time: 3.1079, DDP time: 0.0051, Total iter time: 6.3201 [2020-11-06 01:47:19,365][root][INFO] - ===> Epoch[270](7019/26): Loss 0.2624, Sem 0.2482, dir -0.3893, norm 0.4034, swav 0.0000 LR: 3.365e-02 Score 92.536 Data time: 0.3025, Forward time: 2.2794, Backward time: 3.1078, DDP time: 0.0051, Total iter time: 5.5318 [2020-11-06 01:47:24,896][root][INFO] - ===> Epoch[270](7020/26): Loss 0.2156, Sem 0.2336, dir -0.3990, norm 0.3810, swav 0.0000 LR: 3.364e-02 Score 93.399 Data time: 0.2205, Forward time: 2.2794, Backward time: 3.1078, DDP time: 0.0051, Total iter time: 5.3818 [2020-11-06 01:47:31,383][root][INFO] - ===> Epoch[271](7021/26): Loss 0.2418, Sem 0.2619, dir -0.4162, norm 0.3962, swav 0.0000 LR: 3.363e-02 Score 92.160 Data time: 0.2700, Forward time: 2.2795, Backward time: 3.1078, DDP time: 0.0051, Total iter time: 6.3589 [2020-11-06 01:47:36,848][root][INFO] - ===> Epoch[271](7022/26): Loss 0.2478, Sem 0.2520, dir -0.4354, norm 0.4312, swav 0.0000 LR: 3.362e-02 Score 91.770 Data time: 0.2471, Forward time: 2.2795, Backward time: 3.1077, DDP time: 0.0051, Total iter time: 5.3287 [2020-11-06 01:47:41,778][root][INFO] - ===> Epoch[271](7023/26): Loss 0.2431, Sem 0.2209, dir -0.3332, norm 0.3555, swav 0.0000 LR: 3.361e-02 Score 93.261 Data time: 0.1193, Forward time: 2.2793, Backward time: 3.1077, DDP time: 0.0051, Total iter time: 4.8233 [2020-11-06 01:47:47,769][root][INFO] - ===> Epoch[271](7024/26): Loss 0.2304, Sem 0.2231, dir -0.3981, norm 0.4055, swav 0.0000 LR: 3.360e-02 Score 92.575 Data time: 0.2084, Forward time: 2.2793, Backward time: 3.1078, DDP time: 0.0051, Total iter time: 5.9154 [2020-11-06 01:47:53,110][root][INFO] - ===> Epoch[271](7025/26): Loss 0.0832, Sem 0.1797, dir -0.4305, norm 0.3340, swav 0.0000 LR: 3.359e-02 Score 93.907 Data time: 0.2081, Forward time: 2.2793, Backward time: 3.1077, DDP time: 0.0051, Total iter time: 5.1996 [2020-11-06 01:47:58,389][root][INFO] - ===> Epoch[271](7026/26): Loss 0.2417, Sem 0.2351, dir -0.3853, norm 0.3919, swav 0.0000 LR: 3.358e-02 Score 92.496 Data time: 0.2416, Forward time: 2.2794, Backward time: 3.1076, DDP time: 0.0051, Total iter time: 5.1713 [2020-11-06 01:48:05,308][root][INFO] - ===> Epoch[271](7027/26): Loss 0.1651, Sem 0.1855, dir -0.4259, norm 0.4055, swav 0.0000 LR: 3.357e-02 Score 94.477 Data time: 0.1607, Forward time: 2.2793, Backward time: 3.1078, DDP time: 0.0051, Total iter time: 6.7985 [2020-11-06 01:48:10,644][root][INFO] - ===> Epoch[271](7028/26): Loss 0.1417, Sem 0.1629, dir -0.4367, norm 0.4155, swav 0.0000 LR: 3.356e-02 Score 95.168 Data time: 0.2624, Forward time: 2.2793, Backward time: 3.1078, DDP time: 0.0051, Total iter time: 5.2334 [2020-11-06 01:48:15,865][root][INFO] - ===> Epoch[271](7029/26): Loss 0.2423, Sem 0.2466, dir -0.3765, norm 0.3721, swav 0.0000 LR: 3.355e-02 Score 91.602 Data time: 0.2170, Forward time: 2.2793, Backward time: 3.1077, DDP time: 0.0051, Total iter time: 5.0864 [2020-11-06 01:48:22,035][root][INFO] - ===> Epoch[271](7030/26): Loss 0.2584, Sem 0.2214, dir -0.4029, norm 0.4399, swav 0.0000 LR: 3.354e-02 Score 93.678 Data time: 0.2418, Forward time: 2.2793, Backward time: 3.1077, DDP time: 0.0051, Total iter time: 6.0195 [2020-11-06 01:48:28,350][root][INFO] - ===> Epoch[271](7031/26): Loss 0.2423, Sem 0.2412, dir -0.4286, norm 0.4297, swav 0.0000 LR: 3.353e-02 Score 91.883 Data time: 0.2492, Forward time: 2.2794, Backward time: 3.1077, DDP time: 0.0051, Total iter time: 6.1803 [2020-11-06 01:48:33,382][root][INFO] - ===> Epoch[271](7032/26): Loss 0.1306, Sem 0.1646, dir -0.4439, norm 0.4098, swav 0.0000 LR: 3.352e-02 Score 94.907 Data time: 0.1768, Forward time: 2.2793, Backward time: 3.1077, DDP time: 0.0051, Total iter time: 4.8836 [2020-11-06 01:48:38,071][root][INFO] - ===> Epoch[271](7033/26): Loss 0.2617, Sem 0.2777, dir -0.4812, norm 0.4651, swav 0.0000 LR: 3.351e-02 Score 91.235 Data time: 0.2079, Forward time: 2.2793, Backward time: 3.1075, DDP time: 0.0051, Total iter time: 4.5904 [2020-11-06 01:48:42,856][root][INFO] - ===> Epoch[271](7034/26): Loss 0.1966, Sem 0.2428, dir -0.4373, norm 0.3911, swav 0.0000 LR: 3.350e-02 Score 91.839 Data time: 0.2331, Forward time: 2.2793, Backward time: 3.1074, DDP time: 0.0051, Total iter time: 4.6759 [2020-11-06 01:48:48,205][root][INFO] - ===> Epoch[271](7035/26): Loss 0.1635, Sem 0.1930, dir -0.4535, norm 0.4240, swav 0.0000 LR: 3.349e-02 Score 93.474 Data time: 0.2516, Forward time: 2.2794, Backward time: 3.1073, DDP time: 0.0051, Total iter time: 5.2258 [2020-11-06 01:48:53,934][root][INFO] - ===> Epoch[271](7036/26): Loss 0.2982, Sem 0.2830, dir -0.4375, norm 0.4527, swav 0.0000 LR: 3.348e-02 Score 91.187 Data time: 0.1911, Forward time: 2.2793, Backward time: 3.1073, DDP time: 0.0051, Total iter time: 5.5780 [2020-11-06 01:48:58,885][root][INFO] - ===> Epoch[271](7037/26): Loss 0.3640, Sem 0.2937, dir -0.4403, norm 0.5107, swav 0.0000 LR: 3.347e-02 Score 90.559 Data time: 0.2554, Forward time: 2.2794, Backward time: 3.1071, DDP time: 0.0051, Total iter time: 4.8459 [2020-11-06 01:49:04,565][root][INFO] - ===> Epoch[271](7038/26): Loss 0.2445, Sem 0.2385, dir -0.4202, norm 0.4262, swav 0.0000 LR: 3.346e-02 Score 92.955 Data time: 0.1590, Forward time: 2.2793, Backward time: 3.1072, DDP time: 0.0051, Total iter time: 5.5564 [2020-11-06 01:49:10,220][root][INFO] - ===> Epoch[271](7039/26): Loss 0.2235, Sem 0.2194, dir -0.3911, norm 0.3952, swav 0.0000 LR: 3.345e-02 Score 92.662 Data time: 0.1950, Forward time: 2.2793, Backward time: 3.1072, DDP time: 0.0051, Total iter time: 5.5438 [2020-11-06 01:49:15,832][root][INFO] - ===> Epoch[271](7040/26): Loss 0.1581, Sem 0.1988, dir -0.4422, norm 0.4014, swav 0.0000 LR: 3.344e-02 Score 93.799 Data time: 0.2622, Forward time: 2.2793, Backward time: 3.1071, DDP time: 0.0051, Total iter time: 5.4802 [2020-11-06 01:49:21,051][root][INFO] - ===> Epoch[271](7041/26): Loss 0.2153, Sem 0.2430, dir -0.4194, norm 0.3917, swav 0.0000 LR: 3.343e-02 Score 91.982 Data time: 0.2106, Forward time: 2.2793, Backward time: 3.1070, DDP time: 0.0051, Total iter time: 5.0846 [2020-11-06 01:49:26,274][root][INFO] - ===> Epoch[271](7042/26): Loss 0.2170, Sem 0.2598, dir -0.4305, norm 0.3877, swav 0.0000 LR: 3.342e-02 Score 92.251 Data time: 0.2276, Forward time: 2.2794, Backward time: 3.1069, DDP time: 0.0051, Total iter time: 5.1141 [2020-11-06 01:49:33,010][root][INFO] - ===> Epoch[271](7043/26): Loss 0.2580, Sem 0.2286, dir -0.3458, norm 0.3752, swav 0.0000 LR: 3.341e-02 Score 92.627 Data time: 0.1625, Forward time: 2.2793, Backward time: 3.1071, DDP time: 0.0051, Total iter time: 6.6083 [2020-11-06 01:49:38,779][root][INFO] - ===> Epoch[271](7044/26): Loss 0.1916, Sem 0.2206, dir -0.4319, norm 0.4029, swav 0.0000 LR: 3.340e-02 Score 92.347 Data time: 0.2192, Forward time: 2.2793, Backward time: 3.1071, DDP time: 0.0051, Total iter time: 5.6849 [2020-11-06 01:49:43,893][root][INFO] - ===> Epoch[271](7045/26): Loss 0.3129, Sem 0.2917, dir -0.3668, norm 0.3879, swav 0.0000 LR: 3.339e-02 Score 90.851 Data time: 0.1343, Forward time: 2.2792, Backward time: 3.1071, DDP time: 0.0051, Total iter time: 4.9893 [2020-11-06 01:49:50,128][root][INFO] - ===> Epoch[271](7046/26): Loss 0.3067, Sem 0.2215, dir -0.3924, norm 0.4776, swav 0.0000 LR: 3.338e-02 Score 92.453 Data time: 0.2010, Forward time: 2.2792, Backward time: 3.1072, DDP time: 0.0051, Total iter time: 6.1528 [2020-11-06 01:49:55,829][root][INFO] - ===> Epoch[272](7047/26): Loss 0.2570, Sem 0.2305, dir -0.4069, norm 0.4333, swav 0.0000 LR: 3.337e-02 Score 92.977 Data time: 0.2644, Forward time: 2.2792, Backward time: 3.1072, DDP time: 0.0051, Total iter time: 5.5631 [2020-11-06 01:50:01,794][root][INFO] - ===> Epoch[272](7048/26): Loss 0.2465, Sem 0.2360, dir -0.4403, norm 0.4509, swav 0.0000 LR: 3.336e-02 Score 91.725 Data time: 0.2151, Forward time: 2.2793, Backward time: 3.1071, DDP time: 0.0051, Total iter time: 5.8446 [2020-11-06 01:50:07,300][root][INFO] - ===> Epoch[272](7049/26): Loss 0.3022, Sem 0.2896, dir -0.4289, norm 0.4415, swav 0.0000 LR: 3.335e-02 Score 91.671 Data time: 0.2299, Forward time: 2.2793, Backward time: 3.1071, DDP time: 0.0051, Total iter time: 5.3884 [2020-11-06 01:50:12,053][root][INFO] - ===> Epoch[272](7050/26): Loss 0.2077, Sem 0.2734, dir -0.4837, norm 0.4179, swav 0.0000 LR: 3.334e-02 Score 91.943 Data time: 0.2136, Forward time: 2.2793, Backward time: 3.1069, DDP time: 0.0051, Total iter time: 4.6403 [2020-11-06 01:50:17,728][root][INFO] - ===> Epoch[272](7051/26): Loss 0.2446, Sem 0.2582, dir -0.4368, norm 0.4232, swav 0.0000 LR: 3.333e-02 Score 92.462 Data time: 0.2136, Forward time: 2.2793, Backward time: 3.1069, DDP time: 0.0051, Total iter time: 5.5679 [2020-11-06 01:50:22,234][root][INFO] - ===> Epoch[272](7052/26): Loss 0.1529, Sem 0.2334, dir -0.4512, norm 0.3707, swav 0.0000 LR: 3.332e-02 Score 92.176 Data time: 0.1293, Forward time: 2.2792, Backward time: 3.1068, DDP time: 0.0051, Total iter time: 4.3850 [2020-11-06 01:50:27,572][root][INFO] - ===> Epoch[272](7053/26): Loss 0.2337, Sem 0.2589, dir -0.4334, norm 0.4082, swav 0.0000 LR: 3.331e-02 Score 91.930 Data time: 0.2471, Forward time: 2.2792, Backward time: 3.1068, DDP time: 0.0051, Total iter time: 5.2541 [2020-11-06 01:50:34,356][root][INFO] - ===> Epoch[272](7054/26): Loss 0.1771, Sem 0.2120, dir -0.4021, norm 0.3671, swav 0.0000 LR: 3.330e-02 Score 93.677 Data time: 0.2109, Forward time: 2.2792, Backward time: 3.1069, DDP time: 0.0051, Total iter time: 6.6797 [2020-11-06 01:50:41,090][root][INFO] - ===> Epoch[272](7055/26): Loss 0.1740, Sem 0.2200, dir -0.4755, norm 0.4295, swav 0.0000 LR: 3.329e-02 Score 93.357 Data time: 0.2194, Forward time: 2.2792, Backward time: 3.1070, DDP time: 0.0051, Total iter time: 6.6257 [2020-11-06 01:50:47,036][root][INFO] - ===> Epoch[272](7056/26): Loss 0.2360, Sem 0.2392, dir -0.3971, norm 0.3939, swav 0.0000 LR: 3.328e-02 Score 92.418 Data time: 0.1660, Forward time: 2.2791, Backward time: 3.1071, DDP time: 0.0051, Total iter time: 5.8297 [2020-11-06 01:50:54,316][root][INFO] - ===> Epoch[272](7057/26): Loss 0.3161, Sem 0.2285, dir -0.3433, norm 0.4309, swav 0.0000 LR: 3.327e-02 Score 92.831 Data time: 0.2750, Forward time: 2.2792, Backward time: 3.1072, DDP time: 0.0051, Total iter time: 7.1733 [2020-11-06 01:51:01,608][root][INFO] - ===> Epoch[272](7058/26): Loss 0.2361, Sem 0.2126, dir -0.4251, norm 0.4487, swav 0.0000 LR: 3.326e-02 Score 92.912 Data time: 0.2555, Forward time: 2.2793, Backward time: 3.1074, DDP time: 0.0051, Total iter time: 7.1326 [2020-11-06 01:51:08,720][root][INFO] - ===> Epoch[272](7059/26): Loss 0.2495, Sem 0.2078, dir -0.3834, norm 0.4251, swav 0.0000 LR: 3.325e-02 Score 92.936 Data time: 0.2360, Forward time: 2.2793, Backward time: 3.1075, DDP time: 0.0051, Total iter time: 6.9583 [2020-11-06 01:51:14,226][root][INFO] - ===> Epoch[272](7060/26): Loss 0.2646, Sem 0.2593, dir -0.3766, norm 0.3819, swav 0.0000 LR: 3.324e-02 Score 91.908 Data time: 0.2501, Forward time: 2.2793, Backward time: 3.1075, DDP time: 0.0051, Total iter time: 5.3777 [2020-11-06 01:51:19,517][root][INFO] - ===> Epoch[272](7061/26): Loss 0.2458, Sem 0.2269, dir -0.3920, norm 0.4109, swav 0.0000 LR: 3.323e-02 Score 93.288 Data time: 0.2006, Forward time: 2.2793, Backward time: 3.1074, DDP time: 0.0051, Total iter time: 5.1431 [2020-11-06 01:51:25,786][root][INFO] - ===> Epoch[272](7062/26): Loss 0.2328, Sem 0.2130, dir -0.4096, norm 0.4293, swav 0.0000 LR: 3.322e-02 Score 93.816 Data time: 0.2107, Forward time: 2.2793, Backward time: 3.1074, DDP time: 0.0051, Total iter time: 6.1731 [2020-11-06 01:51:31,949][root][INFO] - ===> Epoch[272](7063/26): Loss 0.2365, Sem 0.1931, dir -0.4319, norm 0.4753, swav 0.0000 LR: 3.321e-02 Score 93.632 Data time: 0.2019, Forward time: 2.2793, Backward time: 3.1075, DDP time: 0.0051, Total iter time: 6.0504 [2020-11-06 01:51:37,349][root][INFO] - ===> Epoch[272](7064/26): Loss 0.2135, Sem 0.2078, dir -0.3819, norm 0.3876, swav 0.0000 LR: 3.320e-02 Score 93.293 Data time: 0.2704, Forward time: 2.2794, Backward time: 3.1074, DDP time: 0.0051, Total iter time: 5.2811 [2020-11-06 01:51:43,536][root][INFO] - ===> Epoch[272](7065/26): Loss 0.2685, Sem 0.2307, dir -0.3650, norm 0.4028, swav 0.0000 LR: 3.318e-02 Score 92.472 Data time: 0.2141, Forward time: 2.2794, Backward time: 3.1074, DDP time: 0.0051, Total iter time: 6.0725 [2020-11-06 01:51:48,537][root][INFO] - ===> Epoch[272](7066/26): Loss 0.1805, Sem 0.2327, dir -0.4515, norm 0.3994, swav 0.0000 LR: 3.317e-02 Score 92.141 Data time: 0.1762, Forward time: 2.2794, Backward time: 3.1074, DDP time: 0.0051, Total iter time: 4.8681 [2020-11-06 01:51:53,924][root][INFO] - ===> Epoch[272](7067/26): Loss 0.4056, Sem 0.3143, dir -0.3979, norm 0.4892, swav 0.0000 LR: 3.316e-02 Score 90.536 Data time: 0.2348, Forward time: 2.2794, Backward time: 3.1073, DDP time: 0.0051, Total iter time: 5.2827 [2020-11-06 01:51:59,851][root][INFO] - ===> Epoch[272](7068/26): Loss 0.2499, Sem 0.2846, dir -0.4529, norm 0.4182, swav 0.0000 LR: 3.315e-02 Score 91.773 Data time: 0.2594, Forward time: 2.2794, Backward time: 3.1073, DDP time: 0.0051, Total iter time: 5.8220 [2020-11-06 01:52:06,623][root][INFO] - ===> Epoch[272](7069/26): Loss 0.1164, Sem 0.1749, dir -0.4147, norm 0.3562, swav 0.0000 LR: 3.314e-02 Score 94.414 Data time: 0.2610, Forward time: 2.2795, Backward time: 3.1073, DDP time: 0.0051, Total iter time: 6.6692 [2020-11-06 01:52:11,825][root][INFO] - ===> Epoch[272](7070/26): Loss 0.1612, Sem 0.2218, dir -0.4627, norm 0.4022, swav 0.0000 LR: 3.313e-02 Score 92.315 Data time: 0.2379, Forward time: 2.2795, Backward time: 3.1072, DDP time: 0.0051, Total iter time: 5.0721 [2020-11-06 01:52:17,849][root][INFO] - ===> Epoch[272](7071/26): Loss 0.1559, Sem 0.2312, dir -0.4598, norm 0.3844, swav 0.0000 LR: 3.312e-02 Score 92.434 Data time: 0.1973, Forward time: 2.2795, Backward time: 3.1073, DDP time: 0.0051, Total iter time: 5.9004 [2020-11-06 01:52:22,837][root][INFO] - ===> Epoch[272](7072/26): Loss 0.2231, Sem 0.2360, dir -0.3891, norm 0.3762, swav 0.0000 LR: 3.311e-02 Score 92.785 Data time: 0.1849, Forward time: 2.2795, Backward time: 3.1072, DDP time: 0.0051, Total iter time: 4.8900 [2020-11-06 01:52:27,384][root][INFO] - ===> Epoch[273](7073/26): Loss 0.1995, Sem 0.2602, dir -0.4721, norm 0.4114, swav 0.0000 LR: 3.310e-02 Score 92.427 Data time: 0.1929, Forward time: 2.2795, Backward time: 3.1070, DDP time: 0.0051, Total iter time: 4.4531 [2020-11-06 01:52:32,841][root][INFO] - ===> Epoch[273](7074/26): Loss 0.2794, Sem 0.2728, dir -0.3993, norm 0.4059, swav 0.0000 LR: 3.309e-02 Score 91.540 Data time: 0.1806, Forward time: 2.2794, Backward time: 3.1070, DDP time: 0.0051, Total iter time: 5.3426 [2020-11-06 01:52:39,258][root][INFO] - ===> Epoch[273](7075/26): Loss 0.2306, Sem 0.2431, dir -0.4265, norm 0.4140, swav 0.0000 LR: 3.308e-02 Score 92.975 Data time: 0.2168, Forward time: 2.2794, Backward time: 3.1071, DDP time: 0.0051, Total iter time: 6.2963 [2020-11-06 01:52:45,262][root][INFO] - ===> Epoch[273](7076/26): Loss 0.2188, Sem 0.2063, dir -0.4350, norm 0.4476, swav 0.0000 LR: 3.307e-02 Score 93.170 Data time: 0.2145, Forward time: 2.2794, Backward time: 3.1071, DDP time: 0.0051, Total iter time: 5.8905 [2020-11-06 01:52:50,835][root][INFO] - ===> Epoch[273](7077/26): Loss 0.1867, Sem 0.1960, dir -0.4126, norm 0.4033, swav 0.0000 LR: 3.306e-02 Score 93.021 Data time: 0.1864, Forward time: 2.2794, Backward time: 3.1072, DDP time: 0.0051, Total iter time: 5.4603 [2020-11-06 01:52:57,337][root][INFO] - ===> Epoch[273](7078/26): Loss 0.2569, Sem 0.2513, dir -0.3802, norm 0.3858, swav 0.0000 LR: 3.305e-02 Score 91.730 Data time: 0.2153, Forward time: 2.2794, Backward time: 3.1073, DDP time: 0.0051, Total iter time: 6.3997 [2020-11-06 01:53:03,328][root][INFO] - ===> Epoch[273](7079/26): Loss 0.1947, Sem 0.1830, dir -0.3802, norm 0.3920, swav 0.0000 LR: 3.304e-02 Score 93.998 Data time: 0.2043, Forward time: 2.2794, Backward time: 3.1073, DDP time: 0.0051, Total iter time: 5.8626 [2020-11-06 01:53:09,774][root][INFO] - ===> Epoch[273](7080/26): Loss 0.2044, Sem 0.2551, dir -0.4430, norm 0.3923, swav 0.0000 LR: 3.303e-02 Score 92.107 Data time: 0.1447, Forward time: 2.2793, Backward time: 3.1075, DDP time: 0.0051, Total iter time: 6.2960 [2020-11-06 01:53:14,425][root][INFO] - ===> Epoch[273](7081/26): Loss 0.1575, Sem 0.2235, dir -0.4495, norm 0.3835, swav 0.0000 LR: 3.302e-02 Score 92.773 Data time: 0.1474, Forward time: 2.2792, Backward time: 3.1074, DDP time: 0.0051, Total iter time: 4.5646 [2020-11-06 01:53:20,376][root][INFO] - ===> Epoch[273](7082/26): Loss 0.2348, Sem 0.2370, dir -0.4077, norm 0.4055, swav 0.0000 LR: 3.301e-02 Score 93.236 Data time: 0.2100, Forward time: 2.2792, Backward time: 3.1074, DDP time: 0.0051, Total iter time: 5.8486 [2020-11-06 01:53:25,895][root][INFO] - ===> Epoch[273](7083/26): Loss 0.1693, Sem 0.2000, dir -0.4479, norm 0.4171, swav 0.0000 LR: 3.300e-02 Score 93.390 Data time: 0.1779, Forward time: 2.2791, Backward time: 3.1074, DDP time: 0.0051, Total iter time: 5.3979 [2020-11-06 01:53:31,149][root][INFO] - ===> Epoch[273](7084/26): Loss 0.2217, Sem 0.2115, dir -0.3898, norm 0.4000, swav 0.0000 LR: 3.299e-02 Score 94.005 Data time: 0.2006, Forward time: 2.2791, Backward time: 3.1074, DDP time: 0.0051, Total iter time: 5.1402 [2020-11-06 01:53:36,795][root][INFO] - ===> Epoch[273](7085/26): Loss 0.1250, Sem 0.1790, dir -0.4651, norm 0.4111, swav 0.0000 LR: 3.298e-02 Score 94.616 Data time: 0.2738, Forward time: 2.2792, Backward time: 3.1073, DDP time: 0.0051, Total iter time: 5.5390 [2020-11-06 01:53:42,221][root][INFO] - ===> Epoch[273](7086/26): Loss 0.2610, Sem 0.2807, dir -0.4178, norm 0.3981, swav 0.0000 LR: 3.297e-02 Score 91.860 Data time: 0.2446, Forward time: 2.2792, Backward time: 3.1072, DDP time: 0.0051, Total iter time: 5.2741 [2020-11-06 01:53:47,847][root][INFO] - ===> Epoch[273](7087/26): Loss 0.2512, Sem 0.2118, dir -0.3813, norm 0.4208, swav 0.0000 LR: 3.296e-02 Score 93.723 Data time: 0.1586, Forward time: 2.2792, Backward time: 3.1073, DDP time: 0.0051, Total iter time: 5.4950 [2020-11-06 01:53:52,552][root][INFO] - ===> Epoch[273](7088/26): Loss 0.2038, Sem 0.2176, dir -0.4917, norm 0.4778, swav 0.0000 LR: 3.295e-02 Score 93.512 Data time: 0.1756, Forward time: 2.2791, Backward time: 3.1072, DDP time: 0.0051, Total iter time: 4.5858 [2020-11-06 01:53:57,015][root][INFO] - ===> Epoch[273](7089/26): Loss 0.2260, Sem 0.2334, dir -0.4382, norm 0.4308, swav 0.0000 LR: 3.294e-02 Score 92.405 Data time: 0.2146, Forward time: 2.2791, Backward time: 3.1070, DDP time: 0.0051, Total iter time: 4.3680 [2020-11-06 01:54:03,485][root][INFO] - ===> Epoch[273](7090/26): Loss 0.3130, Sem 0.2985, dir -0.4183, norm 0.4328, swav 0.0000 LR: 3.293e-02 Score 90.822 Data time: 0.2057, Forward time: 2.2791, Backward time: 3.1071, DDP time: 0.0051, Total iter time: 6.3520 [2020-11-06 01:54:08,425][root][INFO] - ===> Epoch[273](7091/26): Loss 0.1502, Sem 0.2179, dir -0.4390, norm 0.3713, swav 0.0000 LR: 3.292e-02 Score 93.740 Data time: 0.1941, Forward time: 2.2790, Backward time: 3.1070, DDP time: 0.0051, Total iter time: 4.8120 [2020-11-06 01:54:13,651][root][INFO] - ===> Epoch[273](7092/26): Loss 0.1913, Sem 0.2572, dir -0.4428, norm 0.3769, swav 0.0000 LR: 3.291e-02 Score 92.056 Data time: 0.2229, Forward time: 2.2790, Backward time: 3.1069, DDP time: 0.0051, Total iter time: 5.1157 [2020-11-06 01:54:19,267][root][INFO] - ===> Epoch[273](7093/26): Loss 0.2659, Sem 0.2795, dir -0.4304, norm 0.4168, swav 0.0000 LR: 3.290e-02 Score 91.558 Data time: 0.1471, Forward time: 2.2789, Backward time: 3.1070, DDP time: 0.0051, Total iter time: 5.5003 [2020-11-06 01:54:24,516][root][INFO] - ===> Epoch[273](7094/26): Loss 0.2326, Sem 0.2175, dir -0.4067, norm 0.4218, swav 0.0000 LR: 3.289e-02 Score 92.383 Data time: 0.1845, Forward time: 2.2789, Backward time: 3.1070, DDP time: 0.0051, Total iter time: 5.1732 [2020-11-06 01:54:29,577][root][INFO] - ===> Epoch[273](7095/26): Loss 0.2281, Sem 0.2366, dir -0.4276, norm 0.4191, swav 0.0000 LR: 3.288e-02 Score 92.429 Data time: 0.2093, Forward time: 2.2789, Backward time: 3.1069, DDP time: 0.0051, Total iter time: 4.9410 [2020-11-06 01:54:35,854][root][INFO] - ===> Epoch[273](7096/26): Loss 0.1889, Sem 0.1914, dir -0.3705, norm 0.3680, swav 0.0000 LR: 3.287e-02 Score 94.129 Data time: 0.3123, Forward time: 2.2790, Backward time: 3.1068, DDP time: 0.0051, Total iter time: 6.1497 [2020-11-06 01:54:42,303][root][INFO] - ===> Epoch[273](7097/26): Loss 0.3985, Sem 0.3270, dir -0.3704, norm 0.4418, swav 0.0000 LR: 3.286e-02 Score 89.798 Data time: 0.2516, Forward time: 2.2791, Backward time: 3.1069, DDP time: 0.0051, Total iter time: 6.2946 [2020-11-06 01:54:48,392][root][INFO] - ===> Epoch[273](7098/26): Loss 0.1475, Sem 0.1897, dir -0.4026, norm 0.3603, swav 0.0000 LR: 3.285e-02 Score 94.067 Data time: 0.2217, Forward time: 2.2790, Backward time: 3.1069, DDP time: 0.0051, Total iter time: 5.9532 [2020-11-06 01:54:55,558][root][INFO] - ===> Epoch[274](7099/26): Loss 0.2037, Sem 0.2343, dir -0.4339, norm 0.4034, swav 0.0000 LR: 3.284e-02 Score 93.176 Data time: 0.1805, Forward time: 2.2790, Backward time: 3.1072, DDP time: 0.0051, Total iter time: 7.0661 [2020-11-06 01:55:01,129][root][INFO] - ===> Epoch[274](7100/26): Loss 0.1743, Sem 0.1912, dir -0.3819, norm 0.3650, swav 0.0000 LR: 3.283e-02 Score 94.615 Data time: 0.1454, Forward time: 2.2789, Backward time: 3.1072, DDP time: 0.0051, Total iter time: 5.4710 [2020-11-06 01:55:07,627][root][INFO] - ===> Epoch[274](7101/26): Loss 0.2720, Sem 0.2361, dir -0.3956, norm 0.4315, swav 0.0000 LR: 3.282e-02 Score 93.048 Data time: 0.2093, Forward time: 2.2789, Backward time: 3.1073, DDP time: 0.0051, Total iter time: 6.4246 [2020-11-06 01:55:12,597][root][INFO] - ===> Epoch[274](7102/26): Loss 0.1860, Sem 0.2247, dir -0.4561, norm 0.4174, swav 0.0000 LR: 3.281e-02 Score 93.465 Data time: 0.1924, Forward time: 2.2789, Backward time: 3.1073, DDP time: 0.0051, Total iter time: 4.8324 [2020-11-06 01:55:19,388][root][INFO] - ===> Epoch[274](7103/26): Loss 0.2531, Sem 0.2246, dir -0.3847, norm 0.4132, swav 0.0000 LR: 3.280e-02 Score 93.013 Data time: 0.2185, Forward time: 2.2788, Backward time: 3.1074, DDP time: 0.0051, Total iter time: 6.6848 [2020-11-06 01:55:26,046][root][INFO] - ===> Epoch[274](7104/26): Loss 0.2349, Sem 0.2037, dir -0.3769, norm 0.4081, swav 0.0000 LR: 3.279e-02 Score 93.343 Data time: 0.2204, Forward time: 2.2789, Backward time: 3.1075, DDP time: 0.0051, Total iter time: 6.5240 [2020-11-06 01:55:32,229][root][INFO] - ===> Epoch[274](7105/26): Loss 0.2261, Sem 0.2584, dir -0.4491, norm 0.4169, swav 0.0000 LR: 3.278e-02 Score 92.223 Data time: 0.1924, Forward time: 2.2788, Backward time: 3.1076, DDP time: 0.0051, Total iter time: 6.0589 [2020-11-06 01:55:39,210][root][INFO] - ===> Epoch[274](7106/26): Loss 0.2271, Sem 0.2255, dir -0.4512, norm 0.4529, swav 0.0000 LR: 3.277e-02 Score 92.040 Data time: 0.1936, Forward time: 2.2788, Backward time: 3.1078, DDP time: 0.0051, Total iter time: 6.8653 [2020-11-06 01:55:44,624][root][INFO] - ===> Epoch[274](7107/26): Loss 0.1770, Sem 0.1692, dir -0.3987, norm 0.4065, swav 0.0000 LR: 3.276e-02 Score 94.851 Data time: 0.2003, Forward time: 2.2788, Backward time: 3.1077, DDP time: 0.0051, Total iter time: 5.3102 [2020-11-06 01:55:51,257][root][INFO] - ===> Epoch[274](7108/26): Loss 0.2617, Sem 0.2319, dir -0.3734, norm 0.4031, swav 0.0000 LR: 3.275e-02 Score 91.529 Data time: 0.1973, Forward time: 2.2788, Backward time: 3.1079, DDP time: 0.0051, Total iter time: 6.5108 [2020-11-06 01:55:58,051][root][INFO] - ===> Epoch[274](7109/26): Loss 0.2279, Sem 0.2070, dir -0.3778, norm 0.3987, swav 0.0000 LR: 3.274e-02 Score 92.416 Data time: 0.2143, Forward time: 2.2788, Backward time: 3.1080, DDP time: 0.0051, Total iter time: 6.6764 [2020-11-06 01:56:04,823][root][INFO] - ===> Epoch[274](7110/26): Loss 0.2794, Sem 0.2728, dir -0.4306, norm 0.4371, swav 0.0000 LR: 3.273e-02 Score 90.676 Data time: 0.1881, Forward time: 2.2787, Backward time: 3.1082, DDP time: 0.0051, Total iter time: 6.6514 [2020-11-06 01:56:09,769][root][INFO] - ===> Epoch[274](7111/26): Loss 0.2350, Sem 0.2141, dir -0.4182, norm 0.4391, swav 0.0000 LR: 3.272e-02 Score 92.819 Data time: 0.2470, Forward time: 2.2787, Backward time: 3.1080, DDP time: 0.0051, Total iter time: 4.8237 [2020-11-06 01:56:16,125][root][INFO] - ===> Epoch[274](7112/26): Loss 0.2381, Sem 0.2280, dir -0.4142, norm 0.4243, swav 0.0000 LR: 3.271e-02 Score 92.832 Data time: 0.1951, Forward time: 2.2787, Backward time: 3.1081, DDP time: 0.0051, Total iter time: 6.2354 [2020-11-06 01:56:21,831][root][INFO] - ===> Epoch[274](7113/26): Loss 0.2177, Sem 0.2316, dir -0.4365, norm 0.4225, swav 0.0000 LR: 3.270e-02 Score 93.095 Data time: 0.2210, Forward time: 2.2787, Backward time: 3.1081, DDP time: 0.0051, Total iter time: 5.5748 [2020-11-06 01:56:28,011][root][INFO] - ===> Epoch[274](7114/26): Loss 0.2437, Sem 0.2457, dir -0.3992, norm 0.3972, swav 0.0000 LR: 3.269e-02 Score 92.511 Data time: 0.2193, Forward time: 2.2787, Backward time: 3.1082, DDP time: 0.0051, Total iter time: 6.0322 [2020-11-06 01:56:33,500][root][INFO] - ===> Epoch[274](7115/26): Loss 0.2200, Sem 0.2465, dir -0.4767, norm 0.4502, swav 0.0000 LR: 3.268e-02 Score 92.659 Data time: 0.1225, Forward time: 2.2786, Backward time: 3.1083, DDP time: 0.0051, Total iter time: 5.3706 [2020-11-06 01:56:40,003][root][INFO] - ===> Epoch[274](7116/26): Loss 0.1827, Sem 0.2411, dir -0.4388, norm 0.3805, swav 0.0000 LR: 3.267e-02 Score 92.542 Data time: 0.2760, Forward time: 2.2786, Backward time: 3.1083, DDP time: 0.0051, Total iter time: 6.3745 [2020-11-06 01:56:46,146][root][INFO] - ===> Epoch[274](7117/26): Loss 0.1798, Sem 0.2591, dir -0.4738, norm 0.3944, swav 0.0000 LR: 3.266e-02 Score 92.684 Data time: 0.1744, Forward time: 2.2785, Backward time: 3.1085, DDP time: 0.0051, Total iter time: 6.0018 [2020-11-06 01:56:51,047][root][INFO] - ===> Epoch[274](7118/26): Loss 0.2114, Sem 0.2079, dir -0.3701, norm 0.3736, swav 0.0000 LR: 3.265e-02 Score 94.044 Data time: 0.2313, Forward time: 2.2786, Backward time: 3.1083, DDP time: 0.0051, Total iter time: 4.8032 [2020-11-06 01:56:55,957][root][INFO] - ===> Epoch[274](7119/26): Loss 0.1722, Sem 0.2142, dir -0.4933, norm 0.4512, swav 0.0000 LR: 3.264e-02 Score 92.981 Data time: 0.2060, Forward time: 2.2786, Backward time: 3.1082, DDP time: 0.0051, Total iter time: 4.7878 [2020-11-06 01:57:02,031][root][INFO] - ===> Epoch[274](7120/26): Loss 0.2202, Sem 0.2026, dir -0.4180, norm 0.4356, swav 0.0000 LR: 3.262e-02 Score 93.874 Data time: 0.2866, Forward time: 2.2787, Backward time: 3.1081, DDP time: 0.0051, Total iter time: 5.9538 [2020-11-06 01:57:07,978][root][INFO] - ===> Epoch[274](7121/26): Loss 0.2571, Sem 0.2238, dir -0.3737, norm 0.4071, swav 0.0000 LR: 3.261e-02 Score 93.504 Data time: 0.1904, Forward time: 2.2786, Backward time: 3.1082, DDP time: 0.0051, Total iter time: 5.8260 [2020-11-06 01:57:13,381][root][INFO] - ===> Epoch[274](7122/26): Loss 0.3108, Sem 0.2831, dir -0.4129, norm 0.4405, swav 0.0000 LR: 3.260e-02 Score 91.329 Data time: 0.2394, Forward time: 2.2787, Backward time: 3.1081, DDP time: 0.0051, Total iter time: 5.3406 [2020-11-06 01:57:19,139][root][INFO] - ===> Epoch[274](7123/26): Loss 0.2064, Sem 0.2153, dir -0.4370, norm 0.4282, swav 0.0000 LR: 3.259e-02 Score 93.602 Data time: 0.1872, Forward time: 2.2786, Backward time: 3.1081, DDP time: 0.0051, Total iter time: 5.5995 [2020-11-06 01:57:24,516][root][INFO] - ===> Epoch[274](7124/26): Loss 0.1409, Sem 0.1688, dir -0.4249, norm 0.3970, swav 0.0000 LR: 3.258e-02 Score 94.114 Data time: 0.2434, Forward time: 2.2787, Backward time: 3.1080, DDP time: 0.0051, Total iter time: 5.2842 [2020-11-06 01:57:30,162][root][INFO] - ===> Epoch[275](7125/26): Loss 0.2311, Sem 0.2603, dir -0.4295, norm 0.4004, swav 0.0000 LR: 3.257e-02 Score 91.975 Data time: 0.1983, Forward time: 2.2787, Backward time: 3.1080, DDP time: 0.0051, Total iter time: 5.5391 [2020-11-06 01:57:36,707][root][INFO] - ===> Epoch[275](7126/26): Loss 0.1635, Sem 0.2198, dir -0.4256, norm 0.3693, swav 0.0000 LR: 3.256e-02 Score 93.508 Data time: 0.2016, Forward time: 2.2786, Backward time: 3.1081, DDP time: 0.0051, Total iter time: 6.4303 [2020-11-06 01:57:41,772][root][INFO] - ===> Epoch[275](7127/26): Loss 0.2837, Sem 0.2639, dir -0.3906, norm 0.4103, swav 0.0000 LR: 3.255e-02 Score 91.629 Data time: 0.1612, Forward time: 2.2786, Backward time: 3.1081, DDP time: 0.0051, Total iter time: 4.9491 [2020-11-06 01:57:48,341][root][INFO] - ===> Epoch[275](7128/26): Loss 0.2839, Sem 0.2517, dir -0.4044, norm 0.4366, swav 0.0000 LR: 3.254e-02 Score 92.206 Data time: 0.2395, Forward time: 2.2786, Backward time: 3.1082, DDP time: 0.0051, Total iter time: 6.4574 [2020-11-06 01:57:54,108][root][INFO] - ===> Epoch[275](7129/26): Loss 0.2257, Sem 0.2396, dir -0.4760, norm 0.4621, swav 0.0000 LR: 3.253e-02 Score 92.483 Data time: 0.2769, Forward time: 2.2787, Backward time: 3.1081, DDP time: 0.0051, Total iter time: 5.6217 [2020-11-06 01:57:58,841][root][INFO] - ===> Epoch[275](7130/26): Loss 0.1798, Sem 0.1935, dir -0.4218, norm 0.4081, swav 0.0000 LR: 3.252e-02 Score 92.776 Data time: 0.2095, Forward time: 2.2786, Backward time: 3.1080, DDP time: 0.0051, Total iter time: 4.5985 [2020-11-06 01:58:04,164][root][INFO] - ===> Epoch[275](7131/26): Loss 0.2550, Sem 0.2459, dir -0.3920, norm 0.4011, swav 0.0000 LR: 3.251e-02 Score 93.459 Data time: 0.2523, Forward time: 2.2787, Backward time: 3.1079, DDP time: 0.0051, Total iter time: 5.2093 [2020-11-06 01:58:09,387][root][INFO] - ===> Epoch[275](7132/26): Loss 0.1823, Sem 0.2089, dir -0.4661, norm 0.4394, swav 0.0000 LR: 3.250e-02 Score 92.724 Data time: 0.2361, Forward time: 2.2787, Backward time: 3.1077, DDP time: 0.0051, Total iter time: 5.0804 [2020-11-06 01:58:14,921][root][INFO] - ===> Epoch[275](7133/26): Loss 0.1693, Sem 0.2181, dir -0.4697, norm 0.4209, swav 0.0000 LR: 3.249e-02 Score 93.517 Data time: 0.1860, Forward time: 2.2787, Backward time: 3.1077, DDP time: 0.0051, Total iter time: 5.4255 [2020-11-06 01:58:20,852][root][INFO] - ===> Epoch[275](7134/26): Loss 0.1901, Sem 0.1759, dir -0.3920, norm 0.4062, swav 0.0000 LR: 3.248e-02 Score 94.829 Data time: 0.2713, Forward time: 2.2787, Backward time: 3.1077, DDP time: 0.0051, Total iter time: 5.8037 [2020-11-06 01:58:26,383][root][INFO] - ===> Epoch[275](7135/26): Loss 0.2684, Sem 0.2219, dir -0.3601, norm 0.4066, swav 0.0000 LR: 3.247e-02 Score 93.131 Data time: 0.2263, Forward time: 2.2787, Backward time: 3.1077, DDP time: 0.0051, Total iter time: 5.4083 [2020-11-06 01:58:31,597][root][INFO] - ===> Epoch[275](7136/26): Loss 0.2423, Sem 0.2319, dir -0.4174, norm 0.4279, swav 0.0000 LR: 3.246e-02 Score 92.976 Data time: 0.1982, Forward time: 2.2787, Backward time: 3.1076, DDP time: 0.0051, Total iter time: 5.0722 [2020-11-06 01:58:37,487][root][INFO] - ===> Epoch[275](7137/26): Loss 0.1846, Sem 0.1924, dir -0.4265, norm 0.4188, swav 0.0000 LR: 3.245e-02 Score 93.703 Data time: 0.1944, Forward time: 2.2787, Backward time: 3.1077, DDP time: 0.0051, Total iter time: 5.7748 [2020-11-06 01:58:44,462][root][INFO] - ===> Epoch[275](7138/26): Loss 0.2670, Sem 0.2717, dir -0.4526, norm 0.4479, swav 0.0000 LR: 3.244e-02 Score 91.403 Data time: 0.1788, Forward time: 2.2786, Backward time: 3.1079, DDP time: 0.0051, Total iter time: 6.8782 [2020-11-06 01:58:50,321][root][INFO] - ===> Epoch[275](7139/26): Loss 0.3374, Sem 0.2651, dir -0.4231, norm 0.4954, swav 0.0000 LR: 3.243e-02 Score 92.469 Data time: 0.2330, Forward time: 2.2786, Backward time: 3.1079, DDP time: 0.0051, Total iter time: 5.7605 [2020-11-06 01:58:55,585][root][INFO] - ===> Epoch[275](7140/26): Loss 0.2165, Sem 0.2502, dir -0.3861, norm 0.3523, swav 0.0000 LR: 3.242e-02 Score 91.081 Data time: 0.2545, Forward time: 2.2787, Backward time: 3.1077, DDP time: 0.0051, Total iter time: 5.1415 [2020-11-06 01:59:01,007][root][INFO] - ===> Epoch[275](7141/26): Loss 0.2853, Sem 0.2476, dir -0.3915, norm 0.4293, swav 0.0000 LR: 3.241e-02 Score 93.021 Data time: 0.2213, Forward time: 2.2787, Backward time: 3.1077, DDP time: 0.0051, Total iter time: 5.2553 [2020-11-06 01:59:08,020][root][INFO] - ===> Epoch[275](7142/26): Loss 0.2288, Sem 0.2269, dir -0.4221, norm 0.4239, swav 0.0000 LR: 3.240e-02 Score 92.799 Data time: 0.2313, Forward time: 2.2787, Backward time: 3.1078, DDP time: 0.0051, Total iter time: 6.8955 [2020-11-06 01:59:13,748][root][INFO] - ===> Epoch[275](7143/26): Loss 0.2227, Sem 0.2432, dir -0.4393, norm 0.4188, swav 0.0000 LR: 3.239e-02 Score 92.961 Data time: 0.2132, Forward time: 2.2787, Backward time: 3.1078, DDP time: 0.0051, Total iter time: 5.5609 [2020-11-06 01:59:19,153][root][INFO] - ===> Epoch[275](7144/26): Loss 0.1656, Sem 0.1911, dir -0.4306, norm 0.4052, swav 0.0000 LR: 3.238e-02 Score 94.153 Data time: 0.1848, Forward time: 2.2787, Backward time: 3.1078, DDP time: 0.0051, Total iter time: 5.2865 [2020-11-06 01:59:25,111][root][INFO] - ===> Epoch[275](7145/26): Loss 0.3016, Sem 0.3023, dir -0.3864, norm 0.3857, swav 0.0000 LR: 3.237e-02 Score 90.793 Data time: 0.3268, Forward time: 2.2788, Backward time: 3.1077, DDP time: 0.0051, Total iter time: 5.8489 [2020-11-06 01:59:33,308][root][INFO] - ===> Epoch[275](7146/26): Loss 0.2824, Sem 0.2614, dir -0.4158, norm 0.4367, swav 0.0000 LR: 3.236e-02 Score 92.322 Data time: 0.2001, Forward time: 2.2788, Backward time: 3.1080, DDP time: 0.0051, Total iter time: 8.0773 [2020-11-06 01:59:38,684][root][INFO] - ===> Epoch[275](7147/26): Loss 0.1726, Sem 0.2431, dir -0.4320, norm 0.3615, swav 0.0000 LR: 3.235e-02 Score 92.955 Data time: 0.2202, Forward time: 2.2788, Backward time: 3.1080, DDP time: 0.0051, Total iter time: 5.2659 [2020-11-06 01:59:44,238][root][INFO] - ===> Epoch[275](7148/26): Loss 0.2405, Sem 0.2275, dir -0.4379, norm 0.4509, swav 0.0000 LR: 3.234e-02 Score 92.224 Data time: 0.2093, Forward time: 2.2788, Backward time: 3.1080, DDP time: 0.0051, Total iter time: 5.4393 [2020-11-06 01:59:49,792][root][INFO] - ===> Epoch[275](7149/26): Loss 0.1794, Sem 0.1949, dir -0.4449, norm 0.4294, swav 0.0000 LR: 3.233e-02 Score 94.613 Data time: 0.2179, Forward time: 2.2787, Backward time: 3.1079, DDP time: 0.0051, Total iter time: 5.4374 [2020-11-06 01:59:56,752][root][INFO] - ===> Epoch[275](7150/26): Loss 0.1549, Sem 0.2301, dir -0.4709, norm 0.3957, swav 0.0000 LR: 3.232e-02 Score 92.526 Data time: 0.2928, Forward time: 2.2789, Backward time: 3.1080, DDP time: 0.0051, Total iter time: 6.8383 [2020-11-06 02:00:02,393][root][INFO] - ===> Epoch[276](7151/26): Loss 0.1586, Sem 0.2035, dir -0.4061, norm 0.3612, swav 0.0000 LR: 3.231e-02 Score 93.633 Data time: 0.2047, Forward time: 2.2788, Backward time: 3.1080, DDP time: 0.0051, Total iter time: 5.4989 [2020-11-06 02:00:08,847][root][INFO] - ===> Epoch[276](7152/26): Loss 0.3522, Sem 0.2542, dir -0.4146, norm 0.5126, swav 0.0000 LR: 3.230e-02 Score 91.647 Data time: 0.3175, Forward time: 2.2790, Backward time: 3.1079, DDP time: 0.0051, Total iter time: 6.3390 [2020-11-06 02:00:15,838][root][INFO] - ===> Epoch[276](7153/26): Loss 0.2844, Sem 0.2567, dir -0.3767, norm 0.4043, swav 0.0000 LR: 3.229e-02 Score 92.229 Data time: 0.3257, Forward time: 2.2791, Backward time: 3.1079, DDP time: 0.0051, Total iter time: 6.8650 [2020-11-06 02:00:21,755][root][INFO] - ===> Epoch[276](7154/26): Loss 0.2197, Sem 0.2377, dir -0.4670, norm 0.4491, swav 0.0000 LR: 3.228e-02 Score 92.817 Data time: 0.2059, Forward time: 2.2791, Backward time: 3.1079, DDP time: 0.0051, Total iter time: 5.7905 [2020-11-06 02:00:27,043][root][INFO] - ===> Epoch[276](7155/26): Loss 0.2189, Sem 0.2008, dir -0.4360, norm 0.4541, swav 0.0000 LR: 3.227e-02 Score 92.812 Data time: 0.2353, Forward time: 2.2792, Backward time: 3.1078, DDP time: 0.0051, Total iter time: 5.1572 [2020-11-06 02:00:32,672][root][INFO] - ===> Epoch[276](7156/26): Loss 0.1516, Sem 0.2102, dir -0.4339, norm 0.3753, swav 0.0000 LR: 3.226e-02 Score 92.686 Data time: 0.2084, Forward time: 2.2792, Backward time: 3.1078, DDP time: 0.0051, Total iter time: 5.5069 [2020-11-06 02:00:40,154][root][INFO] - ===> Epoch[276](7157/26): Loss 0.2279, Sem 0.2375, dir -0.3879, norm 0.3783, swav 0.0000 LR: 3.225e-02 Score 92.139 Data time: 0.1709, Forward time: 2.2791, Backward time: 3.1081, DDP time: 0.0051, Total iter time: 7.3612 [2020-11-06 02:00:45,542][root][INFO] - ===> Epoch[276](7158/26): Loss 0.1541, Sem 0.1974, dir -0.4102, norm 0.3670, swav 0.0000 LR: 3.224e-02 Score 94.316 Data time: 0.2023, Forward time: 2.2791, Backward time: 3.1081, DDP time: 0.0051, Total iter time: 5.2729 [2020-11-06 02:00:50,855][root][INFO] - ===> Epoch[276](7159/26): Loss 0.1520, Sem 0.1844, dir -0.4424, norm 0.4099, swav 0.0000 LR: 3.223e-02 Score 94.688 Data time: 0.2377, Forward time: 2.2791, Backward time: 3.1080, DDP time: 0.0051, Total iter time: 5.1898 [2020-11-06 02:00:56,307][root][INFO] - ===> Epoch[276](7160/26): Loss 0.2722, Sem 0.2413, dir -0.4169, norm 0.4477, swav 0.0000 LR: 3.222e-02 Score 92.723 Data time: 0.1584, Forward time: 2.2791, Backward time: 3.1080, DDP time: 0.0051, Total iter time: 5.3151 [2020-11-06 02:01:02,536][root][INFO] - ===> Epoch[276](7161/26): Loss 0.1624, Sem 0.2185, dir -0.4438, norm 0.3877, swav 0.0000 LR: 3.221e-02 Score 93.202 Data time: 0.2015, Forward time: 2.2791, Backward time: 3.1080, DDP time: 0.0051, Total iter time: 6.1272 [2020-11-06 02:01:10,050][root][INFO] - ===> Epoch[276](7162/26): Loss 0.2106, Sem 0.2570, dir -0.4508, norm 0.4044, swav 0.0000 LR: 3.220e-02 Score 92.487 Data time: 0.1335, Forward time: 2.2789, Backward time: 3.1084, DDP time: 0.0051, Total iter time: 7.3884 [2020-11-06 02:01:15,875][root][INFO] - ===> Epoch[276](7163/26): Loss 0.2060, Sem 0.2255, dir -0.4672, norm 0.4476, swav 0.0000 LR: 3.219e-02 Score 92.510 Data time: 0.2512, Forward time: 2.2789, Backward time: 3.1084, DDP time: 0.0051, Total iter time: 5.7364 [2020-11-06 02:01:21,112][root][INFO] - ===> Epoch[276](7164/26): Loss 0.1579, Sem 0.1922, dir -0.4436, norm 0.4093, swav 0.0000 LR: 3.218e-02 Score 94.427 Data time: 0.2330, Forward time: 2.2789, Backward time: 3.1084, DDP time: 0.0051, Total iter time: 5.1189 [2020-11-06 02:01:27,769][root][INFO] - ===> Epoch[276](7165/26): Loss 0.2049, Sem 0.2370, dir -0.4284, norm 0.3962, swav 0.0000 LR: 3.217e-02 Score 93.569 Data time: 0.2540, Forward time: 2.2789, Backward time: 3.1085, DDP time: 0.0051, Total iter time: 6.5423 [2020-11-06 02:01:32,850][root][INFO] - ===> Epoch[276](7166/26): Loss 0.1127, Sem 0.1939, dir -0.4385, norm 0.3573, swav 0.0000 LR: 3.216e-02 Score 92.934 Data time: 0.2028, Forward time: 2.2789, Backward time: 3.1084, DDP time: 0.0051, Total iter time: 4.9665 [2020-11-06 02:01:38,457][root][INFO] - ===> Epoch[276](7167/26): Loss 0.1925, Sem 0.2095, dir -0.4076, norm 0.3906, swav 0.0000 LR: 3.215e-02 Score 93.676 Data time: 0.2010, Forward time: 2.2789, Backward time: 3.1084, DDP time: 0.0051, Total iter time: 5.5029 [2020-11-06 02:01:44,354][root][INFO] - ===> Epoch[276](7168/26): Loss 0.1576, Sem 0.2219, dir -0.4055, norm 0.3412, swav 0.0000 LR: 3.214e-02 Score 93.001 Data time: 0.1889, Forward time: 2.2788, Backward time: 3.1084, DDP time: 0.0051, Total iter time: 5.7845 [2020-11-06 02:01:50,424][root][INFO] - ===> Epoch[276](7169/26): Loss 0.2322, Sem 0.2308, dir -0.4146, norm 0.4160, swav 0.0000 LR: 3.213e-02 Score 92.958 Data time: 0.1831, Forward time: 2.2788, Backward time: 3.1085, DDP time: 0.0051, Total iter time: 5.9609 [2020-11-06 02:01:56,863][root][INFO] - ===> Epoch[276](7170/26): Loss 0.1832, Sem 0.2053, dir -0.4740, norm 0.4518, swav 0.0000 LR: 3.211e-02 Score 92.720 Data time: 0.2160, Forward time: 2.2788, Backward time: 3.1086, DDP time: 0.0051, Total iter time: 6.3368 [2020-11-06 02:02:02,341][root][INFO] - ===> Epoch[276](7171/26): Loss 0.2175, Sem 0.2052, dir -0.4482, norm 0.4604, swav 0.0000 LR: 3.210e-02 Score 93.722 Data time: 0.2022, Forward time: 2.2788, Backward time: 3.1086, DDP time: 0.0051, Total iter time: 5.3704 [2020-11-06 02:02:08,013][root][INFO] - ===> Epoch[276](7172/26): Loss 0.1896, Sem 0.2234, dir -0.3984, norm 0.3645, swav 0.0000 LR: 3.209e-02 Score 91.579 Data time: 0.1967, Forward time: 2.2788, Backward time: 3.1086, DDP time: 0.0051, Total iter time: 5.5287 [2020-11-06 02:02:13,310][root][INFO] - ===> Epoch[276](7173/26): Loss 0.2255, Sem 0.2198, dir -0.4408, norm 0.4465, swav 0.0000 LR: 3.208e-02 Score 92.783 Data time: 0.2174, Forward time: 2.2788, Backward time: 3.1085, DDP time: 0.0051, Total iter time: 5.1868 [2020-11-06 02:02:19,212][root][INFO] - ===> Epoch[276](7174/26): Loss 0.1133, Sem 0.1629, dir -0.5072, norm 0.4576, swav 0.0000 LR: 3.207e-02 Score 94.758 Data time: 0.2175, Forward time: 2.2788, Backward time: 3.1085, DDP time: 0.0051, Total iter time: 5.7687 [2020-11-06 02:02:24,583][root][INFO] - ===> Epoch[276](7175/26): Loss 0.2873, Sem 0.2532, dir -0.3724, norm 0.4064, swav 0.0000 LR: 3.206e-02 Score 93.159 Data time: 0.1805, Forward time: 2.2787, Backward time: 3.1085, DDP time: 0.0051, Total iter time: 5.2488 [2020-11-06 02:02:30,512][root][INFO] - ===> Epoch[276](7176/26): Loss 0.1834, Sem 0.1771, dir -0.3919, norm 0.3983, swav 0.0000 LR: 3.205e-02 Score 94.129 Data time: 0.1736, Forward time: 2.2787, Backward time: 3.1086, DDP time: 0.0051, Total iter time: 5.8231 [2020-11-06 02:02:36,807][root][INFO] - ===> Epoch[277](7177/26): Loss 0.2140, Sem 0.1794, dir -0.4315, norm 0.4661, swav 0.0000 LR: 3.204e-02 Score 94.502 Data time: 0.1648, Forward time: 2.2786, Backward time: 3.1087, DDP time: 0.0051, Total iter time: 6.2033 [2020-11-06 02:02:42,324][root][INFO] - ===> Epoch[277](7178/26): Loss 0.1738, Sem 0.1839, dir -0.4357, norm 0.4256, swav 0.0000 LR: 3.203e-02 Score 93.798 Data time: 0.1698, Forward time: 2.2786, Backward time: 3.1087, DDP time: 0.0051, Total iter time: 5.4037 [2020-11-06 02:02:49,547][root][INFO] - ===> Epoch[277](7179/26): Loss 0.2437, Sem 0.2267, dir -0.3573, norm 0.3743, swav 0.0000 LR: 3.202e-02 Score 92.378 Data time: 0.2176, Forward time: 2.2786, Backward time: 3.1089, DDP time: 0.0051, Total iter time: 7.1427 [2020-11-06 02:02:54,393][root][INFO] - ===> Epoch[277](7180/26): Loss 0.1809, Sem 0.2387, dir -0.4628, norm 0.4050, swav 0.0000 LR: 3.201e-02 Score 92.931 Data time: 0.2716, Forward time: 2.2786, Backward time: 3.1088, DDP time: 0.0051, Total iter time: 4.7336 [2020-11-06 02:03:00,671][root][INFO] - ===> Epoch[277](7181/26): Loss 0.1371, Sem 0.1861, dir -0.4893, norm 0.4404, swav 0.0000 LR: 3.200e-02 Score 93.869 Data time: 0.2377, Forward time: 2.2786, Backward time: 3.1088, DDP time: 0.0051, Total iter time: 6.1531 [2020-11-06 02:03:06,274][root][INFO] - ===> Epoch[277](7182/26): Loss 0.1756, Sem 0.1975, dir -0.4026, norm 0.3807, swav 0.0000 LR: 3.199e-02 Score 93.563 Data time: 0.2215, Forward time: 2.2786, Backward time: 3.1088, DDP time: 0.0051, Total iter time: 5.4581 [2020-11-06 02:03:12,528][root][INFO] - ===> Epoch[277](7183/26): Loss 0.1513, Sem 0.1938, dir -0.4480, norm 0.4055, swav 0.0000 LR: 3.198e-02 Score 94.137 Data time: 0.2077, Forward time: 2.2786, Backward time: 3.1088, DDP time: 0.0051, Total iter time: 6.1381 [2020-11-06 02:03:18,907][root][INFO] - ===> Epoch[277](7184/26): Loss 0.2864, Sem 0.2381, dir -0.4031, norm 0.4515, swav 0.0000 LR: 3.197e-02 Score 92.586 Data time: 0.1821, Forward time: 2.2786, Backward time: 3.1090, DDP time: 0.0051, Total iter time: 6.2714 [2020-11-06 02:03:24,189][root][INFO] - ===> Epoch[277](7185/26): Loss 0.2049, Sem 0.2158, dir -0.4085, norm 0.3977, swav 0.0000 LR: 3.196e-02 Score 93.461 Data time: 0.2642, Forward time: 2.2786, Backward time: 3.1088, DDP time: 0.0051, Total iter time: 5.1688 [2020-11-06 02:03:30,449][root][INFO] - ===> Epoch[277](7186/26): Loss 0.2278, Sem 0.2432, dir -0.4615, norm 0.4460, swav 0.0000 LR: 3.195e-02 Score 91.417 Data time: 0.2979, Forward time: 2.2787, Backward time: 3.1088, DDP time: 0.0051, Total iter time: 6.1545 [2020-11-06 02:03:36,261][root][INFO] - ===> Epoch[277](7187/26): Loss 0.2511, Sem 0.2691, dir -0.4363, norm 0.4183, swav 0.0000 LR: 3.194e-02 Score 91.999 Data time: 0.2262, Forward time: 2.2788, Backward time: 3.1087, DDP time: 0.0051, Total iter time: 5.6884 [2020-11-06 02:03:41,863][root][INFO] - ===> Epoch[277](7188/26): Loss 0.2786, Sem 0.2805, dir -0.4055, norm 0.4036, swav 0.0000 LR: 3.193e-02 Score 90.553 Data time: 0.1557, Forward time: 2.2787, Backward time: 3.1088, DDP time: 0.0051, Total iter time: 5.5065 [2020-11-06 02:03:47,141][root][INFO] - ===> Epoch[277](7189/26): Loss 0.2780, Sem 0.2540, dir -0.4250, norm 0.4490, swav 0.0000 LR: 3.192e-02 Score 91.946 Data time: 0.2440, Forward time: 2.2787, Backward time: 3.1087, DDP time: 0.0051, Total iter time: 5.1733 [2020-11-06 02:03:53,162][root][INFO] - ===> Epoch[277](7190/26): Loss 0.2261, Sem 0.2057, dir -0.3873, norm 0.4077, swav 0.0000 LR: 3.191e-02 Score 93.272 Data time: 0.1938, Forward time: 2.2787, Backward time: 3.1087, DDP time: 0.0051, Total iter time: 5.9067 [2020-11-06 02:03:58,512][root][INFO] - ===> Epoch[277](7191/26): Loss 0.1982, Sem 0.2082, dir -0.3665, norm 0.3565, swav 0.0000 LR: 3.190e-02 Score 93.730 Data time: 0.1583, Forward time: 2.2786, Backward time: 3.1088, DDP time: 0.0051, Total iter time: 5.2666 [2020-11-06 02:04:04,581][root][INFO] - ===> Epoch[277](7192/26): Loss 0.2148, Sem 0.1891, dir -0.4241, norm 0.4498, swav 0.0000 LR: 3.189e-02 Score 93.561 Data time: 0.2598, Forward time: 2.2787, Backward time: 3.1087, DDP time: 0.0051, Total iter time: 6.0048 [2020-11-06 02:04:10,690][root][INFO] - ===> Epoch[277](7193/26): Loss 0.2373, Sem 0.2251, dir -0.4064, norm 0.4186, swav 0.0000 LR: 3.188e-02 Score 93.537 Data time: 0.2226, Forward time: 2.2787, Backward time: 3.1088, DDP time: 0.0051, Total iter time: 5.9561 [2020-11-06 02:04:16,568][root][INFO] - ===> Epoch[277](7194/26): Loss 0.2443, Sem 0.2353, dir -0.4351, norm 0.4442, swav 0.0000 LR: 3.187e-02 Score 93.082 Data time: 0.1971, Forward time: 2.2787, Backward time: 3.1088, DDP time: 0.0051, Total iter time: 5.7631 [2020-11-06 02:04:21,863][root][INFO] - ===> Epoch[277](7195/26): Loss 0.1381, Sem 0.2031, dir -0.4802, norm 0.4152, swav 0.0000 LR: 3.186e-02 Score 94.172 Data time: 0.1878, Forward time: 2.2786, Backward time: 3.1088, DDP time: 0.0051, Total iter time: 5.1580 [2020-11-06 02:04:26,700][root][INFO] - ===> Epoch[277](7196/26): Loss 0.1379, Sem 0.2193, dir -0.4847, norm 0.4034, swav 0.0000 LR: 3.185e-02 Score 93.613 Data time: 0.1898, Forward time: 2.2786, Backward time: 3.1087, DDP time: 0.0051, Total iter time: 4.7254 [2020-11-06 02:04:32,963][root][INFO] - ===> Epoch[277](7197/26): Loss 0.1956, Sem 0.2327, dir -0.3985, norm 0.3614, swav 0.0000 LR: 3.184e-02 Score 93.752 Data time: 0.3086, Forward time: 2.2785, Backward time: 3.1088, DDP time: 0.0051, Total iter time: 6.1556 [2020-11-06 02:04:40,593][root][INFO] - ===> Epoch[277](7198/26): Loss 0.2134, Sem 0.2185, dir -0.4038, norm 0.3987, swav 0.0000 LR: 3.183e-02 Score 92.333 Data time: 0.3629, Forward time: 2.2787, Backward time: 3.1088, DDP time: 0.0051, Total iter time: 7.5105 [2020-11-06 02:04:45,684][root][INFO] - ===> Epoch[277](7199/26): Loss 0.1725, Sem 0.2347, dir -0.4156, norm 0.3533, swav 0.0000 LR: 3.182e-02 Score 92.988 Data time: 0.2006, Forward time: 2.2787, Backward time: 3.1087, DDP time: 0.0051, Total iter time: 4.9678 [2020-11-06 02:04:53,005][root][INFO] - ===> Epoch[277](7200/26): Loss 0.1815, Sem 0.2237, dir -0.4156, norm 0.3733, swav 0.0000 LR: 3.181e-02 Score 92.625 Data time: 0.2041, Forward time: 2.2787, Backward time: 3.1089, DDP time: 0.0051, Total iter time: 7.1932 [2020-11-06 02:04:58,276][root][INFO] - ===> Epoch[277](7201/26): Loss 0.2327, Sem 0.1965, dir -0.4076, norm 0.4438, swav 0.0000 LR: 3.180e-02 Score 93.684 Data time: 0.1608, Forward time: 2.2786, Backward time: 3.1090, DDP time: 0.0051, Total iter time: 5.1644 [2020-11-06 02:05:03,254][root][INFO] - ===> Epoch[277](7202/26): Loss 0.2340, Sem 0.2277, dir -0.4555, norm 0.4618, swav 0.0000 LR: 3.179e-02 Score 93.857 Data time: 0.2018, Forward time: 2.2786, Backward time: 3.1089, DDP time: 0.0051, Total iter time: 4.8958 [2020-11-06 02:05:07,768][root][INFO] - ===> Epoch[278](7203/26): Loss 0.1110, Sem 0.1620, dir -0.4570, norm 0.4060, swav 0.0000 LR: 3.178e-02 Score 94.144 Data time: 0.1811, Forward time: 2.2786, Backward time: 3.1088, DDP time: 0.0051, Total iter time: 4.4064 [2020-11-06 02:05:14,412][root][INFO] - ===> Epoch[278](7204/26): Loss 0.2094, Sem 0.2300, dir -0.4124, norm 0.3918, swav 0.0000 LR: 3.177e-02 Score 92.486 Data time: 0.2394, Forward time: 2.2786, Backward time: 3.1089, DDP time: 0.0051, Total iter time: 6.5311 [2020-11-06 02:05:20,296][root][INFO] - ===> Epoch[278](7205/26): Loss 0.2260, Sem 0.2239, dir -0.4303, norm 0.4324, swav 0.0000 LR: 3.176e-02 Score 92.887 Data time: 0.1776, Forward time: 2.2785, Backward time: 3.1089, DDP time: 0.0051, Total iter time: 5.7479 [2020-11-06 02:05:24,735][root][INFO] - ===> Epoch[278](7206/26): Loss 0.1073, Sem 0.2036, dir -0.4610, norm 0.3647, swav 0.0000 LR: 3.175e-02 Score 93.596 Data time: 0.2142, Forward time: 2.2785, Backward time: 3.1087, DDP time: 0.0051, Total iter time: 4.3172 [2020-11-06 02:05:30,412][root][INFO] - ===> Epoch[278](7207/26): Loss 0.2268, Sem 0.2520, dir -0.4158, norm 0.3906, swav 0.0000 LR: 3.174e-02 Score 92.718 Data time: 0.2417, Forward time: 2.2785, Backward time: 3.1087, DDP time: 0.0051, Total iter time: 5.5798 [2020-11-06 02:05:36,879][root][INFO] - ===> Epoch[278](7208/26): Loss 0.2581, Sem 0.2348, dir -0.3866, norm 0.4100, swav 0.0000 LR: 3.173e-02 Score 92.068 Data time: 0.2022, Forward time: 2.2785, Backward time: 3.1088, DDP time: 0.0051, Total iter time: 6.3511 [2020-11-06 02:05:42,771][root][INFO] - ===> Epoch[278](7209/26): Loss 0.2612, Sem 0.2399, dir -0.3550, norm 0.3763, swav 0.0000 LR: 3.172e-02 Score 93.280 Data time: 0.1465, Forward time: 2.2784, Backward time: 3.1089, DDP time: 0.0051, Total iter time: 5.7707 [2020-11-06 02:05:49,606][root][INFO] - ===> Epoch[278](7210/26): Loss 0.1937, Sem 0.2226, dir -0.4374, norm 0.4086, swav 0.0000 LR: 3.171e-02 Score 92.968 Data time: 0.2335, Forward time: 2.2785, Backward time: 3.1090, DDP time: 0.0051, Total iter time: 6.7253 [2020-11-06 02:05:55,568][root][INFO] - ===> Epoch[278](7211/26): Loss 0.2714, Sem 0.2313, dir -0.4049, norm 0.4451, swav 0.0000 LR: 3.170e-02 Score 93.603 Data time: 0.2042, Forward time: 2.2785, Backward time: 3.1091, DDP time: 0.0051, Total iter time: 5.8329 [2020-11-06 02:06:00,739][root][INFO] - ===> Epoch[278](7212/26): Loss 0.1867, Sem 0.2049, dir -0.4229, norm 0.4047, swav 0.0000 LR: 3.169e-02 Score 92.930 Data time: 0.2216, Forward time: 2.2785, Backward time: 3.1090, DDP time: 0.0051, Total iter time: 5.0542 [2020-11-06 02:06:06,771][root][INFO] - ===> Epoch[278](7213/26): Loss 0.2532, Sem 0.2194, dir -0.4622, norm 0.4961, swav 0.0000 LR: 3.168e-02 Score 93.596 Data time: 0.2317, Forward time: 2.2785, Backward time: 3.1090, DDP time: 0.0051, Total iter time: 5.9015 [2020-11-06 02:06:14,256][root][INFO] - ===> Epoch[278](7214/26): Loss 0.2576, Sem 0.2213, dir -0.3621, norm 0.3983, swav 0.0000 LR: 3.167e-02 Score 93.106 Data time: 0.2573, Forward time: 2.2785, Backward time: 3.1092, DDP time: 0.0051, Total iter time: 7.3637 [2020-11-06 02:06:20,943][root][INFO] - ===> Epoch[278](7215/26): Loss 0.1516, Sem 0.1703, dir -0.4037, norm 0.3849, swav 0.0000 LR: 3.166e-02 Score 94.262 Data time: 0.3313, Forward time: 2.2787, Backward time: 3.1091, DDP time: 0.0051, Total iter time: 6.5452 [2020-11-06 02:06:25,869][root][INFO] - ===> Epoch[278](7216/26): Loss 0.2781, Sem 0.2679, dir -0.4575, norm 0.4677, swav 0.0000 LR: 3.164e-02 Score 91.859 Data time: 0.2174, Forward time: 2.2787, Backward time: 3.1090, DDP time: 0.0051, Total iter time: 4.7915 [2020-11-06 02:06:31,390][root][INFO] - ===> Epoch[278](7217/26): Loss 0.1254, Sem 0.1659, dir -0.4485, norm 0.4080, swav 0.0000 LR: 3.163e-02 Score 94.940 Data time: 0.1890, Forward time: 2.2787, Backward time: 3.1090, DDP time: 0.0051, Total iter time: 5.4133 [2020-11-06 02:06:37,312][root][INFO] - ===> Epoch[278](7218/26): Loss 0.2742, Sem 0.2702, dir -0.3932, norm 0.3972, swav 0.0000 LR: 3.162e-02 Score 92.420 Data time: 0.2102, Forward time: 2.2787, Backward time: 3.1090, DDP time: 0.0051, Total iter time: 5.8193 [2020-11-06 02:06:42,056][root][INFO] - ===> Epoch[278](7219/26): Loss 0.2831, Sem 0.2947, dir -0.4524, norm 0.4409, swav 0.0000 LR: 3.161e-02 Score 92.380 Data time: 0.1918, Forward time: 2.2786, Backward time: 3.1089, DDP time: 0.0051, Total iter time: 4.6334 [2020-11-06 02:06:47,917][root][INFO] - ===> Epoch[278](7220/26): Loss 0.2140, Sem 0.2456, dir -0.3800, norm 0.3485, swav 0.0000 LR: 3.160e-02 Score 92.699 Data time: 0.2751, Forward time: 2.2787, Backward time: 3.1088, DDP time: 0.0051, Total iter time: 5.7525 [2020-11-06 02:06:53,317][root][INFO] - ===> Epoch[278](7221/26): Loss 0.1919, Sem 0.2170, dir -0.4375, norm 0.4124, swav 0.0000 LR: 3.159e-02 Score 93.236 Data time: 0.1855, Forward time: 2.2787, Backward time: 3.1088, DDP time: 0.0051, Total iter time: 5.2771 [2020-11-06 02:06:59,203][root][INFO] - ===> Epoch[278](7222/26): Loss 0.1668, Sem 0.2395, dir -0.4629, norm 0.3902, swav 0.0000 LR: 3.158e-02 Score 92.275 Data time: 0.1902, Forward time: 2.2786, Backward time: 3.1089, DDP time: 0.0051, Total iter time: 5.7889 [2020-11-06 02:07:05,720][root][INFO] - ===> Epoch[278](7223/26): Loss 0.2869, Sem 0.2893, dir -0.4147, norm 0.4124, swav 0.0000 LR: 3.157e-02 Score 91.007 Data time: 0.2018, Forward time: 2.2786, Backward time: 3.1090, DDP time: 0.0051, Total iter time: 6.4068 [2020-11-06 02:07:10,891][root][INFO] - ===> Epoch[278](7224/26): Loss 0.2338, Sem 0.1918, dir -0.3574, norm 0.3995, swav 0.0000 LR: 3.156e-02 Score 93.609 Data time: 0.1587, Forward time: 2.2785, Backward time: 3.1090, DDP time: 0.0051, Total iter time: 5.0458 [2020-11-06 02:07:16,364][root][INFO] - ===> Epoch[278](7225/26): Loss 0.2019, Sem 0.2106, dir -0.4068, norm 0.3981, swav 0.0000 LR: 3.155e-02 Score 93.827 Data time: 0.2409, Forward time: 2.2785, Backward time: 3.1089, DDP time: 0.0051, Total iter time: 5.3773 [2020-11-06 02:07:23,025][root][INFO] - ===> Epoch[278](7226/26): Loss 0.3036, Sem 0.2634, dir -0.3921, norm 0.4323, swav 0.0000 LR: 3.154e-02 Score 93.166 Data time: 0.3182, Forward time: 2.2787, Backward time: 3.1089, DDP time: 0.0051, Total iter time: 6.5199 [2020-11-06 02:07:28,621][root][INFO] - ===> Epoch[278](7227/26): Loss 0.2210, Sem 0.2319, dir -0.4151, norm 0.4043, swav 0.0000 LR: 3.153e-02 Score 93.225 Data time: 0.1999, Forward time: 2.2787, Backward time: 3.1089, DDP time: 0.0051, Total iter time: 5.4668 [2020-11-06 02:07:35,140][root][INFO] - ===> Epoch[278](7228/26): Loss 0.2520, Sem 0.2384, dir -0.3474, norm 0.3610, swav 0.0000 LR: 3.152e-02 Score 92.994 Data time: 0.1742, Forward time: 2.2786, Backward time: 3.1090, DDP time: 0.0051, Total iter time: 6.3790 [2020-11-06 02:07:42,034][root][INFO] - ===> Epoch[279](7229/26): Loss 0.2259, Sem 0.2309, dir -0.4511, norm 0.4461, swav 0.0000 LR: 3.151e-02 Score 93.060 Data time: 0.2171, Forward time: 2.2786, Backward time: 3.1092, DDP time: 0.0051, Total iter time: 6.7901 [2020-11-06 02:07:47,079][root][INFO] - ===> Epoch[279](7230/26): Loss 0.1159, Sem 0.1934, dir -0.4692, norm 0.3917, swav 0.0000 LR: 3.150e-02 Score 94.032 Data time: 0.1940, Forward time: 2.2786, Backward time: 3.1091, DDP time: 0.0051, Total iter time: 4.9088 [2020-11-06 02:07:52,718][root][INFO] - ===> Epoch[279](7231/26): Loss 0.1692, Sem 0.2142, dir -0.4496, norm 0.4047, swav 0.0000 LR: 3.149e-02 Score 93.277 Data time: 0.2742, Forward time: 2.2787, Backward time: 3.1090, DDP time: 0.0051, Total iter time: 5.5183 [2020-11-06 02:07:57,843][root][INFO] - ===> Epoch[279](7232/26): Loss 0.0969, Sem 0.1613, dir -0.4555, norm 0.3910, swav 0.0000 LR: 3.148e-02 Score 94.620 Data time: 0.2315, Forward time: 2.2787, Backward time: 3.1089, DDP time: 0.0051, Total iter time: 4.9954 [2020-11-06 02:08:04,023][root][INFO] - ===> Epoch[279](7233/26): Loss 0.2537, Sem 0.2120, dir -0.4260, norm 0.4676, swav 0.0000 LR: 3.147e-02 Score 92.892 Data time: 0.2334, Forward time: 2.2787, Backward time: 3.1089, DDP time: 0.0051, Total iter time: 6.0574 [2020-11-06 02:08:09,975][root][INFO] - ===> Epoch[279](7234/26): Loss 0.2476, Sem 0.2266, dir -0.3851, norm 0.4061, swav 0.0000 LR: 3.146e-02 Score 92.784 Data time: 0.2084, Forward time: 2.2787, Backward time: 3.1089, DDP time: 0.0051, Total iter time: 5.8109 [2020-11-06 02:08:16,299][root][INFO] - ===> Epoch[279](7235/26): Loss 0.1789, Sem 0.2423, dir -0.4342, norm 0.3708, swav 0.0000 LR: 3.145e-02 Score 92.355 Data time: 0.1370, Forward time: 2.2786, Backward time: 3.1091, DDP time: 0.0051, Total iter time: 6.1930 [2020-11-06 02:08:22,699][root][INFO] - ===> Epoch[279](7236/26): Loss 0.1752, Sem 0.1960, dir -0.4683, norm 0.4474, swav 0.0000 LR: 3.144e-02 Score 94.096 Data time: 0.2653, Forward time: 2.2787, Backward time: 3.1091, DDP time: 0.0051, Total iter time: 6.3066 [2020-11-06 02:08:27,773][root][INFO] - ===> Epoch[279](7237/26): Loss 0.2069, Sem 0.2204, dir -0.4031, norm 0.3896, swav 0.0000 LR: 3.143e-02 Score 93.056 Data time: 0.1870, Forward time: 2.2787, Backward time: 3.1090, DDP time: 0.0051, Total iter time: 4.9490 [2020-11-06 02:08:33,476][root][INFO] - ===> Epoch[279](7238/26): Loss 0.1800, Sem 0.2013, dir -0.3769, norm 0.3556, swav 0.0000 LR: 3.142e-02 Score 92.949 Data time: 0.2287, Forward time: 2.2787, Backward time: 3.1090, DDP time: 0.0051, Total iter time: 5.5961 [2020-11-06 02:08:39,994][root][INFO] - ===> Epoch[279](7239/26): Loss 0.1352, Sem 0.1880, dir -0.4309, norm 0.3781, swav 0.0000 LR: 3.141e-02 Score 94.246 Data time: 0.3161, Forward time: 2.2788, Backward time: 3.1090, DDP time: 0.0051, Total iter time: 6.4010 [2020-11-06 02:08:45,941][root][INFO] - ===> Epoch[279](7240/26): Loss 0.1130, Sem 0.1849, dir -0.4970, norm 0.4251, swav 0.0000 LR: 3.140e-02 Score 94.423 Data time: 0.1573, Forward time: 2.2787, Backward time: 3.1091, DDP time: 0.0051, Total iter time: 5.8230 [2020-11-06 02:08:52,252][root][INFO] - ===> Epoch[279](7241/26): Loss 0.2317, Sem 0.2673, dir -0.4680, norm 0.4325, swav 0.0000 LR: 3.139e-02 Score 91.263 Data time: 0.2599, Forward time: 2.2788, Backward time: 3.1091, DDP time: 0.0051, Total iter time: 6.2286 [2020-11-06 02:08:58,860][root][INFO] - ===> Epoch[279](7242/26): Loss 0.2224, Sem 0.2411, dir -0.4391, norm 0.4204, swav 0.0000 LR: 3.138e-02 Score 92.809 Data time: 0.2619, Forward time: 2.2789, Backward time: 3.1091, DDP time: 0.0051, Total iter time: 6.4898 [2020-11-06 02:09:03,721][root][INFO] - ===> Epoch[279](7243/26): Loss 0.1825, Sem 0.2124, dir -0.4089, norm 0.3789, swav 0.0000 LR: 3.137e-02 Score 93.339 Data time: 0.1991, Forward time: 2.2788, Backward time: 3.1090, DDP time: 0.0051, Total iter time: 4.7216 [2020-11-06 02:09:09,873][root][INFO] - ===> Epoch[279](7244/26): Loss 0.2206, Sem 0.2183, dir -0.3748, norm 0.3771, swav 0.0000 LR: 3.136e-02 Score 93.406 Data time: 0.2651, Forward time: 2.2789, Backward time: 3.1090, DDP time: 0.0051, Total iter time: 6.0475 [2020-11-06 02:09:15,955][root][INFO] - ===> Epoch[279](7245/26): Loss 0.1927, Sem 0.2420, dir -0.4781, norm 0.4287, swav 0.0000 LR: 3.135e-02 Score 92.909 Data time: 0.2155, Forward time: 2.2789, Backward time: 3.1091, DDP time: 0.0051, Total iter time: 5.9794 [2020-11-06 02:09:22,478][root][INFO] - ===> Epoch[279](7246/26): Loss 0.2699, Sem 0.2373, dir -0.3688, norm 0.4014, swav 0.0000 LR: 3.134e-02 Score 93.262 Data time: 0.2245, Forward time: 2.2789, Backward time: 3.1092, DDP time: 0.0051, Total iter time: 6.4219 [2020-11-06 02:09:28,727][root][INFO] - ===> Epoch[279](7247/26): Loss 0.1262, Sem 0.1847, dir -0.4758, norm 0.4173, swav 0.0000 LR: 3.133e-02 Score 94.701 Data time: 0.1989, Forward time: 2.2789, Backward time: 3.1092, DDP time: 0.0051, Total iter time: 6.1279 [2020-11-06 02:09:33,784][root][INFO] - ===> Epoch[279](7248/26): Loss 0.1987, Sem 0.2246, dir -0.4587, norm 0.4329, swav 0.0000 LR: 3.132e-02 Score 93.571 Data time: 0.2118, Forward time: 2.2788, Backward time: 3.1091, DDP time: 0.0051, Total iter time: 4.9527 [2020-11-06 02:09:38,690][root][INFO] - ===> Epoch[279](7249/26): Loss 0.2471, Sem 0.2578, dir -0.4422, norm 0.4316, swav 0.0000 LR: 3.131e-02 Score 92.176 Data time: 0.1703, Forward time: 2.2788, Backward time: 3.1091, DDP time: 0.0051, Total iter time: 4.8072 [2020-11-06 02:09:43,751][root][INFO] - ===> Epoch[279](7250/26): Loss 0.1967, Sem 0.2073, dir -0.3789, norm 0.3683, swav 0.0000 LR: 3.130e-02 Score 93.742 Data time: 0.1796, Forward time: 2.2787, Backward time: 3.1091, DDP time: 0.0051, Total iter time: 4.9839 [2020-11-06 02:09:47,761][root][INFO] - ===> Epoch[279](7251/26): Loss 0.2091, Sem 0.2005, dir -0.4080, norm 0.4166, swav 0.0000 LR: 3.129e-02 Score 94.301 Data time: 0.1950, Forward time: 2.2787, Backward time: 3.1089, DDP time: 0.0051, Total iter time: 3.8838 [2020-11-06 02:09:53,570][root][INFO] - ===> Epoch[279](7252/26): Loss 0.0887, Sem 0.1682, dir -0.4621, norm 0.3827, swav 0.0000 LR: 3.128e-02 Score 94.222 Data time: 0.1783, Forward time: 2.2787, Backward time: 3.1089, DDP time: 0.0051, Total iter time: 5.7054 [2020-11-06 02:09:58,422][root][INFO] - ===> Epoch[279](7253/26): Loss 0.2225, Sem 0.2146, dir -0.3908, norm 0.3987, swav 0.0000 LR: 3.127e-02 Score 93.687 Data time: 0.1664, Forward time: 2.2786, Backward time: 3.1089, DDP time: 0.0051, Total iter time: 4.7384 [2020-11-06 02:10:04,015][root][INFO] - ===> Epoch[279](7254/26): Loss 0.3087, Sem 0.2625, dir -0.4159, norm 0.4620, swav 0.0000 LR: 3.126e-02 Score 92.160 Data time: 0.1575, Forward time: 2.2785, Backward time: 3.1089, DDP time: 0.0051, Total iter time: 5.4894 [2020-11-06 02:10:10,552][root][INFO] - ===> Epoch[280](7255/26): Loss 0.2495, Sem 0.1973, dir -0.3933, norm 0.4455, swav 0.0000 LR: 3.125e-02 Score 94.145 Data time: 0.2721, Forward time: 2.2785, Backward time: 3.1090, DDP time: 0.0051, Total iter time: 6.4458 [2020-11-06 02:10:16,215][root][INFO] - ===> Epoch[280](7256/26): Loss 0.0981, Sem 0.1879, dir -0.4423, norm 0.3525, swav 0.0000 LR: 3.124e-02 Score 93.774 Data time: 0.2249, Forward time: 2.2785, Backward time: 3.1090, DDP time: 0.0051, Total iter time: 5.5362 [2020-11-06 02:10:22,195][root][INFO] - ===> Epoch[280](7257/26): Loss 0.1565, Sem 0.2130, dir -0.4463, norm 0.3898, swav 0.0000 LR: 3.123e-02 Score 92.997 Data time: 0.2930, Forward time: 2.2786, Backward time: 3.1089, DDP time: 0.0051, Total iter time: 5.8569 [2020-11-06 02:10:26,987][root][INFO] - ===> Epoch[280](7258/26): Loss 0.1230, Sem 0.1995, dir -0.4616, norm 0.3851, swav 0.0000 LR: 3.122e-02 Score 94.445 Data time: 0.1795, Forward time: 2.2786, Backward time: 3.1088, DDP time: 0.0051, Total iter time: 4.6503 [2020-11-06 02:10:33,613][root][INFO] - ===> Epoch[280](7259/26): Loss 0.2493, Sem 0.2229, dir -0.4160, norm 0.4425, swav 0.0000 LR: 3.120e-02 Score 93.183 Data time: 0.2202, Forward time: 2.2786, Backward time: 3.1089, DDP time: 0.0051, Total iter time: 6.5128 [2020-11-06 02:10:38,962][root][INFO] - ===> Epoch[280](7260/26): Loss 0.1681, Sem 0.2367, dir -0.4498, norm 0.3812, swav 0.0000 LR: 3.119e-02 Score 92.747 Data time: 0.1611, Forward time: 2.2785, Backward time: 3.1089, DDP time: 0.0051, Total iter time: 5.2316 [2020-11-06 02:10:46,464][root][INFO] - ===> Epoch[280](7261/26): Loss 0.1771, Sem 0.2154, dir -0.4283, norm 0.3900, swav 0.0000 LR: 3.118e-02 Score 92.802 Data time: 0.1984, Forward time: 2.2785, Backward time: 3.1092, DDP time: 0.0051, Total iter time: 7.3974 [2020-11-06 02:10:51,625][root][INFO] - ===> Epoch[280](7262/26): Loss 0.1971, Sem 0.1830, dir -0.4310, norm 0.4452, swav 0.0000 LR: 3.117e-02 Score 94.566 Data time: 0.2015, Forward time: 2.2785, Backward time: 3.1091, DDP time: 0.0051, Total iter time: 5.0409 [2020-11-06 02:10:57,845][root][INFO] - ===> Epoch[280](7263/26): Loss 0.1831, Sem 0.2291, dir -0.4563, norm 0.4103, swav 0.0000 LR: 3.116e-02 Score 92.547 Data time: 0.2642, Forward time: 2.2785, Backward time: 3.1091, DDP time: 0.0051, Total iter time: 6.0983 [2020-11-06 02:11:04,193][root][INFO] - ===> Epoch[280](7264/26): Loss 0.3018, Sem 0.2638, dir -0.3917, norm 0.4297, swav 0.0000 LR: 3.115e-02 Score 92.251 Data time: 0.1998, Forward time: 2.2785, Backward time: 3.1092, DDP time: 0.0051, Total iter time: 6.2030 [2020-11-06 02:11:10,744][root][INFO] - ===> Epoch[280](7265/26): Loss 0.2364, Sem 0.2224, dir -0.3941, norm 0.4081, swav 0.0000 LR: 3.114e-02 Score 94.105 Data time: 0.1933, Forward time: 2.2785, Backward time: 3.1093, DDP time: 0.0051, Total iter time: 6.4229 [2020-11-06 02:11:16,775][root][INFO] - ===> Epoch[280](7266/26): Loss 0.0957, Sem 0.1653, dir -0.4520, norm 0.3824, swav 0.0000 LR: 3.113e-02 Score 94.242 Data time: 0.2112, Forward time: 2.2785, Backward time: 3.1094, DDP time: 0.0051, Total iter time: 5.9021 [2020-11-06 02:11:22,529][root][INFO] - ===> Epoch[280](7267/26): Loss 0.2303, Sem 0.2057, dir -0.3754, norm 0.4000, swav 0.0000 LR: 3.112e-02 Score 93.620 Data time: 0.1679, Forward time: 2.2784, Backward time: 3.1094, DDP time: 0.0051, Total iter time: 5.6351 [2020-11-06 02:11:27,366][root][INFO] - ===> Epoch[280](7268/26): Loss 0.2326, Sem 0.2459, dir -0.4324, norm 0.4191, swav 0.0000 LR: 3.111e-02 Score 92.093 Data time: 0.1866, Forward time: 2.2784, Backward time: 3.1093, DDP time: 0.0051, Total iter time: 4.7503 [2020-11-06 02:11:32,709][root][INFO] - ===> Epoch[280](7269/26): Loss 0.1772, Sem 0.2226, dir -0.4616, norm 0.4162, swav 0.0000 LR: 3.110e-02 Score 93.932 Data time: 0.2566, Forward time: 2.2784, Backward time: 3.1092, DDP time: 0.0051, Total iter time: 5.2221 [2020-11-06 02:11:38,631][root][INFO] - ===> Epoch[280](7270/26): Loss 0.0776, Sem 0.1907, dir -0.4614, norm 0.3484, swav 0.0000 LR: 3.109e-02 Score 93.936 Data time: 0.2480, Forward time: 2.2785, Backward time: 3.1092, DDP time: 0.0051, Total iter time: 5.8040 [2020-11-06 02:11:44,430][root][INFO] - ===> Epoch[280](7271/26): Loss 0.2683, Sem 0.2545, dir -0.3816, norm 0.3953, swav 0.0000 LR: 3.108e-02 Score 92.557 Data time: 0.2729, Forward time: 2.2785, Backward time: 3.1091, DDP time: 0.0051, Total iter time: 5.6942 [2020-11-06 02:11:50,423][root][INFO] - ===> Epoch[280](7272/26): Loss 0.2466, Sem 0.2419, dir -0.4109, norm 0.4156, swav 0.0000 LR: 3.107e-02 Score 92.651 Data time: 0.2956, Forward time: 2.2786, Backward time: 3.1090, DDP time: 0.0051, Total iter time: 5.8590 [2020-11-06 02:11:56,563][root][INFO] - ===> Epoch[280](7273/26): Loss 0.1900, Sem 0.2448, dir -0.4312, norm 0.3765, swav 0.0000 LR: 3.106e-02 Score 92.019 Data time: 0.2236, Forward time: 2.2787, Backward time: 3.1090, DDP time: 0.0051, Total iter time: 6.0052 [2020-11-06 02:12:02,239][root][INFO] - ===> Epoch[280](7274/26): Loss 0.2247, Sem 0.2546, dir -0.4523, norm 0.4223, swav 0.0000 LR: 3.105e-02 Score 92.001 Data time: 0.1969, Forward time: 2.2786, Backward time: 3.1091, DDP time: 0.0051, Total iter time: 5.5605 [2020-11-06 02:12:09,604][root][INFO] - ===> Epoch[280](7275/26): Loss 0.1952, Sem 0.1853, dir -0.4046, norm 0.4145, swav 0.0000 LR: 3.104e-02 Score 94.174 Data time: 0.1818, Forward time: 2.2786, Backward time: 3.1093, DDP time: 0.0051, Total iter time: 7.2475 [2020-11-06 02:12:15,191][root][INFO] - ===> Epoch[280](7276/26): Loss 0.2100, Sem 0.2273, dir -0.3786, norm 0.3613, swav 0.0000 LR: 3.103e-02 Score 92.428 Data time: 0.2319, Forward time: 2.2786, Backward time: 3.1093, DDP time: 0.0051, Total iter time: 5.4759 [2020-11-06 02:12:20,010][root][INFO] - ===> Epoch[280](7277/26): Loss 0.1353, Sem 0.2124, dir -0.4547, norm 0.3775, swav 0.0000 LR: 3.102e-02 Score 93.506 Data time: 0.1971, Forward time: 2.2786, Backward time: 3.1091, DDP time: 0.0051, Total iter time: 4.6820 [2020-11-06 02:12:26,474][root][INFO] - ===> Epoch[280](7278/26): Loss 0.2180, Sem 0.2174, dir -0.3982, norm 0.3989, swav 0.0000 LR: 3.101e-02 Score 92.678 Data time: 0.1897, Forward time: 2.2786, Backward time: 3.1093, DDP time: 0.0051, Total iter time: 6.3598 [2020-11-06 02:12:31,548][root][INFO] - ===> Epoch[280](7279/26): Loss 0.2059, Sem 0.1846, dir -0.4322, norm 0.4535, swav 0.0000 LR: 3.100e-02 Score 93.382 Data time: 0.2107, Forward time: 2.2786, Backward time: 3.1092, DDP time: 0.0051, Total iter time: 4.9582 [2020-11-06 02:12:39,454][root][INFO] - ===> Epoch[280](7280/26): Loss 0.1694, Sem 0.1951, dir -0.4304, norm 0.4047, swav 0.0000 LR: 3.099e-02 Score 93.883 Data time: 0.2633, Forward time: 2.2786, Backward time: 3.1094, DDP time: 0.0051, Total iter time: 7.7769 [2020-11-06 02:12:45,570][root][INFO] - ===> Epoch[281](7281/26): Loss 0.1586, Sem 0.1938, dir -0.4307, norm 0.3955, swav 0.0000 LR: 3.098e-02 Score 93.611 Data time: 0.2046, Forward time: 2.2786, Backward time: 3.1095, DDP time: 0.0051, Total iter time: 6.0038 [2020-11-06 02:12:51,454][root][INFO] - ===> Epoch[281](7282/26): Loss 0.1989, Sem 0.2592, dir -0.4443, norm 0.3840, swav 0.0000 LR: 3.097e-02 Score 92.441 Data time: 0.2512, Forward time: 2.2786, Backward time: 3.1094, DDP time: 0.0051, Total iter time: 5.7540 [2020-11-06 02:12:58,047][root][INFO] - ===> Epoch[281](7283/26): Loss 0.2259, Sem 0.2295, dir -0.4069, norm 0.4033, swav 0.0000 LR: 3.096e-02 Score 93.055 Data time: 0.2514, Forward time: 2.2787, Backward time: 3.1095, DDP time: 0.0051, Total iter time: 6.4518 [2020-11-06 02:13:03,798][root][INFO] - ===> Epoch[281](7284/26): Loss 0.1733, Sem 0.1919, dir -0.4318, norm 0.4132, swav 0.0000 LR: 3.095e-02 Score 94.704 Data time: 0.2183, Forward time: 2.2787, Backward time: 3.1095, DDP time: 0.0051, Total iter time: 5.6083 [2020-11-06 02:13:09,173][root][INFO] - ===> Epoch[281](7285/26): Loss 0.1956, Sem 0.1953, dir -0.4229, norm 0.4233, swav 0.0000 LR: 3.094e-02 Score 93.966 Data time: 0.2300, Forward time: 2.2787, Backward time: 3.1094, DDP time: 0.0051, Total iter time: 5.2659 [2020-11-06 02:13:14,990][root][INFO] - ===> Epoch[281](7286/26): Loss 0.2135, Sem 0.2107, dir -0.4145, norm 0.4173, swav 0.0000 LR: 3.093e-02 Score 93.739 Data time: 0.1535, Forward time: 2.2786, Backward time: 3.1095, DDP time: 0.0051, Total iter time: 5.6791 [2020-11-06 02:13:20,613][root][INFO] - ===> Epoch[281](7287/26): Loss 0.1846, Sem 0.2268, dir -0.4338, norm 0.3916, swav 0.0000 LR: 3.092e-02 Score 93.711 Data time: 0.2429, Forward time: 2.2787, Backward time: 3.1094, DDP time: 0.0051, Total iter time: 5.5261 [2020-11-06 02:13:26,941][root][INFO] - ===> Epoch[281](7288/26): Loss 0.1365, Sem 0.1851, dir -0.4332, norm 0.3847, swav 0.0000 LR: 3.091e-02 Score 94.132 Data time: 0.2202, Forward time: 2.2787, Backward time: 3.1094, DDP time: 0.0051, Total iter time: 6.2075 [2020-11-06 02:13:31,857][root][INFO] - ===> Epoch[281](7289/26): Loss 0.2082, Sem 0.2354, dir -0.4533, norm 0.4261, swav 0.0000 LR: 3.090e-02 Score 93.326 Data time: 0.2283, Forward time: 2.2787, Backward time: 3.1093, DDP time: 0.0051, Total iter time: 4.8098 [2020-11-06 02:13:37,170][root][INFO] - ===> Epoch[281](7290/26): Loss 0.2964, Sem 0.2956, dir -0.3936, norm 0.3943, swav 0.0000 LR: 3.089e-02 Score 90.859 Data time: 0.2503, Forward time: 2.2788, Backward time: 3.1092, DDP time: 0.0051, Total iter time: 5.2032 [2020-11-06 02:13:43,658][root][INFO] - ===> Epoch[281](7291/26): Loss 0.2601, Sem 0.2144, dir -0.4282, norm 0.4739, swav 0.0000 LR: 3.088e-02 Score 93.927 Data time: 0.3399, Forward time: 2.2789, Backward time: 3.1092, DDP time: 0.0051, Total iter time: 6.3600 [2020-11-06 02:13:49,403][root][INFO] - ===> Epoch[281](7292/26): Loss 0.1487, Sem 0.2422, dir -0.4273, norm 0.3338, swav 0.0000 LR: 3.087e-02 Score 92.105 Data time: 0.1993, Forward time: 2.2789, Backward time: 3.1091, DDP time: 0.0051, Total iter time: 5.6019 [2020-11-06 02:13:54,640][root][INFO] - ===> Epoch[281](7293/26): Loss 0.1097, Sem 0.1991, dir -0.4256, norm 0.3362, swav 0.0000 LR: 3.086e-02 Score 92.761 Data time: 0.1654, Forward time: 2.2788, Backward time: 3.1091, DDP time: 0.0051, Total iter time: 5.1436 [2020-11-06 02:13:59,471][root][INFO] - ===> Epoch[281](7294/26): Loss 0.2830, Sem 0.2820, dir -0.4619, norm 0.4629, swav 0.0000 LR: 3.085e-02 Score 91.525 Data time: 0.2148, Forward time: 2.2788, Backward time: 3.1090, DDP time: 0.0051, Total iter time: 4.7413 [2020-11-06 02:14:06,015][root][INFO] - ===> Epoch[281](7295/26): Loss 0.2524, Sem 0.2615, dir -0.4346, norm 0.4256, swav 0.0000 LR: 3.084e-02 Score 91.549 Data time: 0.3086, Forward time: 2.2789, Backward time: 3.1090, DDP time: 0.0051, Total iter time: 6.4377 [2020-11-06 02:14:13,950][root][INFO] - ===> Epoch[281](7296/26): Loss 0.1525, Sem 0.2180, dir -0.4398, norm 0.3742, swav 0.0000 LR: 3.083e-02 Score 92.420 Data time: 0.2052, Forward time: 2.2789, Backward time: 3.1093, DDP time: 0.0051, Total iter time: 7.8076 [2020-11-06 02:14:18,827][root][INFO] - ===> Epoch[281](7297/26): Loss 0.2116, Sem 0.2074, dir -0.4463, norm 0.4506, swav 0.0000 LR: 3.082e-02 Score 93.755 Data time: 0.2102, Forward time: 2.2790, Backward time: 3.1091, DDP time: 0.0051, Total iter time: 4.7635 [2020-11-06 02:14:24,035][root][INFO] - ===> Epoch[281](7298/26): Loss 0.1414, Sem 0.1867, dir -0.4358, norm 0.3905, swav 0.0000 LR: 3.081e-02 Score 93.510 Data time: 0.1575, Forward time: 2.2789, Backward time: 3.1091, DDP time: 0.0051, Total iter time: 5.0933 [2020-11-06 02:14:31,031][root][INFO] - ===> Epoch[281](7299/26): Loss 0.2697, Sem 0.2306, dir -0.4236, norm 0.4627, swav 0.0000 LR: 3.079e-02 Score 92.018 Data time: 0.2016, Forward time: 2.2789, Backward time: 3.1093, DDP time: 0.0051, Total iter time: 6.9009 [2020-11-06 02:14:35,339][root][INFO] - ===> Epoch[281](7300/26): Loss 0.1702, Sem 0.2337, dir -0.4455, norm 0.3820, swav 0.0000 LR: 3.078e-02 Score 92.873 Data time: 0.1785, Forward time: 2.2788, Backward time: 3.1092, DDP time: 0.0051, Total iter time: 4.1883 [2020-11-06 02:14:41,726][root][INFO] - ===> Epoch[281](7301/26): Loss 0.1704, Sem 0.2099, dir -0.4216, norm 0.3822, swav 0.0000 LR: 3.077e-02 Score 93.113 Data time: 0.2524, Forward time: 2.2788, Backward time: 3.1092, DDP time: 0.0051, Total iter time: 6.3053 [2020-11-06 02:14:47,869][root][INFO] - ===> Epoch[281](7302/26): Loss 0.1504, Sem 0.1799, dir -0.4217, norm 0.3921, swav 0.0000 LR: 3.076e-02 Score 93.859 Data time: 0.2727, Forward time: 2.2789, Backward time: 3.1092, DDP time: 0.0051, Total iter time: 6.0119 [2020-11-06 02:14:54,615][root][INFO] - ===> Epoch[281](7303/26): Loss 0.1804, Sem 0.2225, dir -0.4152, norm 0.3731, swav 0.0000 LR: 3.075e-02 Score 92.929 Data time: 0.3077, Forward time: 2.2791, Backward time: 3.1092, DDP time: 0.0051, Total iter time: 6.5980 [2020-11-06 02:14:59,517][root][INFO] - ===> Epoch[281](7304/26): Loss 0.1663, Sem 0.2277, dir -0.4174, norm 0.3560, swav 0.0000 LR: 3.074e-02 Score 92.603 Data time: 0.1843, Forward time: 2.2790, Backward time: 3.1091, DDP time: 0.0051, Total iter time: 4.7786 [2020-11-06 02:15:05,462][root][INFO] - ===> Epoch[281](7305/26): Loss 0.1895, Sem 0.1869, dir -0.4776, norm 0.4802, swav 0.0000 LR: 3.073e-02 Score 93.452 Data time: 0.1992, Forward time: 2.2790, Backward time: 3.1091, DDP time: 0.0051, Total iter time: 5.8369 [2020-11-06 02:15:10,854][root][INFO] - ===> Epoch[281](7306/26): Loss 0.2645, Sem 0.2336, dir -0.3523, norm 0.3833, swav 0.0000 LR: 3.072e-02 Score 92.682 Data time: 0.2060, Forward time: 2.2790, Backward time: 3.1091, DDP time: 0.0051, Total iter time: 5.2716 [2020-11-06 02:15:15,626][root][INFO] - ===> Epoch[282](7307/26): Loss 0.1602, Sem 0.1934, dir -0.4016, norm 0.3684, swav 0.0000 LR: 3.071e-02 Score 93.561 Data time: 0.2007, Forward time: 2.2790, Backward time: 3.1089, DDP time: 0.0051, Total iter time: 4.6662 [2020-11-06 02:15:20,846][root][INFO] - ===> Epoch[282](7308/26): Loss 0.2128, Sem 0.2394, dir -0.4358, norm 0.4091, swav 0.0000 LR: 3.070e-02 Score 92.593 Data time: 0.2349, Forward time: 2.2790, Backward time: 3.1088, DDP time: 0.0051, Total iter time: 5.1033 [2020-11-06 02:15:26,889][root][INFO] - ===> Epoch[282](7309/26): Loss 0.2048, Sem 0.2016, dir -0.4362, norm 0.4394, swav 0.0000 LR: 3.069e-02 Score 92.705 Data time: 0.2360, Forward time: 2.2790, Backward time: 3.1088, DDP time: 0.0051, Total iter time: 5.8960 [2020-11-06 02:15:32,673][root][INFO] - ===> Epoch[282](7310/26): Loss 0.2388, Sem 0.2236, dir -0.3990, norm 0.4143, swav 0.0000 LR: 3.068e-02 Score 93.497 Data time: 0.2380, Forward time: 2.2790, Backward time: 3.1088, DDP time: 0.0051, Total iter time: 5.6598 [2020-11-06 02:15:39,810][root][INFO] - ===> Epoch[282](7311/26): Loss 0.2626, Sem 0.2316, dir -0.4345, norm 0.4655, swav 0.0000 LR: 3.067e-02 Score 92.932 Data time: 0.2758, Forward time: 2.2791, Backward time: 3.1090, DDP time: 0.0051, Total iter time: 7.0450 [2020-11-06 02:15:44,824][root][INFO] - ===> Epoch[282](7312/26): Loss 0.2337, Sem 0.2458, dir -0.4193, norm 0.4071, swav 0.0000 LR: 3.066e-02 Score 92.044 Data time: 0.2073, Forward time: 2.2791, Backward time: 3.1089, DDP time: 0.0051, Total iter time: 4.8779 [2020-11-06 02:15:51,458][root][INFO] - ===> Epoch[282](7313/26): Loss 0.2094, Sem 0.2231, dir -0.4140, norm 0.4003, swav 0.0000 LR: 3.065e-02 Score 92.778 Data time: 0.2765, Forward time: 2.2791, Backward time: 3.1089, DDP time: 0.0051, Total iter time: 6.5154 [2020-11-06 02:15:58,362][root][INFO] - ===> Epoch[282](7314/26): Loss 0.2320, Sem 0.2116, dir -0.4002, norm 0.4206, swav 0.0000 LR: 3.064e-02 Score 92.548 Data time: 0.1775, Forward time: 2.2791, Backward time: 3.1091, DDP time: 0.0051, Total iter time: 6.7709 [2020-11-06 02:16:03,807][root][INFO] - ===> Epoch[282](7315/26): Loss 0.2312, Sem 0.1882, dir -0.4004, norm 0.4435, swav 0.0000 LR: 3.063e-02 Score 93.707 Data time: 0.2069, Forward time: 2.2791, Backward time: 3.1091, DDP time: 0.0051, Total iter time: 5.3132 [2020-11-06 02:16:11,079][root][INFO] - ===> Epoch[282](7316/26): Loss 0.1886, Sem 0.2254, dir -0.4693, norm 0.4325, swav 0.0000 LR: 3.062e-02 Score 92.506 Data time: 0.1478, Forward time: 2.2790, Backward time: 3.1094, DDP time: 0.0051, Total iter time: 7.1511 [2020-11-06 02:16:17,050][root][INFO] - ===> Epoch[282](7317/26): Loss 0.1942, Sem 0.1868, dir -0.4119, norm 0.4193, swav 0.0000 LR: 3.061e-02 Score 93.465 Data time: 0.1892, Forward time: 2.2790, Backward time: 3.1094, DDP time: 0.0051, Total iter time: 5.8750 [2020-11-06 02:16:22,862][root][INFO] - ===> Epoch[282](7318/26): Loss 0.1639, Sem 0.2255, dir -0.4549, norm 0.3934, swav 0.0000 LR: 3.060e-02 Score 93.165 Data time: 0.2024, Forward time: 2.2789, Backward time: 3.1094, DDP time: 0.0051, Total iter time: 5.6922 [2020-11-06 02:16:29,357][root][INFO] - ===> Epoch[282](7319/26): Loss 0.1354, Sem 0.1921, dir -0.4506, norm 0.3938, swav 0.0000 LR: 3.059e-02 Score 94.667 Data time: 0.1827, Forward time: 2.2789, Backward time: 3.1096, DDP time: 0.0051, Total iter time: 6.3728 [2020-11-06 02:16:34,857][root][INFO] - ===> Epoch[282](7320/26): Loss 0.3349, Sem 0.3191, dir -0.4019, norm 0.4177, swav 0.0000 LR: 3.058e-02 Score 90.021 Data time: 0.2253, Forward time: 2.2789, Backward time: 3.1096, DDP time: 0.0051, Total iter time: 5.3774 [2020-11-06 02:16:40,791][root][INFO] - ===> Epoch[282](7321/26): Loss 0.1520, Sem 0.2249, dir -0.4761, norm 0.4031, swav 0.0000 LR: 3.057e-02 Score 93.684 Data time: 0.2849, Forward time: 2.2790, Backward time: 3.1095, DDP time: 0.0051, Total iter time: 5.8190 [2020-11-06 02:16:47,579][root][INFO] - ===> Epoch[282](7322/26): Loss 0.2374, Sem 0.2472, dir -0.3878, norm 0.3780, swav 0.0000 LR: 3.056e-02 Score 91.394 Data time: 0.1941, Forward time: 2.2789, Backward time: 3.1096, DDP time: 0.0051, Total iter time: 6.6443 [2020-11-06 02:16:53,087][root][INFO] - ===> Epoch[282](7323/26): Loss 0.2040, Sem 0.2023, dir -0.4317, norm 0.4334, swav 0.0000 LR: 3.055e-02 Score 92.901 Data time: 0.2651, Forward time: 2.2790, Backward time: 3.1096, DDP time: 0.0051, Total iter time: 5.3975 [2020-11-06 02:16:59,182][root][INFO] - ===> Epoch[282](7324/26): Loss 0.1978, Sem 0.2094, dir -0.3903, norm 0.3786, swav 0.0000 LR: 3.054e-02 Score 93.557 Data time: 0.2312, Forward time: 2.2790, Backward time: 3.1096, DDP time: 0.0051, Total iter time: 5.9582 [2020-11-06 02:17:05,518][root][INFO] - ===> Epoch[282](7325/26): Loss 0.1602, Sem 0.2049, dir -0.4300, norm 0.3853, swav 0.0000 LR: 3.053e-02 Score 93.334 Data time: 0.2235, Forward time: 2.2790, Backward time: 3.1096, DDP time: 0.0051, Total iter time: 6.1962 [2020-11-06 02:17:10,435][root][INFO] - ===> Epoch[282](7326/26): Loss 0.2314, Sem 0.2267, dir -0.3864, norm 0.3911, swav 0.0000 LR: 3.052e-02 Score 92.243 Data time: 0.2356, Forward time: 2.2790, Backward time: 3.1095, DDP time: 0.0051, Total iter time: 4.7773 [2020-11-06 02:17:16,665][root][INFO] - ===> Epoch[282](7327/26): Loss 0.1859, Sem 0.2115, dir -0.4131, norm 0.3876, swav 0.0000 LR: 3.051e-02 Score 93.665 Data time: 0.2789, Forward time: 2.2791, Backward time: 3.1095, DDP time: 0.0051, Total iter time: 6.1079 [2020-11-06 02:17:22,225][root][INFO] - ===> Epoch[282](7328/26): Loss 0.2787, Sem 0.2607, dir -0.3917, norm 0.4096, swav 0.0000 LR: 3.050e-02 Score 91.865 Data time: 0.2597, Forward time: 2.2791, Backward time: 3.1094, DDP time: 0.0051, Total iter time: 5.4115 [2020-11-06 02:17:27,249][root][INFO] - ===> Epoch[282](7329/26): Loss 0.1683, Sem 0.1947, dir -0.3838, norm 0.3575, swav 0.0000 LR: 3.049e-02 Score 94.083 Data time: 0.2013, Forward time: 2.2791, Backward time: 3.1093, DDP time: 0.0051, Total iter time: 4.9086 [2020-11-06 02:17:32,335][root][INFO] - ===> Epoch[282](7330/26): Loss 0.2532, Sem 0.2503, dir -0.4424, norm 0.4453, swav 0.0000 LR: 3.048e-02 Score 91.427 Data time: 0.2306, Forward time: 2.2792, Backward time: 3.1092, DDP time: 0.0051, Total iter time: 4.9699 [2020-11-06 02:17:37,160][root][INFO] - ===> Epoch[282](7331/26): Loss 0.2302, Sem 0.2317, dir -0.4078, norm 0.4063, swav 0.0000 LR: 3.047e-02 Score 93.311 Data time: 0.1569, Forward time: 2.2791, Backward time: 3.1091, DDP time: 0.0051, Total iter time: 4.6869 [2020-11-06 02:17:42,863][root][INFO] - ===> Epoch[282](7332/26): Loss 0.1749, Sem 0.1787, dir -0.3895, norm 0.3857, swav 0.0000 LR: 3.046e-02 Score 93.643 Data time: 0.1860, Forward time: 2.2790, Backward time: 3.1092, DDP time: 0.0051, Total iter time: 5.6020 [2020-11-06 02:17:48,644][root][INFO] - ===> Epoch[283](7333/26): Loss 0.2454, Sem 0.2350, dir -0.4655, norm 0.4759, swav 0.0000 LR: 3.045e-02 Score 92.513 Data time: 0.2524, Forward time: 2.2790, Backward time: 3.1091, DDP time: 0.0051, Total iter time: 5.6692 [2020-11-06 02:17:53,690][root][INFO] - ===> Epoch[283](7334/26): Loss 0.2153, Sem 0.2401, dir -0.4569, norm 0.4322, swav 0.0000 LR: 3.044e-02 Score 91.673 Data time: 0.2176, Forward time: 2.2791, Backward time: 3.1090, DDP time: 0.0051, Total iter time: 4.9111 [2020-11-06 02:17:58,940][root][INFO] - ===> Epoch[283](7335/26): Loss 0.2485, Sem 0.2454, dir -0.4049, norm 0.4080, swav 0.0000 LR: 3.043e-02 Score 92.131 Data time: 0.2143, Forward time: 2.2791, Backward time: 3.1089, DDP time: 0.0051, Total iter time: 5.1273 [2020-11-06 02:18:04,218][root][INFO] - ===> Epoch[283](7336/26): Loss 0.1690, Sem 0.2452, dir -0.4474, norm 0.3712, swav 0.0000 LR: 3.042e-02 Score 92.464 Data time: 0.1907, Forward time: 2.2790, Backward time: 3.1089, DDP time: 0.0051, Total iter time: 5.1536 [2020-11-06 02:18:10,228][root][INFO] - ===> Epoch[283](7337/26): Loss 0.2850, Sem 0.2392, dir -0.4081, norm 0.4539, swav 0.0000 LR: 3.040e-02 Score 92.561 Data time: 0.2409, Forward time: 2.2791, Backward time: 3.1089, DDP time: 0.0051, Total iter time: 5.9083 [2020-11-06 02:18:15,821][root][INFO] - ===> Epoch[283](7338/26): Loss 0.2865, Sem 0.2366, dir -0.3804, norm 0.4303, swav 0.0000 LR: 3.039e-02 Score 92.222 Data time: 0.1717, Forward time: 2.2790, Backward time: 3.1089, DDP time: 0.0051, Total iter time: 5.4644 [2020-11-06 02:18:21,321][root][INFO] - ===> Epoch[283](7339/26): Loss 0.1211, Sem 0.1897, dir -0.4365, norm 0.3680, swav 0.0000 LR: 3.038e-02 Score 93.511 Data time: 0.2286, Forward time: 2.2790, Backward time: 3.1089, DDP time: 0.0051, Total iter time: 5.4187 [2020-11-06 02:18:27,316][root][INFO] - ===> Epoch[283](7340/26): Loss 0.2388, Sem 0.1994, dir -0.3915, norm 0.4309, swav 0.0000 LR: 3.037e-02 Score 93.511 Data time: 0.1977, Forward time: 2.2789, Backward time: 3.1090, DDP time: 0.0051, Total iter time: 5.8936 [2020-11-06 02:18:33,413][root][INFO] - ===> Epoch[283](7341/26): Loss 0.1393, Sem 0.1768, dir -0.4031, norm 0.3657, swav 0.0000 LR: 3.036e-02 Score 93.717 Data time: 0.2770, Forward time: 2.2790, Backward time: 3.1090, DDP time: 0.0051, Total iter time: 5.9979 [2020-11-06 02:18:39,114][root][INFO] - ===> Epoch[283](7342/26): Loss 0.2398, Sem 0.2513, dir -0.4196, norm 0.4081, swav 0.0000 LR: 3.035e-02 Score 92.886 Data time: 0.1744, Forward time: 2.2789, Backward time: 3.1090, DDP time: 0.0051, Total iter time: 5.5769 [2020-11-06 02:18:45,333][root][INFO] - ===> Epoch[283](7343/26): Loss 0.2831, Sem 0.2608, dir -0.4415, norm 0.4638, swav 0.0000 LR: 3.034e-02 Score 91.772 Data time: 0.2200, Forward time: 2.2789, Backward time: 3.1091, DDP time: 0.0051, Total iter time: 6.1244 [2020-11-06 02:18:50,930][root][INFO] - ===> Epoch[283](7344/26): Loss 0.2804, Sem 0.2757, dir -0.4461, norm 0.4508, swav 0.0000 LR: 3.033e-02 Score 92.824 Data time: 0.2653, Forward time: 2.2790, Backward time: 3.1090, DDP time: 0.0051, Total iter time: 5.4734 [2020-11-06 02:18:56,644][root][INFO] - ===> Epoch[283](7345/26): Loss 0.1967, Sem 0.1904, dir -0.4234, norm 0.4297, swav 0.0000 LR: 3.032e-02 Score 94.077 Data time: 0.2297, Forward time: 2.2790, Backward time: 3.1089, DDP time: 0.0051, Total iter time: 5.5923 [2020-11-06 02:19:01,525][root][INFO] - ===> Epoch[283](7346/26): Loss 0.2335, Sem 0.2136, dir -0.3873, norm 0.4072, swav 0.0000 LR: 3.031e-02 Score 94.319 Data time: 0.1617, Forward time: 2.2790, Backward time: 3.1089, DDP time: 0.0051, Total iter time: 4.7560 [2020-11-06 02:19:06,803][root][INFO] - ===> Epoch[283](7347/26): Loss 0.1576, Sem 0.2219, dir -0.4632, norm 0.3989, swav 0.0000 LR: 3.030e-02 Score 92.671 Data time: 0.1357, Forward time: 2.2789, Backward time: 3.1089, DDP time: 0.0051, Total iter time: 5.2065 [2020-11-06 02:19:12,641][root][INFO] - ===> Epoch[283](7348/26): Loss 0.2171, Sem 0.2145, dir -0.4343, norm 0.4370, swav 0.0000 LR: 3.029e-02 Score 92.555 Data time: 0.2159, Forward time: 2.2789, Backward time: 3.1089, DDP time: 0.0051, Total iter time: 5.7243 [2020-11-06 02:19:18,347][root][INFO] - ===> Epoch[283](7349/26): Loss 0.2249, Sem 0.2056, dir -0.4281, norm 0.4474, swav 0.0000 LR: 3.028e-02 Score 93.113 Data time: 0.1938, Forward time: 2.2788, Backward time: 3.1089, DDP time: 0.0051, Total iter time: 5.6016 [2020-11-06 02:19:24,066][root][INFO] - ===> Epoch[283](7350/26): Loss 0.2216, Sem 0.2404, dir -0.4136, norm 0.3948, swav 0.0000 LR: 3.027e-02 Score 93.552 Data time: 0.3233, Forward time: 2.2789, Backward time: 3.1089, DDP time: 0.0051, Total iter time: 5.6312 [2020-11-06 02:19:30,055][root][INFO] - ===> Epoch[283](7351/26): Loss 0.2103, Sem 0.2089, dir -0.4788, norm 0.4802, swav 0.0000 LR: 3.026e-02 Score 93.442 Data time: 0.2140, Forward time: 2.2789, Backward time: 3.1089, DDP time: 0.0051, Total iter time: 5.8650 [2020-11-06 02:19:36,260][root][INFO] - ===> Epoch[283](7352/26): Loss 0.1422, Sem 0.1648, dir -0.4085, norm 0.3858, swav 0.0000 LR: 3.025e-02 Score 94.911 Data time: 0.1668, Forward time: 2.2788, Backward time: 3.1090, DDP time: 0.0051, Total iter time: 6.0709 [2020-11-06 02:19:41,969][root][INFO] - ===> Epoch[283](7353/26): Loss 0.2152, Sem 0.2477, dir -0.4986, norm 0.4661, swav 0.0000 LR: 3.024e-02 Score 92.178 Data time: 0.1923, Forward time: 2.2788, Backward time: 3.1090, DDP time: 0.0051, Total iter time: 5.6266 [2020-11-06 02:19:48,418][root][INFO] - ===> Epoch[283](7354/26): Loss 0.1924, Sem 0.1776, dir -0.4011, norm 0.4158, swav 0.0000 LR: 3.023e-02 Score 94.402 Data time: 0.2318, Forward time: 2.2788, Backward time: 3.1091, DDP time: 0.0051, Total iter time: 6.3273 [2020-11-06 02:19:54,076][root][INFO] - ===> Epoch[283](7355/26): Loss 0.1921, Sem 0.1999, dir -0.3877, norm 0.3799, swav 0.0000 LR: 3.022e-02 Score 94.115 Data time: 0.2762, Forward time: 2.2789, Backward time: 3.1090, DDP time: 0.0051, Total iter time: 5.5260 [2020-11-06 02:20:00,177][root][INFO] - ===> Epoch[283](7356/26): Loss 0.2953, Sem 0.2503, dir -0.4114, norm 0.4564, swav 0.0000 LR: 3.021e-02 Score 91.681 Data time: 0.1408, Forward time: 2.2788, Backward time: 3.1091, DDP time: 0.0051, Total iter time: 5.9852 [2020-11-06 02:20:05,842][root][INFO] - ===> Epoch[283](7357/26): Loss 0.1405, Sem 0.1960, dir -0.4226, norm 0.3670, swav 0.0000 LR: 3.020e-02 Score 93.728 Data time: 0.2233, Forward time: 2.2788, Backward time: 3.1091, DDP time: 0.0051, Total iter time: 5.5524 [2020-11-06 02:20:11,987][root][INFO] - ===> Epoch[283](7358/26): Loss 0.2831, Sem 0.2862, dir -0.3912, norm 0.3880, swav 0.0000 LR: 3.019e-02 Score 91.082 Data time: 0.3084, Forward time: 2.2789, Backward time: 3.1090, DDP time: 0.0051, Total iter time: 6.0265 [2020-11-06 02:20:18,391][root][INFO] - ===> Epoch[284](7359/26): Loss 0.1818, Sem 0.1833, dir -0.3955, norm 0.3940, swav 0.0000 LR: 3.018e-02 Score 94.598 Data time: 0.2848, Forward time: 2.2790, Backward time: 3.1090, DDP time: 0.0051, Total iter time: 6.2510 [2020-11-06 02:20:25,276][root][INFO] - ===> Epoch[284](7360/26): Loss 0.1668, Sem 0.2239, dir -0.3782, norm 0.3211, swav 0.0000 LR: 3.017e-02 Score 92.271 Data time: 0.1633, Forward time: 2.2790, Backward time: 3.1092, DDP time: 0.0051, Total iter time: 6.7323 [2020-11-06 02:20:30,696][root][INFO] - ===> Epoch[284](7361/26): Loss 0.2388, Sem 0.2361, dir -0.4431, norm 0.4458, swav 0.0000 LR: 3.016e-02 Score 92.374 Data time: 0.2089, Forward time: 2.2790, Backward time: 3.1091, DDP time: 0.0051, Total iter time: 5.3364 [2020-11-06 02:20:36,119][root][INFO] - ===> Epoch[284](7362/26): Loss 0.1018, Sem 0.1637, dir -0.4839, norm 0.4221, swav 0.0000 LR: 3.015e-02 Score 94.194 Data time: 0.1814, Forward time: 2.2789, Backward time: 3.1092, DDP time: 0.0051, Total iter time: 5.3120 [2020-11-06 02:20:42,034][root][INFO] - ===> Epoch[284](7363/26): Loss 0.2681, Sem 0.2865, dir -0.4232, norm 0.4047, swav 0.0000 LR: 3.014e-02 Score 91.648 Data time: 0.2659, Forward time: 2.2790, Backward time: 3.1091, DDP time: 0.0051, Total iter time: 5.8184 [2020-11-06 02:20:47,731][root][INFO] - ===> Epoch[284](7364/26): Loss 0.1880, Sem 0.2338, dir -0.4556, norm 0.4097, swav 0.0000 LR: 3.013e-02 Score 92.324 Data time: 0.1464, Forward time: 2.2789, Backward time: 3.1092, DDP time: 0.0051, Total iter time: 5.5680 [2020-11-06 02:20:53,803][root][INFO] - ===> Epoch[284](7365/26): Loss 0.1113, Sem 0.1659, dir -0.4508, norm 0.3961, swav 0.0000 LR: 3.012e-02 Score 94.820 Data time: 0.1648, Forward time: 2.2788, Backward time: 3.1093, DDP time: 0.0051, Total iter time: 5.9870 [2020-11-06 02:20:58,840][root][INFO] - ===> Epoch[284](7366/26): Loss 0.2529, Sem 0.2232, dir -0.4369, norm 0.4665, swav 0.0000 LR: 3.011e-02 Score 92.797 Data time: 0.2447, Forward time: 2.2789, Backward time: 3.1091, DDP time: 0.0051, Total iter time: 4.9074 [2020-11-06 02:21:05,180][root][INFO] - ===> Epoch[284](7367/26): Loss 0.1405, Sem 0.2200, dir -0.4314, norm 0.3518, swav 0.0000 LR: 3.010e-02 Score 92.382 Data time: 0.3187, Forward time: 2.2790, Backward time: 3.1091, DDP time: 0.0051, Total iter time: 6.2053 [2020-11-06 02:21:11,057][root][INFO] - ===> Epoch[284](7368/26): Loss 0.1237, Sem 0.1279, dir -0.4448, norm 0.4407, swav 0.0000 LR: 3.009e-02 Score 96.211 Data time: 0.2778, Forward time: 2.2791, Backward time: 3.1090, DDP time: 0.0051, Total iter time: 5.7458 [2020-11-06 02:21:16,285][root][INFO] - ===> Epoch[284](7369/26): Loss 0.2146, Sem 0.2380, dir -0.4098, norm 0.3864, swav 0.0000 LR: 3.008e-02 Score 92.877 Data time: 0.2482, Forward time: 2.2791, Backward time: 3.1089, DDP time: 0.0051, Total iter time: 5.1098 [2020-11-06 02:21:22,401][root][INFO] - ===> Epoch[284](7370/26): Loss 0.1571, Sem 0.1947, dir -0.4333, norm 0.3957, swav 0.0000 LR: 3.007e-02 Score 93.683 Data time: 0.2170, Forward time: 2.2791, Backward time: 3.1089, DDP time: 0.0051, Total iter time: 6.0054 [2020-11-06 02:21:27,266][root][INFO] - ===> Epoch[284](7371/26): Loss 0.1268, Sem 0.1897, dir -0.4273, norm 0.3644, swav 0.0000 LR: 3.006e-02 Score 94.288 Data time: 0.1797, Forward time: 2.2791, Backward time: 3.1088, DDP time: 0.0051, Total iter time: 4.7643 [2020-11-06 02:21:32,213][root][INFO] - ===> Epoch[284](7372/26): Loss 0.2730, Sem 0.2340, dir -0.3460, norm 0.3850, swav 0.0000 LR: 3.005e-02 Score 91.883 Data time: 0.1791, Forward time: 2.2791, Backward time: 3.1088, DDP time: 0.0051, Total iter time: 4.8685 [2020-11-06 02:21:37,114][root][INFO] - ===> Epoch[284](7373/26): Loss 0.1625, Sem 0.2100, dir -0.4480, norm 0.4005, swav 0.0000 LR: 3.003e-02 Score 93.547 Data time: 0.1657, Forward time: 2.2790, Backward time: 3.1087, DDP time: 0.0051, Total iter time: 4.8083 [2020-11-06 02:21:42,711][root][INFO] - ===> Epoch[284](7374/26): Loss 0.1102, Sem 0.1743, dir -0.4332, norm 0.3691, swav 0.0000 LR: 3.002e-02 Score 93.710 Data time: 0.1752, Forward time: 2.2789, Backward time: 3.1087, DDP time: 0.0051, Total iter time: 5.5308 [2020-11-06 02:21:48,385][root][INFO] - ===> Epoch[284](7375/26): Loss 0.1460, Sem 0.2081, dir -0.4442, norm 0.3821, swav 0.0000 LR: 3.001e-02 Score 91.708 Data time: 0.2289, Forward time: 2.2789, Backward time: 3.1088, DDP time: 0.0051, Total iter time: 5.5959 [2020-11-06 02:21:55,486][root][INFO] - ===> Epoch[284](7376/26): Loss 0.2191, Sem 0.2499, dir -0.4235, norm 0.3927, swav 0.0000 LR: 3.000e-02 Score 92.591 Data time: 0.1996, Forward time: 2.2788, Backward time: 3.1090, DDP time: 0.0051, Total iter time: 6.9947 [2020-11-06 02:22:00,324][root][INFO] - ===> Epoch[284](7377/26): Loss 0.2667, Sem 0.2479, dir -0.4063, norm 0.4251, swav 0.0000 LR: 2.999e-02 Score 91.997 Data time: 0.2153, Forward time: 2.2789, Backward time: 3.1089, DDP time: 0.0051, Total iter time: 4.7773 [2020-11-06 02:22:05,840][root][INFO] - ===> Epoch[284](7378/26): Loss 0.1651, Sem 0.1956, dir -0.4203, norm 0.3898, swav 0.0000 LR: 2.998e-02 Score 93.519 Data time: 0.2035, Forward time: 2.2788, Backward time: 3.1088, DDP time: 0.0051, Total iter time: 5.4179 [2020-11-06 02:22:10,201][root][INFO] - ===> Epoch[284](7379/26): Loss 0.1579, Sem 0.2032, dir -0.4211, norm 0.3759, swav 0.0000 LR: 2.997e-02 Score 92.993 Data time: 0.1758, Forward time: 2.2788, Backward time: 3.1087, DDP time: 0.0052, Total iter time: 4.2491 [2020-11-06 02:22:15,529][root][INFO] - ===> Epoch[284](7380/26): Loss 0.1744, Sem 0.1838, dir -0.4304, norm 0.4210, swav 0.0000 LR: 2.996e-02 Score 94.226 Data time: 0.2479, Forward time: 2.2788, Backward time: 3.1086, DDP time: 0.0052, Total iter time: 5.2353 [2020-11-06 02:22:22,480][root][INFO] - ===> Epoch[284](7381/26): Loss 0.1099, Sem 0.1794, dir -0.4772, norm 0.4077, swav 0.0000 LR: 2.995e-02 Score 93.706 Data time: 0.2065, Forward time: 2.2788, Backward time: 3.1088, DDP time: 0.0052, Total iter time: 6.8392 [2020-11-06 02:22:28,197][root][INFO] - ===> Epoch[284](7382/26): Loss 0.2251, Sem 0.2579, dir -0.4529, norm 0.4201, swav 0.0000 LR: 2.994e-02 Score 92.375 Data time: 0.1652, Forward time: 2.2788, Backward time: 3.1088, DDP time: 0.0052, Total iter time: 5.5975 [2020-11-06 02:22:32,816][root][INFO] - ===> Epoch[284](7383/26): Loss 0.1463, Sem 0.1865, dir -0.4716, norm 0.4314, swav 0.0000 LR: 2.993e-02 Score 93.954 Data time: 0.1971, Forward time: 2.2788, Backward time: 3.1087, DDP time: 0.0052, Total iter time: 4.5198 [2020-11-06 02:22:38,348][root][INFO] - ===> Epoch[284](7384/26): Loss 0.1709, Sem 0.2117, dir -0.4212, norm 0.3805, swav 0.0000 LR: 2.992e-02 Score 92.054 Data time: 0.1718, Forward time: 2.2787, Backward time: 3.1087, DDP time: 0.0052, Total iter time: 5.4165 [2020-11-06 02:22:44,085][root][INFO] - ===> Epoch[285](7385/26): Loss 0.0943, Sem 0.1855, dir -0.4847, norm 0.3935, swav 0.0000 LR: 2.991e-02 Score 94.114 Data time: 0.2122, Forward time: 2.2787, Backward time: 3.1087, DDP time: 0.0052, Total iter time: 5.6542 [2020-11-06 02:22:49,878][root][INFO] - ===> Epoch[285](7386/26): Loss 0.1444, Sem 0.1780, dir -0.4653, norm 0.4317, swav 0.0000 LR: 2.990e-02 Score 94.211 Data time: 0.2643, Forward time: 2.2788, Backward time: 3.1086, DDP time: 0.0052, Total iter time: 5.6712 [2020-11-06 02:22:55,992][root][INFO] - ===> Epoch[285](7387/26): Loss 0.1911, Sem 0.1931, dir -0.4405, norm 0.4385, swav 0.0000 LR: 2.989e-02 Score 93.333 Data time: 0.2249, Forward time: 2.2788, Backward time: 3.1087, DDP time: 0.0052, Total iter time: 5.9642 [2020-11-06 02:23:03,426][root][INFO] - ===> Epoch[285](7388/26): Loss 0.2683, Sem 0.2318, dir -0.4353, norm 0.4718, swav 0.0000 LR: 2.988e-02 Score 92.225 Data time: 0.2580, Forward time: 2.2788, Backward time: 3.1088, DDP time: 0.0052, Total iter time: 7.3094 [2020-11-06 02:23:09,513][root][INFO] - ===> Epoch[285](7389/26): Loss 0.1843, Sem 0.1968, dir -0.4127, norm 0.4002, swav 0.0000 LR: 2.987e-02 Score 94.035 Data time: 0.1971, Forward time: 2.2788, Backward time: 3.1089, DDP time: 0.0052, Total iter time: 5.9499 [2020-11-06 02:23:15,277][root][INFO] - ===> Epoch[285](7390/26): Loss 0.1465, Sem 0.1989, dir -0.4519, norm 0.3996, swav 0.0000 LR: 2.986e-02 Score 92.999 Data time: 0.1902, Forward time: 2.2788, Backward time: 3.1089, DDP time: 0.0052, Total iter time: 5.6387 [2020-11-06 02:23:21,217][root][INFO] - ===> Epoch[285](7391/26): Loss 0.1183, Sem 0.1783, dir -0.4447, norm 0.3847, swav 0.0000 LR: 2.985e-02 Score 94.688 Data time: 0.1892, Forward time: 2.2787, Backward time: 3.1090, DDP time: 0.0052, Total iter time: 5.8416 [2020-11-06 02:23:26,767][root][INFO] - ===> Epoch[285](7392/26): Loss 0.2133, Sem 0.1924, dir -0.3708, norm 0.3916, swav 0.0000 LR: 2.984e-02 Score 93.310 Data time: 0.2136, Forward time: 2.2787, Backward time: 3.1089, DDP time: 0.0052, Total iter time: 5.4270 [2020-11-06 02:23:31,872][root][INFO] - ===> Epoch[285](7393/26): Loss 0.1986, Sem 0.2210, dir -0.4389, norm 0.4164, swav 0.0000 LR: 2.983e-02 Score 93.394 Data time: 0.1411, Forward time: 2.2786, Backward time: 3.1089, DDP time: 0.0052, Total iter time: 4.9653 [2020-11-06 02:23:36,767][root][INFO] - ===> Epoch[285](7394/26): Loss 0.1526, Sem 0.2197, dir -0.4631, norm 0.3960, swav 0.0000 LR: 2.982e-02 Score 92.862 Data time: 0.2112, Forward time: 2.2786, Backward time: 3.1088, DDP time: 0.0052, Total iter time: 4.8098 [2020-11-06 02:23:42,294][root][INFO] - ===> Epoch[285](7395/26): Loss 0.2014, Sem 0.2359, dir -0.4199, norm 0.3854, swav 0.0000 LR: 2.981e-02 Score 92.394 Data time: 0.1991, Forward time: 2.2786, Backward time: 3.1088, DDP time: 0.0052, Total iter time: 5.4097 [2020-11-06 02:23:47,372][root][INFO] - ===> Epoch[285](7396/26): Loss 0.1544, Sem 0.1991, dir -0.4300, norm 0.3854, swav 0.0000 LR: 2.980e-02 Score 93.463 Data time: 0.2155, Forward time: 2.2786, Backward time: 3.1087, DDP time: 0.0052, Total iter time: 4.9393 [2020-11-06 02:23:55,061][root][INFO] - ===> Epoch[285](7397/26): Loss 0.2194, Sem 0.2020, dir -0.3421, norm 0.3595, swav 0.0000 LR: 2.979e-02 Score 93.133 Data time: 0.2327, Forward time: 2.2786, Backward time: 3.1090, DDP time: 0.0052, Total iter time: 7.5677 [2020-11-06 02:24:01,959][root][INFO] - ===> Epoch[285](7398/26): Loss 0.1913, Sem 0.1842, dir -0.4410, norm 0.4481, swav 0.0000 LR: 2.978e-02 Score 93.470 Data time: 0.1540, Forward time: 2.2786, Backward time: 3.1092, DDP time: 0.0052, Total iter time: 6.7522 [2020-11-06 02:24:07,177][root][INFO] - ===> Epoch[285](7399/26): Loss 0.1278, Sem 0.2118, dir -0.4359, norm 0.3519, swav 0.0000 LR: 2.977e-02 Score 93.367 Data time: 0.2128, Forward time: 2.2786, Backward time: 3.1091, DDP time: 0.0052, Total iter time: 5.1058 [2020-11-06 02:24:13,293][root][INFO] - ===> Epoch[285](7400/26): Loss 0.1957, Sem 0.2111, dir -0.4366, norm 0.4212, swav 0.0000 LR: 2.976e-02 Score 93.813 Data time: 0.2532, Forward time: 2.2786, Backward time: 3.1091, DDP time: 0.0052, Total iter time: 5.9853 [2020-11-06 02:24:18,381][root][INFO] - ===> Epoch[285](7401/26): Loss 0.1248, Sem 0.1848, dir -0.4388, norm 0.3788, swav 0.0000 LR: 2.975e-02 Score 94.635 Data time: 0.1794, Forward time: 2.2786, Backward time: 3.1090, DDP time: 0.0052, Total iter time: 4.9693 [2020-11-06 02:24:24,290][root][INFO] - ===> Epoch[285](7402/26): Loss 0.1287, Sem 0.1643, dir -0.4318, norm 0.3962, swav 0.0000 LR: 2.974e-02 Score 94.854 Data time: 0.1941, Forward time: 2.2786, Backward time: 3.1091, DDP time: 0.0052, Total iter time: 5.8164 [2020-11-06 02:24:29,212][root][INFO] - ===> Epoch[285](7403/26): Loss 0.1305, Sem 0.1877, dir -0.4549, norm 0.3976, swav 0.0000 LR: 2.973e-02 Score 94.241 Data time: 0.2272, Forward time: 2.2786, Backward time: 3.1089, DDP time: 0.0052, Total iter time: 4.8202 [2020-11-06 02:24:34,537][root][INFO] - ===> Epoch[285](7404/26): Loss 0.1200, Sem 0.1906, dir -0.4146, norm 0.3439, swav 0.0000 LR: 2.972e-02 Score 93.617 Data time: 0.1858, Forward time: 2.2785, Backward time: 3.1089, DDP time: 0.0052, Total iter time: 5.2095 [2020-11-06 02:24:39,759][root][INFO] - ===> Epoch[285](7405/26): Loss 0.2603, Sem 0.2564, dir -0.4401, norm 0.4440, swav 0.0000 LR: 2.971e-02 Score 91.988 Data time: 0.1242, Forward time: 2.2784, Backward time: 3.1090, DDP time: 0.0052, Total iter time: 5.1218 [2020-11-06 02:24:44,397][root][INFO] - ===> Epoch[285](7406/26): Loss 0.1288, Sem 0.1773, dir -0.4789, norm 0.4305, swav 0.0000 LR: 2.970e-02 Score 94.366 Data time: 0.1821, Forward time: 2.2784, Backward time: 3.1089, DDP time: 0.0052, Total iter time: 4.5634 [2020-11-06 02:24:49,785][root][INFO] - ===> Epoch[285](7407/26): Loss 0.1809, Sem 0.2163, dir -0.4137, norm 0.3782, swav 0.0000 LR: 2.968e-02 Score 92.691 Data time: 0.2219, Forward time: 2.2784, Backward time: 3.1088, DDP time: 0.0052, Total iter time: 5.2899 [2020-11-06 02:24:56,246][root][INFO] - ===> Epoch[285](7408/26): Loss 0.3096, Sem 0.2618, dir -0.4160, norm 0.4638, swav 0.0000 LR: 2.967e-02 Score 92.098 Data time: 0.2001, Forward time: 2.2784, Backward time: 3.1089, DDP time: 0.0052, Total iter time: 6.3345 [2020-11-06 02:25:01,844][root][INFO] - ===> Epoch[285](7409/26): Loss 0.0954, Sem 0.1495, dir -0.4532, norm 0.3992, swav 0.0000 LR: 2.966e-02 Score 94.656 Data time: 0.2105, Forward time: 2.2784, Backward time: 3.1089, DDP time: 0.0052, Total iter time: 5.4672 [2020-11-06 02:25:07,031][root][INFO] - ===> Epoch[285](7410/26): Loss 0.1203, Sem 0.2154, dir -0.4869, norm 0.3918, swav 0.0000 LR: 2.965e-02 Score 93.387 Data time: 0.1375, Forward time: 2.2783, Backward time: 3.1089, DDP time: 0.0052, Total iter time: 5.0538 [2020-11-06 02:25:12,713][root][INFO] - ===> Epoch[286](7411/26): Loss 0.1964, Sem 0.2314, dir -0.4858, norm 0.4508, swav 0.0000 LR: 2.964e-02 Score 92.704 Data time: 0.2108, Forward time: 2.2783, Backward time: 3.1089, DDP time: 0.0052, Total iter time: 5.5935 [2020-11-06 02:25:18,152][root][INFO] - ===> Epoch[286](7412/26): Loss 0.2040, Sem 0.2447, dir -0.3904, norm 0.3497, swav 0.0000 LR: 2.963e-02 Score 93.097 Data time: 0.2597, Forward time: 2.2784, Backward time: 3.1088, DDP time: 0.0052, Total iter time: 5.3149 [2020-11-06 02:25:23,147][root][INFO] - ===> Epoch[286](7413/26): Loss 0.2373, Sem 0.2130, dir -0.4075, norm 0.4318, swav 0.0000 LR: 2.962e-02 Score 92.836 Data time: 0.1960, Forward time: 2.2783, Backward time: 3.1087, DDP time: 0.0052, Total iter time: 4.8740 [2020-11-06 02:25:29,901][root][INFO] - ===> Epoch[286](7414/26): Loss 0.2157, Sem 0.1731, dir -0.3949, norm 0.4376, swav 0.0000 LR: 2.961e-02 Score 94.618 Data time: 0.1744, Forward time: 2.2783, Backward time: 3.1089, DDP time: 0.0052, Total iter time: 6.6469 [2020-11-06 02:25:36,410][root][INFO] - ===> Epoch[286](7415/26): Loss 0.0750, Sem 0.1573, dir -0.4611, norm 0.3788, swav 0.0000 LR: 2.960e-02 Score 94.397 Data time: 0.2158, Forward time: 2.2783, Backward time: 3.1090, DDP time: 0.0052, Total iter time: 6.4112 [2020-11-06 02:25:42,496][root][INFO] - ===> Epoch[286](7416/26): Loss 0.1370, Sem 0.2148, dir -0.4219, norm 0.3441, swav 0.0000 LR: 2.959e-02 Score 93.556 Data time: 0.2333, Forward time: 2.2783, Backward time: 3.1090, DDP time: 0.0052, Total iter time: 5.9518 [2020-11-06 02:25:49,081][root][INFO] - ===> Epoch[286](7417/26): Loss 0.2166, Sem 0.2173, dir -0.4038, norm 0.4031, swav 0.0000 LR: 2.958e-02 Score 93.528 Data time: 0.2784, Forward time: 2.2784, Backward time: 3.1090, DDP time: 0.0052, Total iter time: 6.4778 [2020-11-06 02:25:54,849][root][INFO] - ===> Epoch[286](7418/26): Loss 0.1461, Sem 0.1917, dir -0.4400, norm 0.3945, swav 0.0000 LR: 2.957e-02 Score 93.781 Data time: 0.2327, Forward time: 2.2784, Backward time: 3.1090, DDP time: 0.0052, Total iter time: 5.6235 [2020-11-06 02:26:02,756][root][INFO] - ===> Epoch[286](7419/26): Loss 0.2350, Sem 0.2595, dir -0.3982, norm 0.3737, swav 0.0000 LR: 2.956e-02 Score 91.622 Data time: 0.3193, Forward time: 2.2785, Backward time: 3.1091, DDP time: 0.0052, Total iter time: 7.7868 [2020-11-06 02:26:08,584][root][INFO] - ===> Epoch[286](7420/26): Loss 0.2608, Sem 0.2102, dir -0.4000, norm 0.4505, swav 0.0000 LR: 2.955e-02 Score 94.321 Data time: 0.2554, Forward time: 2.2786, Backward time: 3.1091, DDP time: 0.0052, Total iter time: 5.6877 [2020-11-06 02:26:15,521][root][INFO] - ===> Epoch[286](7421/26): Loss 0.2056, Sem 0.2237, dir -0.4036, norm 0.3855, swav 0.0000 LR: 2.954e-02 Score 93.467 Data time: 0.1855, Forward time: 2.2786, Backward time: 3.1092, DDP time: 0.0052, Total iter time: 6.8162 [2020-11-06 02:26:23,008][root][INFO] - ===> Epoch[286](7422/26): Loss 0.2768, Sem 0.2414, dir -0.4206, norm 0.4560, swav 0.0000 LR: 2.953e-02 Score 92.196 Data time: 0.1437, Forward time: 2.2785, Backward time: 3.1096, DDP time: 0.0052, Total iter time: 7.3613 [2020-11-06 02:26:29,030][root][INFO] - ===> Epoch[286](7423/26): Loss 0.2231, Sem 0.2211, dir -0.3860, norm 0.3880, swav 0.0000 LR: 2.952e-02 Score 92.824 Data time: 0.2411, Forward time: 2.2785, Backward time: 3.1095, DDP time: 0.0052, Total iter time: 5.9192 [2020-11-06 02:26:34,841][root][INFO] - ===> Epoch[286](7424/26): Loss 0.2232, Sem 0.1912, dir -0.3889, norm 0.4209, swav 0.0000 LR: 2.951e-02 Score 93.281 Data time: 0.1905, Forward time: 2.2785, Backward time: 3.1096, DDP time: 0.0052, Total iter time: 5.6812 [2020-11-06 02:26:40,252][root][INFO] - ===> Epoch[286](7425/26): Loss 0.1351, Sem 0.2190, dir -0.4999, norm 0.4159, swav 0.0000 LR: 2.950e-02 Score 92.647 Data time: 0.2004, Forward time: 2.2785, Backward time: 3.1095, DDP time: 0.0052, Total iter time: 5.2946 [2020-11-06 02:26:45,308][root][INFO] - ===> Epoch[286](7426/26): Loss 0.1768, Sem 0.2304, dir -0.4198, norm 0.3662, swav 0.0000 LR: 2.949e-02 Score 93.000 Data time: 0.2134, Forward time: 2.2785, Backward time: 3.1094, DDP time: 0.0052, Total iter time: 4.9252 [2020-11-06 02:26:51,117][root][INFO] - ===> Epoch[286](7427/26): Loss 0.1679, Sem 0.1886, dir -0.4223, norm 0.4016, swav 0.0000 LR: 2.948e-02 Score 94.630 Data time: 0.2410, Forward time: 2.2785, Backward time: 3.1094, DDP time: 0.0052, Total iter time: 5.6815 [2020-11-06 02:26:57,254][root][INFO] - ===> Epoch[286](7428/26): Loss 0.1309, Sem 0.1781, dir -0.4336, norm 0.3864, swav 0.0000 LR: 2.947e-02 Score 94.116 Data time: 0.1725, Forward time: 2.2784, Backward time: 3.1095, DDP time: 0.0052, Total iter time: 6.0193 [2020-11-06 02:27:02,215][root][INFO] - ===> Epoch[286](7429/26): Loss 0.1675, Sem 0.2302, dir -0.4394, norm 0.3767, swav 0.0000 LR: 2.946e-02 Score 92.052 Data time: 0.2438, Forward time: 2.2785, Backward time: 3.1094, DDP time: 0.0052, Total iter time: 4.8774 [2020-11-06 02:27:08,334][root][INFO] - ===> Epoch[286](7430/26): Loss 0.2637, Sem 0.2012, dir -0.3893, norm 0.4518, swav 0.0000 LR: 2.945e-02 Score 93.471 Data time: 0.2334, Forward time: 2.2785, Backward time: 3.1094, DDP time: 0.0052, Total iter time: 6.0150 [2020-11-06 02:27:15,018][root][INFO] - ===> Epoch[286](7431/26): Loss 0.1558, Sem 0.2123, dir -0.4897, norm 0.4333, swav 0.0000 LR: 2.944e-02 Score 93.083 Data time: 0.2163, Forward time: 2.2785, Backward time: 3.1095, DDP time: 0.0052, Total iter time: 6.5644 [2020-11-06 02:27:20,582][root][INFO] - ===> Epoch[286](7432/26): Loss 0.1980, Sem 0.2188, dir -0.3980, norm 0.3772, swav 0.0000 LR: 2.943e-02 Score 92.591 Data time: 0.2428, Forward time: 2.2786, Backward time: 3.1094, DDP time: 0.0052, Total iter time: 5.4536 [2020-11-06 02:27:25,996][root][INFO] - ===> Epoch[286](7433/26): Loss 0.2470, Sem 0.2204, dir -0.4068, norm 0.4333, swav 0.0000 LR: 2.942e-02 Score 93.424 Data time: 0.1838, Forward time: 2.2785, Backward time: 3.1094, DDP time: 0.0052, Total iter time: 5.2963 [2020-11-06 02:27:32,079][root][INFO] - ===> Epoch[286](7434/26): Loss 0.1431, Sem 0.1788, dir -0.4389, norm 0.4032, swav 0.0000 LR: 2.941e-02 Score 94.605 Data time: 0.1887, Forward time: 2.2785, Backward time: 3.1095, DDP time: 0.0052, Total iter time: 5.9773 [2020-11-06 02:27:37,532][root][INFO] - ===> Epoch[286](7435/26): Loss 0.1595, Sem 0.2123, dir -0.4376, norm 0.3847, swav 0.0000 LR: 2.940e-02 Score 93.042 Data time: 0.1900, Forward time: 2.2785, Backward time: 3.1095, DDP time: 0.0052, Total iter time: 5.3318 [2020-11-06 02:27:43,821][root][INFO] - ===> Epoch[286](7436/26): Loss 0.1819, Sem 0.2041, dir -0.3852, norm 0.3631, swav 0.0000 LR: 2.939e-02 Score 93.918 Data time: 0.1822, Forward time: 2.2784, Backward time: 3.1096, DDP time: 0.0052, Total iter time: 6.1687 [2020-11-06 02:27:49,580][root][INFO] - ===> Epoch[287](7437/26): Loss 0.2356, Sem 0.2375, dir -0.4581, norm 0.4562, swav 0.0000 LR: 2.938e-02 Score 91.887 Data time: 0.1659, Forward time: 2.2784, Backward time: 3.1096, DDP time: 0.0052, Total iter time: 5.6419 [2020-11-06 02:27:54,833][root][INFO] - ===> Epoch[287](7438/26): Loss 0.1738, Sem 0.1809, dir -0.4001, norm 0.3930, swav 0.0000 LR: 2.937e-02 Score 93.905 Data time: 0.2153, Forward time: 2.2784, Backward time: 3.1096, DDP time: 0.0052, Total iter time: 5.1638 [2020-11-06 02:28:00,141][root][INFO] - ===> Epoch[287](7439/26): Loss 0.1939, Sem 0.2320, dir -0.4459, norm 0.4078, swav 0.0000 LR: 2.936e-02 Score 93.010 Data time: 0.2276, Forward time: 2.2784, Backward time: 3.1095, DDP time: 0.0052, Total iter time: 5.1911 [2020-11-06 02:28:04,463][root][INFO] - ===> Epoch[287](7440/26): Loss 0.1914, Sem 0.1854, dir -0.3667, norm 0.3727, swav 0.0000 LR: 2.934e-02 Score 93.639 Data time: 0.1765, Forward time: 2.2783, Backward time: 3.1094, DDP time: 0.0052, Total iter time: 4.2049 [2020-11-06 02:28:11,880][root][INFO] - ===> Epoch[287](7441/26): Loss 0.2235, Sem 0.2105, dir -0.3878, norm 0.4008, swav 0.0000 LR: 2.933e-02 Score 94.175 Data time: 0.2257, Forward time: 2.2783, Backward time: 3.1096, DDP time: 0.0052, Total iter time: 7.3546 [2020-11-06 02:28:17,931][root][INFO] - ===> Epoch[287](7442/26): Loss 0.1990, Sem 0.2061, dir -0.4200, norm 0.4129, swav 0.0000 LR: 2.932e-02 Score 93.215 Data time: 0.2905, Forward time: 2.2784, Backward time: 3.1095, DDP time: 0.0052, Total iter time: 5.9298 [2020-11-06 02:28:24,008][root][INFO] - ===> Epoch[287](7443/26): Loss 0.1665, Sem 0.2109, dir -0.4676, norm 0.4232, swav 0.0000 LR: 2.931e-02 Score 93.487 Data time: 0.1861, Forward time: 2.2784, Backward time: 3.1096, DDP time: 0.0052, Total iter time: 5.9426 [2020-11-06 02:28:30,170][root][INFO] - ===> Epoch[287](7444/26): Loss 0.1105, Sem 0.1531, dir -0.4451, norm 0.4024, swav 0.0000 LR: 2.930e-02 Score 95.684 Data time: 0.3307, Forward time: 2.2785, Backward time: 3.1095, DDP time: 0.0052, Total iter time: 6.0472 [2020-11-06 02:28:36,000][root][INFO] - ===> Epoch[287](7445/26): Loss 0.2093, Sem 0.2300, dir -0.4127, norm 0.3921, swav 0.0000 LR: 2.929e-02 Score 93.396 Data time: 0.1714, Forward time: 2.2784, Backward time: 3.1096, DDP time: 0.0052, Total iter time: 5.7011 [2020-11-06 02:28:41,520][root][INFO] - ===> Epoch[287](7446/26): Loss 0.2380, Sem 0.2325, dir -0.4588, norm 0.4642, swav 0.0000 LR: 2.928e-02 Score 92.188 Data time: 0.2544, Forward time: 2.2785, Backward time: 3.1095, DDP time: 0.0052, Total iter time: 5.4271 [2020-11-06 02:28:47,427][root][INFO] - ===> Epoch[287](7447/26): Loss 0.2114, Sem 0.2092, dir -0.4000, norm 0.4022, swav 0.0000 LR: 2.927e-02 Score 93.209 Data time: 0.2276, Forward time: 2.2785, Backward time: 3.1095, DDP time: 0.0052, Total iter time: 5.7774 [2020-11-06 02:28:51,819][root][INFO] - ===> Epoch[287](7448/26): Loss 0.1700, Sem 0.2311, dir -0.4532, norm 0.3922, swav 0.0000 LR: 2.926e-02 Score 93.045 Data time: 0.1921, Forward time: 2.2785, Backward time: 3.1093, DDP time: 0.0052, Total iter time: 4.2729 [2020-11-06 02:28:57,548][root][INFO] - ===> Epoch[287](7449/26): Loss 0.2088, Sem 0.2316, dir -0.4266, norm 0.4039, swav 0.0000 LR: 2.925e-02 Score 92.809 Data time: 0.1633, Forward time: 2.2784, Backward time: 3.1094, DDP time: 0.0052, Total iter time: 5.6227 [2020-11-06 02:29:03,779][root][INFO] - ===> Epoch[287](7450/26): Loss 0.1925, Sem 0.1900, dir -0.3997, norm 0.4022, swav 0.0000 LR: 2.924e-02 Score 94.150 Data time: 0.2298, Forward time: 2.2784, Backward time: 3.1095, DDP time: 0.0052, Total iter time: 6.1450 [2020-11-06 02:29:10,336][root][INFO] - ===> Epoch[287](7451/26): Loss 0.2002, Sem 0.2429, dir -0.4508, norm 0.4081, swav 0.0000 LR: 2.923e-02 Score 92.647 Data time: 0.2797, Forward time: 2.2784, Backward time: 3.1095, DDP time: 0.0052, Total iter time: 6.4340 [2020-11-06 02:29:15,278][root][INFO] - ===> Epoch[287](7452/26): Loss 0.1696, Sem 0.1927, dir -0.4317, norm 0.4086, swav 0.0000 LR: 2.922e-02 Score 93.914 Data time: 0.2105, Forward time: 2.2784, Backward time: 3.1094, DDP time: 0.0052, Total iter time: 4.8063 [2020-11-06 02:29:20,010][root][INFO] - ===> Epoch[287](7453/26): Loss 0.1964, Sem 0.2147, dir -0.4218, norm 0.4035, swav 0.0000 LR: 2.921e-02 Score 93.545 Data time: 0.1889, Forward time: 2.2784, Backward time: 3.1093, DDP time: 0.0052, Total iter time: 4.6219 [2020-11-06 02:29:26,429][root][INFO] - ===> Epoch[287](7454/26): Loss 0.2240, Sem 0.1994, dir -0.4022, norm 0.4268, swav 0.0000 LR: 2.920e-02 Score 92.996 Data time: 0.3133, Forward time: 2.2785, Backward time: 3.1092, DDP time: 0.0052, Total iter time: 6.3071 [2020-11-06 02:29:31,232][root][INFO] - ===> Epoch[287](7455/26): Loss 0.1960, Sem 0.1827, dir -0.3676, norm 0.3808, swav 0.0000 LR: 2.919e-02 Score 93.587 Data time: 0.1837, Forward time: 2.2785, Backward time: 3.1091, DDP time: 0.0052, Total iter time: 4.6744 [2020-11-06 02:29:38,373][root][INFO] - ===> Epoch[287](7456/26): Loss 0.2617, Sem 0.2104, dir -0.3963, norm 0.4476, swav 0.0000 LR: 2.918e-02 Score 93.876 Data time: 0.2047, Forward time: 2.2785, Backward time: 3.1093, DDP time: 0.0052, Total iter time: 7.0228 [2020-11-06 02:29:44,507][root][INFO] - ===> Epoch[287](7457/26): Loss 0.2299, Sem 0.1684, dir -0.3571, norm 0.4185, swav 0.0000 LR: 2.917e-02 Score 94.599 Data time: 0.2382, Forward time: 2.2785, Backward time: 3.1093, DDP time: 0.0052, Total iter time: 6.0070 [2020-11-06 02:29:49,343][root][INFO] - ===> Epoch[287](7458/26): Loss 0.0487, Sem 0.1236, dir -0.4621, norm 0.3872, swav 0.0000 LR: 2.916e-02 Score 96.203 Data time: 0.2166, Forward time: 2.2785, Backward time: 3.1092, DDP time: 0.0052, Total iter time: 4.7080 [2020-11-06 02:29:55,580][root][INFO] - ===> Epoch[287](7459/26): Loss 0.2014, Sem 0.2152, dir -0.4741, norm 0.4603, swav 0.0000 LR: 2.915e-02 Score 93.331 Data time: 0.1896, Forward time: 2.2785, Backward time: 3.1093, DDP time: 0.0052, Total iter time: 6.1047 [2020-11-06 02:30:00,944][root][INFO] - ===> Epoch[287](7460/26): Loss 0.2730, Sem 0.2429, dir -0.3657, norm 0.3957, swav 0.0000 LR: 2.914e-02 Score 91.856 Data time: 0.2412, Forward time: 2.2785, Backward time: 3.1092, DDP time: 0.0052, Total iter time: 5.2531 [2020-11-06 02:30:07,253][root][INFO] - ===> Epoch[287](7461/26): Loss 0.0757, Sem 0.1354, dir -0.4207, norm 0.3611, swav 0.0000 LR: 2.913e-02 Score 95.404 Data time: 0.2165, Forward time: 2.2785, Backward time: 3.1092, DDP time: 0.0052, Total iter time: 6.1678 [2020-11-06 02:30:13,841][root][INFO] - ===> Epoch[287](7462/26): Loss 0.1775, Sem 0.2121, dir -0.4455, norm 0.4109, swav 0.0000 LR: 2.912e-02 Score 93.203 Data time: 0.1947, Forward time: 2.2785, Backward time: 3.1094, DDP time: 0.0052, Total iter time: 6.4622 [2020-11-06 02:30:20,946][root][INFO] - ===> Epoch[288](7463/26): Loss 0.1753, Sem 0.1846, dir -0.4139, norm 0.4046, swav 0.0000 LR: 2.911e-02 Score 93.913 Data time: 0.2162, Forward time: 2.2785, Backward time: 3.1095, DDP time: 0.0052, Total iter time: 7.0182 [2020-11-06 02:30:26,110][root][INFO] - ===> Epoch[288](7464/26): Loss 0.1933, Sem 0.1965, dir -0.4151, norm 0.4118, swav 0.0000 LR: 2.910e-02 Score 93.483 Data time: 0.1986, Forward time: 2.2785, Backward time: 3.1095, DDP time: 0.0052, Total iter time: 5.0403 [2020-11-06 02:30:31,385][root][INFO] - ===> Epoch[288](7465/26): Loss 0.2615, Sem 0.2005, dir -0.3689, norm 0.4299, swav 0.0000 LR: 2.909e-02 Score 93.889 Data time: 0.2669, Forward time: 2.2786, Backward time: 3.1094, DDP time: 0.0052, Total iter time: 5.1730 [2020-11-06 02:30:37,383][root][INFO] - ===> Epoch[288](7466/26): Loss 0.3020, Sem 0.2398, dir -0.3309, norm 0.3930, swav 0.0000 LR: 2.908e-02 Score 91.742 Data time: 0.2799, Forward time: 2.2787, Backward time: 3.1093, DDP time: 0.0052, Total iter time: 5.8857 [2020-11-06 02:30:42,465][root][INFO] - ===> Epoch[288](7467/26): Loss 0.1865, Sem 0.2066, dir -0.4593, norm 0.4392, swav 0.0000 LR: 2.907e-02 Score 92.705 Data time: 0.2328, Forward time: 2.2787, Backward time: 3.1092, DDP time: 0.0052, Total iter time: 4.9681 [2020-11-06 02:30:47,961][root][INFO] - ===> Epoch[288](7468/26): Loss 0.1581, Sem 0.1910, dir -0.4113, norm 0.3785, swav 0.0000 LR: 2.906e-02 Score 93.714 Data time: 0.1795, Forward time: 2.2786, Backward time: 3.1092, DDP time: 0.0052, Total iter time: 5.3804 [2020-11-06 02:30:52,831][root][INFO] - ===> Epoch[288](7469/26): Loss 0.3348, Sem 0.2486, dir -0.3918, norm 0.4781, swav 0.0000 LR: 2.905e-02 Score 92.344 Data time: 0.2309, Forward time: 2.2787, Backward time: 3.1090, DDP time: 0.0052, Total iter time: 4.7975 [2020-11-06 02:30:57,926][root][INFO] - ===> Epoch[288](7470/26): Loss 0.2251, Sem 0.1732, dir -0.3654, norm 0.4173, swav 0.0000 LR: 2.904e-02 Score 95.099 Data time: 0.2260, Forward time: 2.2787, Backward time: 3.1089, DDP time: 0.0052, Total iter time: 4.9801 [2020-11-06 02:31:04,279][root][INFO] - ===> Epoch[288](7471/26): Loss 0.1879, Sem 0.1903, dir -0.3786, norm 0.3762, swav 0.0000 LR: 2.902e-02 Score 94.633 Data time: 0.3387, Forward time: 2.2788, Backward time: 3.1088, DDP time: 0.0052, Total iter time: 6.2347 [2020-11-06 02:31:10,222][root][INFO] - ===> Epoch[288](7472/26): Loss 0.1298, Sem 0.1741, dir -0.4417, norm 0.3973, swav 0.0000 LR: 2.901e-02 Score 94.537 Data time: 0.1635, Forward time: 2.2788, Backward time: 3.1089, DDP time: 0.0052, Total iter time: 5.7969 [2020-11-06 02:31:15,835][root][INFO] - ===> Epoch[288](7473/26): Loss 0.0803, Sem 0.1760, dir -0.4759, norm 0.3801, swav 0.0000 LR: 2.900e-02 Score 94.155 Data time: 0.1871, Forward time: 2.2787, Backward time: 3.1089, DDP time: 0.0052, Total iter time: 5.5022 [2020-11-06 02:31:21,493][root][INFO] - ===> Epoch[288](7474/26): Loss 0.1027, Sem 0.1871, dir -0.4552, norm 0.3707, swav 0.0000 LR: 2.899e-02 Score 94.732 Data time: 0.1641, Forward time: 2.2787, Backward time: 3.1090, DDP time: 0.0052, Total iter time: 5.5739 [2020-11-06 02:31:26,695][root][INFO] - ===> Epoch[288](7475/26): Loss 0.1522, Sem 0.1982, dir -0.4360, norm 0.3900, swav 0.0000 LR: 2.898e-02 Score 93.260 Data time: 0.2420, Forward time: 2.2787, Backward time: 3.1089, DDP time: 0.0052, Total iter time: 5.1212 [2020-11-06 02:31:33,693][root][INFO] - ===> Epoch[288](7476/26): Loss 0.2083, Sem 0.2020, dir -0.3944, norm 0.4007, swav 0.0000 LR: 2.897e-02 Score 93.517 Data time: 0.2382, Forward time: 2.2787, Backward time: 3.1090, DDP time: 0.0052, Total iter time: 6.8523 [2020-11-06 02:31:40,140][root][INFO] - ===> Epoch[288](7477/26): Loss 0.1347, Sem 0.1365, dir -0.4733, norm 0.4716, swav 0.0000 LR: 2.896e-02 Score 95.984 Data time: 0.2624, Forward time: 2.2787, Backward time: 3.1091, DDP time: 0.0052, Total iter time: 6.3286 [2020-11-06 02:31:46,981][root][INFO] - ===> Epoch[288](7478/26): Loss 0.2596, Sem 0.1922, dir -0.4053, norm 0.4727, swav 0.0000 LR: 2.895e-02 Score 93.850 Data time: 0.2491, Forward time: 2.2788, Backward time: 3.1091, DDP time: 0.0052, Total iter time: 6.7052 [2020-11-06 02:31:53,050][root][INFO] - ===> Epoch[288](7479/26): Loss 0.2614, Sem 0.2001, dir -0.3458, norm 0.4072, swav 0.0000 LR: 2.894e-02 Score 93.579 Data time: 0.2459, Forward time: 2.2789, Backward time: 3.1091, DDP time: 0.0052, Total iter time: 5.9561 [2020-11-06 02:31:57,657][root][INFO] - ===> Epoch[288](7480/26): Loss 0.1790, Sem 0.2108, dir -0.4277, norm 0.3959, swav 0.0000 LR: 2.893e-02 Score 93.428 Data time: 0.2087, Forward time: 2.2788, Backward time: 3.1090, DDP time: 0.0052, Total iter time: 4.4792 [2020-11-06 02:32:04,244][root][INFO] - ===> Epoch[288](7481/26): Loss 0.2333, Sem 0.1958, dir -0.3682, norm 0.4057, swav 0.0000 LR: 2.892e-02 Score 93.670 Data time: 0.2520, Forward time: 2.2789, Backward time: 3.1090, DDP time: 0.0052, Total iter time: 6.4798 [2020-11-06 02:32:08,565][root][INFO] - ===> Epoch[288](7482/26): Loss 0.2030, Sem 0.2267, dir -0.4328, norm 0.4091, swav 0.0000 LR: 2.891e-02 Score 94.008 Data time: 0.1652, Forward time: 2.2788, Backward time: 3.1089, DDP time: 0.0052, Total iter time: 4.1743 [2020-11-06 02:32:13,973][root][INFO] - ===> Epoch[288](7483/26): Loss 0.2343, Sem 0.2185, dir -0.4435, norm 0.4592, swav 0.0000 LR: 2.890e-02 Score 91.913 Data time: 0.1729, Forward time: 2.2787, Backward time: 3.1090, DDP time: 0.0052, Total iter time: 5.3173 [2020-11-06 02:32:19,690][root][INFO] - ===> Epoch[288](7484/26): Loss 0.1847, Sem 0.1925, dir -0.3627, norm 0.3549, swav 0.0000 LR: 2.889e-02 Score 93.287 Data time: 0.2040, Forward time: 2.2787, Backward time: 3.1090, DDP time: 0.0052, Total iter time: 5.6552 [2020-11-06 02:32:25,354][root][INFO] - ===> Epoch[288](7485/26): Loss 0.1463, Sem 0.1850, dir -0.4596, norm 0.4209, swav 0.0000 LR: 2.888e-02 Score 94.632 Data time: 0.2742, Forward time: 2.2788, Backward time: 3.1089, DDP time: 0.0052, Total iter time: 5.5466 [2020-11-06 02:32:30,451][root][INFO] - ===> Epoch[288](7486/26): Loss 0.2177, Sem 0.2388, dir -0.4377, norm 0.4166, swav 0.0000 LR: 2.887e-02 Score 92.674 Data time: 0.2428, Forward time: 2.2788, Backward time: 3.1087, DDP time: 0.0052, Total iter time: 4.9776 [2020-11-06 02:32:35,999][root][INFO] - ===> Epoch[288](7487/26): Loss 0.2153, Sem 0.2259, dir -0.4390, norm 0.4283, swav 0.0000 LR: 2.886e-02 Score 92.490 Data time: 0.2597, Forward time: 2.2789, Backward time: 3.1086, DDP time: 0.0052, Total iter time: 5.4266 [2020-11-06 02:32:41,807][root][INFO] - ===> Epoch[288](7488/26): Loss 0.1946, Sem 0.2001, dir -0.3855, norm 0.3800, swav 0.0000 LR: 2.885e-02 Score 93.157 Data time: 0.2074, Forward time: 2.2789, Backward time: 3.1086, DDP time: 0.0052, Total iter time: 5.6903 [2020-11-06 02:32:48,174][root][INFO] - ===> Epoch[289](7489/26): Loss 0.2042, Sem 0.2142, dir -0.4240, norm 0.4140, swav 0.0000 LR: 2.884e-02 Score 93.680 Data time: 0.2061, Forward time: 2.2789, Backward time: 3.1087, DDP time: 0.0052, Total iter time: 6.2658 [2020-11-06 02:32:53,536][root][INFO] - ===> Epoch[289](7490/26): Loss 0.1834, Sem 0.2016, dir -0.4334, norm 0.4152, swav 0.0000 LR: 2.883e-02 Score 93.971 Data time: 0.2125, Forward time: 2.2789, Backward time: 3.1087, DDP time: 0.0052, Total iter time: 5.2556 [2020-11-06 02:32:59,271][root][INFO] - ===> Epoch[289](7491/26): Loss 0.1787, Sem 0.1845, dir -0.4612, norm 0.4553, swav 0.0000 LR: 2.882e-02 Score 93.943 Data time: 0.1967, Forward time: 2.2788, Backward time: 3.1087, DDP time: 0.0052, Total iter time: 5.6211 [2020-11-06 02:33:05,447][root][INFO] - ===> Epoch[289](7492/26): Loss 0.1457, Sem 0.1910, dir -0.4509, norm 0.4056, swav 0.0000 LR: 2.881e-02 Score 94.080 Data time: 0.2686, Forward time: 2.2789, Backward time: 3.1087, DDP time: 0.0052, Total iter time: 6.0791 [2020-11-06 02:33:11,039][root][INFO] - ===> Epoch[289](7493/26): Loss 0.2202, Sem 0.2174, dir -0.3586, norm 0.3614, swav 0.0000 LR: 2.880e-02 Score 92.139 Data time: 0.2090, Forward time: 2.2789, Backward time: 3.1086, DDP time: 0.0052, Total iter time: 5.4503 [2020-11-06 02:33:16,017][root][INFO] - ===> Epoch[289](7494/26): Loss 0.1937, Sem 0.2132, dir -0.4483, norm 0.4288, swav 0.0000 LR: 2.879e-02 Score 93.028 Data time: 0.2074, Forward time: 2.2789, Backward time: 3.1086, DDP time: 0.0052, Total iter time: 4.8696 [2020-11-06 02:33:22,233][root][INFO] - ===> Epoch[289](7495/26): Loss 0.2555, Sem 0.2613, dir -0.4453, norm 0.4396, swav 0.0000 LR: 2.878e-02 Score 92.240 Data time: 0.2363, Forward time: 2.2789, Backward time: 3.1086, DDP time: 0.0052, Total iter time: 6.1051 [2020-11-06 02:33:27,792][root][INFO] - ===> Epoch[289](7496/26): Loss 0.2225, Sem 0.2395, dir -0.4270, norm 0.4100, swav 0.0000 LR: 2.877e-02 Score 92.183 Data time: 0.1959, Forward time: 2.2789, Backward time: 3.1086, DDP time: 0.0052, Total iter time: 5.4276 [2020-11-06 02:33:33,525][root][INFO] - ===> Epoch[289](7497/26): Loss 0.2257, Sem 0.1922, dir -0.4373, norm 0.4708, swav 0.0000 LR: 2.876e-02 Score 93.590 Data time: 0.2424, Forward time: 2.2790, Backward time: 3.1085, DDP time: 0.0052, Total iter time: 5.5999 [2020-11-06 02:33:40,127][root][INFO] - ===> Epoch[289](7498/26): Loss 0.2170, Sem 0.2216, dir -0.3933, norm 0.3888, swav 0.0000 LR: 2.875e-02 Score 93.267 Data time: 0.3263, Forward time: 2.2791, Backward time: 3.1085, DDP time: 0.0052, Total iter time: 6.4593 [2020-11-06 02:33:46,237][root][INFO] - ===> Epoch[289](7499/26): Loss 0.0729, Sem 0.1690, dir -0.4523, norm 0.3562, swav 0.0000 LR: 2.874e-02 Score 95.016 Data time: 0.1993, Forward time: 2.2790, Backward time: 3.1086, DDP time: 0.0052, Total iter time: 5.9660 [2020-11-06 02:33:50,894][root][INFO] - ===> Epoch[289](7500/26): Loss 0.1168, Sem 0.1522, dir -0.4818, norm 0.4464, swav 0.0000 LR: 2.873e-02 Score 95.762 Data time: 0.2310, Forward time: 2.2790, Backward time: 3.1084, DDP time: 0.0052, Total iter time: 4.5342 [2020-11-06 02:33:51,578][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-11-06 02:33:51,828][root][INFO] - ===> Start testing [2020-11-06 02:35:15,715][root][INFO] - 101/312: Data time: 0.0051, Iter time: 0.2620 Loss 1.654 (AVG: 0.623) Score 67.514 (AVG: 84.997) mIOU 60.713 mAP 69.187 mAcc 71.256 IOU: 76.970 95.381 57.360 75.722 85.847 82.140 67.411 49.783 41.089 62.098 15.978 47.006 50.547 69.082 43.441 45.623 81.604 40.387 82.089 44.710 mAP: 80.053 95.231 64.958 74.540 88.397 81.189 61.869 65.723 51.006 66.973 41.083 54.152 61.016 73.776 52.220 85.569 93.694 64.251 74.663 53.370 mAcc: 90.934 97.783 77.445 79.522 91.966 87.030 79.379 58.180 49.618 84.717 34.493 53.517 73.183 84.779 48.424 53.843 94.882 44.655 85.938 54.843 [2020-11-06 02:36:41,227][root][INFO] - 201/312: Data time: 0.0061, Iter time: 0.4152 Loss 0.339 (AVG: 0.598) Score 92.373 (AVG: 85.324) mIOU 61.481 mAP 68.680 mAcc 71.692 IOU: 77.596 95.870 55.931 74.112 86.256 78.111 69.243 49.012 47.150 61.965 15.584 46.467 48.716 66.007 40.962 52.836 84.167 49.760 86.022 43.848 mAP: 79.965 95.312 61.485 73.692 87.578 79.932 64.331 60.175 54.345 61.931 36.470 49.733 58.248 73.011 47.393 85.452 95.231 74.000 82.729 52.575 mAcc: 90.485 97.951 76.932 78.448 92.918 83.619 82.560 60.227 59.092 84.036 25.640 52.343 68.710 78.967 45.035 61.807 95.941 53.965 90.788 54.384 [2020-11-06 02:38:05,332][root][INFO] - 301/312: Data time: 0.0061, Iter time: 0.2092 Loss 0.501 (AVG: 0.649) Score 84.780 (AVG: 84.498) mIOU 60.014 mAP 67.796 mAcc 70.559 IOU: 77.265 95.762 53.638 73.110 85.661 75.704 65.254 48.392 46.895 69.071 13.405 47.356 44.441 59.387 39.944 49.765 79.147 50.690 84.658 40.729 mAP: 79.280 95.304 60.795 71.143 87.700 79.801 63.907 61.348 53.596 60.868 31.513 50.400 55.227 74.680 45.803 84.610 93.757 72.674 82.465 51.047 mAcc: 90.441 98.059 74.924 76.793 93.417 81.349 81.196 58.778 59.570 88.705 21.375 53.724 63.433 76.212 44.189 59.692 94.135 55.491 90.602 49.103 [2020-11-06 02:38:12,688][root][INFO] - 312/312: Data time: 0.0025, Iter time: 0.1510 Loss 0.295 (AVG: 0.646) Score 90.186 (AVG: 84.541) mIOU 59.883 mAP 67.674 mAcc 70.514 IOU: 77.332 95.736 53.448 72.892 85.976 75.287 64.958 48.112 46.994 70.215 13.864 46.947 45.042 58.695 38.792 49.536 78.189 50.368 84.650 40.627 mAP: 79.280 95.347 60.382 70.061 87.942 78.957 63.790 61.300 53.595 61.643 31.723 49.758 56.063 74.073 45.222 84.610 93.740 72.241 82.465 51.284 mAcc: 90.380 98.055 74.869 76.559 93.504 81.356 81.101 58.604 60.004 89.337 22.053 53.202 63.618 75.509 43.560 59.692 94.225 55.034 90.602 49.015 [2020-11-06 02:38:12,688][root][INFO] - Finished test. Elapsed time: 260.8590 [2020-11-06 02:38:26,042][root][INFO] - [2020-11-06 02:38:26,042][root][INFO] - ################################################################ [2020-11-06 02:38:26,043][root][INFO] - what : AP AP_50% AP_25% [2020-11-06 02:38:26,043][root][INFO] - ################################################################ [2020-11-06 02:38:26,043][root][INFO] - cabinet : 0.068 0.200 0.496 [2020-11-06 02:38:26,043][root][INFO] - bed : 0.195 0.500 0.617 [2020-11-06 02:38:26,043][root][INFO] - chair : 0.409 0.614 0.733 [2020-11-06 02:38:26,043][root][INFO] - sofa : 0.159 0.383 0.612 [2020-11-06 02:38:26,043][root][INFO] - table : 0.104 0.248 0.397 [2020-11-06 02:38:26,043][root][INFO] - door : 0.125 0.271 0.406 [2020-11-06 02:38:26,043][root][INFO] - window : 0.040 0.113 0.341 [2020-11-06 02:38:26,043][root][INFO] - bookshelf : 0.084 0.224 0.475 [2020-11-06 02:38:26,043][root][INFO] - picture : 0.007 0.036 0.120 [2020-11-06 02:38:26,043][root][INFO] - counter : 0.000 0.002 0.091 [2020-11-06 02:38:26,043][root][INFO] - desk : 0.003 0.017 0.206 [2020-11-06 02:38:26,043][root][INFO] - curtain : 0.179 0.316 0.480 [2020-11-06 02:38:26,043][root][INFO] - refrigerator : 0.053 0.151 0.250 [2020-11-06 02:38:26,043][root][INFO] - shower curtain : 0.356 0.599 0.629 [2020-11-06 02:38:26,043][root][INFO] - toilet : 0.722 0.981 0.981 [2020-11-06 02:38:26,043][root][INFO] - sink : 0.138 0.279 0.619 [2020-11-06 02:38:26,043][root][INFO] - bathtub : 0.476 0.678 0.865 [2020-11-06 02:38:26,043][root][INFO] - otherfurniture : 0.168 0.316 0.507 [2020-11-06 02:38:26,044][root][INFO] - ---------------------------------------------------------------- [2020-11-06 02:38:26,044][root][INFO] - average : 0.183 0.329 0.490 [2020-11-06 02:38:26,044][root][INFO] - [2020-11-06 02:38:26,329][root][INFO] - Summary name validation/mAP@0.5 is illegal; using validation/mAP_0.5 instead. [2020-11-06 02:38:26,331][root][INFO] - Current best mIoU: 60.610 at iter 6500 [2020-11-06 02:38:30,490][root][INFO] - ===> Epoch[289](7501/26): Loss 0.1415, Sem 0.1738, dir -0.4068, norm 0.3744, swav 0.0000 LR: 2.871e-02 Score 93.770 Data time: 0.1554, Forward time: 2.2790, Backward time: 3.1083, DDP time: 0.0052, Total iter time: 4.1521 [2020-11-06 02:38:36,741][root][INFO] - ===> Epoch[289](7502/26): Loss 0.1570, Sem 0.2062, dir -0.4480, norm 0.3988, swav 0.0000 LR: 2.870e-02 Score 92.820 Data time: 0.2257, Forward time: 2.2790, Backward time: 3.1083, DDP time: 0.0052, Total iter time: 6.1381 [2020-11-06 02:38:42,148][root][INFO] - ===> Epoch[289](7503/26): Loss 0.2063, Sem 0.1977, dir -0.3988, norm 0.4074, swav 0.0000 LR: 2.869e-02 Score 93.664 Data time: 0.1600, Forward time: 2.2789, Backward time: 3.1083, DDP time: 0.0052, Total iter time: 5.2849 [2020-11-06 02:38:48,357][root][INFO] - ===> Epoch[289](7504/26): Loss 0.2073, Sem 0.2081, dir -0.4356, norm 0.4348, swav 0.0000 LR: 2.868e-02 Score 93.138 Data time: 0.2163, Forward time: 2.2789, Backward time: 3.1084, DDP time: 0.0052, Total iter time: 6.1013 [2020-11-06 02:38:54,097][root][INFO] - ===> Epoch[289](7505/26): Loss 0.1952, Sem 0.2282, dir -0.4168, norm 0.3838, swav 0.0000 LR: 2.867e-02 Score 93.389 Data time: 0.2208, Forward time: 2.2789, Backward time: 3.1084, DDP time: 0.0052, Total iter time: 5.6063 [2020-11-06 02:38:59,308][root][INFO] - ===> Epoch[289](7506/26): Loss 0.0683, Sem 0.1368, dir -0.4815, norm 0.4130, swav 0.0000 LR: 2.866e-02 Score 95.347 Data time: 0.1700, Forward time: 2.2789, Backward time: 3.1084, DDP time: 0.0052, Total iter time: 5.0888 [2020-11-06 02:39:04,548][root][INFO] - ===> Epoch[289](7507/26): Loss 0.2206, Sem 0.2096, dir -0.4108, norm 0.4218, swav 0.0000 LR: 2.865e-02 Score 92.767 Data time: 0.1950, Forward time: 2.2788, Backward time: 3.1083, DDP time: 0.0052, Total iter time: 5.1275 [2020-11-06 02:39:11,402][root][INFO] - ===> Epoch[289](7508/26): Loss 0.2107, Sem 0.2345, dir -0.4227, norm 0.3989, swav 0.0000 LR: 2.864e-02 Score 93.260 Data time: 0.2230, Forward time: 2.2789, Backward time: 3.1084, DDP time: 0.0052, Total iter time: 6.7324 [2020-11-06 02:39:16,653][root][INFO] - ===> Epoch[289](7509/26): Loss 0.0712, Sem 0.1849, dir -0.5167, norm 0.4029, swav 0.0000 LR: 2.863e-02 Score 93.807 Data time: 0.1605, Forward time: 2.2788, Backward time: 3.1084, DDP time: 0.0052, Total iter time: 5.1187 [2020-11-06 02:39:21,998][root][INFO] - ===> Epoch[289](7510/26): Loss 0.1588, Sem 0.1943, dir -0.4208, norm 0.3853, swav 0.0000 LR: 2.862e-02 Score 93.061 Data time: 0.2088, Forward time: 2.2787, Backward time: 3.1084, DDP time: 0.0052, Total iter time: 5.2441 [2020-11-06 02:39:27,819][root][INFO] - ===> Epoch[289](7511/26): Loss 0.1747, Sem 0.1802, dir -0.4228, norm 0.4172, swav 0.0000 LR: 2.861e-02 Score 94.251 Data time: 0.2180, Forward time: 2.2787, Backward time: 3.1084, DDP time: 0.0052, Total iter time: 5.6991 [2020-11-06 02:39:32,453][root][INFO] - ===> Epoch[289](7512/26): Loss 0.3112, Sem 0.2588, dir -0.3757, norm 0.4281, swav 0.0000 LR: 2.860e-02 Score 91.353 Data time: 0.2340, Forward time: 2.2787, Backward time: 3.1083, DDP time: 0.0052, Total iter time: 4.4934 [2020-11-06 02:39:38,290][root][INFO] - ===> Epoch[289](7513/26): Loss 0.2122, Sem 0.1548, dir -0.3383, norm 0.3957, swav 0.0000 LR: 2.859e-02 Score 94.943 Data time: 0.2127, Forward time: 2.2788, Backward time: 3.1083, DDP time: 0.0052, Total iter time: 5.7052 [2020-11-06 02:39:45,220][root][INFO] - ===> Epoch[289](7514/26): Loss 0.1291, Sem 0.1752, dir -0.4106, norm 0.3645, swav 0.0000 LR: 2.858e-02 Score 95.040 Data time: 0.2613, Forward time: 2.2788, Backward time: 3.1083, DDP time: 0.0052, Total iter time: 6.7682 [2020-11-06 02:39:50,682][root][INFO] - ===> Epoch[290](7515/26): Loss 0.1739, Sem 0.1841, dir -0.4226, norm 0.4124, swav 0.0000 LR: 2.857e-02 Score 94.908 Data time: 0.1791, Forward time: 2.2788, Backward time: 3.1083, DDP time: 0.0052, Total iter time: 5.2978 [2020-11-06 02:39:55,233][root][INFO] - ===> Epoch[290](7516/26): Loss 0.1533, Sem 0.2260, dir -0.4566, norm 0.3839, swav 0.0000 LR: 2.856e-02 Score 93.584 Data time: 0.2048, Forward time: 2.2788, Backward time: 3.1082, DDP time: 0.0052, Total iter time: 4.4275 [2020-11-06 02:40:00,896][root][INFO] - ===> Epoch[290](7517/26): Loss 0.2795, Sem 0.2580, dir -0.3893, norm 0.4107, swav 0.0000 LR: 2.855e-02 Score 91.789 Data time: 0.2454, Forward time: 2.2788, Backward time: 3.1081, DDP time: 0.0052, Total iter time: 5.5660 [2020-11-06 02:40:05,958][root][INFO] - ===> Epoch[290](7518/26): Loss 0.0856, Sem 0.1967, dir -0.4369, norm 0.3258, swav 0.0000 LR: 2.854e-02 Score 93.404 Data time: 0.1311, Forward time: 2.2787, Backward time: 3.1081, DDP time: 0.0052, Total iter time: 4.9283 [2020-11-06 02:40:12,601][root][INFO] - ===> Epoch[290](7519/26): Loss 0.2095, Sem 0.2291, dir -0.4020, norm 0.3824, swav 0.0000 LR: 2.853e-02 Score 93.603 Data time: 0.1833, Forward time: 2.2787, Backward time: 3.1083, DDP time: 0.0052, Total iter time: 6.5362 [2020-11-06 02:40:17,967][root][INFO] - ===> Epoch[290](7520/26): Loss 0.1519, Sem 0.2320, dir -0.4697, norm 0.3896, swav 0.0000 LR: 2.852e-02 Score 92.503 Data time: 0.2035, Forward time: 2.2786, Backward time: 3.1083, DDP time: 0.0052, Total iter time: 5.2557 [2020-11-06 02:40:23,180][root][INFO] - ===> Epoch[290](7521/26): Loss 0.2586, Sem 0.2113, dir -0.4242, norm 0.4715, swav 0.0000 LR: 2.851e-02 Score 93.508 Data time: 0.2411, Forward time: 2.2787, Backward time: 3.1081, DDP time: 0.0052, Total iter time: 5.0809 [2020-11-06 02:40:28,830][root][INFO] - ===> Epoch[290](7522/26): Loss 0.2302, Sem 0.2089, dir -0.4252, norm 0.4465, swav 0.0000 LR: 2.850e-02 Score 92.682 Data time: 0.2361, Forward time: 2.2787, Backward time: 3.1081, DDP time: 0.0052, Total iter time: 5.5231 [2020-11-06 02:40:34,293][root][INFO] - ===> Epoch[290](7523/26): Loss 0.1563, Sem 0.1670, dir -0.4640, norm 0.4534, swav 0.0000 LR: 2.849e-02 Score 94.235 Data time: 0.1731, Forward time: 2.2786, Backward time: 3.1081, DDP time: 0.0052, Total iter time: 5.3095 [2020-11-06 02:40:40,358][root][INFO] - ===> Epoch[290](7524/26): Loss 0.2892, Sem 0.2560, dir -0.4239, norm 0.4572, swav 0.0000 LR: 2.848e-02 Score 92.013 Data time: 0.2900, Forward time: 2.2787, Backward time: 3.1080, DDP time: 0.0052, Total iter time: 5.9730 [2020-11-06 02:40:45,713][root][INFO] - ===> Epoch[290](7525/26): Loss 0.2420, Sem 0.2616, dir -0.4313, norm 0.4117, swav 0.0000 LR: 2.847e-02 Score 92.122 Data time: 0.2044, Forward time: 2.2787, Backward time: 3.1080, DDP time: 0.0052, Total iter time: 5.2187 [2020-11-06 02:40:51,279][root][INFO] - ===> Epoch[290](7526/26): Loss 0.2113, Sem 0.2139, dir -0.4156, norm 0.4130, swav 0.0000 LR: 2.846e-02 Score 93.679 Data time: 0.1977, Forward time: 2.2787, Backward time: 3.1080, DDP time: 0.0052, Total iter time: 5.4596 [2020-11-06 02:40:58,413][root][INFO] - ===> Epoch[290](7527/26): Loss 0.0462, Sem 0.1717, dir -0.4869, norm 0.3614, swav 0.0000 LR: 2.845e-02 Score 94.404 Data time: 0.1530, Forward time: 2.2786, Backward time: 3.1082, DDP time: 0.0052, Total iter time: 7.0150 [2020-11-06 02:41:04,310][root][INFO] - ===> Epoch[290](7528/26): Loss 0.1150, Sem 0.1882, dir -0.4468, norm 0.3736, swav 0.0000 LR: 2.844e-02 Score 94.033 Data time: 0.2791, Forward time: 2.2787, Backward time: 3.1082, DDP time: 0.0052, Total iter time: 5.8106 [2020-11-06 02:41:09,567][root][INFO] - ===> Epoch[290](7529/26): Loss 0.2002, Sem 0.1716, dir -0.3325, norm 0.3611, swav 0.0000 LR: 2.843e-02 Score 94.951 Data time: 0.2365, Forward time: 2.2788, Backward time: 3.1080, DDP time: 0.0052, Total iter time: 5.1334 [2020-11-06 02:41:15,514][root][INFO] - ===> Epoch[290](7530/26): Loss 0.2586, Sem 0.2594, dir -0.4248, norm 0.4240, swav 0.0000 LR: 2.841e-02 Score 91.776 Data time: 0.1834, Forward time: 2.2787, Backward time: 3.1081, DDP time: 0.0052, Total iter time: 5.8304 [2020-11-06 02:41:21,637][root][INFO] - ===> Epoch[290](7531/26): Loss 0.2154, Sem 0.1885, dir -0.4197, norm 0.4467, swav 0.0000 LR: 2.840e-02 Score 93.985 Data time: 0.2977, Forward time: 2.2788, Backward time: 3.1081, DDP time: 0.0052, Total iter time: 6.0039 [2020-11-06 02:41:28,225][root][INFO] - ===> Epoch[290](7532/26): Loss 0.1860, Sem 0.1835, dir -0.4052, norm 0.4077, swav 0.0000 LR: 2.839e-02 Score 94.230 Data time: 0.2073, Forward time: 2.2788, Backward time: 3.1082, DDP time: 0.0052, Total iter time: 6.4741 [2020-11-06 02:41:33,918][root][INFO] - ===> Epoch[290](7533/26): Loss 0.1739, Sem 0.2002, dir -0.4360, norm 0.4097, swav 0.0000 LR: 2.838e-02 Score 93.737 Data time: 0.1799, Forward time: 2.2788, Backward time: 3.1082, DDP time: 0.0052, Total iter time: 5.5697 [2020-11-06 02:41:39,349][root][INFO] - ===> Epoch[290](7534/26): Loss 0.2528, Sem 0.2075, dir -0.4004, norm 0.4457, swav 0.0000 LR: 2.837e-02 Score 92.803 Data time: 0.2580, Forward time: 2.2788, Backward time: 3.1081, DDP time: 0.0052, Total iter time: 5.3438 [2020-11-06 02:41:44,681][root][INFO] - ===> Epoch[290](7535/26): Loss 0.1402, Sem 0.2148, dir -0.4708, norm 0.3962, swav 0.0000 LR: 2.836e-02 Score 92.976 Data time: 0.2713, Forward time: 2.2789, Backward time: 3.1080, DDP time: 0.0052, Total iter time: 5.1988 [2020-11-06 02:41:50,640][root][INFO] - ===> Epoch[290](7536/26): Loss 0.2072, Sem 0.2133, dir -0.4172, norm 0.4111, swav 0.0000 LR: 2.835e-02 Score 92.706 Data time: 0.2707, Forward time: 2.2790, Backward time: 3.1079, DDP time: 0.0052, Total iter time: 5.8418 [2020-11-06 02:41:55,398][root][INFO] - ===> Epoch[290](7537/26): Loss 0.1877, Sem 0.1979, dir -0.4305, norm 0.4203, swav 0.0000 LR: 2.834e-02 Score 94.527 Data time: 0.2041, Forward time: 2.2790, Backward time: 3.1078, DDP time: 0.0052, Total iter time: 4.6095 [2020-11-06 02:42:00,649][root][INFO] - ===> Epoch[290](7538/26): Loss 0.1896, Sem 0.1996, dir -0.4537, norm 0.4437, swav 0.0000 LR: 2.833e-02 Score 94.409 Data time: 0.2065, Forward time: 2.2789, Backward time: 3.1077, DDP time: 0.0052, Total iter time: 5.1496 [2020-11-06 02:42:06,724][root][INFO] - ===> Epoch[290](7539/26): Loss 0.1548, Sem 0.1699, dir -0.4466, norm 0.4315, swav 0.0000 LR: 2.832e-02 Score 94.343 Data time: 0.2093, Forward time: 2.2790, Backward time: 3.1078, DDP time: 0.0052, Total iter time: 5.9883 [2020-11-06 02:42:12,272][root][INFO] - ===> Epoch[290](7540/26): Loss 0.2134, Sem 0.2033, dir -0.4374, norm 0.4475, swav 0.0000 LR: 2.831e-02 Score 94.176 Data time: 0.1863, Forward time: 2.2789, Backward time: 3.1078, DDP time: 0.0052, Total iter time: 5.4251 [2020-11-06 02:42:17,264][root][INFO] - ===> Epoch[291](7541/26): Loss 0.2609, Sem 0.2677, dir -0.4293, norm 0.4224, swav 0.0000 LR: 2.830e-02 Score 91.663 Data time: 0.2416, Forward time: 2.2789, Backward time: 3.1077, DDP time: 0.0052, Total iter time: 4.9075 [2020-11-06 02:42:23,389][root][INFO] - ===> Epoch[291](7542/26): Loss 0.1640, Sem 0.1992, dir -0.4296, norm 0.3943, swav 0.0000 LR: 2.829e-02 Score 94.586 Data time: 0.3105, Forward time: 2.2790, Backward time: 3.1076, DDP time: 0.0052, Total iter time: 6.0049 [2020-11-06 02:42:29,774][root][INFO] - ===> Epoch[291](7543/26): Loss 0.1987, Sem 0.2193, dir -0.4529, norm 0.4323, swav 0.0000 LR: 2.828e-02 Score 93.108 Data time: 0.2467, Forward time: 2.2791, Backward time: 3.1076, DDP time: 0.0052, Total iter time: 6.2431 [2020-11-06 02:42:35,352][root][INFO] - ===> Epoch[291](7544/26): Loss 0.1383, Sem 0.1993, dir -0.4199, norm 0.3590, swav 0.0000 LR: 2.827e-02 Score 93.878 Data time: 0.1840, Forward time: 2.2790, Backward time: 3.1076, DDP time: 0.0052, Total iter time: 5.4474 [2020-11-06 02:42:42,191][root][INFO] - ===> Epoch[291](7545/26): Loss 0.1423, Sem 0.2053, dir -0.4497, norm 0.3867, swav 0.0000 LR: 2.826e-02 Score 94.069 Data time: 0.3268, Forward time: 2.2792, Backward time: 3.1076, DDP time: 0.0052, Total iter time: 6.7490 [2020-11-06 02:42:48,640][root][INFO] - ===> Epoch[291](7546/26): Loss 0.1844, Sem 0.2154, dir -0.4405, norm 0.4094, swav 0.0000 LR: 2.825e-02 Score 93.246 Data time: 0.1911, Forward time: 2.2792, Backward time: 3.1077, DDP time: 0.0052, Total iter time: 6.3111 [2020-11-06 02:42:54,955][root][INFO] - ===> Epoch[291](7547/26): Loss 0.1154, Sem 0.2014, dir -0.4602, norm 0.3742, swav 0.0000 LR: 2.824e-02 Score 94.312 Data time: 0.1243, Forward time: 2.2791, Backward time: 3.1079, DDP time: 0.0052, Total iter time: 6.1976 [2020-11-06 02:43:00,421][root][INFO] - ===> Epoch[291](7548/26): Loss 0.1234, Sem 0.2053, dir -0.4533, norm 0.3714, swav 0.0000 LR: 2.823e-02 Score 92.951 Data time: 0.1657, Forward time: 2.2790, Backward time: 3.1079, DDP time: 0.0052, Total iter time: 5.3979 [2020-11-06 02:43:05,797][root][INFO] - ===> Epoch[291](7549/26): Loss 0.2196, Sem 0.2228, dir -0.3881, norm 0.3849, swav 0.0000 LR: 2.822e-02 Score 93.370 Data time: 0.1657, Forward time: 2.2789, Backward time: 3.1079, DDP time: 0.0052, Total iter time: 5.2647 [2020-11-06 02:43:12,202][root][INFO] - ===> Epoch[291](7550/26): Loss 0.1960, Sem 0.2100, dir -0.4223, norm 0.4083, swav 0.0000 LR: 2.821e-02 Score 93.327 Data time: 0.1908, Forward time: 2.2789, Backward time: 3.1081, DDP time: 0.0052, Total iter time: 6.3195 [2020-11-06 02:43:18,449][root][INFO] - ===> Epoch[291](7551/26): Loss 0.1699, Sem 0.1801, dir -0.4718, norm 0.4616, swav 0.0000 LR: 2.820e-02 Score 93.837 Data time: 0.2553, Forward time: 2.2789, Backward time: 3.1081, DDP time: 0.0052, Total iter time: 6.1352 [2020-11-06 02:43:24,164][root][INFO] - ===> Epoch[291](7552/26): Loss 0.1851, Sem 0.2099, dir -0.4541, norm 0.4293, swav 0.0000 LR: 2.819e-02 Score 93.779 Data time: 0.3133, Forward time: 2.2790, Backward time: 3.1080, DDP time: 0.0052, Total iter time: 5.5906 [2020-11-06 02:43:29,208][root][INFO] - ===> Epoch[291](7553/26): Loss 0.2009, Sem 0.2301, dir -0.3968, norm 0.3677, swav 0.0000 LR: 2.818e-02 Score 93.062 Data time: 0.1862, Forward time: 2.2790, Backward time: 3.1079, DDP time: 0.0052, Total iter time: 4.9357 [2020-11-06 02:43:34,682][root][INFO] - ===> Epoch[291](7554/26): Loss 0.1107, Sem 0.2060, dir -0.4860, norm 0.3908, swav 0.0000 LR: 2.817e-02 Score 93.771 Data time: 0.2213, Forward time: 2.2789, Backward time: 3.1079, DDP time: 0.0052, Total iter time: 5.3655 [2020-11-06 02:43:41,576][root][INFO] - ===> Epoch[291](7555/26): Loss 0.1215, Sem 0.1677, dir -0.4046, norm 0.3583, swav 0.0000 LR: 2.816e-02 Score 94.411 Data time: 0.2491, Forward time: 2.2790, Backward time: 3.1080, DDP time: 0.0052, Total iter time: 6.7909 [2020-11-06 02:43:47,355][root][INFO] - ===> Epoch[291](7556/26): Loss 0.1908, Sem 0.1706, dir -0.4422, norm 0.4624, swav 0.0000 LR: 2.815e-02 Score 94.028 Data time: 0.2205, Forward time: 2.2790, Backward time: 3.1080, DDP time: 0.0052, Total iter time: 5.6603 [2020-11-06 02:43:53,684][root][INFO] - ===> Epoch[291](7557/26): Loss 0.2355, Sem 0.2919, dir -0.4471, norm 0.3907, swav 0.0000 LR: 2.814e-02 Score 91.021 Data time: 0.2637, Forward time: 2.2790, Backward time: 3.1080, DDP time: 0.0052, Total iter time: 6.2176 [2020-11-06 02:43:59,343][root][INFO] - ===> Epoch[291](7558/26): Loss 0.1549, Sem 0.2263, dir -0.4513, norm 0.3799, swav 0.0000 LR: 2.812e-02 Score 92.224 Data time: 0.2449, Forward time: 2.2790, Backward time: 3.1080, DDP time: 0.0052, Total iter time: 5.5192 [2020-11-06 02:44:05,540][root][INFO] - ===> Epoch[291](7559/26): Loss 0.1672, Sem 0.1898, dir -0.4297, norm 0.4071, swav 0.0000 LR: 2.811e-02 Score 95.101 Data time: 0.2542, Forward time: 2.2791, Backward time: 3.1080, DDP time: 0.0052, Total iter time: 6.0870 [2020-11-06 02:44:11,881][root][INFO] - ===> Epoch[291](7560/26): Loss 0.1445, Sem 0.1662, dir -0.4236, norm 0.4019, swav 0.0000 LR: 2.810e-02 Score 94.982 Data time: 0.2006, Forward time: 2.2791, Backward time: 3.1081, DDP time: 0.0052, Total iter time: 6.2339 [2020-11-06 02:44:20,798][root][INFO] - ===> Epoch[291](7561/26): Loss 0.2660, Sem 0.2405, dir -0.3911, norm 0.4166, swav 0.0000 LR: 2.809e-02 Score 93.166 Data time: 0.2163, Forward time: 2.2791, Backward time: 3.1085, DDP time: 0.0052, Total iter time: 8.8027 [2020-11-06 02:44:27,143][root][INFO] - ===> Epoch[291](7562/26): Loss 0.2164, Sem 0.2051, dir -0.4457, norm 0.4570, swav 0.0000 LR: 2.808e-02 Score 93.771 Data time: 0.2291, Forward time: 2.2791, Backward time: 3.1085, DDP time: 0.0052, Total iter time: 6.2196 [2020-11-06 02:44:32,464][root][INFO] - ===> Epoch[291](7563/26): Loss 0.2068, Sem 0.2037, dir -0.4691, norm 0.4722, swav 0.0000 LR: 2.807e-02 Score 93.952 Data time: 0.2496, Forward time: 2.2792, Backward time: 3.1084, DDP time: 0.0052, Total iter time: 5.1814 [2020-11-06 02:44:37,591][root][INFO] - ===> Epoch[291](7564/26): Loss 0.1192, Sem 0.1764, dir -0.4598, norm 0.4026, swav 0.0000 LR: 2.806e-02 Score 94.430 Data time: 0.1376, Forward time: 2.2790, Backward time: 3.1084, DDP time: 0.0052, Total iter time: 5.0169 [2020-11-06 02:44:42,548][root][INFO] - ===> Epoch[291](7565/26): Loss 0.1598, Sem 0.1968, dir -0.4573, norm 0.4203, swav 0.0000 LR: 2.805e-02 Score 93.257 Data time: 0.1917, Forward time: 2.2790, Backward time: 3.1083, DDP time: 0.0052, Total iter time: 4.8741 [2020-11-06 02:44:48,187][root][INFO] - ===> Epoch[291](7566/26): Loss 0.2552, Sem 0.2250, dir -0.3824, norm 0.4126, swav 0.0000 LR: 2.804e-02 Score 93.325 Data time: 0.1580, Forward time: 2.2790, Backward time: 3.1084, DDP time: 0.0052, Total iter time: 5.5196 [2020-11-06 02:44:53,472][root][INFO] - ===> Epoch[292](7567/26): Loss 0.1555, Sem 0.2009, dir -0.4390, norm 0.3937, swav 0.0000 LR: 2.803e-02 Score 92.919 Data time: 0.1724, Forward time: 2.2789, Backward time: 3.1084, DDP time: 0.0052, Total iter time: 5.1569 [2020-11-06 02:44:58,744][root][INFO] - ===> Epoch[292](7568/26): Loss 0.2306, Sem 0.2158, dir -0.3618, norm 0.3766, swav 0.0000 LR: 2.802e-02 Score 93.482 Data time: 0.1769, Forward time: 2.2788, Backward time: 3.1084, DDP time: 0.0052, Total iter time: 5.1620 [2020-11-06 02:45:03,949][root][INFO] - ===> Epoch[292](7569/26): Loss 0.2252, Sem 0.2139, dir -0.4321, norm 0.4435, swav 0.0000 LR: 2.801e-02 Score 93.342 Data time: 0.2334, Forward time: 2.2789, Backward time: 3.1083, DDP time: 0.0052, Total iter time: 5.1076 [2020-11-06 02:45:09,841][root][INFO] - ===> Epoch[292](7570/26): Loss 0.2428, Sem 0.2283, dir -0.4493, norm 0.4638, swav 0.0000 LR: 2.800e-02 Score 92.284 Data time: 0.1732, Forward time: 2.2788, Backward time: 3.1083, DDP time: 0.0052, Total iter time: 5.7800 [2020-11-06 02:45:16,055][root][INFO] - ===> Epoch[292](7571/26): Loss 0.1482, Sem 0.2195, dir -0.4392, norm 0.3679, swav 0.0000 LR: 2.799e-02 Score 93.529 Data time: 0.2789, Forward time: 2.2789, Backward time: 3.1083, DDP time: 0.0052, Total iter time: 6.1205 [2020-11-06 02:45:22,670][root][INFO] - ===> Epoch[292](7572/26): Loss 0.1421, Sem 0.1585, dir -0.4571, norm 0.4407, swav 0.0000 LR: 2.798e-02 Score 95.498 Data time: 0.2232, Forward time: 2.2789, Backward time: 3.1084, DDP time: 0.0052, Total iter time: 6.4764 [2020-11-06 02:45:29,435][root][INFO] - ===> Epoch[292](7573/26): Loss 0.1590, Sem 0.1701, dir -0.4455, norm 0.4344, swav 0.0000 LR: 2.797e-02 Score 94.054 Data time: 0.1899, Forward time: 2.2789, Backward time: 3.1085, DDP time: 0.0052, Total iter time: 6.6322 [2020-11-06 02:45:34,627][root][INFO] - ===> Epoch[292](7574/26): Loss 0.1615, Sem 0.2133, dir -0.4263, norm 0.3746, swav 0.0000 LR: 2.796e-02 Score 94.041 Data time: 0.2233, Forward time: 2.2789, Backward time: 3.1084, DDP time: 0.0052, Total iter time: 5.0747 [2020-11-06 02:45:39,985][root][INFO] - ===> Epoch[292](7575/26): Loss 0.0872, Sem 0.1548, dir -0.4513, norm 0.3836, swav 0.0000 LR: 2.795e-02 Score 95.157 Data time: 0.2075, Forward time: 2.2789, Backward time: 3.1084, DDP time: 0.0052, Total iter time: 5.2264 [2020-11-06 02:45:45,910][root][INFO] - ===> Epoch[292](7576/26): Loss 0.1415, Sem 0.1848, dir -0.4707, norm 0.4275, swav 0.0000 LR: 2.794e-02 Score 94.760 Data time: 0.1481, Forward time: 2.2788, Backward time: 3.1085, DDP time: 0.0052, Total iter time: 5.8074 [2020-11-06 02:45:52,059][root][INFO] - ===> Epoch[292](7577/26): Loss 0.2448, Sem 0.2383, dir -0.4134, norm 0.4199, swav 0.0000 LR: 2.793e-02 Score 92.521 Data time: 0.2691, Forward time: 2.2789, Backward time: 3.1085, DDP time: 0.0052, Total iter time: 6.0759 [2020-11-06 02:45:59,337][root][INFO] - ===> Epoch[292](7578/26): Loss 0.0767, Sem 0.1412, dir -0.4800, norm 0.4155, swav 0.0000 LR: 2.792e-02 Score 95.263 Data time: 0.2982, Forward time: 2.2790, Backward time: 3.1085, DDP time: 0.0052, Total iter time: 7.1301 [2020-11-06 02:46:05,403][root][INFO] - ===> Epoch[292](7579/26): Loss 0.3049, Sem 0.2964, dir -0.4006, norm 0.4092, swav 0.0000 LR: 2.791e-02 Score 91.175 Data time: 0.1873, Forward time: 2.2790, Backward time: 3.1086, DDP time: 0.0052, Total iter time: 5.8866 [2020-11-06 02:46:10,714][root][INFO] - ===> Epoch[292](7580/26): Loss 0.1831, Sem 0.1828, dir -0.4165, norm 0.4167, swav 0.0000 LR: 2.790e-02 Score 93.727 Data time: 0.1902, Forward time: 2.2790, Backward time: 3.1086, DDP time: 0.0052, Total iter time: 5.1919 [2020-11-06 02:46:16,897][root][INFO] - ===> Epoch[292](7581/26): Loss 0.1308, Sem 0.2188, dir -0.4758, norm 0.3878, swav 0.0000 LR: 2.789e-02 Score 91.982 Data time: 0.1897, Forward time: 2.2789, Backward time: 3.1087, DDP time: 0.0052, Total iter time: 6.0824 [2020-11-06 02:46:21,441][root][INFO] - ===> Epoch[292](7582/26): Loss 0.0892, Sem 0.1794, dir -0.4770, norm 0.3868, swav 0.0000 LR: 2.788e-02 Score 94.414 Data time: 0.2180, Forward time: 2.2789, Backward time: 3.1085, DDP time: 0.0052, Total iter time: 4.4505 [2020-11-06 02:46:28,024][root][INFO] - ===> Epoch[292](7583/26): Loss 0.1574, Sem 0.1764, dir -0.3661, norm 0.3470, swav 0.0000 LR: 2.787e-02 Score 94.009 Data time: 0.3204, Forward time: 2.2790, Backward time: 3.1085, DDP time: 0.0052, Total iter time: 6.4583 [2020-11-06 02:46:33,474][root][INFO] - ===> Epoch[292](7584/26): Loss 0.1223, Sem 0.1674, dir -0.4038, norm 0.3587, swav 0.0000 LR: 2.786e-02 Score 94.690 Data time: 0.2474, Forward time: 2.2790, Backward time: 3.1084, DDP time: 0.0052, Total iter time: 5.3245 [2020-11-06 02:46:39,348][root][INFO] - ===> Epoch[292](7585/26): Loss 0.1153, Sem 0.1724, dir -0.4862, norm 0.4292, swav 0.0000 LR: 2.785e-02 Score 93.443 Data time: 0.2764, Forward time: 2.2791, Backward time: 3.1083, DDP time: 0.0052, Total iter time: 5.7519 [2020-11-06 02:46:44,311][root][INFO] - ===> Epoch[292](7586/26): Loss 0.1579, Sem 0.1761, dir -0.4105, norm 0.3923, swav 0.0000 LR: 2.783e-02 Score 94.592 Data time: 0.1482, Forward time: 2.2790, Backward time: 3.1083, DDP time: 0.0052, Total iter time: 4.8375 [2020-11-06 02:46:51,575][root][INFO] - ===> Epoch[292](7587/26): Loss 0.2395, Sem 0.2432, dir -0.4150, norm 0.4113, swav 0.0000 LR: 2.782e-02 Score 92.836 Data time: 0.2790, Forward time: 2.2791, Backward time: 3.1084, DDP time: 0.0052, Total iter time: 7.1818 [2020-11-06 02:46:56,190][root][INFO] - ===> Epoch[292](7588/26): Loss 0.1184, Sem 0.1541, dir -0.3960, norm 0.3602, swav 0.0000 LR: 2.781e-02 Score 95.016 Data time: 0.2121, Forward time: 2.2791, Backward time: 3.1083, DDP time: 0.0052, Total iter time: 4.4643 [2020-11-06 02:47:02,872][root][INFO] - ===> Epoch[292](7589/26): Loss 0.1740, Sem 0.2014, dir -0.4663, norm 0.4389, swav 0.0000 LR: 2.780e-02 Score 93.800 Data time: 0.2322, Forward time: 2.2792, Backward time: 3.1084, DDP time: 0.0052, Total iter time: 6.5864 [2020-11-06 02:47:07,644][root][INFO] - ===> Epoch[292](7590/26): Loss 0.1034, Sem 0.2107, dir -0.5359, norm 0.4286, swav 0.0000 LR: 2.779e-02 Score 92.410 Data time: 0.1857, Forward time: 2.2791, Backward time: 3.1083, DDP time: 0.0052, Total iter time: 4.6639 [2020-11-06 02:47:13,258][root][INFO] - ===> Epoch[292](7591/26): Loss 0.1317, Sem 0.1667, dir -0.4261, norm 0.3911, swav 0.0000 LR: 2.778e-02 Score 94.397 Data time: 0.2836, Forward time: 2.2792, Backward time: 3.1082, DDP time: 0.0052, Total iter time: 5.5168 [2020-11-06 02:47:20,391][root][INFO] - ===> Epoch[292](7592/26): Loss 0.1899, Sem 0.1778, dir -0.3597, norm 0.3717, swav 0.0000 LR: 2.777e-02 Score 94.007 Data time: 0.2199, Forward time: 2.2792, Backward time: 3.1083, DDP time: 0.0052, Total iter time: 7.0072 [2020-11-06 02:47:25,212][root][INFO] - ===> Epoch[293](7593/26): Loss 0.1583, Sem 0.1849, dir -0.3862, norm 0.3597, swav 0.0000 LR: 2.776e-02 Score 94.178 Data time: 0.1441, Forward time: 2.2791, Backward time: 3.1083, DDP time: 0.0052, Total iter time: 4.7082 [2020-11-06 02:47:31,700][root][INFO] - ===> Epoch[293](7594/26): Loss 0.1133, Sem 0.1908, dir -0.4971, norm 0.4196, swav 0.0000 LR: 2.775e-02 Score 93.903 Data time: 0.1788, Forward time: 2.2790, Backward time: 3.1085, DDP time: 0.0052, Total iter time: 6.4210 [2020-11-06 02:47:38,016][root][INFO] - ===> Epoch[293](7595/26): Loss 0.1902, Sem 0.2070, dir -0.3928, norm 0.3759, swav 0.0000 LR: 2.774e-02 Score 92.981 Data time: 0.2406, Forward time: 2.2791, Backward time: 3.1085, DDP time: 0.0052, Total iter time: 6.2624 [2020-11-06 02:47:43,537][root][INFO] - ===> Epoch[293](7596/26): Loss 0.1607, Sem 0.1716, dir -0.3858, norm 0.3749, swav 0.0000 LR: 2.773e-02 Score 95.562 Data time: 0.1716, Forward time: 2.2790, Backward time: 3.1085, DDP time: 0.0052, Total iter time: 5.3743 [2020-11-06 02:47:48,553][root][INFO] - ===> Epoch[293](7597/26): Loss 0.1921, Sem 0.2068, dir -0.4247, norm 0.4100, swav 0.0000 LR: 2.772e-02 Score 93.658 Data time: 0.2299, Forward time: 2.2790, Backward time: 3.1084, DDP time: 0.0052, Total iter time: 4.9322 [2020-11-06 02:47:53,872][root][INFO] - ===> Epoch[293](7598/26): Loss 0.2318, Sem 0.1811, dir -0.3788, norm 0.4295, swav 0.0000 LR: 2.771e-02 Score 94.739 Data time: 0.1651, Forward time: 2.2789, Backward time: 3.1084, DDP time: 0.0052, Total iter time: 5.2010 [2020-11-06 02:48:00,836][root][INFO] - ===> Epoch[293](7599/26): Loss 0.1501, Sem 0.1640, dir -0.4180, norm 0.4041, swav 0.0000 LR: 2.770e-02 Score 95.278 Data time: 0.1656, Forward time: 2.2789, Backward time: 3.1087, DDP time: 0.0052, Total iter time: 6.8723 [2020-11-06 02:48:07,119][root][INFO] - ===> Epoch[293](7600/26): Loss 0.1511, Sem 0.1918, dir -0.4628, norm 0.4222, swav 0.0000 LR: 2.769e-02 Score 93.779 Data time: 0.2979, Forward time: 2.2790, Backward time: 3.1086, DDP time: 0.0052, Total iter time: 6.1982 [2020-11-06 02:48:13,347][root][INFO] - ===> Epoch[293](7601/26): Loss 0.1543, Sem 0.1682, dir -0.4286, norm 0.4147, swav 0.0000 LR: 2.768e-02 Score 95.189 Data time: 0.2050, Forward time: 2.2790, Backward time: 3.1087, DDP time: 0.0052, Total iter time: 6.0832 [2020-11-06 02:48:20,156][root][INFO] - ===> Epoch[293](7602/26): Loss 0.3203, Sem 0.2576, dir -0.3532, norm 0.4159, swav 0.0000 LR: 2.767e-02 Score 92.207 Data time: 0.2051, Forward time: 2.2789, Backward time: 3.1088, DDP time: 0.0052, Total iter time: 6.6953 [2020-11-06 02:48:26,352][root][INFO] - ===> Epoch[293](7603/26): Loss 0.1975, Sem 0.2154, dir -0.4378, norm 0.4199, swav 0.0000 LR: 2.766e-02 Score 93.411 Data time: 0.2815, Forward time: 2.2791, Backward time: 3.1088, DDP time: 0.0052, Total iter time: 6.0830 [2020-11-06 02:48:31,166][root][INFO] - ===> Epoch[293](7604/26): Loss 0.1644, Sem 0.1923, dir -0.4314, norm 0.4035, swav 0.0000 LR: 2.765e-02 Score 94.323 Data time: 0.1333, Forward time: 2.2790, Backward time: 3.1087, DDP time: 0.0052, Total iter time: 4.6825 [2020-11-06 02:48:36,508][root][INFO] - ===> Epoch[293](7605/26): Loss 0.1800, Sem 0.2180, dir -0.4636, norm 0.4256, swav 0.0000 LR: 2.764e-02 Score 93.136 Data time: 0.1975, Forward time: 2.2789, Backward time: 3.1087, DDP time: 0.0052, Total iter time: 5.2650 [2020-11-06 02:48:42,139][root][INFO] - ===> Epoch[293](7606/26): Loss 0.1884, Sem 0.2135, dir -0.4431, norm 0.4179, swav 0.0000 LR: 2.763e-02 Score 93.289 Data time: 0.2362, Forward time: 2.2789, Backward time: 3.1087, DDP time: 0.0052, Total iter time: 5.5334 [2020-11-06 02:48:48,407][root][INFO] - ===> Epoch[293](7607/26): Loss 0.1717, Sem 0.2065, dir -0.4855, norm 0.4507, swav 0.0000 LR: 2.762e-02 Score 93.395 Data time: 0.2886, Forward time: 2.2790, Backward time: 3.1086, DDP time: 0.0052, Total iter time: 6.1190 [2020-11-06 02:48:53,940][root][INFO] - ===> Epoch[293](7608/26): Loss 0.0802, Sem 0.1773, dir -0.5065, norm 0.4094, swav 0.0000 LR: 2.761e-02 Score 94.585 Data time: 0.2466, Forward time: 2.2791, Backward time: 3.1085, DDP time: 0.0052, Total iter time: 5.4127 [2020-11-06 02:49:00,224][root][INFO] - ===> Epoch[293](7609/26): Loss 0.2281, Sem 0.1806, dir -0.4151, norm 0.4626, swav 0.0000 LR: 2.760e-02 Score 93.162 Data time: 0.1521, Forward time: 2.2790, Backward time: 3.1087, DDP time: 0.0052, Total iter time: 6.1492 [2020-11-06 02:49:05,438][root][INFO] - ===> Epoch[293](7610/26): Loss 0.1173, Sem 0.1651, dir -0.4069, norm 0.3591, swav 0.0000 LR: 2.759e-02 Score 94.370 Data time: 0.1879, Forward time: 2.2790, Backward time: 3.1087, DDP time: 0.0052, Total iter time: 5.1173 [2020-11-06 02:49:11,934][root][INFO] - ===> Epoch[293](7611/26): Loss 0.2259, Sem 0.2244, dir -0.3786, norm 0.3801, swav 0.0000 LR: 2.758e-02 Score 91.184 Data time: 0.3075, Forward time: 2.2791, Backward time: 3.1086, DDP time: 0.0052, Total iter time: 6.3797 [2020-11-06 02:49:17,175][root][INFO] - ===> Epoch[293](7612/26): Loss 0.0846, Sem 0.1590, dir -0.4862, norm 0.4119, swav 0.0000 LR: 2.756e-02 Score 94.799 Data time: 0.2005, Forward time: 2.2791, Backward time: 3.1086, DDP time: 0.0052, Total iter time: 5.1137 [2020-11-06 02:49:22,620][root][INFO] - ===> Epoch[293](7613/26): Loss 0.1260, Sem 0.1592, dir -0.4329, norm 0.3997, swav 0.0000 LR: 2.755e-02 Score 94.746 Data time: 0.2341, Forward time: 2.2791, Backward time: 3.1085, DDP time: 0.0052, Total iter time: 5.3263 [2020-11-06 02:49:29,490][root][INFO] - ===> Epoch[293](7614/26): Loss 0.1118, Sem 0.1866, dir -0.4440, norm 0.3692, swav 0.0000 LR: 2.754e-02 Score 93.254 Data time: 0.2573, Forward time: 2.2791, Backward time: 3.1086, DDP time: 0.0052, Total iter time: 6.7600 [2020-11-06 02:49:35,140][root][INFO] - ===> Epoch[293](7615/26): Loss 0.1398, Sem 0.1961, dir -0.4257, norm 0.3693, swav 0.0000 LR: 2.753e-02 Score 92.833 Data time: 0.1876, Forward time: 2.2791, Backward time: 3.1086, DDP time: 0.0052, Total iter time: 5.5357 [2020-11-06 02:49:40,640][root][INFO] - ===> Epoch[293](7616/26): Loss 0.1448, Sem 0.1774, dir -0.4481, norm 0.4156, swav 0.0000 LR: 2.752e-02 Score 94.269 Data time: 0.1814, Forward time: 2.2790, Backward time: 3.1086, DDP time: 0.0052, Total iter time: 5.3925 [2020-11-06 02:49:45,745][root][INFO] - ===> Epoch[293](7617/26): Loss 0.1549, Sem 0.2163, dir -0.4404, norm 0.3791, swav 0.0000 LR: 2.751e-02 Score 93.329 Data time: 0.1625, Forward time: 2.2789, Backward time: 3.1086, DDP time: 0.0052, Total iter time: 5.0134 [2020-11-06 02:49:51,215][root][INFO] - ===> Epoch[293](7618/26): Loss 0.1944, Sem 0.2232, dir -0.4548, norm 0.4261, swav 0.0000 LR: 2.750e-02 Score 93.455 Data time: 0.3045, Forward time: 2.2790, Backward time: 3.1086, DDP time: 0.0052, Total iter time: 5.3903 [2020-11-06 02:49:56,961][root][INFO] - ===> Epoch[294](7619/26): Loss 0.1461, Sem 0.1836, dir -0.4739, norm 0.4364, swav 0.0000 LR: 2.749e-02 Score 94.290 Data time: 0.2432, Forward time: 2.2790, Backward time: 3.1085, DDP time: 0.0052, Total iter time: 5.6370 [2020-11-06 02:50:03,349][root][INFO] - ===> Epoch[294](7620/26): Loss 0.2679, Sem 0.2417, dir -0.3780, norm 0.4042, swav 0.0000 LR: 2.748e-02 Score 91.974 Data time: 0.2798, Forward time: 2.2791, Backward time: 3.1085, DDP time: 0.0052, Total iter time: 6.2513 [2020-11-06 02:50:08,491][root][INFO] - ===> Epoch[294](7621/26): Loss 0.1761, Sem 0.2388, dir -0.4512, norm 0.3885, swav 0.0000 LR: 2.747e-02 Score 92.476 Data time: 0.1889, Forward time: 2.2791, Backward time: 3.1085, DDP time: 0.0052, Total iter time: 4.9909 [2020-11-06 02:50:13,304][root][INFO] - ===> Epoch[294](7622/26): Loss 0.1698, Sem 0.2384, dir -0.4704, norm 0.4018, swav 0.0000 LR: 2.746e-02 Score 92.971 Data time: 0.2179, Forward time: 2.2791, Backward time: 3.1083, DDP time: 0.0052, Total iter time: 4.7224 [2020-11-06 02:50:19,500][root][INFO] - ===> Epoch[294](7623/26): Loss 0.1828, Sem 0.1816, dir -0.4128, norm 0.4140, swav 0.0000 LR: 2.745e-02 Score 94.114 Data time: 0.1961, Forward time: 2.2791, Backward time: 3.1084, DDP time: 0.0052, Total iter time: 6.0938 [2020-11-06 02:50:24,988][root][INFO] - ===> Epoch[294](7624/26): Loss 0.1353, Sem 0.1701, dir -0.4626, norm 0.4278, swav 0.0000 LR: 2.744e-02 Score 94.496 Data time: 0.2266, Forward time: 2.2791, Backward time: 3.1083, DDP time: 0.0052, Total iter time: 5.3643 [2020-11-06 02:50:31,142][root][INFO] - ===> Epoch[294](7625/26): Loss 0.1434, Sem 0.1903, dir -0.4617, norm 0.4148, swav 0.0000 LR: 2.743e-02 Score 94.443 Data time: 0.1812, Forward time: 2.2790, Backward time: 3.1084, DDP time: 0.0052, Total iter time: 6.0410 [2020-11-06 02:50:35,975][root][INFO] - ===> Epoch[294](7626/26): Loss 0.2231, Sem 0.2389, dir -0.4374, norm 0.4216, swav 0.0000 LR: 2.742e-02 Score 92.132 Data time: 0.2286, Forward time: 2.2790, Backward time: 3.1083, DDP time: 0.0052, Total iter time: 4.7236 [2020-11-06 02:50:40,474][root][INFO] - ===> Epoch[294](7627/26): Loss 0.0944, Sem 0.1722, dir -0.4809, norm 0.4032, swav 0.0000 LR: 2.741e-02 Score 95.136 Data time: 0.1946, Forward time: 2.2790, Backward time: 3.1082, DDP time: 0.0052, Total iter time: 4.3743 [2020-11-06 02:50:45,963][root][INFO] - ===> Epoch[294](7628/26): Loss 0.1075, Sem 0.1663, dir -0.5055, norm 0.4467, swav 0.0000 LR: 2.740e-02 Score 95.176 Data time: 0.2296, Forward time: 2.2790, Backward time: 3.1081, DDP time: 0.0052, Total iter time: 5.3760 [2020-11-06 02:50:51,835][root][INFO] - ===> Epoch[294](7629/26): Loss 0.1950, Sem 0.1957, dir -0.4344, norm 0.4338, swav 0.0000 LR: 2.739e-02 Score 93.997 Data time: 0.2277, Forward time: 2.2790, Backward time: 3.1081, DDP time: 0.0052, Total iter time: 5.7436 [2020-11-06 02:50:58,016][root][INFO] - ===> Epoch[294](7630/26): Loss 0.1604, Sem 0.2153, dir -0.4225, norm 0.3676, swav 0.0000 LR: 2.738e-02 Score 93.556 Data time: 0.3179, Forward time: 2.2791, Backward time: 3.1080, DDP time: 0.0052, Total iter time: 6.0849 [2020-11-06 02:51:03,711][root][INFO] - ===> Epoch[294](7631/26): Loss 0.2044, Sem 0.2200, dir -0.4326, norm 0.4170, swav 0.0000 LR: 2.737e-02 Score 93.243 Data time: 0.2825, Forward time: 2.2792, Backward time: 3.1080, DDP time: 0.0052, Total iter time: 5.5694 [2020-11-06 02:51:09,874][root][INFO] - ===> Epoch[294](7632/26): Loss 0.2418, Sem 0.2393, dir -0.3557, norm 0.3583, swav 0.0000 LR: 2.736e-02 Score 92.257 Data time: 0.2851, Forward time: 2.2793, Backward time: 3.1079, DDP time: 0.0052, Total iter time: 6.0215 [2020-11-06 02:51:14,426][root][INFO] - ===> Epoch[294](7633/26): Loss 0.1313, Sem 0.2296, dir -0.5047, norm 0.4064, swav 0.0000 LR: 2.735e-02 Score 93.509 Data time: 0.2444, Forward time: 2.2793, Backward time: 3.1077, DDP time: 0.0052, Total iter time: 4.4039 [2020-11-06 02:51:19,627][root][INFO] - ===> Epoch[294](7634/26): Loss 0.1741, Sem 0.2094, dir -0.4341, norm 0.3988, swav 0.0000 LR: 2.734e-02 Score 94.803 Data time: 0.2163, Forward time: 2.2792, Backward time: 3.1077, DDP time: 0.0052, Total iter time: 5.1010 [2020-11-06 02:51:25,891][root][INFO] - ===> Epoch[294](7635/26): Loss 0.1952, Sem 0.1843, dir -0.4647, norm 0.4756, swav 0.0000 LR: 2.733e-02 Score 93.881 Data time: 0.3219, Forward time: 2.2794, Backward time: 3.1077, DDP time: 0.0052, Total iter time: 6.1962 [2020-11-06 02:51:31,499][root][INFO] - ===> Epoch[294](7636/26): Loss 0.1287, Sem 0.1740, dir -0.3977, norm 0.3525, swav 0.0000 LR: 2.732e-02 Score 94.321 Data time: 0.2064, Forward time: 2.2793, Backward time: 3.1077, DDP time: 0.0052, Total iter time: 5.4834 [2020-11-06 02:51:37,843][root][INFO] - ===> Epoch[294](7637/26): Loss 0.2649, Sem 0.2156, dir -0.4221, norm 0.4714, swav 0.0000 LR: 2.731e-02 Score 92.553 Data time: 0.2354, Forward time: 2.2794, Backward time: 3.1077, DDP time: 0.0052, Total iter time: 6.2380 [2020-11-06 02:51:44,484][root][INFO] - ===> Epoch[294](7638/26): Loss 0.1353, Sem 0.2162, dir -0.4005, norm 0.3197, swav 0.0000 LR: 2.729e-02 Score 93.964 Data time: 0.2379, Forward time: 2.2794, Backward time: 3.1078, DDP time: 0.0052, Total iter time: 6.5031 [2020-11-06 02:51:50,195][root][INFO] - ===> Epoch[294](7639/26): Loss 0.1384, Sem 0.1699, dir -0.3994, norm 0.3679, swav 0.0000 LR: 2.728e-02 Score 95.193 Data time: 0.2709, Forward time: 2.2795, Backward time: 3.1077, DDP time: 0.0052, Total iter time: 5.6145 [2020-11-06 02:51:56,478][root][INFO] - ===> Epoch[294](7640/26): Loss 0.2487, Sem 0.2327, dir -0.4911, norm 0.5071, swav 0.0000 LR: 2.727e-02 Score 93.710 Data time: 0.2936, Forward time: 2.2796, Backward time: 3.1076, DDP time: 0.0052, Total iter time: 6.1575 [2020-11-06 02:52:01,425][root][INFO] - ===> Epoch[294](7641/26): Loss 0.1329, Sem 0.1897, dir -0.4412, norm 0.3844, swav 0.0000 LR: 2.726e-02 Score 94.059 Data time: 0.1625, Forward time: 2.2795, Backward time: 3.1076, DDP time: 0.0052, Total iter time: 4.8027 [2020-11-06 02:52:06,481][root][INFO] - ===> Epoch[294](7642/26): Loss 0.0915, Sem 0.1799, dir -0.4449, norm 0.3566, swav 0.0000 LR: 2.725e-02 Score 95.031 Data time: 0.2310, Forward time: 2.2796, Backward time: 3.1074, DDP time: 0.0052, Total iter time: 4.9569 [2020-11-06 02:52:11,299][root][INFO] - ===> Epoch[294](7643/26): Loss 0.0912, Sem 0.1750, dir -0.4340, norm 0.3502, swav 0.0000 LR: 2.724e-02 Score 94.064 Data time: 0.1966, Forward time: 2.2795, Backward time: 3.1074, DDP time: 0.0052, Total iter time: 4.7165 [2020-11-06 02:52:16,836][root][INFO] - ===> Epoch[294](7644/26): Loss 0.1503, Sem 0.2058, dir -0.4640, norm 0.4085, swav 0.0000 LR: 2.723e-02 Score 93.897 Data time: 0.2128, Forward time: 2.2795, Backward time: 3.1073, DDP time: 0.0052, Total iter time: 5.4316 [2020-11-06 02:52:21,907][root][INFO] - ===> Epoch[295](7645/26): Loss 0.1775, Sem 0.2244, dir -0.4525, norm 0.4056, swav 0.0000 LR: 2.722e-02 Score 93.112 Data time: 0.1942, Forward time: 2.2795, Backward time: 3.1073, DDP time: 0.0052, Total iter time: 4.9577 [2020-11-06 02:52:27,735][root][INFO] - ===> Epoch[295](7646/26): Loss 0.1217, Sem 0.1905, dir -0.4830, norm 0.4142, swav 0.0000 LR: 2.721e-02 Score 93.993 Data time: 0.2200, Forward time: 2.2795, Backward time: 3.1073, DDP time: 0.0052, Total iter time: 5.7297 [2020-11-06 02:52:32,068][root][INFO] - ===> Epoch[295](7647/26): Loss 0.2111, Sem 0.2034, dir -0.4341, norm 0.4418, swav 0.0000 LR: 2.720e-02 Score 92.997 Data time: 0.2006, Forward time: 2.2795, Backward time: 3.1071, DDP time: 0.0052, Total iter time: 4.2195 [2020-11-06 02:52:38,192][root][INFO] - ===> Epoch[295](7648/26): Loss 0.1676, Sem 0.2032, dir -0.4528, norm 0.4171, swav 0.0000 LR: 2.719e-02 Score 93.745 Data time: 0.2585, Forward time: 2.2795, Backward time: 3.1071, DDP time: 0.0052, Total iter time: 6.0306 [2020-11-06 02:52:45,174][root][INFO] - ===> Epoch[295](7649/26): Loss 0.2832, Sem 0.2374, dir -0.3374, norm 0.3832, swav 0.0000 LR: 2.718e-02 Score 92.048 Data time: 0.2303, Forward time: 2.2795, Backward time: 3.1072, DDP time: 0.0052, Total iter time: 6.8223 [2020-11-06 02:52:49,980][root][INFO] - ===> Epoch[295](7650/26): Loss 0.1918, Sem 0.2339, dir -0.4231, norm 0.3810, swav 0.0000 LR: 2.717e-02 Score 92.893 Data time: 0.2075, Forward time: 2.2795, Backward time: 3.1071, DDP time: 0.0052, Total iter time: 4.6878 [2020-11-06 02:52:56,536][root][INFO] - ===> Epoch[295](7651/26): Loss 0.2104, Sem 0.2428, dir -0.3981, norm 0.3657, swav 0.0000 LR: 2.716e-02 Score 92.159 Data time: 0.2391, Forward time: 2.2796, Backward time: 3.1072, DDP time: 0.0052, Total iter time: 6.4435 [2020-11-06 02:53:01,373][root][INFO] - ===> Epoch[295](7652/26): Loss 0.1630, Sem 0.1890, dir -0.4276, norm 0.4016, swav 0.0000 LR: 2.715e-02 Score 94.515 Data time: 0.2296, Forward time: 2.2796, Backward time: 3.1070, DDP time: 0.0052, Total iter time: 4.7089 [2020-11-06 02:53:07,166][root][INFO] - ===> Epoch[295](7653/26): Loss 0.1605, Sem 0.2105, dir -0.4529, norm 0.4030, swav 0.0000 LR: 2.714e-02 Score 94.690 Data time: 0.2805, Forward time: 2.2797, Backward time: 3.1070, DDP time: 0.0052, Total iter time: 5.6813 [2020-11-06 02:53:14,431][root][INFO] - ===> Epoch[295](7654/26): Loss 0.1507, Sem 0.1740, dir -0.4358, norm 0.4126, swav 0.0000 LR: 2.713e-02 Score 94.490 Data time: 0.1698, Forward time: 2.2796, Backward time: 3.1072, DDP time: 0.0052, Total iter time: 7.1343 [2020-11-06 02:53:20,305][root][INFO] - ===> Epoch[295](7655/26): Loss 0.1864, Sem 0.1808, dir -0.4059, norm 0.4115, swav 0.0000 LR: 2.712e-02 Score 94.290 Data time: 0.2257, Forward time: 2.2796, Backward time: 3.1072, DDP time: 0.0052, Total iter time: 5.7919 [2020-11-06 02:53:25,131][root][INFO] - ===> Epoch[295](7656/26): Loss 0.1433, Sem 0.1636, dir -0.3735, norm 0.3533, swav 0.0000 LR: 2.711e-02 Score 93.684 Data time: 0.2315, Forward time: 2.2796, Backward time: 3.1071, DDP time: 0.0052, Total iter time: 4.7049 [2020-11-06 02:53:29,494][root][INFO] - ===> Epoch[295](7657/26): Loss 0.1040, Sem 0.1959, dir -0.4757, norm 0.3838, swav 0.0000 LR: 2.710e-02 Score 94.620 Data time: 0.1548, Forward time: 2.2795, Backward time: 3.1070, DDP time: 0.0052, Total iter time: 4.2576 [2020-11-06 02:53:34,665][root][INFO] - ===> Epoch[295](7658/26): Loss 0.1693, Sem 0.2490, dir -0.4870, norm 0.4073, swav 0.0000 LR: 2.709e-02 Score 91.806 Data time: 0.1151, Forward time: 2.2794, Backward time: 3.1071, DDP time: 0.0052, Total iter time: 5.1019 [2020-11-06 02:53:40,037][root][INFO] - ===> Epoch[295](7659/26): Loss 0.1419, Sem 0.1755, dir -0.4040, norm 0.3704, swav 0.0000 LR: 2.708e-02 Score 94.137 Data time: 0.1523, Forward time: 2.2793, Backward time: 3.1071, DDP time: 0.0052, Total iter time: 5.3313 [2020-11-06 02:53:45,105][root][INFO] - ===> Epoch[295](7660/26): Loss 0.1569, Sem 0.1839, dir -0.3794, norm 0.3524, swav 0.0000 LR: 2.707e-02 Score 94.871 Data time: 0.2407, Forward time: 2.2793, Backward time: 3.1070, DDP time: 0.0052, Total iter time: 4.9719 [2020-11-06 02:53:49,753][root][INFO] - ===> Epoch[295](7661/26): Loss 0.2542, Sem 0.2112, dir -0.3895, norm 0.4325, swav 0.0000 LR: 2.706e-02 Score 93.448 Data time: 0.2336, Forward time: 2.2793, Backward time: 3.1068, DDP time: 0.0052, Total iter time: 4.5198 [2020-11-06 02:53:55,903][root][INFO] - ===> Epoch[295](7662/26): Loss 0.1569, Sem 0.2150, dir -0.4382, norm 0.3800, swav 0.0000 LR: 2.705e-02 Score 93.648 Data time: 0.2959, Forward time: 2.2794, Backward time: 3.1068, DDP time: 0.0052, Total iter time: 6.0286 [2020-11-06 02:54:02,689][root][INFO] - ===> Epoch[295](7663/26): Loss 0.1522, Sem 0.1848, dir -0.4451, norm 0.4125, swav 0.0000 LR: 2.703e-02 Score 93.725 Data time: 0.2049, Forward time: 2.2794, Backward time: 3.1069, DDP time: 0.0052, Total iter time: 6.6484 [2020-11-06 02:54:08,673][root][INFO] - ===> Epoch[295](7664/26): Loss 0.1675, Sem 0.2169, dir -0.4470, norm 0.3976, swav 0.0000 LR: 2.702e-02 Score 92.541 Data time: 0.2929, Forward time: 2.2795, Backward time: 3.1069, DDP time: 0.0052, Total iter time: 5.8770 [2020-11-06 02:54:14,357][root][INFO] - ===> Epoch[295](7665/26): Loss 0.1861, Sem 0.1740, dir -0.4638, norm 0.4759, swav 0.0000 LR: 2.701e-02 Score 94.660 Data time: 0.2405, Forward time: 2.2795, Backward time: 3.1068, DDP time: 0.0052, Total iter time: 5.5261 [2020-11-06 02:54:20,491][root][INFO] - ===> Epoch[295](7666/26): Loss 0.1339, Sem 0.1772, dir -0.4516, norm 0.4083, swav 0.0000 LR: 2.700e-02 Score 94.473 Data time: 0.2188, Forward time: 2.2795, Backward time: 3.1069, DDP time: 0.0052, Total iter time: 6.0084 [2020-11-06 02:54:26,244][root][INFO] - ===> Epoch[295](7667/26): Loss 0.1612, Sem 0.2067, dir -0.4137, norm 0.3682, swav 0.0000 LR: 2.699e-02 Score 93.618 Data time: 0.2295, Forward time: 2.2795, Backward time: 3.1069, DDP time: 0.0052, Total iter time: 5.6513 [2020-11-06 02:54:32,411][root][INFO] - ===> Epoch[295](7668/26): Loss 0.1763, Sem 0.2086, dir -0.4175, norm 0.3853, swav 0.0000 LR: 2.698e-02 Score 93.547 Data time: 0.1989, Forward time: 2.2795, Backward time: 3.1069, DDP time: 0.0052, Total iter time: 6.0560 [2020-11-06 02:54:38,709][root][INFO] - ===> Epoch[295](7669/26): Loss 0.1228, Sem 0.1725, dir -0.4505, norm 0.4008, swav 0.0000 LR: 2.697e-02 Score 94.262 Data time: 0.1631, Forward time: 2.2794, Backward time: 3.1071, DDP time: 0.0052, Total iter time: 6.1896 [2020-11-06 02:54:43,815][root][INFO] - ===> Epoch[295](7670/26): Loss 0.2301, Sem 0.2237, dir -0.4069, norm 0.4133, swav 0.0000 LR: 2.696e-02 Score 94.022 Data time: 0.2084, Forward time: 2.2794, Backward time: 3.1070, DDP time: 0.0052, Total iter time: 5.0456 [2020-11-06 02:54:50,373][root][INFO] - ===> Epoch[296](7671/26): Loss 0.1312, Sem 0.1704, dir -0.4635, norm 0.4243, swav 0.0000 LR: 2.695e-02 Score 93.947 Data time: 0.2414, Forward time: 2.2794, Backward time: 3.1071, DDP time: 0.0052, Total iter time: 6.4440 [2020-11-06 02:54:56,337][root][INFO] - ===> Epoch[296](7672/26): Loss 0.2091, Sem 0.2166, dir -0.4299, norm 0.4224, swav 0.0000 LR: 2.694e-02 Score 93.687 Data time: 0.1657, Forward time: 2.2794, Backward time: 3.1071, DDP time: 0.0052, Total iter time: 5.8336 [2020-11-06 02:55:02,482][root][INFO] - ===> Epoch[296](7673/26): Loss 0.2442, Sem 0.2358, dir -0.4618, norm 0.4702, swav 0.0000 LR: 2.693e-02 Score 92.919 Data time: 0.2413, Forward time: 2.2794, Backward time: 3.1071, DDP time: 0.0052, Total iter time: 6.0527 [2020-11-06 02:55:08,293][root][INFO] - ===> Epoch[296](7674/26): Loss 0.2252, Sem 0.2886, dir -0.4085, norm 0.3451, swav 0.0000 LR: 2.692e-02 Score 92.279 Data time: 0.1975, Forward time: 2.2794, Backward time: 3.1072, DDP time: 0.0052, Total iter time: 5.6868 [2020-11-06 02:55:13,930][root][INFO] - ===> Epoch[296](7675/26): Loss 0.2175, Sem 0.2197, dir -0.4234, norm 0.4212, swav 0.0000 LR: 2.691e-02 Score 93.195 Data time: 0.2802, Forward time: 2.2795, Backward time: 3.1071, DDP time: 0.0052, Total iter time: 5.5300 [2020-11-06 02:55:19,790][root][INFO] - ===> Epoch[296](7676/26): Loss 0.1994, Sem 0.2329, dir -0.3969, norm 0.3634, swav 0.0000 LR: 2.690e-02 Score 92.567 Data time: 0.2658, Forward time: 2.2796, Backward time: 3.1070, DDP time: 0.0052, Total iter time: 5.7291 [2020-11-06 02:55:24,941][root][INFO] - ===> Epoch[296](7677/26): Loss 0.0905, Sem 0.1789, dir -0.4695, norm 0.3811, swav 0.0000 LR: 2.689e-02 Score 94.855 Data time: 0.1602, Forward time: 2.2795, Backward time: 3.1070, DDP time: 0.0052, Total iter time: 5.0172 [2020-11-06 02:55:30,605][root][INFO] - ===> Epoch[296](7678/26): Loss 0.0188, Sem 0.1536, dir -0.5056, norm 0.3708, swav 0.0000 LR: 2.688e-02 Score 95.511 Data time: 0.2015, Forward time: 2.2795, Backward time: 3.1070, DDP time: 0.0052, Total iter time: 5.5747 [2020-11-06 02:55:37,057][root][INFO] - ===> Epoch[296](7679/26): Loss 0.1128, Sem 0.1765, dir -0.4172, norm 0.3535, swav 0.0000 LR: 2.687e-02 Score 94.473 Data time: 0.1858, Forward time: 2.2794, Backward time: 3.1071, DDP time: 0.0052, Total iter time: 6.3360 [2020-11-06 02:55:42,589][root][INFO] - ===> Epoch[296](7680/26): Loss 0.1294, Sem 0.2142, dir -0.4594, norm 0.3746, swav 0.0000 LR: 2.686e-02 Score 93.456 Data time: 0.1409, Forward time: 2.2793, Backward time: 3.1072, DDP time: 0.0052, Total iter time: 5.4396 [2020-11-06 02:55:47,899][root][INFO] - ===> Epoch[296](7681/26): Loss 0.2699, Sem 0.2308, dir -0.4001, norm 0.4392, swav 0.0000 LR: 2.685e-02 Score 92.668 Data time: 0.2317, Forward time: 2.2794, Backward time: 3.1071, DDP time: 0.0052, Total iter time: 5.2522 [2020-11-06 02:55:53,376][root][INFO] - ===> Epoch[296](7682/26): Loss 0.1881, Sem 0.2152, dir -0.4184, norm 0.3912, swav 0.0000 LR: 2.684e-02 Score 92.411 Data time: 0.2233, Forward time: 2.2794, Backward time: 3.1071, DDP time: 0.0052, Total iter time: 5.3449 [2020-11-06 02:55:59,453][root][INFO] - ===> Epoch[296](7683/26): Loss 0.1087, Sem 0.1637, dir -0.4974, norm 0.4424, swav 0.0000 LR: 2.683e-02 Score 94.703 Data time: 0.2772, Forward time: 2.2795, Backward time: 3.1070, DDP time: 0.0052, Total iter time: 5.9574 [2020-11-06 02:56:05,491][root][INFO] - ===> Epoch[296](7684/26): Loss 0.1445, Sem 0.1902, dir -0.4775, norm 0.4318, swav 0.0000 LR: 2.682e-02 Score 94.433 Data time: 0.1979, Forward time: 2.2794, Backward time: 3.1071, DDP time: 0.0052, Total iter time: 5.9116 [2020-11-06 02:56:11,923][root][INFO] - ===> Epoch[296](7685/26): Loss 0.2069, Sem 0.2169, dir -0.4305, norm 0.4205, swav 0.0000 LR: 2.681e-02 Score 93.247 Data time: 0.2585, Forward time: 2.2795, Backward time: 3.1071, DDP time: 0.0052, Total iter time: 6.2946 [2020-11-06 02:56:17,337][root][INFO] - ===> Epoch[296](7686/26): Loss 0.1555, Sem 0.2099, dir -0.4635, norm 0.4091, swav 0.0000 LR: 2.680e-02 Score 92.433 Data time: 0.1995, Forward time: 2.2795, Backward time: 3.1070, DDP time: 0.0052, Total iter time: 5.2870 [2020-11-06 02:56:23,747][root][INFO] - ===> Epoch[296](7687/26): Loss 0.1999, Sem 0.2196, dir -0.3970, norm 0.3773, swav 0.0000 LR: 2.678e-02 Score 93.450 Data time: 0.2301, Forward time: 2.2795, Backward time: 3.1071, DDP time: 0.0052, Total iter time: 6.2853 [2020-11-06 02:56:30,015][root][INFO] - ===> Epoch[296](7688/26): Loss 0.1090, Sem 0.1599, dir -0.4668, norm 0.4160, swav 0.0000 LR: 2.677e-02 Score 94.903 Data time: 0.2922, Forward time: 2.2796, Backward time: 3.1071, DDP time: 0.0052, Total iter time: 6.1254 [2020-11-06 02:56:35,813][root][INFO] - ===> Epoch[296](7689/26): Loss 0.1789, Sem 0.2038, dir -0.4374, norm 0.4125, swav 0.0000 LR: 2.676e-02 Score 93.302 Data time: 0.2424, Forward time: 2.2796, Backward time: 3.1070, DDP time: 0.0052, Total iter time: 5.6745 [2020-11-06 02:56:41,172][root][INFO] - ===> Epoch[296](7690/26): Loss 0.1711, Sem 0.1918, dir -0.4606, norm 0.4399, swav 0.0000 LR: 2.675e-02 Score 93.557 Data time: 0.2131, Forward time: 2.2796, Backward time: 3.1070, DDP time: 0.0052, Total iter time: 5.2340 [2020-11-06 02:56:47,741][root][INFO] - ===> Epoch[296](7691/26): Loss 0.2228, Sem 0.2426, dir -0.3763, norm 0.3565, swav 0.0000 LR: 2.674e-02 Score 92.433 Data time: 0.2521, Forward time: 2.2797, Backward time: 3.1070, DDP time: 0.0052, Total iter time: 6.4477 [2020-11-06 02:56:52,926][root][INFO] - ===> Epoch[296](7692/26): Loss 0.2570, Sem 0.2042, dir -0.4001, norm 0.4529, swav 0.0000 LR: 2.673e-02 Score 92.987 Data time: 0.2175, Forward time: 2.2797, Backward time: 3.1070, DDP time: 0.0052, Total iter time: 5.0442 [2020-11-06 02:56:59,366][root][INFO] - ===> Epoch[296](7693/26): Loss 0.1804, Sem 0.2105, dir -0.4227, norm 0.3926, swav 0.0000 LR: 2.672e-02 Score 94.044 Data time: 0.2954, Forward time: 2.2797, Backward time: 3.1070, DDP time: 0.0052, Total iter time: 6.3104 [2020-11-06 02:57:06,144][root][INFO] - ===> Epoch[296](7694/26): Loss 0.1832, Sem 0.1984, dir -0.4166, norm 0.4014, swav 0.0000 LR: 2.671e-02 Score 93.765 Data time: 0.1816, Forward time: 2.2797, Backward time: 3.1071, DDP time: 0.0052, Total iter time: 6.6400 [2020-11-06 02:57:11,134][root][INFO] - ===> Epoch[296](7695/26): Loss 0.0952, Sem 0.1898, dir -0.4532, norm 0.3587, swav 0.0000 LR: 2.670e-02 Score 93.925 Data time: 0.2133, Forward time: 2.2797, Backward time: 3.1070, DDP time: 0.0052, Total iter time: 4.8610 [2020-11-06 02:57:16,896][root][INFO] - ===> Epoch[296](7696/26): Loss 0.1993, Sem 0.1770, dir -0.4128, norm 0.4350, swav 0.0000 LR: 2.669e-02 Score 95.321 Data time: 0.2302, Forward time: 2.2797, Backward time: 3.1070, DDP time: 0.0052, Total iter time: 5.6533 [2020-11-06 02:57:21,839][root][INFO] - ===> Epoch[297](7697/26): Loss 0.1331, Sem 0.1848, dir -0.4556, norm 0.4039, swav 0.0000 LR: 2.668e-02 Score 94.001 Data time: 0.1894, Forward time: 2.2796, Backward time: 3.1070, DDP time: 0.0052, Total iter time: 4.8378 [2020-11-06 02:57:27,365][root][INFO] - ===> Epoch[297](7698/26): Loss 0.1778, Sem 0.2186, dir -0.4412, norm 0.4004, swav 0.0000 LR: 2.667e-02 Score 94.205 Data time: 0.2493, Forward time: 2.2797, Backward time: 3.1069, DDP time: 0.0052, Total iter time: 5.4239 [2020-11-06 02:57:32,878][root][INFO] - ===> Epoch[297](7699/26): Loss 0.1675, Sem 0.1782, dir -0.4418, norm 0.4311, swav 0.0000 LR: 2.666e-02 Score 94.438 Data time: 0.2640, Forward time: 2.2797, Backward time: 3.1068, DDP time: 0.0052, Total iter time: 5.3891 [2020-11-06 02:57:38,177][root][INFO] - ===> Epoch[297](7700/26): Loss 0.2249, Sem 0.2340, dir -0.4205, norm 0.4114, swav 0.0000 LR: 2.665e-02 Score 92.730 Data time: 0.2645, Forward time: 2.2798, Backward time: 3.1067, DDP time: 0.0052, Total iter time: 5.1743 [2020-11-06 02:57:43,707][root][INFO] - ===> Epoch[297](7701/26): Loss 0.1888, Sem 0.2117, dir -0.4416, norm 0.4187, swav 0.0000 LR: 2.664e-02 Score 94.065 Data time: 0.2320, Forward time: 2.2798, Backward time: 3.1066, DDP time: 0.0052, Total iter time: 5.4038 [2020-11-06 02:57:49,495][root][INFO] - ===> Epoch[297](7702/26): Loss 0.1562, Sem 0.1530, dir -0.3857, norm 0.3890, swav 0.0000 LR: 2.663e-02 Score 94.092 Data time: 0.1865, Forward time: 2.2798, Backward time: 3.1066, DDP time: 0.0052, Total iter time: 5.6811 [2020-11-06 02:57:56,247][root][INFO] - ===> Epoch[297](7703/26): Loss 0.2284, Sem 0.1801, dir -0.3920, norm 0.4403, swav 0.0000 LR: 2.662e-02 Score 94.499 Data time: 0.2373, Forward time: 2.2798, Backward time: 3.1067, DDP time: 0.0052, Total iter time: 6.6329 [2020-11-06 02:58:01,843][root][INFO] - ===> Epoch[297](7704/26): Loss 0.1455, Sem 0.1720, dir -0.4235, norm 0.3970, swav 0.0000 LR: 2.661e-02 Score 94.235 Data time: 0.2816, Forward time: 2.2799, Backward time: 3.1066, DDP time: 0.0052, Total iter time: 5.4594 [2020-11-06 02:58:06,989][root][INFO] - ===> Epoch[297](7705/26): Loss 0.0830, Sem 0.1761, dir -0.4828, norm 0.3897, swav 0.0000 LR: 2.660e-02 Score 94.634 Data time: 0.1733, Forward time: 2.2798, Backward time: 3.1066, DDP time: 0.0052, Total iter time: 5.0288 [2020-11-06 02:58:11,986][root][INFO] - ===> Epoch[297](7706/26): Loss 0.0796, Sem 0.1527, dir -0.4713, norm 0.3982, swav 0.0000 LR: 2.659e-02 Score 94.811 Data time: 0.1750, Forward time: 2.2798, Backward time: 3.1066, DDP time: 0.0052, Total iter time: 4.9035 [2020-11-06 02:58:17,444][root][INFO] - ===> Epoch[297](7707/26): Loss 0.1683, Sem 0.2018, dir -0.4320, norm 0.3986, swav 0.0000 LR: 2.658e-02 Score 93.760 Data time: 0.2525, Forward time: 2.2798, Backward time: 3.1065, DDP time: 0.0052, Total iter time: 5.3742 [2020-11-06 02:58:22,752][root][INFO] - ===> Epoch[297](7708/26): Loss 0.2145, Sem 0.2220, dir -0.3912, norm 0.3836, swav 0.0000 LR: 2.657e-02 Score 93.345 Data time: 0.1669, Forward time: 2.2798, Backward time: 3.1065, DDP time: 0.0052, Total iter time: 5.1908 [2020-11-06 02:58:28,486][root][INFO] - ===> Epoch[297](7709/26): Loss 0.1883, Sem 0.2094, dir -0.4363, norm 0.4152, swav 0.0000 LR: 2.656e-02 Score 93.600 Data time: 0.2415, Forward time: 2.2798, Backward time: 3.1064, DDP time: 0.0052, Total iter time: 5.6289 [2020-11-06 02:58:33,987][root][INFO] - ===> Epoch[297](7710/26): Loss 0.2600, Sem 0.2526, dir -0.3833, norm 0.3907, swav 0.0000 LR: 2.655e-02 Score 92.759 Data time: 0.2599, Forward time: 2.2798, Backward time: 3.1064, DDP time: 0.0052, Total iter time: 5.3836 [2020-11-06 02:58:39,347][root][INFO] - ===> Epoch[297](7711/26): Loss 0.1755, Sem 0.1820, dir -0.3510, norm 0.3445, swav 0.0000 LR: 2.653e-02 Score 93.856 Data time: 0.1290, Forward time: 2.2797, Backward time: 3.1064, DDP time: 0.0052, Total iter time: 5.2447 [2020-11-06 02:58:45,946][root][INFO] - ===> Epoch[297](7712/26): Loss 0.1973, Sem 0.2050, dir -0.4496, norm 0.4419, swav 0.0000 LR: 2.652e-02 Score 93.540 Data time: 0.1427, Forward time: 2.2796, Backward time: 3.1066, DDP time: 0.0052, Total iter time: 6.5293 [2020-11-06 02:58:53,747][root][INFO] - ===> Epoch[297](7713/26): Loss 0.1381, Sem 0.2049, dir -0.4509, norm 0.3841, swav 0.0000 LR: 2.651e-02 Score 93.102 Data time: 0.2211, Forward time: 2.2796, Backward time: 3.1069, DDP time: 0.0052, Total iter time: 7.7492 [2020-11-06 02:58:59,984][root][INFO] - ===> Epoch[297](7714/26): Loss 0.2431, Sem 0.1958, dir -0.4514, norm 0.4986, swav 0.0000 LR: 2.650e-02 Score 94.672 Data time: 0.2719, Forward time: 2.2797, Backward time: 3.1069, DDP time: 0.0052, Total iter time: 6.1272 [2020-11-06 02:59:05,178][root][INFO] - ===> Epoch[297](7715/26): Loss 0.0969, Sem 0.1472, dir -0.4603, norm 0.4100, swav 0.0000 LR: 2.649e-02 Score 95.144 Data time: 0.2008, Forward time: 2.2797, Backward time: 3.1068, DDP time: 0.0052, Total iter time: 5.0697 [2020-11-06 02:59:10,714][root][INFO] - ===> Epoch[297](7716/26): Loss 0.2054, Sem 0.2168, dir -0.4182, norm 0.4068, swav 0.0000 LR: 2.648e-02 Score 92.686 Data time: 0.2582, Forward time: 2.2798, Backward time: 3.1067, DDP time: 0.0052, Total iter time: 5.4376 [2020-11-06 02:59:16,178][root][INFO] - ===> Epoch[297](7717/26): Loss 0.1467, Sem 0.1646, dir -0.4484, norm 0.4305, swav 0.0000 LR: 2.647e-02 Score 94.694 Data time: 0.2080, Forward time: 2.2798, Backward time: 3.1067, DDP time: 0.0052, Total iter time: 5.3453 [2020-11-06 02:59:22,607][root][INFO] - ===> Epoch[297](7718/26): Loss 0.1411, Sem 0.2058, dir -0.4638, norm 0.3991, swav 0.0000 LR: 2.646e-02 Score 93.733 Data time: 0.2313, Forward time: 2.2797, Backward time: 3.1068, DDP time: 0.0052, Total iter time: 6.3188 [2020-11-06 02:59:29,230][root][INFO] - ===> Epoch[297](7719/26): Loss 0.2219, Sem 0.2150, dir -0.4697, norm 0.4766, swav 0.0000 LR: 2.645e-02 Score 93.472 Data time: 0.2021, Forward time: 2.2797, Backward time: 3.1069, DDP time: 0.0052, Total iter time: 6.5348 [2020-11-06 02:59:34,547][root][INFO] - ===> Epoch[297](7720/26): Loss 0.1434, Sem 0.1823, dir -0.4562, norm 0.4173, swav 0.0000 LR: 2.644e-02 Score 94.828 Data time: 0.2062, Forward time: 2.2797, Backward time: 3.1068, DDP time: 0.0052, Total iter time: 5.1829 [2020-11-06 02:59:40,944][root][INFO] - ===> Epoch[297](7721/26): Loss 0.1649, Sem 0.1988, dir -0.4280, norm 0.3941, swav 0.0000 LR: 2.643e-02 Score 93.312 Data time: 0.2282, Forward time: 2.2797, Backward time: 3.1069, DDP time: 0.0052, Total iter time: 6.3051 [2020-11-06 02:59:46,631][root][INFO] - ===> Epoch[297](7722/26): Loss 0.1162, Sem 0.1803, dir -0.4662, norm 0.4021, swav 0.0000 LR: 2.642e-02 Score 93.862 Data time: 0.2023, Forward time: 2.2797, Backward time: 3.1069, DDP time: 0.0052, Total iter time: 5.5490 [2020-11-06 02:59:53,383][root][INFO] - ===> Epoch[298](7723/26): Loss 0.3352, Sem 0.2866, dir -0.3922, norm 0.4407, swav 0.0000 LR: 2.641e-02 Score 91.652 Data time: 0.1831, Forward time: 2.2796, Backward time: 3.1071, DDP time: 0.0052, Total iter time: 6.6351 [2020-11-06 02:59:58,783][root][INFO] - ===> Epoch[298](7724/26): Loss 0.1731, Sem 0.2174, dir -0.4448, norm 0.4005, swav 0.0000 LR: 2.640e-02 Score 92.832 Data time: 0.2149, Forward time: 2.2796, Backward time: 3.1070, DDP time: 0.0052, Total iter time: 5.2953 [2020-11-06 03:00:04,088][root][INFO] - ===> Epoch[298](7725/26): Loss 0.1339, Sem 0.1723, dir -0.4446, norm 0.4062, swav 0.0000 LR: 2.639e-02 Score 94.740 Data time: 0.1761, Forward time: 2.2795, Backward time: 3.1071, DDP time: 0.0052, Total iter time: 5.2035 [2020-11-06 03:00:09,228][root][INFO] - ===> Epoch[298](7726/26): Loss 0.2976, Sem 0.2354, dir -0.4003, norm 0.4625, swav 0.0000 LR: 2.638e-02 Score 93.374 Data time: 0.2061, Forward time: 2.2795, Backward time: 3.1070, DDP time: 0.0052, Total iter time: 5.0711 [2020-11-06 03:00:14,177][root][INFO] - ===> Epoch[298](7727/26): Loss 0.1433, Sem 0.1876, dir -0.4275, norm 0.3833, swav 0.0000 LR: 2.637e-02 Score 93.640 Data time: 0.1967, Forward time: 2.2795, Backward time: 3.1069, DDP time: 0.0052, Total iter time: 4.8561 [2020-11-06 03:00:18,911][root][INFO] - ===> Epoch[298](7728/26): Loss 0.1968, Sem 0.2140, dir -0.4250, norm 0.4078, swav 0.0000 LR: 2.636e-02 Score 93.590 Data time: 0.1753, Forward time: 2.2795, Backward time: 3.1068, DDP time: 0.0052, Total iter time: 4.6390 [2020-11-06 03:00:23,868][root][INFO] - ===> Epoch[298](7729/26): Loss 0.1664, Sem 0.1339, dir -0.3527, norm 0.3853, swav 0.0000 LR: 2.635e-02 Score 95.872 Data time: 0.2155, Forward time: 2.2795, Backward time: 3.1068, DDP time: 0.0052, Total iter time: 4.8421 [2020-11-06 03:00:29,112][root][INFO] - ===> Epoch[298](7730/26): Loss 0.1510, Sem 0.2077, dir -0.4757, norm 0.4189, swav 0.0000 LR: 2.634e-02 Score 93.780 Data time: 0.2108, Forward time: 2.2795, Backward time: 3.1067, DDP time: 0.0052, Total iter time: 5.1234 [2020-11-06 03:00:34,589][root][INFO] - ===> Epoch[298](7731/26): Loss 0.0994, Sem 0.1809, dir -0.4826, norm 0.4011, swav 0.0000 LR: 2.633e-02 Score 94.367 Data time: 0.1734, Forward time: 2.2794, Backward time: 3.1067, DDP time: 0.0052, Total iter time: 5.3425 [2020-11-06 03:00:40,867][root][INFO] - ===> Epoch[298](7732/26): Loss 0.2435, Sem 0.2265, dir -0.4688, norm 0.4859, swav 0.0000 LR: 2.632e-02 Score 92.868 Data time: 0.1776, Forward time: 2.2794, Backward time: 3.1068, DDP time: 0.0052, Total iter time: 6.1936 [2020-11-06 03:00:47,700][root][INFO] - ===> Epoch[298](7733/26): Loss 0.1609, Sem 0.2024, dir -0.3843, norm 0.3428, swav 0.0000 LR: 2.631e-02 Score 94.316 Data time: 0.1408, Forward time: 2.2793, Backward time: 3.1070, DDP time: 0.0052, Total iter time: 6.7311 [2020-11-06 03:00:53,174][root][INFO] - ===> Epoch[298](7734/26): Loss 0.1307, Sem 0.1934, dir -0.4647, norm 0.4021, swav 0.0000 LR: 2.629e-02 Score 93.331 Data time: 0.1568, Forward time: 2.2792, Backward time: 3.1071, DDP time: 0.0052, Total iter time: 5.4102 [2020-11-06 03:00:58,243][root][INFO] - ===> Epoch[298](7735/26): Loss 0.1509, Sem 0.2381, dir -0.4504, norm 0.3633, swav 0.0000 LR: 2.628e-02 Score 92.476 Data time: 0.1408, Forward time: 2.2791, Backward time: 3.1071, DDP time: 0.0052, Total iter time: 4.9631 [2020-11-06 03:01:03,635][root][INFO] - ===> Epoch[298](7736/26): Loss 0.1501, Sem 0.1727, dir -0.3955, norm 0.3729, swav 0.0000 LR: 2.627e-02 Score 94.192 Data time: 0.1903, Forward time: 2.2791, Backward time: 3.1071, DDP time: 0.0052, Total iter time: 5.3487 [2020-11-06 03:01:08,802][root][INFO] - ===> Epoch[298](7737/26): Loss 0.1941, Sem 0.1658, dir -0.4021, norm 0.4305, swav 0.0000 LR: 2.626e-02 Score 94.841 Data time: 0.2075, Forward time: 2.2790, Backward time: 3.1070, DDP time: 0.0052, Total iter time: 5.0415 [2020-11-06 03:01:15,598][root][INFO] - ===> Epoch[298](7738/26): Loss 0.2378, Sem 0.1758, dir -0.4224, norm 0.4843, swav 0.0000 LR: 2.625e-02 Score 93.992 Data time: 0.3043, Forward time: 2.2792, Backward time: 3.1070, DDP time: 0.0052, Total iter time: 6.6811 [2020-11-06 03:01:22,169][root][INFO] - ===> Epoch[298](7739/26): Loss 0.0997, Sem 0.1823, dir -0.4489, norm 0.3664, swav 0.0000 LR: 2.624e-02 Score 94.346 Data time: 0.1575, Forward time: 2.2791, Backward time: 3.1072, DDP time: 0.0052, Total iter time: 6.4357 [2020-11-06 03:01:28,276][root][INFO] - ===> Epoch[298](7740/26): Loss 0.1547, Sem 0.2025, dir -0.4504, norm 0.4026, swav 0.0000 LR: 2.623e-02 Score 93.419 Data time: 0.2874, Forward time: 2.2792, Backward time: 3.1071, DDP time: 0.0052, Total iter time: 6.0075 [2020-11-06 03:01:34,285][root][INFO] - ===> Epoch[298](7741/26): Loss 0.2503, Sem 0.2182, dir -0.4495, norm 0.4816, swav 0.0000 LR: 2.622e-02 Score 93.452 Data time: 0.1536, Forward time: 2.2791, Backward time: 3.1072, DDP time: 0.0052, Total iter time: 5.8832 [2020-11-06 03:01:39,481][root][INFO] - ===> Epoch[298](7742/26): Loss 0.2077, Sem 0.2330, dir -0.4396, norm 0.4143, swav 0.0000 LR: 2.621e-02 Score 92.779 Data time: 0.2031, Forward time: 2.2791, Backward time: 3.1072, DDP time: 0.0052, Total iter time: 5.0829 [2020-11-06 03:01:45,197][root][INFO] - ===> Epoch[298](7743/26): Loss 0.2272, Sem 0.2429, dir -0.4130, norm 0.3973, swav 0.0000 LR: 2.620e-02 Score 92.499 Data time: 0.2418, Forward time: 2.2791, Backward time: 3.1071, DDP time: 0.0052, Total iter time: 5.6055 [2020-11-06 03:01:50,545][root][INFO] - ===> Epoch[298](7744/26): Loss 0.1566, Sem 0.1989, dir -0.4150, norm 0.3727, swav 0.0000 LR: 2.619e-02 Score 93.467 Data time: 0.1826, Forward time: 2.2791, Backward time: 3.1071, DDP time: 0.0052, Total iter time: 5.2034 [2020-11-06 03:01:57,185][root][INFO] - ===> Epoch[298](7745/26): Loss 0.2082, Sem 0.1747, dir -0.3652, norm 0.3987, swav 0.0000 LR: 2.618e-02 Score 94.874 Data time: 0.2058, Forward time: 2.2791, Backward time: 3.1072, DDP time: 0.0052, Total iter time: 6.5348 [2020-11-06 03:02:04,295][root][INFO] - ===> Epoch[298](7746/26): Loss 0.1040, Sem 0.1591, dir -0.4300, norm 0.3749, swav 0.0000 LR: 2.617e-02 Score 94.802 Data time: 0.2017, Forward time: 2.2790, Backward time: 3.1074, DDP time: 0.0052, Total iter time: 6.9942 [2020-11-06 03:02:10,885][root][INFO] - ===> Epoch[298](7747/26): Loss 0.1140, Sem 0.1742, dir -0.4892, norm 0.4291, swav 0.0000 LR: 2.616e-02 Score 94.609 Data time: 0.2256, Forward time: 2.2791, Backward time: 3.1075, DDP time: 0.0052, Total iter time: 6.4655 [2020-11-06 03:02:16,371][root][INFO] - ===> Epoch[298](7748/26): Loss 0.1493, Sem 0.1876, dir -0.4537, norm 0.4154, swav 0.0000 LR: 2.615e-02 Score 93.368 Data time: 0.1574, Forward time: 2.2790, Backward time: 3.1075, DDP time: 0.0052, Total iter time: 5.3545 [2020-11-06 03:02:22,295][root][INFO] - ===> Epoch[299](7749/26): Loss 0.1092, Sem 0.1852, dir -0.4278, norm 0.3518, swav 0.0000 LR: 2.614e-02 Score 93.796 Data time: 0.2106, Forward time: 2.2790, Backward time: 3.1076, DDP time: 0.0052, Total iter time: 5.8100 [2020-11-06 03:02:27,916][root][INFO] - ===> Epoch[299](7750/26): Loss 0.2157, Sem 0.1691, dir -0.3894, norm 0.4360, swav 0.0000 LR: 2.613e-02 Score 94.597 Data time: 0.2033, Forward time: 2.2790, Backward time: 3.1076, DDP time: 0.0052, Total iter time: 5.5116 [2020-11-06 03:02:32,945][root][INFO] - ===> Epoch[299](7751/26): Loss 0.1207, Sem 0.2260, dir -0.4791, norm 0.3738, swav 0.0000 LR: 2.612e-02 Score 93.282 Data time: 0.2260, Forward time: 2.2790, Backward time: 3.1074, DDP time: 0.0052, Total iter time: 4.9015 [2020-11-06 03:02:39,809][root][INFO] - ===> Epoch[299](7752/26): Loss 0.2490, Sem 0.2436, dir -0.4449, norm 0.4504, swav 0.0000 LR: 2.611e-02 Score 92.728 Data time: 0.2593, Forward time: 2.2791, Backward time: 3.1075, DDP time: 0.0052, Total iter time: 6.7396 [2020-11-06 03:02:45,447][root][INFO] - ===> Epoch[299](7753/26): Loss 0.1724, Sem 0.2163, dir -0.4211, norm 0.3772, swav 0.0000 LR: 2.610e-02 Score 93.370 Data time: 0.1634, Forward time: 2.2790, Backward time: 3.1075, DDP time: 0.0052, Total iter time: 5.5109 [2020-11-06 03:02:50,640][root][INFO] - ===> Epoch[299](7754/26): Loss 0.1131, Sem 0.2123, dir -0.4324, norm 0.3332, swav 0.0000 LR: 2.609e-02 Score 93.221 Data time: 0.2202, Forward time: 2.2789, Backward time: 3.1075, DDP time: 0.0052, Total iter time: 5.1117 [2020-11-06 03:02:56,574][root][INFO] - ===> Epoch[299](7755/26): Loss 0.1930, Sem 0.1991, dir -0.4053, norm 0.3993, swav 0.0000 LR: 2.608e-02 Score 94.066 Data time: 0.2240, Forward time: 2.2789, Backward time: 3.1075, DDP time: 0.0052, Total iter time: 5.8406 [2020-11-06 03:03:02,613][root][INFO] - ===> Epoch[299](7756/26): Loss 0.1217, Sem 0.2033, dir -0.4608, norm 0.3792, swav 0.0000 LR: 2.606e-02 Score 93.651 Data time: 0.2433, Forward time: 2.2790, Backward time: 3.1075, DDP time: 0.0052, Total iter time: 5.9090 [2020-11-06 03:03:07,664][root][INFO] - ===> Epoch[299](7757/26): Loss 0.1899, Sem 0.1941, dir -0.4175, norm 0.4134, swav 0.0000 LR: 2.605e-02 Score 94.120 Data time: 0.1924, Forward time: 2.2789, Backward time: 3.1074, DDP time: 0.0052, Total iter time: 4.9258 [2020-11-06 03:03:12,664][root][INFO] - ===> Epoch[299](7758/26): Loss 0.1193, Sem 0.1530, dir -0.4056, norm 0.3719, swav 0.0000 LR: 2.604e-02 Score 95.323 Data time: 0.2412, Forward time: 2.2790, Backward time: 3.1073, DDP time: 0.0052, Total iter time: 4.8948 [2020-11-06 03:03:18,133][root][INFO] - ===> Epoch[299](7759/26): Loss 0.0962, Sem 0.1440, dir -0.4660, norm 0.4183, swav 0.0000 LR: 2.603e-02 Score 95.275 Data time: 0.2180, Forward time: 2.2790, Backward time: 3.1073, DDP time: 0.0052, Total iter time: 5.3501 [2020-11-06 03:03:23,548][root][INFO] - ===> Epoch[299](7760/26): Loss 0.2256, Sem 0.2534, dir -0.4119, norm 0.3841, swav 0.0000 LR: 2.602e-02 Score 91.947 Data time: 0.2306, Forward time: 2.2790, Backward time: 3.1072, DDP time: 0.0052, Total iter time: 5.2901 [2020-11-06 03:03:28,403][root][INFO] - ===> Epoch[299](7761/26): Loss 0.2124, Sem 0.2345, dir -0.4650, norm 0.4429, swav 0.0000 LR: 2.601e-02 Score 93.082 Data time: 0.1658, Forward time: 2.2789, Backward time: 3.1072, DDP time: 0.0052, Total iter time: 4.7297 [2020-11-06 03:03:34,089][root][INFO] - ===> Epoch[299](7762/26): Loss 0.2418, Sem 0.2576, dir -0.4243, norm 0.4085, swav 0.0000 LR: 2.600e-02 Score 92.667 Data time: 0.2597, Forward time: 2.2790, Backward time: 3.1071, DDP time: 0.0052, Total iter time: 5.5881 [2020-11-06 03:03:39,287][root][INFO] - ===> Epoch[299](7763/26): Loss 0.1782, Sem 0.1649, dir -0.4188, norm 0.4320, swav 0.0000 LR: 2.599e-02 Score 94.366 Data time: 0.1697, Forward time: 2.2789, Backward time: 3.1071, DDP time: 0.0052, Total iter time: 5.0335 [2020-11-06 03:03:44,666][root][INFO] - ===> Epoch[299](7764/26): Loss 0.1120, Sem 0.1842, dir -0.4619, norm 0.3897, swav 0.0000 LR: 2.598e-02 Score 94.537 Data time: 0.1960, Forward time: 2.2789, Backward time: 3.1071, DDP time: 0.0052, Total iter time: 5.2848 [2020-11-06 03:03:50,454][root][INFO] - ===> Epoch[299](7765/26): Loss 0.1685, Sem 0.2247, dir -0.4613, norm 0.4050, swav 0.0000 LR: 2.597e-02 Score 92.961 Data time: 0.1692, Forward time: 2.2788, Backward time: 3.1071, DDP time: 0.0052, Total iter time: 5.6697 [2020-11-06 03:03:55,097][root][INFO] - ===> Epoch[299](7766/26): Loss 0.0967, Sem 0.1629, dir -0.5017, norm 0.4355, swav 0.0000 LR: 2.596e-02 Score 95.648 Data time: 0.1703, Forward time: 2.2788, Backward time: 3.1070, DDP time: 0.0052, Total iter time: 4.5249 [2020-11-06 03:04:00,589][root][INFO] - ===> Epoch[299](7767/26): Loss 0.1128, Sem 0.1791, dir -0.4555, norm 0.3892, swav 0.0000 LR: 2.595e-02 Score 94.115 Data time: 0.2207, Forward time: 2.2788, Backward time: 3.1070, DDP time: 0.0052, Total iter time: 5.3901 [2020-11-06 03:04:05,957][root][INFO] - ===> Epoch[299](7768/26): Loss 0.1542, Sem 0.2134, dir -0.4482, norm 0.3890, swav 0.0000 LR: 2.594e-02 Score 93.938 Data time: 0.2915, Forward time: 2.2788, Backward time: 3.1069, DDP time: 0.0052, Total iter time: 5.2366 [2020-11-06 03:04:12,318][root][INFO] - ===> Epoch[299](7769/26): Loss 0.1746, Sem 0.1746, dir -0.4368, norm 0.4368, swav 0.0000 LR: 2.593e-02 Score 94.162 Data time: 0.2633, Forward time: 2.2789, Backward time: 3.1069, DDP time: 0.0052, Total iter time: 6.2185 [2020-11-06 03:04:20,052][root][INFO] - ===> Epoch[299](7770/26): Loss 0.1844, Sem 0.2156, dir -0.4650, norm 0.4338, swav 0.0000 LR: 2.592e-02 Score 93.761 Data time: 0.1996, Forward time: 2.2789, Backward time: 3.1071, DDP time: 0.0052, Total iter time: 7.5676 [2020-11-06 03:04:27,654][root][INFO] - ===> Epoch[299](7771/26): Loss 0.2351, Sem 0.2252, dir -0.4147, norm 0.4246, swav 0.0000 LR: 2.591e-02 Score 93.521 Data time: 0.1652, Forward time: 2.2788, Backward time: 3.1074, DDP time: 0.0052, Total iter time: 7.5001 [2020-11-06 03:04:34,254][root][INFO] - ===> Epoch[299](7772/26): Loss 0.2100, Sem 0.2089, dir -0.3971, norm 0.3983, swav 0.0000 LR: 2.590e-02 Score 93.636 Data time: 0.2542, Forward time: 2.2788, Backward time: 3.1075, DDP time: 0.0052, Total iter time: 6.5254 [2020-11-06 03:04:40,179][root][INFO] - ===> Epoch[299](7773/26): Loss 0.2535, Sem 0.2161, dir -0.4017, norm 0.4391, swav 0.0000 LR: 2.589e-02 Score 92.847 Data time: 0.1513, Forward time: 2.2787, Backward time: 3.1076, DDP time: 0.0052, Total iter time: 5.7915 [2020-11-06 03:04:46,694][root][INFO] - ===> Epoch[299](7774/26): Loss 0.2468, Sem 0.2903, dir -0.4053, norm 0.3618, swav 0.0000 LR: 2.588e-02 Score 91.082 Data time: 0.1646, Forward time: 2.2787, Backward time: 3.1078, DDP time: 0.0052, Total iter time: 6.4213 [2020-11-06 03:04:51,168][root][INFO] - ===> Epoch[300](7775/26): Loss 0.1126, Sem 0.1840, dir -0.4314, norm 0.3599, swav 0.0000 LR: 2.587e-02 Score 94.415 Data time: 0.1819, Forward time: 2.2786, Backward time: 3.1077, DDP time: 0.0052, Total iter time: 4.3696 [2020-11-06 03:04:56,599][root][INFO] - ===> Epoch[300](7776/26): Loss 0.1619, Sem 0.1758, dir -0.4308, norm 0.4169, swav 0.0000 LR: 2.586e-02 Score 94.264 Data time: 0.1948, Forward time: 2.2786, Backward time: 3.1077, DDP time: 0.0052, Total iter time: 5.3442 [2020-11-06 03:05:02,023][root][INFO] - ===> Epoch[300](7777/26): Loss 0.1527, Sem 0.2052, dir -0.4930, norm 0.4405, swav 0.0000 LR: 2.585e-02 Score 93.568 Data time: 0.1898, Forward time: 2.2786, Backward time: 3.1076, DDP time: 0.0052, Total iter time: 5.2852 [2020-11-06 03:05:07,269][root][INFO] - ===> Epoch[300](7778/26): Loss 0.1412, Sem 0.1753, dir -0.4044, norm 0.3702, swav 0.0000 LR: 2.583e-02 Score 94.702 Data time: 0.2399, Forward time: 2.2786, Backward time: 3.1075, DDP time: 0.0052, Total iter time: 5.1302 [2020-11-06 03:05:13,882][root][INFO] - ===> Epoch[300](7779/26): Loss 0.1903, Sem 0.1618, dir -0.4176, norm 0.4461, swav 0.0000 LR: 2.582e-02 Score 95.142 Data time: 0.1885, Forward time: 2.2785, Backward time: 3.1077, DDP time: 0.0052, Total iter time: 6.4971 [2020-11-06 03:05:20,594][root][INFO] - ===> Epoch[300](7780/26): Loss 0.2074, Sem 0.1997, dir -0.3238, norm 0.3315, swav 0.0000 LR: 2.581e-02 Score 94.088 Data time: 0.3365, Forward time: 2.2787, Backward time: 3.1077, DDP time: 0.0052, Total iter time: 6.5887 [2020-11-06 03:05:25,885][root][INFO] - ===> Epoch[300](7781/26): Loss 0.1164, Sem 0.1543, dir -0.4104, norm 0.3725, swav 0.0000 LR: 2.580e-02 Score 95.210 Data time: 0.2150, Forward time: 2.2787, Backward time: 3.1076, DDP time: 0.0052, Total iter time: 5.1494 [2020-11-06 03:05:30,812][root][INFO] - ===> Epoch[300](7782/26): Loss 0.1390, Sem 0.1945, dir -0.4354, norm 0.3798, swav 0.0000 LR: 2.579e-02 Score 93.650 Data time: 0.2268, Forward time: 2.2787, Backward time: 3.1075, DDP time: 0.0052, Total iter time: 4.8041 [2020-11-06 03:05:37,412][root][INFO] - ===> Epoch[300](7783/26): Loss 0.1737, Sem 0.2261, dir -0.4978, norm 0.4454, swav 0.0000 LR: 2.578e-02 Score 92.392 Data time: 0.1979, Forward time: 2.2787, Backward time: 3.1076, DDP time: 0.0052, Total iter time: 6.4856 [2020-11-06 03:05:43,257][root][INFO] - ===> Epoch[300](7784/26): Loss 0.1782, Sem 0.1620, dir -0.4009, norm 0.4171, swav 0.0000 LR: 2.577e-02 Score 95.501 Data time: 0.2716, Forward time: 2.2788, Backward time: 3.1075, DDP time: 0.0052, Total iter time: 5.7313 [2020-11-06 03:05:49,265][root][INFO] - ===> Epoch[300](7785/26): Loss 0.2382, Sem 0.1916, dir -0.4216, norm 0.4681, swav 0.0000 LR: 2.576e-02 Score 94.218 Data time: 0.1695, Forward time: 2.2787, Backward time: 3.1076, DDP time: 0.0052, Total iter time: 5.8648 [2020-11-06 03:05:55,849][root][INFO] - ===> Epoch[300](7786/26): Loss 0.1570, Sem 0.1766, dir -0.4300, norm 0.4105, swav 0.0000 LR: 2.575e-02 Score 94.343 Data time: 0.1750, Forward time: 2.2786, Backward time: 3.1078, DDP time: 0.0052, Total iter time: 6.5075 [2020-11-06 03:06:01,904][root][INFO] - ===> Epoch[300](7787/26): Loss 0.1509, Sem 0.1762, dir -0.4051, norm 0.3798, swav 0.0000 LR: 2.574e-02 Score 94.588 Data time: 0.1773, Forward time: 2.2786, Backward time: 3.1079, DDP time: 0.0052, Total iter time: 5.9286 [2020-11-06 03:06:06,662][root][INFO] - ===> Epoch[300](7788/26): Loss 0.1442, Sem 0.1981, dir -0.4424, norm 0.3884, swav 0.0000 LR: 2.573e-02 Score 93.229 Data time: 0.1994, Forward time: 2.2786, Backward time: 3.1078, DDP time: 0.0052, Total iter time: 4.6594 [2020-11-06 03:06:10,781][root][INFO] - ===> Epoch[300](7789/26): Loss 0.0865, Sem 0.1735, dir -0.4809, norm 0.3939, swav 0.0000 LR: 2.572e-02 Score 93.982 Data time: 0.1639, Forward time: 2.2785, Backward time: 3.1076, DDP time: 0.0052, Total iter time: 4.0136 [2020-11-06 03:06:15,674][root][INFO] - ===> Epoch[300](7790/26): Loss 0.1957, Sem 0.2474, dir -0.4861, norm 0.4344, swav 0.0000 LR: 2.571e-02 Score 91.626 Data time: 0.2485, Forward time: 2.2785, Backward time: 3.1075, DDP time: 0.0052, Total iter time: 4.7845 [2020-11-06 03:06:20,764][root][INFO] - ===> Epoch[300](7791/26): Loss 0.2052, Sem 0.2420, dir -0.4209, norm 0.3841, swav 0.0000 LR: 2.570e-02 Score 93.075 Data time: 0.2500, Forward time: 2.2785, Backward time: 3.1074, DDP time: 0.0052, Total iter time: 4.9594 [2020-11-06 03:06:26,612][root][INFO] - ===> Epoch[300](7792/26): Loss 0.1734, Sem 0.2142, dir -0.4549, norm 0.4141, swav 0.0000 LR: 2.569e-02 Score 93.698 Data time: 0.2588, Forward time: 2.2786, Backward time: 3.1073, DDP time: 0.0052, Total iter time: 5.7263 [2020-11-06 03:06:32,828][root][INFO] - ===> Epoch[300](7793/26): Loss 0.1383, Sem 0.1961, dir -0.4223, norm 0.3645, swav 0.0000 LR: 2.568e-02 Score 94.743 Data time: 0.2247, Forward time: 2.2786, Backward time: 3.1074, DDP time: 0.0052, Total iter time: 6.1117 [2020-11-06 03:06:39,157][root][INFO] - ===> Epoch[300](7794/26): Loss 0.2385, Sem 0.2526, dir -0.3900, norm 0.3759, swav 0.0000 LR: 2.567e-02 Score 91.961 Data time: 0.2017, Forward time: 2.2786, Backward time: 3.1075, DDP time: 0.0052, Total iter time: 6.1942 [2020-11-06 03:06:46,073][root][INFO] - ===> Epoch[300](7795/26): Loss 0.1603, Sem 0.1955, dir -0.4376, norm 0.4025, swav 0.0000 LR: 2.566e-02 Score 93.712 Data time: 0.2241, Forward time: 2.2786, Backward time: 3.1076, DDP time: 0.0052, Total iter time: 6.7892 [2020-11-06 03:06:51,260][root][INFO] - ===> Epoch[300](7796/26): Loss 0.1456, Sem 0.2150, dir -0.4742, norm 0.4048, swav 0.0000 LR: 2.565e-02 Score 93.393 Data time: 0.1884, Forward time: 2.2785, Backward time: 3.1076, DDP time: 0.0052, Total iter time: 5.0536 [2020-11-06 03:06:56,417][root][INFO] - ===> Epoch[300](7797/26): Loss 0.1676, Sem 0.1932, dir -0.4324, norm 0.4068, swav 0.0000 LR: 2.564e-02 Score 93.685 Data time: 0.1661, Forward time: 2.2785, Backward time: 3.1075, DDP time: 0.0052, Total iter time: 5.0494 [2020-11-06 03:07:02,392][root][INFO] - ===> Epoch[300](7798/26): Loss 0.0877, Sem 0.1357, dir -0.4895, norm 0.4415, swav 0.0000 LR: 2.563e-02 Score 95.595 Data time: 0.2112, Forward time: 2.2785, Backward time: 3.1076, DDP time: 0.0052, Total iter time: 5.8856 [2020-11-06 03:07:08,950][root][INFO] - ===> Epoch[300](7799/26): Loss 0.1212, Sem 0.1885, dir -0.4438, norm 0.3765, swav 0.0000 LR: 2.562e-02 Score 93.911 Data time: 0.2257, Forward time: 2.2785, Backward time: 3.1077, DDP time: 0.0052, Total iter time: 6.4215 [2020-11-06 03:07:14,064][root][INFO] - ===> Epoch[300](7800/26): Loss 0.1608, Sem 0.1946, dir -0.4504, norm 0.4165, swav 0.0000 LR: 2.560e-02 Score 93.183 Data time: 0.2607, Forward time: 2.2785, Backward time: 3.1075, DDP time: 0.0052, Total iter time: 4.9796 [2020-11-06 03:07:18,633][root][INFO] - ===> Epoch[301](7801/26): Loss 0.2407, Sem 0.2326, dir -0.4341, norm 0.4421, swav 0.0000 LR: 2.559e-02 Score 93.891 Data time: 0.1829, Forward time: 2.2785, Backward time: 3.1074, DDP time: 0.0052, Total iter time: 4.4273 [2020-11-06 03:07:24,436][root][INFO] - ===> Epoch[301](7802/26): Loss 0.1784, Sem 0.2007, dir -0.4749, norm 0.4525, swav 0.0000 LR: 2.558e-02 Score 94.347 Data time: 0.2015, Forward time: 2.2784, Backward time: 3.1074, DDP time: 0.0052, Total iter time: 5.6951 [2020-11-06 03:07:30,120][root][INFO] - ===> Epoch[301](7803/26): Loss 0.2220, Sem 0.2204, dir -0.4213, norm 0.4229, swav 0.0000 LR: 2.557e-02 Score 93.750 Data time: 0.2078, Forward time: 2.2784, Backward time: 3.1074, DDP time: 0.0052, Total iter time: 5.5696 [2020-11-06 03:07:36,110][root][INFO] - ===> Epoch[301](7804/26): Loss 0.2225, Sem 0.2418, dir -0.3781, norm 0.3588, swav 0.0000 LR: 2.556e-02 Score 92.476 Data time: 0.1594, Forward time: 2.2784, Backward time: 3.1075, DDP time: 0.0052, Total iter time: 5.8604 [2020-11-06 03:07:43,031][root][INFO] - ===> Epoch[301](7805/26): Loss 0.0264, Sem 0.1316, dir -0.4797, norm 0.3745, swav 0.0000 LR: 2.555e-02 Score 95.382 Data time: 0.1579, Forward time: 2.2783, Backward time: 3.1078, DDP time: 0.0052, Total iter time: 6.8234 [2020-11-06 03:07:48,765][root][INFO] - ===> Epoch[301](7806/26): Loss 0.1696, Sem 0.1820, dir -0.4201, norm 0.4077, swav 0.0000 LR: 2.554e-02 Score 93.912 Data time: 0.1879, Forward time: 2.2783, Backward time: 3.1078, DDP time: 0.0052, Total iter time: 5.6199 [2020-11-06 03:07:54,565][root][INFO] - ===> Epoch[301](7807/26): Loss 0.1589, Sem 0.2170, dir -0.4580, norm 0.3998, swav 0.0000 LR: 2.553e-02 Score 92.822 Data time: 0.1340, Forward time: 2.2782, Backward time: 3.1079, DDP time: 0.0052, Total iter time: 5.6545 [2020-11-06 03:08:00,554][root][INFO] - ===> Epoch[301](7808/26): Loss 0.1973, Sem 0.1883, dir -0.4276, norm 0.4366, swav 0.0000 LR: 2.552e-02 Score 94.060 Data time: 0.2164, Forward time: 2.2781, Backward time: 3.1079, DDP time: 0.0052, Total iter time: 5.8861 [2020-11-06 03:08:07,071][root][INFO] - ===> Epoch[301](7809/26): Loss 0.1547, Sem 0.1812, dir -0.4499, norm 0.4235, swav 0.0000 LR: 2.551e-02 Score 94.702 Data time: 0.3308, Forward time: 2.2782, Backward time: 3.1079, DDP time: 0.0052, Total iter time: 6.4142 [2020-11-06 03:08:13,760][root][INFO] - ===> Epoch[301](7810/26): Loss 0.1487, Sem 0.1569, dir -0.4010, norm 0.3928, swav 0.0000 LR: 2.550e-02 Score 94.617 Data time: 0.1682, Forward time: 2.2782, Backward time: 3.1080, DDP time: 0.0052, Total iter time: 6.5427 [2020-11-06 03:08:19,527][root][INFO] - ===> Epoch[301](7811/26): Loss 0.0855, Sem 0.1778, dir -0.4496, norm 0.3574, swav 0.0000 LR: 2.549e-02 Score 95.054 Data time: 0.1726, Forward time: 2.2782, Backward time: 3.1081, DDP time: 0.0052, Total iter time: 5.6491 [2020-11-06 03:08:25,265][root][INFO] - ===> Epoch[301](7812/26): Loss 0.1810, Sem 0.1760, dir -0.4237, norm 0.4287, swav 0.0000 LR: 2.548e-02 Score 95.287 Data time: 0.1949, Forward time: 2.2781, Backward time: 3.1081, DDP time: 0.0052, Total iter time: 5.6399 [2020-11-06 03:08:30,676][root][INFO] - ===> Epoch[301](7813/26): Loss 0.2200, Sem 0.2175, dir -0.3856, norm 0.3881, swav 0.0000 LR: 2.547e-02 Score 93.264 Data time: 0.2569, Forward time: 2.2782, Backward time: 3.1080, DDP time: 0.0052, Total iter time: 5.2773 [2020-11-06 03:08:35,818][root][INFO] - ===> Epoch[301](7814/26): Loss 0.1656, Sem 0.1620, dir -0.4224, norm 0.4259, swav 0.0000 LR: 2.546e-02 Score 94.192 Data time: 0.1611, Forward time: 2.2781, Backward time: 3.1080, DDP time: 0.0052, Total iter time: 4.9960 [2020-11-06 03:08:41,948][root][INFO] - ===> Epoch[301](7815/26): Loss 0.1988, Sem 0.2061, dir -0.3938, norm 0.3865, swav 0.0000 LR: 2.545e-02 Score 93.528 Data time: 0.1786, Forward time: 2.2781, Backward time: 3.1081, DDP time: 0.0052, Total iter time: 6.0322 [2020-11-06 03:08:47,320][root][INFO] - ===> Epoch[301](7816/26): Loss 0.1055, Sem 0.1784, dir -0.4667, norm 0.3938, swav 0.0000 LR: 2.544e-02 Score 94.682 Data time: 0.1794, Forward time: 2.2780, Backward time: 3.1081, DDP time: 0.0052, Total iter time: 5.2400 [2020-11-06 03:08:53,096][root][INFO] - ===> Epoch[301](7817/26): Loss 0.3249, Sem 0.2500, dir -0.3567, norm 0.4316, swav 0.0000 LR: 2.543e-02 Score 91.730 Data time: 0.2122, Forward time: 2.2780, Backward time: 3.1081, DDP time: 0.0052, Total iter time: 5.6514 [2020-11-06 03:09:00,358][root][INFO] - ===> Epoch[301](7818/26): Loss 0.1472, Sem 0.1881, dir -0.4495, norm 0.4086, swav 0.0000 LR: 2.542e-02 Score 94.073 Data time: 0.1959, Forward time: 2.2780, Backward time: 3.1083, DDP time: 0.0052, Total iter time: 7.1081 [2020-11-06 03:09:05,048][root][INFO] - ===> Epoch[301](7819/26): Loss 0.1194, Sem 0.1673, dir -0.4354, norm 0.3875, swav 0.0000 LR: 2.541e-02 Score 94.346 Data time: 0.1939, Forward time: 2.2779, Backward time: 3.1082, DDP time: 0.0052, Total iter time: 4.5826 [2020-11-06 03:09:10,905][root][INFO] - ===> Epoch[301](7820/26): Loss 0.2193, Sem 0.1875, dir -0.4169, norm 0.4487, swav 0.0000 LR: 2.540e-02 Score 94.788 Data time: 0.2686, Forward time: 2.2780, Backward time: 3.1081, DDP time: 0.0052, Total iter time: 5.7476 [2020-11-06 03:09:16,041][root][INFO] - ===> Epoch[301](7821/26): Loss 0.1538, Sem 0.1957, dir -0.4904, norm 0.4485, swav 0.0000 LR: 2.538e-02 Score 93.213 Data time: 0.1924, Forward time: 2.2780, Backward time: 3.1081, DDP time: 0.0052, Total iter time: 4.9818 [2020-11-06 03:09:21,088][root][INFO] - ===> Epoch[301](7822/26): Loss 0.2198, Sem 0.2076, dir -0.3710, norm 0.3832, swav 0.0000 LR: 2.537e-02 Score 92.728 Data time: 0.2546, Forward time: 2.2780, Backward time: 3.1079, DDP time: 0.0052, Total iter time: 4.9297 [2020-11-06 03:09:26,926][root][INFO] - ===> Epoch[301](7823/26): Loss 0.0903, Sem 0.1683, dir -0.4494, norm 0.3713, swav 0.0000 LR: 2.536e-02 Score 93.866 Data time: 0.1671, Forward time: 2.2780, Backward time: 3.1080, DDP time: 0.0052, Total iter time: 5.7150 [2020-11-06 03:09:33,756][root][INFO] - ===> Epoch[301](7824/26): Loss 0.2103, Sem 0.2538, dir -0.4516, norm 0.4081, swav 0.0000 LR: 2.535e-02 Score 92.108 Data time: 0.1733, Forward time: 2.2779, Backward time: 3.1082, DDP time: 0.0052, Total iter time: 6.7131 [2020-11-06 03:09:39,960][root][INFO] - ===> Epoch[301](7825/26): Loss 0.1303, Sem 0.1789, dir -0.4246, norm 0.3760, swav 0.0000 LR: 2.534e-02 Score 95.277 Data time: 0.2192, Forward time: 2.2779, Backward time: 3.1083, DDP time: 0.0052, Total iter time: 6.1280 [2020-11-06 03:09:45,159][root][INFO] - ===> Epoch[301](7826/26): Loss 0.0881, Sem 0.1594, dir -0.4500, norm 0.3788, swav 0.0000 LR: 2.533e-02 Score 94.482 Data time: 0.2114, Forward time: 2.2779, Backward time: 3.1082, DDP time: 0.0052, Total iter time: 5.0839 [2020-11-06 03:09:49,761][root][INFO] - ===> Epoch[302](7827/26): Loss 0.1487, Sem 0.1900, dir -0.4417, norm 0.4004, swav 0.0000 LR: 2.532e-02 Score 94.080 Data time: 0.1841, Forward time: 2.2779, Backward time: 3.1081, DDP time: 0.0052, Total iter time: 4.4848 [2020-11-06 03:09:55,693][root][INFO] - ===> Epoch[302](7828/26): Loss 0.0997, Sem 0.1745, dir -0.4558, norm 0.3810, swav 0.0000 LR: 2.531e-02 Score 94.869 Data time: 0.2300, Forward time: 2.2779, Backward time: 3.1081, DDP time: 0.0052, Total iter time: 5.8324 [2020-11-06 03:10:01,922][root][INFO] - ===> Epoch[302](7829/26): Loss 0.1829, Sem 0.2121, dir -0.4125, norm 0.3832, swav 0.0000 LR: 2.530e-02 Score 93.571 Data time: 0.2654, Forward time: 2.2779, Backward time: 3.1081, DDP time: 0.0052, Total iter time: 6.1087 [2020-11-06 03:10:07,823][root][INFO] - ===> Epoch[302](7830/26): Loss 0.1640, Sem 0.1782, dir -0.4459, norm 0.4318, swav 0.0000 LR: 2.529e-02 Score 94.656 Data time: 0.1524, Forward time: 2.2779, Backward time: 3.1082, DDP time: 0.0052, Total iter time: 5.7521 [2020-11-06 03:10:13,084][root][INFO] - ===> Epoch[302](7831/26): Loss 0.1337, Sem 0.1623, dir -0.4466, norm 0.4180, swav 0.0000 LR: 2.528e-02 Score 94.887 Data time: 0.1911, Forward time: 2.2778, Backward time: 3.1082, DDP time: 0.0052, Total iter time: 5.1565 [2020-11-06 03:10:18,291][root][INFO] - ===> Epoch[302](7832/26): Loss 0.2141, Sem 0.1949, dir -0.3678, norm 0.3870, swav 0.0000 LR: 2.527e-02 Score 93.978 Data time: 0.2680, Forward time: 2.2779, Backward time: 3.1080, DDP time: 0.0052, Total iter time: 5.0770 [2020-11-06 03:10:22,860][root][INFO] - ===> Epoch[302](7833/26): Loss 0.0735, Sem 0.1820, dir -0.4774, norm 0.3688, swav 0.0000 LR: 2.526e-02 Score 94.575 Data time: 0.1962, Forward time: 2.2778, Backward time: 3.1079, DDP time: 0.0052, Total iter time: 4.4586 [2020-11-06 03:10:30,573][root][INFO] - ===> Epoch[302](7834/26): Loss 0.1342, Sem 0.1868, dir -0.4120, norm 0.3594, swav 0.0000 LR: 2.525e-02 Score 94.216 Data time: 0.4053, Forward time: 2.2780, Backward time: 3.1080, DDP time: 0.0052, Total iter time: 7.6152 [2020-11-06 03:10:36,553][root][INFO] - ===> Epoch[302](7835/26): Loss 0.2554, Sem 0.2146, dir -0.4332, norm 0.4740, swav 0.0000 LR: 2.524e-02 Score 93.700 Data time: 0.2668, Forward time: 2.2781, Backward time: 3.1079, DDP time: 0.0052, Total iter time: 5.8617 [2020-11-06 03:10:42,045][root][INFO] - ===> Epoch[302](7836/26): Loss 0.1157, Sem 0.1571, dir -0.4300, norm 0.3885, swav 0.0000 LR: 2.523e-02 Score 95.689 Data time: 0.1808, Forward time: 2.2781, Backward time: 3.1079, DDP time: 0.0052, Total iter time: 5.3840 [2020-11-06 03:10:48,155][root][INFO] - ===> Epoch[302](7837/26): Loss 0.1785, Sem 0.2024, dir -0.4185, norm 0.3946, swav 0.0000 LR: 2.522e-02 Score 93.363 Data time: 0.2363, Forward time: 2.2781, Backward time: 3.1079, DDP time: 0.0052, Total iter time: 5.9974 [2020-11-06 03:10:53,494][root][INFO] - ===> Epoch[302](7838/26): Loss 0.1081, Sem 0.1720, dir -0.4107, norm 0.3468, swav 0.0000 LR: 2.521e-02 Score 95.010 Data time: 0.1728, Forward time: 2.2780, Backward time: 3.1079, DDP time: 0.0052, Total iter time: 5.2173 [2020-11-06 03:10:58,868][root][INFO] - ===> Epoch[302](7839/26): Loss 0.1976, Sem 0.2711, dir -0.4790, norm 0.4055, swav 0.0000 LR: 2.520e-02 Score 91.679 Data time: 0.1987, Forward time: 2.2780, Backward time: 3.1079, DDP time: 0.0052, Total iter time: 5.2678 [2020-11-06 03:11:04,023][root][INFO] - ===> Epoch[302](7840/26): Loss 0.1308, Sem 0.1617, dir -0.4358, norm 0.4050, swav 0.0000 LR: 2.519e-02 Score 95.426 Data time: 0.1552, Forward time: 2.2779, Backward time: 3.1079, DDP time: 0.0052, Total iter time: 5.0499 [2020-11-06 03:11:09,759][root][INFO] - ===> Epoch[302](7841/26): Loss 0.0659, Sem 0.1746, dir -0.4980, norm 0.3894, swav 0.0000 LR: 2.517e-02 Score 94.497 Data time: 0.2095, Forward time: 2.2779, Backward time: 3.1079, DDP time: 0.0052, Total iter time: 5.6490 [2020-11-06 03:11:16,184][root][INFO] - ===> Epoch[302](7842/26): Loss 0.1396, Sem 0.1873, dir -0.4596, norm 0.4120, swav 0.0000 LR: 2.516e-02 Score 93.901 Data time: 0.2295, Forward time: 2.2780, Backward time: 3.1079, DDP time: 0.0052, Total iter time: 6.3019 [2020-11-06 03:11:22,294][root][INFO] - ===> Epoch[302](7843/26): Loss 0.1900, Sem 0.2007, dir -0.4197, norm 0.4090, swav 0.0000 LR: 2.515e-02 Score 92.675 Data time: 0.1815, Forward time: 2.2779, Backward time: 3.1080, DDP time: 0.0052, Total iter time: 5.9717 [2020-11-06 03:11:29,258][root][INFO] - ===> Epoch[302](7844/26): Loss 0.1916, Sem 0.2243, dir -0.4345, norm 0.4018, swav 0.0000 LR: 2.514e-02 Score 93.496 Data time: 0.2637, Forward time: 2.2780, Backward time: 3.1081, DDP time: 0.0052, Total iter time: 6.8705 [2020-11-06 03:11:36,162][root][INFO] - ===> Epoch[302](7845/26): Loss 0.1967, Sem 0.1612, dir -0.4079, norm 0.4434, swav 0.0000 LR: 2.513e-02 Score 94.929 Data time: 0.1712, Forward time: 2.2779, Backward time: 3.1083, DDP time: 0.0052, Total iter time: 6.7445 [2020-11-06 03:11:41,563][root][INFO] - ===> Epoch[302](7846/26): Loss 0.2320, Sem 0.1875, dir -0.4531, norm 0.4976, swav 0.0000 LR: 2.512e-02 Score 95.234 Data time: 0.2256, Forward time: 2.2779, Backward time: 3.1082, DDP time: 0.0052, Total iter time: 5.2908 [2020-11-06 03:11:48,907][root][INFO] - ===> Epoch[302](7847/26): Loss 0.1843, Sem 0.2045, dir -0.3777, norm 0.3575, swav 0.0000 LR: 2.511e-02 Score 93.990 Data time: 0.2101, Forward time: 2.2779, Backward time: 3.1084, DDP time: 0.0052, Total iter time: 7.2195 [2020-11-06 03:11:54,374][root][INFO] - ===> Epoch[302](7848/26): Loss 0.1500, Sem 0.1535, dir -0.4248, norm 0.4213, swav 0.0000 LR: 2.510e-02 Score 95.063 Data time: 0.1750, Forward time: 2.2779, Backward time: 3.1084, DDP time: 0.0052, Total iter time: 5.3345 [2020-11-06 03:12:00,510][root][INFO] - ===> Epoch[302](7849/26): Loss 0.2311, Sem 0.2310, dir -0.3757, norm 0.3759, swav 0.0000 LR: 2.509e-02 Score 92.676 Data time: 0.2909, Forward time: 2.2780, Backward time: 3.1084, DDP time: 0.0052, Total iter time: 6.0472 [2020-11-06 03:12:05,141][root][INFO] - ===> Epoch[302](7850/26): Loss 0.1356, Sem 0.2104, dir -0.4435, norm 0.3688, swav 0.0000 LR: 2.508e-02 Score 93.738 Data time: 0.2127, Forward time: 2.2779, Backward time: 3.1083, DDP time: 0.0052, Total iter time: 4.5053 [2020-11-06 03:12:10,593][root][INFO] - ===> Epoch[302](7851/26): Loss 0.1720, Sem 0.2103, dir -0.4602, norm 0.4219, swav 0.0000 LR: 2.507e-02 Score 93.531 Data time: 0.2698, Forward time: 2.2780, Backward time: 3.1082, DDP time: 0.0052, Total iter time: 5.3535 [2020-11-06 03:12:15,825][root][INFO] - ===> Epoch[302](7852/26): Loss 0.1190, Sem 0.1831, dir -0.4815, norm 0.4174, swav 0.0000 LR: 2.506e-02 Score 93.316 Data time: 0.1846, Forward time: 2.2780, Backward time: 3.1081, DDP time: 0.0052, Total iter time: 5.1231 [2020-11-06 03:12:23,528][root][INFO] - ===> Epoch[303](7853/26): Loss 0.1431, Sem 0.1484, dir -0.4060, norm 0.4007, swav 0.0000 LR: 2.505e-02 Score 95.121 Data time: 0.1662, Forward time: 2.2779, Backward time: 3.1084, DDP time: 0.0052, Total iter time: 7.6040 [2020-11-06 03:12:29,813][root][INFO] - ===> Epoch[303](7854/26): Loss 0.1282, Sem 0.1842, dir -0.4547, norm 0.3987, swav 0.0000 LR: 2.504e-02 Score 94.647 Data time: 0.2368, Forward time: 2.2779, Backward time: 3.1085, DDP time: 0.0052, Total iter time: 6.1945 [2020-11-06 03:12:34,848][root][INFO] - ===> Epoch[303](7855/26): Loss 0.1749, Sem 0.1883, dir -0.4240, norm 0.4106, swav 0.0000 LR: 2.503e-02 Score 93.787 Data time: 0.2847, Forward time: 2.2779, Backward time: 3.1084, DDP time: 0.0052, Total iter time: 4.8851 [2020-11-06 03:12:39,542][root][INFO] - ===> Epoch[303](7856/26): Loss 0.1097, Sem 0.1762, dir -0.4490, norm 0.3824, swav 0.0000 LR: 2.502e-02 Score 95.018 Data time: 0.1488, Forward time: 2.2779, Backward time: 3.1083, DDP time: 0.0052, Total iter time: 4.5704 [2020-11-06 03:12:44,757][root][INFO] - ===> Epoch[303](7857/26): Loss 0.2723, Sem 0.2361, dir -0.4127, norm 0.4489, swav 0.0000 LR: 2.501e-02 Score 93.535 Data time: 0.1600, Forward time: 2.2777, Backward time: 3.1084, DDP time: 0.0052, Total iter time: 5.1049 [2020-11-06 03:12:50,793][root][INFO] - ===> Epoch[303](7858/26): Loss 0.1663, Sem 0.1921, dir -0.4298, norm 0.4040, swav 0.0000 LR: 2.500e-02 Score 94.338 Data time: 0.2773, Forward time: 2.2778, Backward time: 3.1083, DDP time: 0.0052, Total iter time: 5.9735 [2020-11-06 03:12:55,672][root][INFO] - ===> Epoch[303](7859/26): Loss 0.1018, Sem 0.1682, dir -0.4404, norm 0.3740, swav 0.0000 LR: 2.499e-02 Score 94.317 Data time: 0.1796, Forward time: 2.2778, Backward time: 3.1082, DDP time: 0.0052, Total iter time: 4.7688 [2020-11-06 03:13:01,118][root][INFO] - ===> Epoch[303](7860/26): Loss 0.1925, Sem 0.2041, dir -0.3871, norm 0.3754, swav 0.0000 LR: 2.498e-02 Score 94.042 Data time: 0.1596, Forward time: 2.2777, Backward time: 3.1082, DDP time: 0.0052, Total iter time: 5.3232 [2020-11-06 03:13:07,162][root][INFO] - ===> Epoch[303](7861/26): Loss 0.2283, Sem 0.1856, dir -0.3673, norm 0.4100, swav 0.0000 LR: 2.497e-02 Score 94.288 Data time: 0.1710, Forward time: 2.2777, Backward time: 3.1083, DDP time: 0.0052, Total iter time: 5.9338 [2020-11-06 03:13:12,125][root][INFO] - ===> Epoch[303](7862/26): Loss 0.1346, Sem 0.1865, dir -0.4408, norm 0.3889, swav 0.0000 LR: 2.495e-02 Score 93.801 Data time: 0.2055, Forward time: 2.2776, Backward time: 3.1083, DDP time: 0.0052, Total iter time: 4.8367 [2020-11-06 03:13:18,039][root][INFO] - ===> Epoch[303](7863/26): Loss 0.1620, Sem 0.1904, dir -0.4712, norm 0.4428, swav 0.0000 LR: 2.494e-02 Score 94.595 Data time: 0.2864, Forward time: 2.2777, Backward time: 3.1082, DDP time: 0.0052, Total iter time: 5.8013 [2020-11-06 03:13:24,187][root][INFO] - ===> Epoch[303](7864/26): Loss 0.1468, Sem 0.1612, dir -0.4364, norm 0.4221, swav 0.0000 LR: 2.493e-02 Score 94.589 Data time: 0.2291, Forward time: 2.2778, Backward time: 3.1082, DDP time: 0.0052, Total iter time: 6.0144 [2020-11-06 03:13:31,382][root][INFO] - ===> Epoch[303](7865/26): Loss 0.1488, Sem 0.2041, dir -0.4362, norm 0.3809, swav 0.0000 LR: 2.492e-02 Score 93.591 Data time: 0.2274, Forward time: 2.2778, Backward time: 3.1083, DDP time: 0.0052, Total iter time: 7.0535 [2020-11-06 03:13:37,716][root][INFO] - ===> Epoch[303](7866/26): Loss 0.1826, Sem 0.2148, dir -0.3922, norm 0.3599, swav 0.0000 LR: 2.491e-02 Score 93.700 Data time: 0.1936, Forward time: 2.2778, Backward time: 3.1084, DDP time: 0.0052, Total iter time: 6.1900 [2020-11-06 03:13:43,751][root][INFO] - ===> Epoch[303](7867/26): Loss 0.1797, Sem 0.1979, dir -0.4765, norm 0.4584, swav 0.0000 LR: 2.490e-02 Score 93.414 Data time: 0.1980, Forward time: 2.2778, Backward time: 3.1085, DDP time: 0.0052, Total iter time: 5.9146 [2020-11-06 03:13:48,987][root][INFO] - ===> Epoch[303](7868/26): Loss 0.1734, Sem 0.1894, dir -0.4268, norm 0.4109, swav 0.0000 LR: 2.489e-02 Score 93.414 Data time: 0.2031, Forward time: 2.2778, Backward time: 3.1084, DDP time: 0.0052, Total iter time: 5.1357 [2020-11-06 03:13:55,669][root][INFO] - ===> Epoch[303](7869/26): Loss 0.0989, Sem 0.1446, dir -0.4131, norm 0.3673, swav 0.0000 LR: 2.488e-02 Score 95.639 Data time: 0.1736, Forward time: 2.2777, Backward time: 3.1086, DDP time: 0.0052, Total iter time: 6.5398 [2020-11-06 03:14:01,030][root][INFO] - ===> Epoch[303](7870/26): Loss 0.2347, Sem 0.2023, dir -0.4089, norm 0.4413, swav 0.0000 LR: 2.487e-02 Score 93.523 Data time: 0.2003, Forward time: 2.2777, Backward time: 3.1085, DDP time: 0.0052, Total iter time: 5.2566 [2020-11-06 03:14:05,701][root][INFO] - ===> Epoch[303](7871/26): Loss 0.1218, Sem 0.1690, dir -0.4350, norm 0.3879, swav 0.0000 LR: 2.486e-02 Score 94.835 Data time: 0.1594, Forward time: 2.2776, Backward time: 3.1085, DDP time: 0.0052, Total iter time: 4.5544 [2020-11-06 03:14:12,274][root][INFO] - ===> Epoch[303](7872/26): Loss 0.1412, Sem 0.1788, dir -0.3885, norm 0.3508, swav 0.0000 LR: 2.485e-02 Score 94.531 Data time: 0.2207, Forward time: 2.2776, Backward time: 3.1086, DDP time: 0.0052, Total iter time: 6.4829 [2020-11-06 03:14:17,369][root][INFO] - ===> Epoch[303](7873/26): Loss 0.1219, Sem 0.2023, dir -0.4396, norm 0.3592, swav 0.0000 LR: 2.484e-02 Score 93.365 Data time: 0.2451, Forward time: 2.2776, Backward time: 3.1085, DDP time: 0.0052, Total iter time: 4.9505 [2020-11-06 03:14:22,461][root][INFO] - ===> Epoch[303](7874/26): Loss 0.1852, Sem 0.1987, dir -0.4130, norm 0.3995, swav 0.0000 LR: 2.483e-02 Score 94.486 Data time: 0.2448, Forward time: 2.2777, Backward time: 3.1083, DDP time: 0.0052, Total iter time: 4.9799 [2020-11-06 03:14:27,696][root][INFO] - ===> Epoch[303](7875/26): Loss 0.1221, Sem 0.1542, dir -0.4874, norm 0.4553, swav 0.0000 LR: 2.482e-02 Score 95.138 Data time: 0.2324, Forward time: 2.2777, Backward time: 3.1082, DDP time: 0.0052, Total iter time: 5.0939 [2020-11-06 03:14:33,844][root][INFO] - ===> Epoch[303](7876/26): Loss 0.1924, Sem 0.1957, dir -0.4604, norm 0.4571, swav 0.0000 LR: 2.481e-02 Score 93.645 Data time: 0.2325, Forward time: 2.2777, Backward time: 3.1082, DDP time: 0.0052, Total iter time: 6.0298 [2020-11-06 03:14:39,754][root][INFO] - ===> Epoch[303](7877/26): Loss 0.1447, Sem 0.1505, dir -0.3903, norm 0.3844, swav 0.0000 LR: 2.480e-02 Score 95.344 Data time: 0.2200, Forward time: 2.2777, Backward time: 3.1083, DDP time: 0.0052, Total iter time: 5.7763 [2020-11-06 03:14:45,473][root][INFO] - ===> Epoch[303](7878/26): Loss 0.1069, Sem 0.1695, dir -0.4837, norm 0.4210, swav 0.0000 LR: 2.479e-02 Score 93.893 Data time: 0.2642, Forward time: 2.2778, Backward time: 3.1082, DDP time: 0.0052, Total iter time: 5.5997 [2020-11-06 03:14:51,694][root][INFO] - ===> Epoch[304](7879/26): Loss 0.0921, Sem 0.1535, dir -0.4522, norm 0.3908, swav 0.0000 LR: 2.478e-02 Score 95.167 Data time: 0.1766, Forward time: 2.2778, Backward time: 3.1083, DDP time: 0.0052, Total iter time: 6.0831 [2020-11-06 03:14:57,580][root][INFO] - ===> Epoch[304](7880/26): Loss 0.0551, Sem 0.1396, dir -0.4364, norm 0.3519, swav 0.0000 LR: 2.477e-02 Score 94.784 Data time: 0.1999, Forward time: 2.2777, Backward time: 3.1083, DDP time: 0.0052, Total iter time: 5.7607 [2020-11-06 03:15:03,084][root][INFO] - ===> Epoch[304](7881/26): Loss 0.1823, Sem 0.1874, dir -0.3761, norm 0.3711, swav 0.0000 LR: 2.476e-02 Score 94.648 Data time: 0.2032, Forward time: 2.2777, Backward time: 3.1083, DDP time: 0.0052, Total iter time: 5.3639 [2020-11-06 03:15:08,059][root][INFO] - ===> Epoch[304](7882/26): Loss 0.1581, Sem 0.1622, dir -0.4264, norm 0.4223, swav 0.0000 LR: 2.474e-02 Score 94.178 Data time: 0.2249, Forward time: 2.2777, Backward time: 3.1082, DDP time: 0.0052, Total iter time: 4.8499 [2020-11-06 03:15:13,978][root][INFO] - ===> Epoch[304](7883/26): Loss 0.1143, Sem 0.1862, dir -0.4191, norm 0.3472, swav 0.0000 LR: 2.473e-02 Score 94.403 Data time: 0.1747, Forward time: 2.2777, Backward time: 3.1083, DDP time: 0.0052, Total iter time: 5.8048 [2020-11-06 03:15:18,743][root][INFO] - ===> Epoch[304](7884/26): Loss 0.1029, Sem 0.1647, dir -0.4077, norm 0.3459, swav 0.0000 LR: 2.472e-02 Score 94.303 Data time: 0.2317, Forward time: 2.2777, Backward time: 3.1081, DDP time: 0.0052, Total iter time: 4.6507 [2020-11-06 03:15:23,482][root][INFO] - ===> Epoch[304](7885/26): Loss 0.1972, Sem 0.1684, dir -0.4493, norm 0.4781, swav 0.0000 LR: 2.471e-02 Score 94.582 Data time: 0.2118, Forward time: 2.2777, Backward time: 3.1080, DDP time: 0.0052, Total iter time: 4.6345 [2020-11-06 03:15:29,331][root][INFO] - ===> Epoch[304](7886/26): Loss 0.1784, Sem 0.2179, dir -0.4408, norm 0.4013, swav 0.0000 LR: 2.470e-02 Score 93.768 Data time: 0.1621, Forward time: 2.2776, Backward time: 3.1080, DDP time: 0.0052, Total iter time: 5.7421 [2020-11-06 03:15:35,503][root][INFO] - ===> Epoch[304](7887/26): Loss 0.1024, Sem 0.1966, dir -0.4491, norm 0.3549, swav 0.0000 LR: 2.469e-02 Score 94.036 Data time: 0.2624, Forward time: 2.2776, Backward time: 3.1081, DDP time: 0.0052, Total iter time: 6.0794 [2020-11-06 03:15:40,418][root][INFO] - ===> Epoch[304](7888/26): Loss 0.1419, Sem 0.1437, dir -0.4074, norm 0.4056, swav 0.0000 LR: 2.468e-02 Score 95.211 Data time: 0.2112, Forward time: 2.2776, Backward time: 3.1080, DDP time: 0.0052, Total iter time: 4.8008 [2020-11-06 03:15:46,785][root][INFO] - ===> Epoch[304](7889/26): Loss 0.1298, Sem 0.1571, dir -0.4470, norm 0.4197, swav 0.0000 LR: 2.467e-02 Score 95.272 Data time: 0.1702, Forward time: 2.2776, Backward time: 3.1081, DDP time: 0.0052, Total iter time: 6.2652 [2020-11-06 03:15:52,712][root][INFO] - ===> Epoch[304](7890/26): Loss 0.1061, Sem 0.1691, dir -0.4676, norm 0.4045, swav 0.0000 LR: 2.466e-02 Score 94.456 Data time: 0.2012, Forward time: 2.2775, Backward time: 3.1081, DDP time: 0.0052, Total iter time: 5.7971 [2020-11-06 03:15:58,385][root][INFO] - ===> Epoch[304](7891/26): Loss 0.2056, Sem 0.1446, dir -0.3607, norm 0.4216, swav 0.0000 LR: 2.465e-02 Score 95.182 Data time: 0.2416, Forward time: 2.2776, Backward time: 3.1081, DDP time: 0.0052, Total iter time: 5.5479 [2020-11-06 03:16:04,228][root][INFO] - ===> Epoch[304](7892/26): Loss 0.1141, Sem 0.1815, dir -0.4207, norm 0.3533, swav 0.0000 LR: 2.464e-02 Score 94.531 Data time: 0.1861, Forward time: 2.2776, Backward time: 3.1081, DDP time: 0.0052, Total iter time: 5.7038 [2020-11-06 03:16:10,788][root][INFO] - ===> Epoch[304](7893/26): Loss 0.1314, Sem 0.1855, dir -0.4420, norm 0.3880, swav 0.0000 LR: 2.463e-02 Score 94.431 Data time: 0.2563, Forward time: 2.2776, Backward time: 3.1082, DDP time: 0.0052, Total iter time: 6.4049 [2020-11-06 03:16:16,941][root][INFO] - ===> Epoch[304](7894/26): Loss 0.2148, Sem 0.2115, dir -0.3871, norm 0.3904, swav 0.0000 LR: 2.462e-02 Score 94.377 Data time: 0.2963, Forward time: 2.2777, Backward time: 3.1081, DDP time: 0.0052, Total iter time: 6.0139 [2020-11-06 03:16:23,385][root][INFO] - ===> Epoch[304](7895/26): Loss 0.1885, Sem 0.2094, dir -0.4103, norm 0.3895, swav 0.0000 LR: 2.461e-02 Score 93.223 Data time: 0.2284, Forward time: 2.2778, Backward time: 3.1081, DDP time: 0.0052, Total iter time: 6.3164 [2020-11-06 03:16:29,593][root][INFO] - ===> Epoch[304](7896/26): Loss 0.1437, Sem 0.1674, dir -0.4457, norm 0.4221, swav 0.0000 LR: 2.460e-02 Score 94.485 Data time: 0.1972, Forward time: 2.2777, Backward time: 3.1082, DDP time: 0.0052, Total iter time: 6.0750 [2020-11-06 03:16:35,749][root][INFO] - ===> Epoch[304](7897/26): Loss 0.1432, Sem 0.1576, dir -0.3908, norm 0.3764, swav 0.0000 LR: 2.459e-02 Score 95.862 Data time: 0.2485, Forward time: 2.2778, Backward time: 3.1082, DDP time: 0.0052, Total iter time: 6.0538 [2020-11-06 03:16:40,408][root][INFO] - ===> Epoch[304](7898/26): Loss 0.1162, Sem 0.1440, dir -0.4349, norm 0.4070, swav 0.0000 LR: 2.458e-02 Score 95.379 Data time: 0.2166, Forward time: 2.2777, Backward time: 3.1081, DDP time: 0.0052, Total iter time: 4.5182 [2020-11-06 03:16:47,523][root][INFO] - ===> Epoch[304](7899/26): Loss 0.1098, Sem 0.1868, dir -0.4744, norm 0.3973, swav 0.0000 LR: 2.457e-02 Score 93.805 Data time: 0.1930, Forward time: 2.2777, Backward time: 3.1083, DDP time: 0.0052, Total iter time: 6.9953 [2020-11-06 03:16:55,141][root][INFO] - ===> Epoch[304](7900/26): Loss 0.2221, Sem 0.2090, dir -0.4188, norm 0.4319, swav 0.0000 LR: 2.456e-02 Score 93.907 Data time: 0.3519, Forward time: 2.2779, Backward time: 3.1083, DDP time: 0.0052, Total iter time: 7.5018 [2020-11-06 03:17:01,809][root][INFO] - ===> Epoch[304](7901/26): Loss 0.1281, Sem 0.1737, dir -0.4113, norm 0.3657, swav 0.0000 LR: 2.454e-02 Score 94.751 Data time: 0.1455, Forward time: 2.2779, Backward time: 3.1085, DDP time: 0.0052, Total iter time: 6.5490 [2020-11-06 03:17:06,941][root][INFO] - ===> Epoch[304](7902/26): Loss 0.1058, Sem 0.1366, dir -0.4328, norm 0.4020, swav 0.0000 LR: 2.453e-02 Score 96.017 Data time: 0.1813, Forward time: 2.2778, Backward time: 3.1084, DDP time: 0.0052, Total iter time: 5.0132 [2020-11-06 03:17:12,019][root][INFO] - ===> Epoch[304](7903/26): Loss 0.1746, Sem 0.1850, dir -0.4811, norm 0.4707, swav 0.0000 LR: 2.452e-02 Score 94.432 Data time: 0.1935, Forward time: 2.2778, Backward time: 3.1084, DDP time: 0.0052, Total iter time: 4.9693 [2020-11-06 03:17:16,854][root][INFO] - ===> Epoch[304](7904/26): Loss 0.1430, Sem 0.1616, dir -0.4407, norm 0.4221, swav 0.0000 LR: 2.451e-02 Score 95.946 Data time: 0.1597, Forward time: 2.2777, Backward time: 3.1083, DDP time: 0.0052, Total iter time: 4.7183 [2020-11-06 03:17:21,635][root][INFO] - ===> Epoch[305](7905/26): Loss 0.2264, Sem 0.2197, dir -0.3900, norm 0.3967, swav 0.0000 LR: 2.450e-02 Score 92.985 Data time: 0.1818, Forward time: 2.2777, Backward time: 3.1082, DDP time: 0.0052, Total iter time: 4.7044 [2020-11-06 03:17:27,496][root][INFO] - ===> Epoch[305](7906/26): Loss 0.1969, Sem 0.1653, dir -0.3681, norm 0.3997, swav 0.0000 LR: 2.449e-02 Score 95.196 Data time: 0.2153, Forward time: 2.2777, Backward time: 3.1082, DDP time: 0.0052, Total iter time: 5.7391 [2020-11-06 03:17:33,569][root][INFO] - ===> Epoch[305](7907/26): Loss 0.1131, Sem 0.1723, dir -0.4752, norm 0.4160, swav 0.0000 LR: 2.448e-02 Score 94.882 Data time: 0.2394, Forward time: 2.2777, Backward time: 3.1082, DDP time: 0.0052, Total iter time: 5.9480 [2020-11-06 03:17:39,511][root][INFO] - ===> Epoch[305](7908/26): Loss 0.2381, Sem 0.2145, dir -0.3585, norm 0.3821, swav 0.0000 LR: 2.447e-02 Score 93.501 Data time: 0.2162, Forward time: 2.2778, Backward time: 3.1082, DDP time: 0.0052, Total iter time: 5.8135 [2020-11-06 03:17:44,946][root][INFO] - ===> Epoch[305](7909/26): Loss 0.1705, Sem 0.1759, dir -0.4226, norm 0.4171, swav 0.0000 LR: 2.446e-02 Score 94.300 Data time: 0.1837, Forward time: 2.2777, Backward time: 3.1082, DDP time: 0.0052, Total iter time: 5.2988 [2020-11-06 03:17:50,333][root][INFO] - ===> Epoch[305](7910/26): Loss 0.1659, Sem 0.2135, dir -0.4603, norm 0.4127, swav 0.0000 LR: 2.445e-02 Score 93.896 Data time: 0.2332, Forward time: 2.2777, Backward time: 3.1082, DDP time: 0.0052, Total iter time: 5.2842 [2020-11-06 03:17:56,424][root][INFO] - ===> Epoch[305](7911/26): Loss 0.0871, Sem 0.1607, dir -0.4186, norm 0.3451, swav 0.0000 LR: 2.444e-02 Score 94.053 Data time: 0.1733, Forward time: 2.2777, Backward time: 3.1083, DDP time: 0.0052, Total iter time: 5.9794 [2020-11-06 03:18:03,084][root][INFO] - ===> Epoch[305](7912/26): Loss 0.0823, Sem 0.1896, dir -0.4590, norm 0.3517, swav 0.0000 LR: 2.443e-02 Score 94.483 Data time: 0.2546, Forward time: 2.2777, Backward time: 3.1083, DDP time: 0.0052, Total iter time: 6.5696 [2020-11-06 03:18:08,640][root][INFO] - ===> Epoch[305](7913/26): Loss 0.0946, Sem 0.1848, dir -0.4441, norm 0.3538, swav 0.0000 LR: 2.442e-02 Score 93.741 Data time: 0.1985, Forward time: 2.2777, Backward time: 3.1083, DDP time: 0.0052, Total iter time: 5.4226 [2020-11-06 03:18:14,612][root][INFO] - ===> Epoch[305](7914/26): Loss 0.1067, Sem 0.1662, dir -0.4506, norm 0.3911, swav 0.0000 LR: 2.441e-02 Score 93.655 Data time: 0.1895, Forward time: 2.2777, Backward time: 3.1084, DDP time: 0.0052, Total iter time: 5.8472 [2020-11-06 03:18:20,387][root][INFO] - ===> Epoch[305](7915/26): Loss 0.1655, Sem 0.1626, dir -0.3814, norm 0.3844, swav 0.0000 LR: 2.440e-02 Score 95.112 Data time: 0.2181, Forward time: 2.2777, Backward time: 3.1084, DDP time: 0.0052, Total iter time: 5.6923 [2020-11-06 03:18:25,178][root][INFO] - ===> Epoch[305](7916/26): Loss 0.1233, Sem 0.2072, dir -0.4873, norm 0.4035, swav 0.0000 LR: 2.439e-02 Score 93.487 Data time: 0.1749, Forward time: 2.2776, Backward time: 3.1083, DDP time: 0.0052, Total iter time: 4.6822 [2020-11-06 03:18:32,169][root][INFO] - ===> Epoch[305](7917/26): Loss 0.1788, Sem 0.1821, dir -0.3948, norm 0.3915, swav 0.0000 LR: 2.438e-02 Score 93.722 Data time: 0.3543, Forward time: 2.2778, Backward time: 3.1083, DDP time: 0.0052, Total iter time: 6.9225 [2020-11-06 03:18:37,552][root][INFO] - ===> Epoch[305](7918/26): Loss 0.2719, Sem 0.2578, dir -0.4496, norm 0.4637, swav 0.0000 LR: 2.437e-02 Score 92.327 Data time: 0.2017, Forward time: 2.2778, Backward time: 3.1082, DDP time: 0.0052, Total iter time: 5.2676 [2020-11-06 03:18:42,872][root][INFO] - ===> Epoch[305](7919/26): Loss 0.1357, Sem 0.1922, dir -0.4550, norm 0.3985, swav 0.0000 LR: 2.436e-02 Score 94.848 Data time: 0.2254, Forward time: 2.2778, Backward time: 3.1082, DDP time: 0.0052, Total iter time: 5.1932 [2020-11-06 03:18:48,915][root][INFO] - ===> Epoch[305](7920/26): Loss 0.1794, Sem 0.2166, dir -0.4272, norm 0.3900, swav 0.0000 LR: 2.434e-02 Score 92.816 Data time: 0.2401, Forward time: 2.2778, Backward time: 3.1082, DDP time: 0.0052, Total iter time: 5.9214 [2020-11-06 03:18:54,517][root][INFO] - ===> Epoch[305](7921/26): Loss 0.0973, Sem 0.1903, dir -0.4572, norm 0.3642, swav 0.0000 LR: 2.433e-02 Score 94.042 Data time: 0.2750, Forward time: 2.2778, Backward time: 3.1081, DDP time: 0.0052, Total iter time: 5.4633 [2020-11-06 03:18:59,251][root][INFO] - ===> Epoch[305](7922/26): Loss 0.1272, Sem 0.1677, dir -0.4363, norm 0.3958, swav 0.0000 LR: 2.432e-02 Score 94.767 Data time: 0.2265, Forward time: 2.2779, Backward time: 3.1079, DDP time: 0.0052, Total iter time: 4.6175 [2020-11-06 03:19:05,345][root][INFO] - ===> Epoch[305](7923/26): Loss 0.0969, Sem 0.2004, dir -0.5084, norm 0.4049, swav 0.0000 LR: 2.431e-02 Score 94.679 Data time: 0.1814, Forward time: 2.2778, Backward time: 3.1080, DDP time: 0.0052, Total iter time: 5.9715 [2020-11-06 03:19:11,168][root][INFO] - ===> Epoch[305](7924/26): Loss 0.2016, Sem 0.1921, dir -0.4539, norm 0.4635, swav 0.0000 LR: 2.430e-02 Score 94.121 Data time: 0.2286, Forward time: 2.2778, Backward time: 3.1080, DDP time: 0.0052, Total iter time: 5.7153 [2020-11-06 03:19:17,398][root][INFO] - ===> Epoch[305](7925/26): Loss 0.1370, Sem 0.2229, dir -0.4682, norm 0.3824, swav 0.0000 LR: 2.429e-02 Score 91.864 Data time: 0.2353, Forward time: 2.2778, Backward time: 3.1081, DDP time: 0.0052, Total iter time: 6.0845 [2020-11-06 03:19:23,941][root][INFO] - ===> Epoch[305](7926/26): Loss 0.2751, Sem 0.2275, dir -0.4260, norm 0.4736, swav 0.0000 LR: 2.428e-02 Score 92.720 Data time: 0.2431, Forward time: 2.2779, Backward time: 3.1081, DDP time: 0.0052, Total iter time: 6.4312 [2020-11-06 03:19:31,233][root][INFO] - ===> Epoch[305](7927/26): Loss 0.1737, Sem 0.1967, dir -0.4516, norm 0.4286, swav 0.0000 LR: 2.427e-02 Score 94.326 Data time: 0.1392, Forward time: 2.2778, Backward time: 3.1084, DDP time: 0.0052, Total iter time: 7.1622 [2020-11-06 03:19:36,452][root][INFO] - ===> Epoch[305](7928/26): Loss 0.1787, Sem 0.1899, dir -0.4080, norm 0.3968, swav 0.0000 LR: 2.426e-02 Score 93.416 Data time: 0.1805, Forward time: 2.2777, Backward time: 3.1084, DDP time: 0.0052, Total iter time: 5.1225 [2020-11-06 03:19:41,974][root][INFO] - ===> Epoch[305](7929/26): Loss 0.2045, Sem 0.2015, dir -0.4625, norm 0.4656, swav 0.0000 LR: 2.425e-02 Score 93.751 Data time: 0.2067, Forward time: 2.2777, Backward time: 3.1083, DDP time: 0.0052, Total iter time: 5.4228 [2020-11-06 03:19:48,093][root][INFO] - ===> Epoch[305](7930/26): Loss 0.1846, Sem 0.2252, dir -0.4447, norm 0.4041, swav 0.0000 LR: 2.424e-02 Score 93.583 Data time: 0.1484, Forward time: 2.2777, Backward time: 3.1085, DDP time: 0.0052, Total iter time: 5.9858 [2020-11-06 03:19:53,204][root][INFO] - ===> Epoch[306](7931/26): Loss 0.1814, Sem 0.1685, dir -0.4105, norm 0.4235, swav 0.0000 LR: 2.423e-02 Score 95.093 Data time: 0.1492, Forward time: 2.2776, Backward time: 3.1085, DDP time: 0.0052, Total iter time: 4.9991 [2020-11-06 03:19:58,292][root][INFO] - ===> Epoch[306](7932/26): Loss 0.1410, Sem 0.1724, dir -0.4679, norm 0.4365, swav 0.0000 LR: 2.422e-02 Score 94.895 Data time: 0.2199, Forward time: 2.2776, Backward time: 3.1084, DDP time: 0.0052, Total iter time: 4.9924 [2020-11-06 03:20:04,638][root][INFO] - ===> Epoch[306](7933/26): Loss 0.1348, Sem 0.1854, dir -0.4507, norm 0.4001, swav 0.0000 LR: 2.421e-02 Score 94.218 Data time: 0.3179, Forward time: 2.2777, Backward time: 3.1083, DDP time: 0.0052, Total iter time: 6.2096 [2020-11-06 03:20:10,691][root][INFO] - ===> Epoch[306](7934/26): Loss 0.1362, Sem 0.1940, dir -0.4142, norm 0.3564, swav 0.0000 LR: 2.420e-02 Score 93.611 Data time: 0.2330, Forward time: 2.2777, Backward time: 3.1083, DDP time: 0.0052, Total iter time: 5.9352 [2020-11-06 03:20:15,895][root][INFO] - ===> Epoch[306](7935/26): Loss 0.1522, Sem 0.1634, dir -0.3768, norm 0.3656, swav 0.0000 LR: 2.419e-02 Score 95.278 Data time: 0.2305, Forward time: 2.2778, Backward time: 3.1082, DDP time: 0.0052, Total iter time: 5.0816 [2020-11-06 03:20:22,052][root][INFO] - ===> Epoch[306](7936/26): Loss 0.1444, Sem 0.1774, dir -0.4246, norm 0.3916, swav 0.0000 LR: 2.418e-02 Score 94.588 Data time: 0.2386, Forward time: 2.2778, Backward time: 3.1082, DDP time: 0.0052, Total iter time: 6.0424 [2020-11-06 03:20:28,667][root][INFO] - ===> Epoch[306](7937/26): Loss 0.1853, Sem 0.1999, dir -0.3835, norm 0.3689, swav 0.0000 LR: 2.417e-02 Score 93.954 Data time: 0.2403, Forward time: 2.2778, Backward time: 3.1083, DDP time: 0.0052, Total iter time: 6.4724 [2020-11-06 03:20:34,226][root][INFO] - ===> Epoch[306](7938/26): Loss 0.1460, Sem 0.2121, dir -0.4420, norm 0.3758, swav 0.0000 LR: 2.416e-02 Score 93.719 Data time: 0.2380, Forward time: 2.2778, Backward time: 3.1083, DDP time: 0.0052, Total iter time: 5.4290 [2020-11-06 03:20:41,672][root][INFO] - ===> Epoch[306](7939/26): Loss 0.1505, Sem 0.1754, dir -0.4250, norm 0.4001, swav 0.0000 LR: 2.414e-02 Score 95.345 Data time: 0.3533, Forward time: 2.2780, Backward time: 3.1083, DDP time: 0.0052, Total iter time: 7.3351 [2020-11-06 03:20:47,004][root][INFO] - ===> Epoch[306](7940/26): Loss 0.0843, Sem 0.1532, dir -0.4773, norm 0.4084, swav 0.0000 LR: 2.413e-02 Score 96.092 Data time: 0.1961, Forward time: 2.2780, Backward time: 3.1082, DDP time: 0.0052, Total iter time: 5.1944 [2020-11-06 03:20:53,151][root][INFO] - ===> Epoch[306](7941/26): Loss 0.2230, Sem 0.2333, dir -0.4520, norm 0.4417, swav 0.0000 LR: 2.412e-02 Score 92.265 Data time: 0.2059, Forward time: 2.2780, Backward time: 3.1083, DDP time: 0.0052, Total iter time: 6.0319 [2020-11-06 03:20:58,805][root][INFO] - ===> Epoch[306](7942/26): Loss 0.1343, Sem 0.1538, dir -0.4131, norm 0.3936, swav 0.0000 LR: 2.411e-02 Score 95.339 Data time: 0.2809, Forward time: 2.2780, Backward time: 3.1082, DDP time: 0.0052, Total iter time: 5.5300 [2020-11-06 03:21:04,594][root][INFO] - ===> Epoch[306](7943/26): Loss 0.0892, Sem 0.1435, dir -0.4231, norm 0.3688, swav 0.0000 LR: 2.410e-02 Score 95.679 Data time: 0.2329, Forward time: 2.2781, Backward time: 3.1082, DDP time: 0.0052, Total iter time: 5.6659 [2020-11-06 03:21:09,961][root][INFO] - ===> Epoch[306](7944/26): Loss 0.1378, Sem 0.1747, dir -0.4435, norm 0.4066, swav 0.0000 LR: 2.409e-02 Score 94.887 Data time: 0.2353, Forward time: 2.2781, Backward time: 3.1081, DDP time: 0.0052, Total iter time: 5.2393 [2020-11-06 03:21:16,029][root][INFO] - ===> Epoch[306](7945/26): Loss 0.1704, Sem 0.2113, dir -0.4221, norm 0.3812, swav 0.0000 LR: 2.408e-02 Score 93.052 Data time: 0.2190, Forward time: 2.2781, Backward time: 3.1081, DDP time: 0.0052, Total iter time: 5.9606 [2020-11-06 03:21:21,335][root][INFO] - ===> Epoch[306](7946/26): Loss 0.0795, Sem 0.1592, dir -0.4931, norm 0.4133, swav 0.0000 LR: 2.407e-02 Score 94.434 Data time: 0.2188, Forward time: 2.2781, Backward time: 3.1080, DDP time: 0.0052, Total iter time: 5.1879 [2020-11-06 03:21:26,101][root][INFO] - ===> Epoch[306](7947/26): Loss 0.1223, Sem 0.1466, dir -0.4472, norm 0.4229, swav 0.0000 LR: 2.406e-02 Score 95.801 Data time: 0.1895, Forward time: 2.2781, Backward time: 3.1080, DDP time: 0.0052, Total iter time: 4.6424 [2020-11-06 03:21:31,357][root][INFO] - ===> Epoch[306](7948/26): Loss 0.2357, Sem 0.2779, dir -0.4286, norm 0.3865, swav 0.0000 LR: 2.405e-02 Score 91.432 Data time: 0.2124, Forward time: 2.2781, Backward time: 3.1079, DDP time: 0.0052, Total iter time: 5.1481 [2020-11-06 03:21:36,338][root][INFO] - ===> Epoch[306](7949/26): Loss 0.0998, Sem 0.1575, dir -0.4536, norm 0.3958, swav 0.0000 LR: 2.404e-02 Score 95.319 Data time: 0.2008, Forward time: 2.2780, Backward time: 3.1078, DDP time: 0.0052, Total iter time: 4.8631 [2020-11-06 03:21:42,329][root][INFO] - ===> Epoch[306](7950/26): Loss 0.1338, Sem 0.1729, dir -0.4158, norm 0.3767, swav 0.0000 LR: 2.403e-02 Score 93.765 Data time: 0.2858, Forward time: 2.2781, Backward time: 3.1078, DDP time: 0.0052, Total iter time: 5.8802 [2020-11-06 03:21:47,742][root][INFO] - ===> Epoch[306](7951/26): Loss 0.0671, Sem 0.1732, dir -0.4866, norm 0.3806, swav 0.0000 LR: 2.402e-02 Score 94.914 Data time: 0.2514, Forward time: 2.2782, Backward time: 3.1077, DDP time: 0.0052, Total iter time: 5.2859 [2020-11-06 03:21:53,494][root][INFO] - ===> Epoch[306](7952/26): Loss 0.2309, Sem 0.2097, dir -0.3952, norm 0.4164, swav 0.0000 LR: 2.401e-02 Score 93.334 Data time: 0.1599, Forward time: 2.2781, Backward time: 3.1077, DDP time: 0.0052, Total iter time: 5.6400 [2020-11-06 03:21:58,777][root][INFO] - ===> Epoch[306](7953/26): Loss 0.1248, Sem 0.1999, dir -0.4815, norm 0.4063, swav 0.0000 LR: 2.400e-02 Score 93.524 Data time: 0.2562, Forward time: 2.2782, Backward time: 3.1076, DDP time: 0.0052, Total iter time: 5.2121 [2020-11-06 03:22:04,037][root][INFO] - ===> Epoch[306](7954/26): Loss 0.1216, Sem 0.1733, dir -0.4535, norm 0.4018, swav 0.0000 LR: 2.399e-02 Score 94.227 Data time: 0.1824, Forward time: 2.2782, Backward time: 3.1076, DDP time: 0.0052, Total iter time: 5.1365 [2020-11-06 03:22:09,937][root][INFO] - ===> Epoch[306](7955/26): Loss 0.1611, Sem 0.1893, dir -0.4317, norm 0.4034, swav 0.0000 LR: 2.398e-02 Score 93.592 Data time: 0.1799, Forward time: 2.2781, Backward time: 3.1076, DDP time: 0.0052, Total iter time: 5.8082 [2020-11-06 03:22:15,267][root][INFO] - ===> Epoch[306](7956/26): Loss 0.1598, Sem 0.1717, dir -0.4310, norm 0.4191, swav 0.0000 LR: 2.397e-02 Score 94.852 Data time: 0.2557, Forward time: 2.2781, Backward time: 3.1075, DDP time: 0.0052, Total iter time: 5.2193 [2020-11-06 03:22:21,893][root][INFO] - ===> Epoch[307](7957/26): Loss 0.2272, Sem 0.2044, dir -0.4047, norm 0.4276, swav 0.0000 LR: 2.395e-02 Score 93.446 Data time: 0.2445, Forward time: 2.2782, Backward time: 3.1076, DDP time: 0.0052, Total iter time: 6.5134 [2020-11-06 03:22:27,806][root][INFO] - ===> Epoch[307](7958/26): Loss 0.1666, Sem 0.1648, dir -0.3991, norm 0.4008, swav 0.0000 LR: 2.394e-02 Score 94.146 Data time: 0.2887, Forward time: 2.2782, Backward time: 3.1075, DDP time: 0.0052, Total iter time: 5.8045 [2020-11-06 03:22:34,291][root][INFO] - ===> Epoch[307](7959/26): Loss 0.1485, Sem 0.1744, dir -0.4401, norm 0.4142, swav 0.0000 LR: 2.393e-02 Score 94.276 Data time: 0.2208, Forward time: 2.2783, Backward time: 3.1076, DDP time: 0.0052, Total iter time: 6.3437 [2020-11-06 03:22:40,034][root][INFO] - ===> Epoch[307](7960/26): Loss 0.1431, Sem 0.1534, dir -0.4307, norm 0.4204, swav 0.0000 LR: 2.392e-02 Score 95.592 Data time: 0.2782, Forward time: 2.2783, Backward time: 3.1075, DDP time: 0.0052, Total iter time: 5.6267 [2020-11-06 03:22:44,742][root][INFO] - ===> Epoch[307](7961/26): Loss 0.0651, Sem 0.1429, dir -0.4686, norm 0.3908, swav 0.0000 LR: 2.391e-02 Score 95.823 Data time: 0.1951, Forward time: 2.2783, Backward time: 3.1074, DDP time: 0.0052, Total iter time: 4.5760 [2020-11-06 03:22:50,987][root][INFO] - ===> Epoch[307](7962/26): Loss 0.1563, Sem 0.1686, dir -0.4102, norm 0.3980, swav 0.0000 LR: 2.390e-02 Score 94.766 Data time: 0.2031, Forward time: 2.2783, Backward time: 3.1075, DDP time: 0.0052, Total iter time: 6.1348 [2020-11-06 03:22:57,324][root][INFO] - ===> Epoch[307](7963/26): Loss 0.1374, Sem 0.1828, dir -0.4664, norm 0.4209, swav 0.0000 LR: 2.389e-02 Score 95.276 Data time: 0.1805, Forward time: 2.2782, Backward time: 3.1076, DDP time: 0.0052, Total iter time: 6.2619 [2020-11-06 03:23:01,979][root][INFO] - ===> Epoch[307](7964/26): Loss 0.2333, Sem 0.2129, dir -0.4324, norm 0.4529, swav 0.0000 LR: 2.388e-02 Score 93.413 Data time: 0.2089, Forward time: 2.2782, Backward time: 3.1075, DDP time: 0.0052, Total iter time: 4.5434 [2020-11-06 03:23:06,964][root][INFO] - ===> Epoch[307](7965/26): Loss 0.1723, Sem 0.1905, dir -0.4442, norm 0.4260, swav 0.0000 LR: 2.387e-02 Score 93.580 Data time: 0.2792, Forward time: 2.2783, Backward time: 3.1074, DDP time: 0.0052, Total iter time: 4.8751 [2020-11-06 03:23:14,292][root][INFO] - ===> Epoch[307](7966/26): Loss 0.1167, Sem 0.1892, dir -0.4244, norm 0.3519, swav 0.0000 LR: 2.386e-02 Score 94.048 Data time: 0.3504, Forward time: 2.2784, Backward time: 3.1074, DDP time: 0.0052, Total iter time: 7.2131 [2020-11-06 03:23:20,135][root][INFO] - ===> Epoch[307](7967/26): Loss 0.2453, Sem 0.2314, dir -0.4152, norm 0.4292, swav 0.0000 LR: 2.385e-02 Score 92.722 Data time: 0.2191, Forward time: 2.2784, Backward time: 3.1074, DDP time: 0.0052, Total iter time: 5.6838 [2020-11-06 03:23:26,289][root][INFO] - ===> Epoch[307](7968/26): Loss 0.0702, Sem 0.1441, dir -0.4492, norm 0.3752, swav 0.0000 LR: 2.384e-02 Score 95.731 Data time: 0.1743, Forward time: 2.2784, Backward time: 3.1075, DDP time: 0.0052, Total iter time: 6.0234 [2020-11-06 03:23:31,837][root][INFO] - ===> Epoch[307](7969/26): Loss 0.1227, Sem 0.1510, dir -0.4416, norm 0.4133, swav 0.0000 LR: 2.383e-02 Score 94.398 Data time: 0.1806, Forward time: 2.2784, Backward time: 3.1075, DDP time: 0.0052, Total iter time: 5.4586 [2020-11-06 03:23:37,418][root][INFO] - ===> Epoch[307](7970/26): Loss 0.1341, Sem 0.1894, dir -0.4754, norm 0.4201, swav 0.0000 LR: 2.382e-02 Score 94.279 Data time: 0.1984, Forward time: 2.2783, Backward time: 3.1075, DDP time: 0.0052, Total iter time: 5.4520 [2020-11-06 03:23:43,150][root][INFO] - ===> Epoch[307](7971/26): Loss 0.1756, Sem 0.1944, dir -0.4216, norm 0.4028, swav 0.0000 LR: 2.381e-02 Score 93.829 Data time: 0.2707, Forward time: 2.2784, Backward time: 3.1074, DDP time: 0.0052, Total iter time: 5.5974 [2020-11-06 03:23:48,074][root][INFO] - ===> Epoch[307](7972/26): Loss 0.1441, Sem 0.1718, dir -0.4292, norm 0.4015, swav 0.0000 LR: 2.380e-02 Score 94.707 Data time: 0.1881, Forward time: 2.2784, Backward time: 3.1073, DDP time: 0.0052, Total iter time: 4.7965 [2020-11-06 03:23:54,456][root][INFO] - ===> Epoch[307](7973/26): Loss 0.0863, Sem 0.1865, dir -0.4659, norm 0.3658, swav 0.0000 LR: 2.379e-02 Score 93.399 Data time: 0.1753, Forward time: 2.2783, Backward time: 3.1074, DDP time: 0.0052, Total iter time: 6.2737 [2020-11-06 03:24:01,667][root][INFO] - ===> Epoch[307](7974/26): Loss 0.1463, Sem 0.1699, dir -0.4365, norm 0.4128, swav 0.0000 LR: 2.378e-02 Score 94.432 Data time: 0.1407, Forward time: 2.2782, Backward time: 3.1077, DDP time: 0.0052, Total iter time: 7.1014 [2020-11-06 03:24:06,642][root][INFO] - ===> Epoch[307](7975/26): Loss 0.1289, Sem 0.1908, dir -0.4945, norm 0.4326, swav 0.0000 LR: 2.376e-02 Score 94.018 Data time: 0.1934, Forward time: 2.2782, Backward time: 3.1076, DDP time: 0.0052, Total iter time: 4.9148 [2020-11-06 03:24:12,257][root][INFO] - ===> Epoch[307](7976/26): Loss 0.1737, Sem 0.1683, dir -0.3386, norm 0.3440, swav 0.0000 LR: 2.375e-02 Score 94.173 Data time: 0.2328, Forward time: 2.2782, Backward time: 3.1076, DDP time: 0.0052, Total iter time: 5.5119 [2020-11-06 03:24:17,566][root][INFO] - ===> Epoch[307](7977/26): Loss 0.1403, Sem 0.1591, dir -0.3880, norm 0.3692, swav 0.0000 LR: 2.374e-02 Score 95.843 Data time: 0.1801, Forward time: 2.2782, Backward time: 3.1076, DDP time: 0.0052, Total iter time: 5.1903 [2020-11-06 03:24:22,500][root][INFO] - ===> Epoch[307](7978/26): Loss 0.1807, Sem 0.2062, dir -0.3975, norm 0.3720, swav 0.0000 LR: 2.373e-02 Score 93.759 Data time: 0.1468, Forward time: 2.2781, Backward time: 3.1076, DDP time: 0.0052, Total iter time: 4.8194 [2020-11-06 03:24:29,019][root][INFO] - ===> Epoch[307](7979/26): Loss 0.1122, Sem 0.1518, dir -0.4569, norm 0.4174, swav 0.0000 LR: 2.372e-02 Score 95.589 Data time: 0.3164, Forward time: 2.2782, Backward time: 3.1075, DDP time: 0.0052, Total iter time: 6.4396 [2020-11-06 03:24:33,396][root][INFO] - ===> Epoch[307](7980/26): Loss 0.0953, Sem 0.1713, dir -0.4394, norm 0.3634, swav 0.0000 LR: 2.371e-02 Score 95.432 Data time: 0.1458, Forward time: 2.2781, Backward time: 3.1074, DDP time: 0.0052, Total iter time: 4.2497 [2020-11-06 03:24:40,105][root][INFO] - ===> Epoch[307](7981/26): Loss 0.0794, Sem 0.1360, dir -0.4289, norm 0.3723, swav 0.0000 LR: 2.370e-02 Score 96.286 Data time: 0.1979, Forward time: 2.2781, Backward time: 3.1076, DDP time: 0.0052, Total iter time: 6.5997 [2020-11-06 03:24:45,567][root][INFO] - ===> Epoch[307](7982/26): Loss 0.0823, Sem 0.1366, dir -0.4591, norm 0.4048, swav 0.0000 LR: 2.369e-02 Score 95.787 Data time: 0.2634, Forward time: 2.2782, Backward time: 3.1075, DDP time: 0.0052, Total iter time: 5.3312 [2020-11-06 03:24:50,393][root][INFO] - ===> Epoch[308](7983/26): Loss 0.0518, Sem 0.1601, dir -0.4492, norm 0.3410, swav 0.0000 LR: 2.368e-02 Score 94.146 Data time: 0.1690, Forward time: 2.2781, Backward time: 3.1074, DDP time: 0.0052, Total iter time: 4.7101 [2020-11-06 03:24:56,915][root][INFO] - ===> Epoch[308](7984/26): Loss 0.2191, Sem 0.1848, dir -0.4066, norm 0.4409, swav 0.0000 LR: 2.367e-02 Score 93.140 Data time: 0.1747, Forward time: 2.2781, Backward time: 3.1075, DDP time: 0.0052, Total iter time: 6.4297 [2020-11-06 03:25:02,319][root][INFO] - ===> Epoch[308](7985/26): Loss 0.0790, Sem 0.1534, dir -0.4542, norm 0.3798, swav 0.0000 LR: 2.366e-02 Score 94.146 Data time: 0.2435, Forward time: 2.2781, Backward time: 3.1075, DDP time: 0.0052, Total iter time: 5.2830 [2020-11-06 03:25:07,155][root][INFO] - ===> Epoch[308](7986/26): Loss 0.1525, Sem 0.1910, dir -0.3836, norm 0.3450, swav 0.0000 LR: 2.365e-02 Score 93.822 Data time: 0.1941, Forward time: 2.2780, Backward time: 3.1074, DDP time: 0.0052, Total iter time: 4.7074 [2020-11-06 03:25:13,533][root][INFO] - ===> Epoch[308](7987/26): Loss 0.1349, Sem 0.1938, dir -0.4859, norm 0.4270, swav 0.0000 LR: 2.364e-02 Score 93.727 Data time: 0.2108, Forward time: 2.2780, Backward time: 3.1075, DDP time: 0.0052, Total iter time: 6.2434 [2020-11-06 03:25:19,866][root][INFO] - ===> Epoch[308](7988/26): Loss 0.2268, Sem 0.2260, dir -0.4084, norm 0.4092, swav 0.0000 LR: 2.363e-02 Score 93.065 Data time: 0.1898, Forward time: 2.2780, Backward time: 3.1076, DDP time: 0.0052, Total iter time: 6.2052 [2020-11-06 03:25:26,291][root][INFO] - ===> Epoch[308](7989/26): Loss 0.0962, Sem 0.1909, dir -0.4972, norm 0.4024, swav 0.0000 LR: 2.362e-02 Score 93.190 Data time: 0.1879, Forward time: 2.2780, Backward time: 3.1077, DDP time: 0.0052, Total iter time: 6.2937 [2020-11-06 03:25:32,035][root][INFO] - ===> Epoch[308](7990/26): Loss 0.1999, Sem 0.2033, dir -0.3808, norm 0.3775, swav 0.0000 LR: 2.361e-02 Score 93.189 Data time: 0.2396, Forward time: 2.2780, Backward time: 3.1077, DDP time: 0.0052, Total iter time: 5.6387 [2020-11-06 03:25:37,143][root][INFO] - ===> Epoch[308](7991/26): Loss 0.0682, Sem 0.1597, dir -0.4626, norm 0.3711, swav 0.0000 LR: 2.360e-02 Score 95.459 Data time: 0.1977, Forward time: 2.2780, Backward time: 3.1076, DDP time: 0.0052, Total iter time: 4.9785 [2020-11-06 03:25:42,206][root][INFO] - ===> Epoch[308](7992/26): Loss 0.1039, Sem 0.1770, dir -0.4412, norm 0.3680, swav 0.0000 LR: 2.359e-02 Score 94.250 Data time: 0.2354, Forward time: 2.2780, Backward time: 3.1075, DDP time: 0.0052, Total iter time: 4.9559 [2020-11-06 03:25:49,179][root][INFO] - ===> Epoch[308](7993/26): Loss 0.1284, Sem 0.1955, dir -0.4209, norm 0.3538, swav 0.0000 LR: 2.357e-02 Score 93.305 Data time: 0.2053, Forward time: 2.2780, Backward time: 3.1076, DDP time: 0.0052, Total iter time: 6.8504 [2020-11-06 03:25:55,394][root][INFO] - ===> Epoch[308](7994/26): Loss 0.1614, Sem 0.1721, dir -0.3579, norm 0.3472, swav 0.0000 LR: 2.356e-02 Score 93.495 Data time: 0.1730, Forward time: 2.2780, Backward time: 3.1077, DDP time: 0.0052, Total iter time: 6.0813 [2020-11-06 03:26:01,724][root][INFO] - ===> Epoch[308](7995/26): Loss 0.1002, Sem 0.1599, dir -0.4502, norm 0.3904, swav 0.0000 LR: 2.355e-02 Score 94.907 Data time: 0.1709, Forward time: 2.2779, Backward time: 3.1078, DDP time: 0.0052, Total iter time: 6.2095 [2020-11-06 03:26:07,882][root][INFO] - ===> Epoch[308](7996/26): Loss 0.2267, Sem 0.2063, dir -0.3984, norm 0.4188, swav 0.0000 LR: 2.354e-02 Score 92.781 Data time: 0.2421, Forward time: 2.2779, Backward time: 3.1079, DDP time: 0.0052, Total iter time: 6.0507 [2020-11-06 03:26:13,911][root][INFO] - ===> Epoch[308](7997/26): Loss 0.1340, Sem 0.1564, dir -0.4702, norm 0.4478, swav 0.0000 LR: 2.353e-02 Score 94.524 Data time: 0.2338, Forward time: 2.2780, Backward time: 3.1079, DDP time: 0.0052, Total iter time: 5.8861 [2020-11-06 03:26:19,926][root][INFO] - ===> Epoch[308](7998/26): Loss 0.0977, Sem 0.1564, dir -0.4696, norm 0.4109, swav 0.0000 LR: 2.352e-02 Score 94.365 Data time: 0.1811, Forward time: 2.2779, Backward time: 3.1079, DDP time: 0.0052, Total iter time: 5.8811 [2020-11-06 03:26:25,593][root][INFO] - ===> Epoch[308](7999/26): Loss 0.1895, Sem 0.1737, dir -0.4071, norm 0.4230, swav 0.0000 LR: 2.351e-02 Score 94.453 Data time: 0.2679, Forward time: 2.2780, Backward time: 3.1079, DDP time: 0.0052, Total iter time: 5.5600 [2020-11-06 03:26:31,578][root][INFO] - ===> Epoch[308](8000/26): Loss 0.1269, Sem 0.1878, dir -0.4830, norm 0.4221, swav 0.0000 LR: 2.350e-02 Score 94.460 Data time: 0.2366, Forward time: 2.2780, Backward time: 3.1079, DDP time: 0.0052, Total iter time: 5.8685 [2020-11-06 03:26:32,214][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-11-06 03:26:32,446][root][INFO] - ===> Start testing [2020-11-06 03:27:56,641][root][INFO] - 101/312: Data time: 0.0058, Iter time: 0.2124 Loss 0.312 (AVG: 0.630) Score 90.138 (AVG: 85.028) mIOU 61.842 mAP 69.528 mAcc 73.125 IOU: 77.596 96.179 54.837 74.159 90.171 84.597 71.470 49.359 45.792 56.604 15.101 52.757 51.370 62.996 44.254 40.014 90.891 53.485 81.559 43.651 mAP: 80.707 96.361 64.457 71.340 87.650 76.990 69.133 67.370 54.499 63.749 35.961 57.355 63.018 73.892 48.378 86.308 95.902 72.408 75.314 49.758 mAcc: 89.998 98.365 74.978 79.318 94.326 94.699 83.144 67.515 55.330 87.240 22.781 76.904 72.191 70.830 57.238 44.607 94.267 61.111 88.287 49.380 [2020-11-06 03:29:20,704][root][INFO] - 201/312: Data time: 0.0102, Iter time: 0.6049 Loss 0.604 (AVG: 0.672) Score 84.758 (AVG: 84.249) mIOU 61.730 mAP 68.965 mAcc 72.978 IOU: 75.763 96.135 51.880 77.255 86.806 79.952 68.472 48.696 44.518 70.894 13.692 52.555 49.424 59.206 40.267 48.416 91.496 52.719 83.880 42.579 mAP: 77.860 96.710 60.795 74.143 88.211 80.433 65.911 63.095 55.112 66.267 34.645 53.462 63.113 67.579 47.258 86.580 95.012 72.050 79.400 51.667 mAcc: 89.420 98.276 70.760 84.826 91.648 94.591 77.176 68.010 54.296 89.700 21.431 74.687 73.380 66.306 55.573 54.994 94.802 60.439 90.980 48.259 [2020-11-06 03:30:43,155][root][INFO] - 301/312: Data time: 0.0065, Iter time: 0.3943 Loss 0.257 (AVG: 0.660) Score 92.820 (AVG: 84.647) mIOU 61.232 mAP 68.151 mAcc 72.365 IOU: 76.997 95.858 53.131 74.876 86.681 79.017 66.794 47.764 44.609 70.332 14.624 54.222 48.483 57.377 38.318 49.891 89.203 51.628 84.128 40.700 mAP: 78.341 96.461 60.793 71.238 88.026 81.530 64.690 62.258 54.734 65.355 30.517 52.180 60.216 67.079 48.015 85.613 94.168 70.015 81.016 50.785 mAcc: 89.872 98.178 71.797 83.530 92.043 92.660 75.699 66.327 54.666 88.409 23.187 74.192 72.156 65.827 52.082 56.047 92.988 58.073 91.984 47.575 [2020-11-06 03:30:51,747][root][INFO] - 312/312: Data time: 0.0039, Iter time: 0.3586 Loss 0.309 (AVG: 0.659) Score 89.561 (AVG: 84.657) mIOU 61.295 mAP 68.267 mAcc 72.374 IOU: 77.027 95.899 52.796 75.325 86.634 79.036 66.066 48.108 44.038 70.434 14.410 54.574 48.561 58.134 37.731 49.891 89.318 53.174 84.116 40.636 mAP: 78.331 96.548 60.514 71.296 87.980 81.743 64.725 62.087 54.552 65.475 30.851 52.500 60.566 67.570 47.785 85.613 94.161 70.686 81.016 51.348 mAcc: 89.948 98.177 71.454 83.996 92.125 92.637 75.289 66.787 53.614 88.204 22.735 74.384 72.196 66.550 51.362 56.047 92.996 59.558 91.984 47.443 [2020-11-06 03:30:51,747][root][INFO] - Finished test. Elapsed time: 259.3000 [2020-11-06 03:31:04,953][root][INFO] - [2020-11-06 03:31:04,954][root][INFO] - ################################################################ [2020-11-06 03:31:04,954][root][INFO] - what : AP AP_50% AP_25% [2020-11-06 03:31:04,954][root][INFO] - ################################################################ [2020-11-06 03:31:04,954][root][INFO] - cabinet : 0.060 0.195 0.491 [2020-11-06 03:31:04,954][root][INFO] - bed : 0.193 0.476 0.612 [2020-11-06 03:31:04,954][root][INFO] - chair : 0.379 0.568 0.688 [2020-11-06 03:31:04,954][root][INFO] - sofa : 0.286 0.552 0.752 [2020-11-06 03:31:04,954][root][INFO] - table : 0.094 0.241 0.420 [2020-11-06 03:31:04,954][root][INFO] - door : 0.118 0.285 0.471 [2020-11-06 03:31:04,954][root][INFO] - window : 0.040 0.113 0.311 [2020-11-06 03:31:04,954][root][INFO] - bookshelf : 0.103 0.295 0.519 [2020-11-06 03:31:04,954][root][INFO] - picture : 0.008 0.033 0.112 [2020-11-06 03:31:04,954][root][INFO] - counter : 0.005 0.025 0.395 [2020-11-06 03:31:04,954][root][INFO] - desk : 0.008 0.043 0.213 [2020-11-06 03:31:04,954][root][INFO] - curtain : 0.155 0.261 0.396 [2020-11-06 03:31:04,954][root][INFO] - refrigerator : 0.038 0.106 0.234 [2020-11-06 03:31:04,954][root][INFO] - shower curtain : 0.342 0.540 0.576 [2020-11-06 03:31:04,955][root][INFO] - toilet : 0.705 0.975 0.975 [2020-11-06 03:31:04,955][root][INFO] - sink : 0.158 0.367 0.574 [2020-11-06 03:31:04,955][root][INFO] - bathtub : 0.529 0.767 0.871 [2020-11-06 03:31:04,955][root][INFO] - otherfurniture : 0.158 0.277 0.450 [2020-11-06 03:31:04,955][root][INFO] - ---------------------------------------------------------------- [2020-11-06 03:31:04,955][root][INFO] - average : 0.188 0.340 0.503 [2020-11-06 03:31:04,955][root][INFO] - [2020-11-06 03:31:05,185][root][INFO] - Summary name validation/mAP@0.5 is illegal; using validation/mAP_0.5 instead. [2020-11-06 03:31:05,885][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34Cbest_val.pth [2020-11-06 03:31:06,086][root][INFO] - Current best mIoU: 61.295 at iter 8000 [2020-11-06 03:31:09,187][root][INFO] - ===> Epoch[308](8001/26): Loss 0.1675, Sem 0.2344, dir -0.4649, norm 0.3979, swav 0.0000 LR: 2.349e-02 Score 92.824 Data time: 0.1343, Forward time: 2.2778, Backward time: 3.1077, DDP time: 0.0052, Total iter time: 3.0932 [2020-11-06 03:31:15,499][root][INFO] - ===> Epoch[308](8002/26): Loss 0.1472, Sem 0.1694, dir -0.4352, norm 0.4131, swav 0.0000 LR: 2.348e-02 Score 94.574 Data time: 0.2989, Forward time: 2.2779, Backward time: 3.1077, DDP time: 0.0052, Total iter time: 6.2097 [2020-11-06 03:31:20,771][root][INFO] - ===> Epoch[308](8003/26): Loss 0.1799, Sem 0.1910, dir -0.3789, norm 0.3678, swav 0.0000 LR: 2.347e-02 Score 94.081 Data time: 0.2306, Forward time: 2.2779, Backward time: 3.1076, DDP time: 0.0052, Total iter time: 5.1387 [2020-11-06 03:31:27,121][root][INFO] - ===> Epoch[308](8004/26): Loss 0.1641, Sem 0.1765, dir -0.4064, norm 0.3940, swav 0.0000 LR: 2.346e-02 Score 94.760 Data time: 0.2389, Forward time: 2.2780, Backward time: 3.1076, DDP time: 0.0052, Total iter time: 6.2038 [2020-11-06 03:31:32,934][root][INFO] - ===> Epoch[308](8005/26): Loss 0.1532, Sem 0.1856, dir -0.4022, norm 0.3699, swav 0.0000 LR: 2.345e-02 Score 94.346 Data time: 0.2472, Forward time: 2.2780, Backward time: 3.1076, DDP time: 0.0052, Total iter time: 5.6793 [2020-11-06 03:31:38,076][root][INFO] - ===> Epoch[308](8006/26): Loss 0.1285, Sem 0.1373, dir -0.4724, norm 0.4635, swav 0.0000 LR: 2.344e-02 Score 95.283 Data time: 0.2170, Forward time: 2.2780, Backward time: 3.1075, DDP time: 0.0052, Total iter time: 5.0229 [2020-11-06 03:31:43,413][root][INFO] - ===> Epoch[308](8007/26): Loss 0.0497, Sem 0.1428, dir -0.4786, norm 0.3854, swav 0.0000 LR: 2.343e-02 Score 95.710 Data time: 0.2242, Forward time: 2.2780, Backward time: 3.1074, DDP time: 0.0052, Total iter time: 5.2124 [2020-11-06 03:31:48,661][root][INFO] - ===> Epoch[308](8008/26): Loss 0.1831, Sem 0.2069, dir -0.4694, norm 0.4456, swav 0.0000 LR: 2.342e-02 Score 93.614 Data time: 0.1915, Forward time: 2.2780, Backward time: 3.1074, DDP time: 0.0052, Total iter time: 5.1274 [2020-11-06 03:31:54,860][root][INFO] - ===> Epoch[309](8009/26): Loss 0.1039, Sem 0.1431, dir -0.4191, norm 0.3800, swav 0.0000 LR: 2.341e-02 Score 96.304 Data time: 0.2015, Forward time: 2.2779, Backward time: 3.1075, DDP time: 0.0052, Total iter time: 6.0811 [2020-11-06 03:32:00,558][root][INFO] - ===> Epoch[309](8010/26): Loss 0.1285, Sem 0.1450, dir -0.3935, norm 0.3770, swav 0.0000 LR: 2.340e-02 Score 95.928 Data time: 0.2685, Forward time: 2.2780, Backward time: 3.1074, DDP time: 0.0052, Total iter time: 5.6003 [2020-11-06 03:32:06,471][root][INFO] - ===> Epoch[309](8011/26): Loss 0.2254, Sem 0.2068, dir -0.4699, norm 0.4885, swav 0.0000 LR: 2.338e-02 Score 93.218 Data time: 0.2120, Forward time: 2.2780, Backward time: 3.1074, DDP time: 0.0052, Total iter time: 5.7725 [2020-11-06 03:32:12,185][root][INFO] - ===> Epoch[309](8012/26): Loss 0.1510, Sem 0.2303, dir -0.4556, norm 0.3763, swav 0.0000 LR: 2.337e-02 Score 93.355 Data time: 0.2094, Forward time: 2.2780, Backward time: 3.1074, DDP time: 0.0052, Total iter time: 5.5792 [2020-11-06 03:32:18,006][root][INFO] - ===> Epoch[309](8013/26): Loss 0.2175, Sem 0.2183, dir -0.3937, norm 0.3929, swav 0.0000 LR: 2.336e-02 Score 93.626 Data time: 0.2085, Forward time: 2.2780, Backward time: 3.1074, DDP time: 0.0052, Total iter time: 5.7125 [2020-11-06 03:32:23,472][root][INFO] - ===> Epoch[309](8014/26): Loss 0.1767, Sem 0.2021, dir -0.4373, norm 0.4119, swav 0.0000 LR: 2.335e-02 Score 93.725 Data time: 0.1412, Forward time: 2.2779, Backward time: 3.1075, DDP time: 0.0052, Total iter time: 5.3556 [2020-11-06 03:32:28,965][root][INFO] - ===> Epoch[309](8015/26): Loss 0.1609, Sem 0.1808, dir -0.4958, norm 0.4759, swav 0.0000 LR: 2.334e-02 Score 94.559 Data time: 0.1660, Forward time: 2.2778, Backward time: 3.1075, DDP time: 0.0052, Total iter time: 5.4186 [2020-11-06 03:32:36,048][root][INFO] - ===> Epoch[309](8016/26): Loss 0.1370, Sem 0.2104, dir -0.4354, norm 0.3619, swav 0.0000 LR: 2.333e-02 Score 93.486 Data time: 0.2035, Forward time: 2.2778, Backward time: 3.1077, DDP time: 0.0052, Total iter time: 6.9811 [2020-11-06 03:32:41,746][root][INFO] - ===> Epoch[309](8017/26): Loss 0.1969, Sem 0.2063, dir -0.4694, norm 0.4600, swav 0.0000 LR: 2.332e-02 Score 93.606 Data time: 0.2622, Forward time: 2.2779, Backward time: 3.1076, DDP time: 0.0052, Total iter time: 5.5869 [2020-11-06 03:32:46,737][root][INFO] - ===> Epoch[309](8018/26): Loss 0.1570, Sem 0.1993, dir -0.4607, norm 0.4183, swav 0.0000 LR: 2.331e-02 Score 93.917 Data time: 0.1825, Forward time: 2.2779, Backward time: 3.1075, DDP time: 0.0052, Total iter time: 4.8690 [2020-11-06 03:32:52,570][root][INFO] - ===> Epoch[309](8019/26): Loss 0.1352, Sem 0.1630, dir -0.4215, norm 0.3937, swav 0.0000 LR: 2.330e-02 Score 94.559 Data time: 0.1777, Forward time: 2.2778, Backward time: 3.1076, DDP time: 0.0052, Total iter time: 5.7150 [2020-11-06 03:32:58,852][root][INFO] - ===> Epoch[309](8020/26): Loss 0.1171, Sem 0.1560, dir -0.4760, norm 0.4371, swav 0.0000 LR: 2.329e-02 Score 95.009 Data time: 0.3254, Forward time: 2.2779, Backward time: 3.1076, DDP time: 0.0052, Total iter time: 6.1720 [2020-11-06 03:33:04,628][root][INFO] - ===> Epoch[309](8021/26): Loss 0.1765, Sem 0.2131, dir -0.4282, norm 0.3916, swav 0.0000 LR: 2.328e-02 Score 93.611 Data time: 0.2734, Forward time: 2.2780, Backward time: 3.1075, DDP time: 0.0052, Total iter time: 5.6297 [2020-11-06 03:33:09,820][root][INFO] - ===> Epoch[309](8022/26): Loss 0.1486, Sem 0.1886, dir -0.5068, norm 0.4668, swav 0.0000 LR: 2.327e-02 Score 93.713 Data time: 0.2083, Forward time: 2.2780, Backward time: 3.1074, DDP time: 0.0052, Total iter time: 5.0665 [2020-11-06 03:33:16,273][root][INFO] - ===> Epoch[309](8023/26): Loss 0.0786, Sem 0.1612, dir -0.4518, norm 0.3691, swav 0.0000 LR: 2.326e-02 Score 94.495 Data time: 0.2268, Forward time: 2.2780, Backward time: 3.1074, DDP time: 0.0052, Total iter time: 6.3304 [2020-11-06 03:33:22,330][root][INFO] - ===> Epoch[309](8024/26): Loss 0.1074, Sem 0.1809, dir -0.4196, norm 0.3461, swav 0.0000 LR: 2.325e-02 Score 94.478 Data time: 0.1713, Forward time: 2.2780, Backward time: 3.1075, DDP time: 0.0052, Total iter time: 5.9329 [2020-11-06 03:33:29,418][root][INFO] - ===> Epoch[309](8025/26): Loss 0.0812, Sem 0.1592, dir -0.4210, norm 0.3430, swav 0.0000 LR: 2.324e-02 Score 94.524 Data time: 0.2347, Forward time: 2.2780, Backward time: 3.1076, DDP time: 0.0052, Total iter time: 7.0060 [2020-11-06 03:33:35,049][root][INFO] - ===> Epoch[309](8026/26): Loss 0.1038, Sem 0.1314, dir -0.3860, norm 0.3585, swav 0.0000 LR: 2.323e-02 Score 95.326 Data time: 0.2234, Forward time: 2.2780, Backward time: 3.1076, DDP time: 0.0052, Total iter time: 5.5019 [2020-11-06 03:33:40,317][root][INFO] - ===> Epoch[309](8027/26): Loss 0.1359, Sem 0.1985, dir -0.4362, norm 0.3736, swav 0.0000 LR: 2.322e-02 Score 94.369 Data time: 0.2379, Forward time: 2.2781, Backward time: 3.1075, DDP time: 0.0052, Total iter time: 5.1508 [2020-11-06 03:33:45,829][root][INFO] - ===> Epoch[309](8028/26): Loss 0.1105, Sem 0.2086, dir -0.5245, norm 0.4264, swav 0.0000 LR: 2.320e-02 Score 92.499 Data time: 0.2323, Forward time: 2.2781, Backward time: 3.1074, DDP time: 0.0052, Total iter time: 5.3860 [2020-11-06 03:33:51,076][root][INFO] - ===> Epoch[309](8029/26): Loss 0.1065, Sem 0.2053, dir -0.5002, norm 0.4013, swav 0.0000 LR: 2.319e-02 Score 94.233 Data time: 0.1788, Forward time: 2.2781, Backward time: 3.1074, DDP time: 0.0052, Total iter time: 5.1235 [2020-11-06 03:33:56,295][root][INFO] - ===> Epoch[309](8030/26): Loss 0.0978, Sem 0.1421, dir -0.4690, norm 0.4247, swav 0.0000 LR: 2.318e-02 Score 95.447 Data time: 0.2107, Forward time: 2.2781, Backward time: 3.1073, DDP time: 0.0052, Total iter time: 5.1152 [2020-11-06 03:34:02,292][root][INFO] - ===> Epoch[309](8031/26): Loss 0.1419, Sem 0.1713, dir -0.4649, norm 0.4356, swav 0.0000 LR: 2.317e-02 Score 95.088 Data time: 0.1842, Forward time: 2.2780, Backward time: 3.1074, DDP time: 0.0052, Total iter time: 5.8750 [2020-11-06 03:34:09,180][root][INFO] - ===> Epoch[309](8032/26): Loss 0.2001, Sem 0.2236, dir -0.4563, norm 0.4328, swav 0.0000 LR: 2.316e-02 Score 92.514 Data time: 0.2451, Forward time: 2.2781, Backward time: 3.1075, DDP time: 0.0052, Total iter time: 6.7833 [2020-11-06 03:34:14,851][root][INFO] - ===> Epoch[309](8033/26): Loss 0.1151, Sem 0.1621, dir -0.4592, norm 0.4122, swav 0.0000 LR: 2.315e-02 Score 94.705 Data time: 0.1924, Forward time: 2.2780, Backward time: 3.1075, DDP time: 0.0052, Total iter time: 5.5357 [2020-11-06 03:34:21,676][root][INFO] - ===> Epoch[309](8034/26): Loss 0.1235, Sem 0.1475, dir -0.4347, norm 0.4107, swav 0.0000 LR: 2.314e-02 Score 95.207 Data time: 0.2476, Forward time: 2.2781, Backward time: 3.1076, DDP time: 0.0052, Total iter time: 6.7218 [2020-11-06 03:34:28,816][root][INFO] - ===> Epoch[310](8035/26): Loss 0.2453, Sem 0.1918, dir -0.3609, norm 0.4144, swav 0.0000 LR: 2.313e-02 Score 93.418 Data time: 0.3546, Forward time: 2.2782, Backward time: 3.1076, DDP time: 0.0052, Total iter time: 7.0111 [2020-11-06 03:34:33,877][root][INFO] - ===> Epoch[310](8036/26): Loss 0.0865, Sem 0.1519, dir -0.4202, norm 0.3547, swav 0.0000 LR: 2.312e-02 Score 94.949 Data time: 0.2321, Forward time: 2.2783, Backward time: 3.1075, DDP time: 0.0052, Total iter time: 4.9154 [2020-11-06 03:34:39,127][root][INFO] - ===> Epoch[310](8037/26): Loss 0.1513, Sem 0.1431, dir -0.3917, norm 0.3998, swav 0.0000 LR: 2.311e-02 Score 95.142 Data time: 0.1819, Forward time: 2.2782, Backward time: 3.1074, DDP time: 0.0052, Total iter time: 5.1356 [2020-11-06 03:34:44,308][root][INFO] - ===> Epoch[310](8038/26): Loss 0.0945, Sem 0.1912, dir -0.4774, norm 0.3807, swav 0.0000 LR: 2.310e-02 Score 93.326 Data time: 0.2101, Forward time: 2.2782, Backward time: 3.1074, DDP time: 0.0052, Total iter time: 5.0686 [2020-11-06 03:34:49,756][root][INFO] - ===> Epoch[310](8039/26): Loss 0.1951, Sem 0.2149, dir -0.4352, norm 0.4154, swav 0.0000 LR: 2.309e-02 Score 93.098 Data time: 0.2219, Forward time: 2.2782, Backward time: 3.1073, DDP time: 0.0052, Total iter time: 5.3413 [2020-11-06 03:34:54,759][root][INFO] - ===> Epoch[310](8040/26): Loss 0.1360, Sem 0.1479, dir -0.3974, norm 0.3855, swav 0.0000 LR: 2.308e-02 Score 94.746 Data time: 0.2171, Forward time: 2.2782, Backward time: 3.1072, DDP time: 0.0052, Total iter time: 4.8742 [2020-11-06 03:35:00,220][root][INFO] - ===> Epoch[310](8041/26): Loss 0.0421, Sem 0.1550, dir -0.4963, norm 0.3834, swav 0.0000 LR: 2.307e-02 Score 94.666 Data time: 0.1237, Forward time: 2.2781, Backward time: 3.1073, DDP time: 0.0052, Total iter time: 5.3537 [2020-11-06 03:35:05,475][root][INFO] - ===> Epoch[310](8042/26): Loss 0.1020, Sem 0.1736, dir -0.4630, norm 0.3915, swav 0.0000 LR: 2.306e-02 Score 94.700 Data time: 0.1793, Forward time: 2.2781, Backward time: 3.1073, DDP time: 0.0052, Total iter time: 5.1534 [2020-11-06 03:35:10,989][root][INFO] - ===> Epoch[310](8043/26): Loss 0.0355, Sem 0.1325, dir -0.4971, norm 0.4001, swav 0.0000 LR: 2.305e-02 Score 96.152 Data time: 0.2453, Forward time: 2.2781, Backward time: 3.1072, DDP time: 0.0052, Total iter time: 5.4303 [2020-11-06 03:35:15,936][root][INFO] - ===> Epoch[310](8044/26): Loss 0.1759, Sem 0.2037, dir -0.4658, norm 0.4380, swav 0.0000 LR: 2.304e-02 Score 94.301 Data time: 0.2297, Forward time: 2.2781, Backward time: 3.1071, DDP time: 0.0052, Total iter time: 4.8028 [2020-11-06 03:35:22,820][root][INFO] - ===> Epoch[310](8045/26): Loss 0.1534, Sem 0.1502, dir -0.4053, norm 0.4085, swav 0.0000 LR: 2.302e-02 Score 95.254 Data time: 0.2696, Forward time: 2.2782, Backward time: 3.1072, DDP time: 0.0052, Total iter time: 6.7583 [2020-11-06 03:35:29,349][root][INFO] - ===> Epoch[310](8046/26): Loss 0.1928, Sem 0.1703, dir -0.4035, norm 0.4260, swav 0.0000 LR: 2.301e-02 Score 94.502 Data time: 0.3008, Forward time: 2.2783, Backward time: 3.1072, DDP time: 0.0052, Total iter time: 6.3807 [2020-11-06 03:35:34,408][root][INFO] - ===> Epoch[310](8047/26): Loss 0.1072, Sem 0.1981, dir -0.4530, norm 0.3622, swav 0.0000 LR: 2.300e-02 Score 93.321 Data time: 0.2019, Forward time: 2.2783, Backward time: 3.1071, DDP time: 0.0052, Total iter time: 4.9202 [2020-11-06 03:35:39,871][root][INFO] - ===> Epoch[310](8048/26): Loss 0.1906, Sem 0.2088, dir -0.3830, norm 0.3648, swav 0.0000 LR: 2.299e-02 Score 92.760 Data time: 0.2935, Forward time: 2.2783, Backward time: 3.1070, DDP time: 0.0052, Total iter time: 5.3418 [2020-11-06 03:35:45,280][root][INFO] - ===> Epoch[310](8049/26): Loss 0.1115, Sem 0.1498, dir -0.4535, norm 0.4152, swav 0.0000 LR: 2.298e-02 Score 95.232 Data time: 0.2175, Forward time: 2.2783, Backward time: 3.1069, DDP time: 0.0052, Total iter time: 5.2513 [2020-11-06 03:35:50,683][root][INFO] - ===> Epoch[310](8050/26): Loss 0.0887, Sem 0.1674, dir -0.4536, norm 0.3750, swav 0.0000 LR: 2.297e-02 Score 94.017 Data time: 0.1786, Forward time: 2.2783, Backward time: 3.1069, DDP time: 0.0052, Total iter time: 5.2734 [2020-11-06 03:35:56,745][root][INFO] - ===> Epoch[310](8051/26): Loss 0.1877, Sem 0.2034, dir -0.4114, norm 0.3957, swav 0.0000 LR: 2.296e-02 Score 94.445 Data time: 0.2264, Forward time: 2.2782, Backward time: 3.1070, DDP time: 0.0052, Total iter time: 5.9788 [2020-11-06 03:36:03,683][root][INFO] - ===> Epoch[310](8052/26): Loss 0.2146, Sem 0.2182, dir -0.4210, norm 0.4174, swav 0.0000 LR: 2.295e-02 Score 92.199 Data time: 0.2011, Forward time: 2.2782, Backward time: 3.1072, DDP time: 0.0052, Total iter time: 6.8260 [2020-11-06 03:36:09,679][root][INFO] - ===> Epoch[310](8053/26): Loss 0.1758, Sem 0.1948, dir -0.4411, norm 0.4222, swav 0.0000 LR: 2.294e-02 Score 94.545 Data time: 0.2049, Forward time: 2.2782, Backward time: 3.1072, DDP time: 0.0052, Total iter time: 5.8909 [2020-11-06 03:36:15,372][root][INFO] - ===> Epoch[310](8054/26): Loss 0.1165, Sem 0.1865, dir -0.4583, norm 0.3883, swav 0.0000 LR: 2.293e-02 Score 93.759 Data time: 0.1913, Forward time: 2.2782, Backward time: 3.1072, DDP time: 0.0052, Total iter time: 5.5680 [2020-11-06 03:36:21,452][root][INFO] - ===> Epoch[310](8055/26): Loss 0.1591, Sem 0.1872, dir -0.4495, norm 0.4214, swav 0.0000 LR: 2.292e-02 Score 94.501 Data time: 0.2502, Forward time: 2.2782, Backward time: 3.1072, DDP time: 0.0052, Total iter time: 5.9758 [2020-11-06 03:36:26,647][root][INFO] - ===> Epoch[310](8056/26): Loss 0.1120, Sem 0.1585, dir -0.3801, norm 0.3337, swav 0.0000 LR: 2.291e-02 Score 95.033 Data time: 0.2226, Forward time: 2.2782, Backward time: 3.1071, DDP time: 0.0052, Total iter time: 5.0508 [2020-11-06 03:36:31,921][root][INFO] - ===> Epoch[310](8057/26): Loss 0.2040, Sem 0.2078, dir -0.3627, norm 0.3589, swav 0.0000 LR: 2.290e-02 Score 92.908 Data time: 0.2216, Forward time: 2.2782, Backward time: 3.1071, DDP time: 0.0052, Total iter time: 5.1565 [2020-11-06 03:36:38,611][root][INFO] - ===> Epoch[310](8058/26): Loss 0.1372, Sem 0.1975, dir -0.4258, norm 0.3655, swav 0.0000 LR: 2.289e-02 Score 94.450 Data time: 0.2956, Forward time: 2.2783, Backward time: 3.1071, DDP time: 0.0052, Total iter time: 6.5642 [2020-11-06 03:36:44,149][root][INFO] - ===> Epoch[310](8059/26): Loss 0.1149, Sem 0.2181, dir -0.4873, norm 0.3841, swav 0.0000 LR: 2.288e-02 Score 93.377 Data time: 0.2344, Forward time: 2.2784, Backward time: 3.1070, DDP time: 0.0052, Total iter time: 5.3959 [2020-11-06 03:36:49,676][root][INFO] - ===> Epoch[310](8060/26): Loss 0.2269, Sem 0.2325, dir -0.3745, norm 0.3688, swav 0.0000 LR: 2.287e-02 Score 92.514 Data time: 0.1742, Forward time: 2.2783, Backward time: 3.1070, DDP time: 0.0052, Total iter time: 5.4194 [2020-11-06 03:36:54,617][root][INFO] - ===> Epoch[311](8061/26): Loss 0.1360, Sem 0.1623, dir -0.4115, norm 0.3852, swav 0.0000 LR: 2.286e-02 Score 94.367 Data time: 0.2313, Forward time: 2.2783, Backward time: 3.1069, DDP time: 0.0052, Total iter time: 4.8378 [2020-11-06 03:37:00,147][root][INFO] - ===> Epoch[311](8062/26): Loss 0.2038, Sem 0.1927, dir -0.4143, norm 0.4254, swav 0.0000 LR: 2.284e-02 Score 94.051 Data time: 0.1984, Forward time: 2.2783, Backward time: 3.1069, DDP time: 0.0052, Total iter time: 5.3943 [2020-11-06 03:37:06,886][root][INFO] - ===> Epoch[311](8063/26): Loss 0.1245, Sem 0.1891, dir -0.4644, norm 0.3998, swav 0.0000 LR: 2.283e-02 Score 94.347 Data time: 0.1315, Forward time: 2.2782, Backward time: 3.1071, DDP time: 0.0052, Total iter time: 6.6094 [2020-11-06 03:37:11,808][root][INFO] - ===> Epoch[311](8064/26): Loss 0.0997, Sem 0.1898, dir -0.5014, norm 0.4112, swav 0.0000 LR: 2.282e-02 Score 93.905 Data time: 0.1591, Forward time: 2.2781, Backward time: 3.1071, DDP time: 0.0052, Total iter time: 4.8453 [2020-11-06 03:37:18,398][root][INFO] - ===> Epoch[311](8065/26): Loss 0.0791, Sem 0.1559, dir -0.4468, norm 0.3700, swav 0.0000 LR: 2.281e-02 Score 95.834 Data time: 0.3049, Forward time: 2.2783, Backward time: 3.1071, DDP time: 0.0052, Total iter time: 6.4899 [2020-11-06 03:37:24,731][root][INFO] - ===> Epoch[311](8066/26): Loss 0.1902, Sem 0.2308, dir -0.4612, norm 0.4206, swav 0.0000 LR: 2.280e-02 Score 92.848 Data time: 0.1706, Forward time: 2.2782, Backward time: 3.1072, DDP time: 0.0052, Total iter time: 6.2173 [2020-11-06 03:37:30,383][root][INFO] - ===> Epoch[311](8067/26): Loss 0.1221, Sem 0.1834, dir -0.4441, norm 0.3828, swav 0.0000 LR: 2.279e-02 Score 94.404 Data time: 0.3200, Forward time: 2.2782, Backward time: 3.1071, DDP time: 0.0052, Total iter time: 5.5192 [2020-11-06 03:37:36,315][root][INFO] - ===> Epoch[311](8068/26): Loss 0.1699, Sem 0.2005, dir -0.4576, norm 0.4270, swav 0.0000 LR: 2.278e-02 Score 93.406 Data time: 0.2168, Forward time: 2.2782, Backward time: 3.1072, DDP time: 0.0052, Total iter time: 5.8133 [2020-11-06 03:37:41,768][root][INFO] - ===> Epoch[311](8069/26): Loss 0.1870, Sem 0.2241, dir -0.4445, norm 0.4074, swav 0.0000 LR: 2.277e-02 Score 92.408 Data time: 0.2212, Forward time: 2.2782, Backward time: 3.1071, DDP time: 0.0052, Total iter time: 5.3477 [2020-11-06 03:37:48,300][root][INFO] - ===> Epoch[311](8070/26): Loss 0.1924, Sem 0.2044, dir -0.4283, norm 0.4163, swav 0.0000 LR: 2.276e-02 Score 93.356 Data time: 0.2791, Forward time: 2.2783, Backward time: 3.1071, DDP time: 0.0052, Total iter time: 6.3919 [2020-11-06 03:37:54,267][root][INFO] - ===> Epoch[311](8071/26): Loss 0.1012, Sem 0.1836, dir -0.4866, norm 0.4043, swav 0.0000 LR: 2.275e-02 Score 93.347 Data time: 0.1540, Forward time: 2.2783, Backward time: 3.1072, DDP time: 0.0052, Total iter time: 5.8244 [2020-11-06 03:37:59,608][root][INFO] - ===> Epoch[311](8072/26): Loss 0.1387, Sem 0.1914, dir -0.4360, norm 0.3832, swav 0.0000 LR: 2.274e-02 Score 93.909 Data time: 0.3104, Forward time: 2.2783, Backward time: 3.1071, DDP time: 0.0052, Total iter time: 5.2342 [2020-11-06 03:38:04,825][root][INFO] - ===> Epoch[311](8073/26): Loss 0.0851, Sem 0.1800, dir -0.4688, norm 0.3739, swav 0.0000 LR: 2.273e-02 Score 94.552 Data time: 0.2493, Forward time: 2.2783, Backward time: 3.1070, DDP time: 0.0052, Total iter time: 5.0861 [2020-11-06 03:38:10,656][root][INFO] - ===> Epoch[311](8074/26): Loss 0.1342, Sem 0.1804, dir -0.5023, norm 0.4561, swav 0.0000 LR: 2.272e-02 Score 94.203 Data time: 0.2695, Forward time: 2.2784, Backward time: 3.1069, DDP time: 0.0052, Total iter time: 5.7230 [2020-11-06 03:38:16,136][root][INFO] - ===> Epoch[311](8075/26): Loss 0.0972, Sem 0.1784, dir -0.5255, norm 0.4443, swav 0.0000 LR: 2.271e-02 Score 94.743 Data time: 0.2414, Forward time: 2.2785, Backward time: 3.1068, DDP time: 0.0052, Total iter time: 5.3531 [2020-11-06 03:38:21,712][root][INFO] - ===> Epoch[311](8076/26): Loss 0.0403, Sem 0.1149, dir -0.4414, norm 0.3668, swav 0.0000 LR: 2.270e-02 Score 95.897 Data time: 0.2317, Forward time: 2.2785, Backward time: 3.1068, DDP time: 0.0052, Total iter time: 5.4528 [2020-11-06 03:38:28,474][root][INFO] - ===> Epoch[311](8077/26): Loss 0.2025, Sem 0.2063, dir -0.3975, norm 0.3937, swav 0.0000 LR: 2.269e-02 Score 93.096 Data time: 0.2590, Forward time: 2.2786, Backward time: 3.1068, DDP time: 0.0052, Total iter time: 6.6363 [2020-11-06 03:38:33,778][root][INFO] - ===> Epoch[311](8078/26): Loss 0.0810, Sem 0.1445, dir -0.4848, norm 0.4213, swav 0.0000 LR: 2.267e-02 Score 95.617 Data time: 0.2477, Forward time: 2.2786, Backward time: 3.1067, DDP time: 0.0052, Total iter time: 5.1582 [2020-11-06 03:38:39,064][root][INFO] - ===> Epoch[311](8079/26): Loss 0.1295, Sem 0.1816, dir -0.4004, norm 0.3484, swav 0.0000 LR: 2.266e-02 Score 94.781 Data time: 0.2056, Forward time: 2.2786, Backward time: 3.1067, DDP time: 0.0052, Total iter time: 5.1615 [2020-11-06 03:38:44,300][root][INFO] - ===> Epoch[311](8080/26): Loss 0.1382, Sem 0.1708, dir -0.4166, norm 0.3840, swav 0.0000 LR: 2.265e-02 Score 95.256 Data time: 0.1787, Forward time: 2.2786, Backward time: 3.1066, DDP time: 0.0052, Total iter time: 5.1049 [2020-11-06 03:38:51,243][root][INFO] - ===> Epoch[311](8081/26): Loss 0.0753, Sem 0.1651, dir -0.4839, norm 0.3941, swav 0.0000 LR: 2.264e-02 Score 95.175 Data time: 0.1775, Forward time: 2.2785, Backward time: 3.1068, DDP time: 0.0052, Total iter time: 6.8205 [2020-11-06 03:38:57,059][root][INFO] - ===> Epoch[311](8082/26): Loss 0.2115, Sem 0.1719, dir -0.4044, norm 0.4439, swav 0.0000 LR: 2.263e-02 Score 95.243 Data time: 0.2717, Forward time: 2.2786, Backward time: 3.1068, DDP time: 0.0052, Total iter time: 5.7192 [2020-11-06 03:39:02,932][root][INFO] - ===> Epoch[311](8083/26): Loss 0.1172, Sem 0.1669, dir -0.4485, norm 0.3989, swav 0.0000 LR: 2.262e-02 Score 95.212 Data time: 0.2763, Forward time: 2.2787, Backward time: 3.1067, DDP time: 0.0052, Total iter time: 5.7362 [2020-11-06 03:39:09,247][root][INFO] - ===> Epoch[311](8084/26): Loss 0.1105, Sem 0.1724, dir -0.4244, norm 0.3625, swav 0.0000 LR: 2.261e-02 Score 93.773 Data time: 0.3079, Forward time: 2.2788, Backward time: 3.1066, DDP time: 0.0052, Total iter time: 6.1745 [2020-11-06 03:39:14,046][root][INFO] - ===> Epoch[311](8085/26): Loss 0.1624, Sem 0.2417, dir -0.4919, norm 0.4126, swav 0.0000 LR: 2.260e-02 Score 92.429 Data time: 0.2083, Forward time: 2.2788, Backward time: 3.1065, DDP time: 0.0052, Total iter time: 4.6621 [2020-11-06 03:39:20,165][root][INFO] - ===> Epoch[311](8086/26): Loss 0.1157, Sem 0.1742, dir -0.4674, norm 0.4089, swav 0.0000 LR: 2.259e-02 Score 95.353 Data time: 0.2124, Forward time: 2.2788, Backward time: 3.1066, DDP time: 0.0052, Total iter time: 6.0063 [2020-11-06 03:39:25,112][root][INFO] - ===> Epoch[312](8087/26): Loss 0.0918, Sem 0.1513, dir -0.4204, norm 0.3609, swav 0.0000 LR: 2.258e-02 Score 95.076 Data time: 0.1389, Forward time: 2.2787, Backward time: 3.1065, DDP time: 0.0052, Total iter time: 4.8311 [2020-11-06 03:39:30,403][root][INFO] - ===> Epoch[312](8088/26): Loss 0.2662, Sem 0.2250, dir -0.4218, norm 0.4630, swav 0.0000 LR: 2.257e-02 Score 93.175 Data time: 0.1657, Forward time: 2.2786, Backward time: 3.1066, DDP time: 0.0052, Total iter time: 5.1891 [2020-11-06 03:39:35,700][root][INFO] - ===> Epoch[312](8089/26): Loss 0.0498, Sem 0.1688, dir -0.4965, norm 0.3775, swav 0.0000 LR: 2.256e-02 Score 93.824 Data time: 0.1237, Forward time: 2.2785, Backward time: 3.1066, DDP time: 0.0052, Total iter time: 5.1829 [2020-11-06 03:39:40,657][root][INFO] - ===> Epoch[312](8090/26): Loss 0.0848, Sem 0.1704, dir -0.4539, norm 0.3684, swav 0.0000 LR: 2.255e-02 Score 94.332 Data time: 0.1600, Forward time: 2.2784, Backward time: 3.1066, DDP time: 0.0052, Total iter time: 4.8704 [2020-11-06 03:39:45,906][root][INFO] - ===> Epoch[312](8091/26): Loss 0.0864, Sem 0.1474, dir -0.4376, norm 0.3766, swav 0.0000 LR: 2.254e-02 Score 95.236 Data time: 0.2706, Forward time: 2.2784, Backward time: 3.1065, DDP time: 0.0052, Total iter time: 5.1528 [2020-11-06 03:39:51,923][root][INFO] - ===> Epoch[312](8092/26): Loss 0.1298, Sem 0.1840, dir -0.4606, norm 0.4064, swav 0.0000 LR: 2.253e-02 Score 94.192 Data time: 0.2553, Forward time: 2.2785, Backward time: 3.1065, DDP time: 0.0052, Total iter time: 5.8918 [2020-11-06 03:39:57,750][root][INFO] - ===> Epoch[312](8093/26): Loss 0.1415, Sem 0.1948, dir -0.4784, norm 0.4251, swav 0.0000 LR: 2.252e-02 Score 93.557 Data time: 0.2133, Forward time: 2.2785, Backward time: 3.1065, DDP time: 0.0052, Total iter time: 5.6859 [2020-11-06 03:40:03,571][root][INFO] - ===> Epoch[312](8094/26): Loss 0.1675, Sem 0.1614, dir -0.4380, norm 0.4442, swav 0.0000 LR: 2.250e-02 Score 95.224 Data time: 0.1955, Forward time: 2.2785, Backward time: 3.1065, DDP time: 0.0052, Total iter time: 5.7070 [2020-11-06 03:40:07,541][root][INFO] - ===> Epoch[312](8095/26): Loss 0.1073, Sem 0.1716, dir -0.4398, norm 0.3755, swav 0.0000 LR: 2.249e-02 Score 94.653 Data time: 0.1590, Forward time: 2.2784, Backward time: 3.1063, DDP time: 0.0052, Total iter time: 3.8393 [2020-11-06 03:40:12,943][root][INFO] - ===> Epoch[312](8096/26): Loss 0.1876, Sem 0.2116, dir -0.4449, norm 0.4208, swav 0.0000 LR: 2.248e-02 Score 93.388 Data time: 0.2349, Forward time: 2.2784, Backward time: 3.1063, DDP time: 0.0052, Total iter time: 5.3118 [2020-11-06 03:40:18,532][root][INFO] - ===> Epoch[312](8097/26): Loss 0.2800, Sem 0.2061, dir -0.3414, norm 0.4153, swav 0.0000 LR: 2.247e-02 Score 93.692 Data time: 0.2340, Forward time: 2.2785, Backward time: 3.1062, DDP time: 0.0052, Total iter time: 5.4661 [2020-11-06 03:40:23,642][root][INFO] - ===> Epoch[312](8098/26): Loss 0.1557, Sem 0.1770, dir -0.4440, norm 0.4227, swav 0.0000 LR: 2.246e-02 Score 93.814 Data time: 0.2446, Forward time: 2.2785, Backward time: 3.1061, DDP time: 0.0052, Total iter time: 4.9767 [2020-11-06 03:40:29,226][root][INFO] - ===> Epoch[312](8099/26): Loss 0.0911, Sem 0.1702, dir -0.5032, norm 0.4242, swav 0.0000 LR: 2.245e-02 Score 95.048 Data time: 0.2259, Forward time: 2.2785, Backward time: 3.1061, DDP time: 0.0052, Total iter time: 5.4384 [2020-11-06 03:40:35,293][root][INFO] - ===> Epoch[312](8100/26): Loss 0.0867, Sem 0.1811, dir -0.4460, norm 0.3517, swav 0.0000 LR: 2.244e-02 Score 94.269 Data time: 0.2545, Forward time: 2.2786, Backward time: 3.1061, DDP time: 0.0052, Total iter time: 5.9523 [2020-11-06 03:40:40,523][root][INFO] - ===> Epoch[312](8101/26): Loss 0.1215, Sem 0.1653, dir -0.4971, norm 0.4533, swav 0.0000 LR: 2.243e-02 Score 94.484 Data time: 0.2245, Forward time: 2.2786, Backward time: 3.1059, DDP time: 0.0052, Total iter time: 5.0958 [2020-11-06 03:40:46,255][root][INFO] - ===> Epoch[312](8102/26): Loss 0.1805, Sem 0.2103, dir -0.4337, norm 0.4039, swav 0.0000 LR: 2.242e-02 Score 93.613 Data time: 0.1771, Forward time: 2.2785, Backward time: 3.1060, DDP time: 0.0052, Total iter time: 5.6143 [2020-11-06 03:40:52,530][root][INFO] - ===> Epoch[312](8103/26): Loss 0.2486, Sem 0.2276, dir -0.3942, norm 0.4152, swav 0.0000 LR: 2.241e-02 Score 92.782 Data time: 0.3026, Forward time: 2.2786, Backward time: 3.1060, DDP time: 0.0052, Total iter time: 6.1728 [2020-11-06 03:40:58,267][root][INFO] - ===> Epoch[312](8104/26): Loss 0.1697, Sem 0.1949, dir -0.3966, norm 0.3714, swav 0.0000 LR: 2.240e-02 Score 94.036 Data time: 0.2782, Forward time: 2.2787, Backward time: 3.1059, DDP time: 0.0052, Total iter time: 5.6005 [2020-11-06 03:41:04,792][root][INFO] - ===> Epoch[312](8105/26): Loss 0.1046, Sem 0.1835, dir -0.4796, norm 0.4006, swav 0.0000 LR: 2.239e-02 Score 94.506 Data time: 0.2653, Forward time: 2.2788, Backward time: 3.1059, DDP time: 0.0052, Total iter time: 6.4072 [2020-11-06 03:41:10,756][root][INFO] - ===> Epoch[312](8106/26): Loss 0.1153, Sem 0.1648, dir -0.4498, norm 0.4003, swav 0.0000 LR: 2.238e-02 Score 94.791 Data time: 0.2856, Forward time: 2.2789, Backward time: 3.1058, DDP time: 0.0053, Total iter time: 5.8403 [2020-11-06 03:41:16,102][root][INFO] - ===> Epoch[312](8107/26): Loss 0.1664, Sem 0.2083, dir -0.4098, norm 0.3679, swav 0.0000 LR: 2.237e-02 Score 93.698 Data time: 0.2391, Forward time: 2.2789, Backward time: 3.1057, DDP time: 0.0053, Total iter time: 5.2287 [2020-11-06 03:41:21,806][root][INFO] - ===> Epoch[312](8108/26): Loss 0.1168, Sem 0.1544, dir -0.4465, norm 0.4089, swav 0.0000 LR: 2.236e-02 Score 95.767 Data time: 0.2337, Forward time: 2.2789, Backward time: 3.1057, DDP time: 0.0053, Total iter time: 5.5853 [2020-11-06 03:41:26,240][root][INFO] - ===> Epoch[312](8109/26): Loss 0.1845, Sem 0.2267, dir -0.4875, norm 0.4453, swav 0.0000 LR: 2.235e-02 Score 93.512 Data time: 0.2052, Forward time: 2.2789, Backward time: 3.1055, DDP time: 0.0053, Total iter time: 4.3221 [2020-11-06 03:41:33,394][root][INFO] - ===> Epoch[312](8110/26): Loss 0.1179, Sem 0.1353, dir -0.4218, norm 0.4045, swav 0.0000 LR: 2.233e-02 Score 95.755 Data time: 0.2413, Forward time: 2.2789, Backward time: 3.1057, DDP time: 0.0053, Total iter time: 7.0322 [2020-11-06 03:41:40,115][root][INFO] - ===> Epoch[312](8111/26): Loss 0.0596, Sem 0.1236, dir -0.4768, norm 0.4129, swav 0.0000 LR: 2.232e-02 Score 95.198 Data time: 0.3310, Forward time: 2.2791, Backward time: 3.1057, DDP time: 0.0053, Total iter time: 6.6005 [2020-11-06 03:41:45,477][root][INFO] - ===> Epoch[312](8112/26): Loss 0.2235, Sem 0.2264, dir -0.4375, norm 0.4345, swav 0.0000 LR: 2.231e-02 Score 93.365 Data time: 0.2617, Forward time: 2.2791, Backward time: 3.1055, DDP time: 0.0053, Total iter time: 5.2301 [2020-11-06 03:41:50,780][root][INFO] - ===> Epoch[313](8113/26): Loss 0.1453, Sem 0.1831, dir -0.4683, norm 0.4305, swav 0.0000 LR: 2.230e-02 Score 94.759 Data time: 0.2912, Forward time: 2.2792, Backward time: 3.1054, DDP time: 0.0053, Total iter time: 5.1868 [2020-11-06 03:41:57,490][root][INFO] - ===> Epoch[313](8114/26): Loss 0.1160, Sem 0.1434, dir -0.4474, norm 0.4199, swav 0.0000 LR: 2.229e-02 Score 96.424 Data time: 0.2688, Forward time: 2.2792, Backward time: 3.1055, DDP time: 0.0053, Total iter time: 6.6031 [2020-11-06 03:42:03,990][root][INFO] - ===> Epoch[313](8115/26): Loss 0.1540, Sem 0.1699, dir -0.3827, norm 0.3669, swav 0.0000 LR: 2.228e-02 Score 94.058 Data time: 0.2815, Forward time: 2.2793, Backward time: 3.1055, DDP time: 0.0053, Total iter time: 6.3765 [2020-11-06 03:42:10,811][root][INFO] - ===> Epoch[313](8116/26): Loss 0.2030, Sem 0.1895, dir -0.3571, norm 0.3706, swav 0.0000 LR: 2.227e-02 Score 93.377 Data time: 0.2500, Forward time: 2.2793, Backward time: 3.1056, DDP time: 0.0053, Total iter time: 6.6797 [2020-11-06 03:42:15,399][root][INFO] - ===> Epoch[313](8117/26): Loss 0.0840, Sem 0.1632, dir -0.4991, norm 0.4198, swav 0.0000 LR: 2.226e-02 Score 96.139 Data time: 0.2099, Forward time: 2.2793, Backward time: 3.1054, DDP time: 0.0053, Total iter time: 4.4686 [2020-11-06 03:42:21,896][root][INFO] - ===> Epoch[313](8118/26): Loss 0.1099, Sem 0.1802, dir -0.4572, norm 0.3870, swav 0.0000 LR: 2.225e-02 Score 94.549 Data time: 0.2110, Forward time: 2.2793, Backward time: 3.1055, DDP time: 0.0053, Total iter time: 6.4087 [2020-11-06 03:42:27,482][root][INFO] - ===> Epoch[313](8119/26): Loss 0.1789, Sem 0.1939, dir -0.3914, norm 0.3765, swav 0.0000 LR: 2.224e-02 Score 93.124 Data time: 0.2444, Forward time: 2.2793, Backward time: 3.1055, DDP time: 0.0053, Total iter time: 5.4896 [2020-11-06 03:42:32,140][root][INFO] - ===> Epoch[313](8120/26): Loss 0.1233, Sem 0.1606, dir -0.4357, norm 0.3983, swav 0.0000 LR: 2.223e-02 Score 94.898 Data time: 0.2196, Forward time: 2.2793, Backward time: 3.1054, DDP time: 0.0053, Total iter time: 4.5340 [2020-11-06 03:42:37,897][root][INFO] - ===> Epoch[313](8121/26): Loss 0.1694, Sem 0.2119, dir -0.4423, norm 0.3998, swav 0.0000 LR: 2.222e-02 Score 93.314 Data time: 0.2503, Forward time: 2.2793, Backward time: 3.1053, DDP time: 0.0053, Total iter time: 5.6605 [2020-11-06 03:42:43,591][root][INFO] - ===> Epoch[313](8122/26): Loss 0.1369, Sem 0.1450, dir -0.4502, norm 0.4420, swav 0.0000 LR: 2.221e-02 Score 95.057 Data time: 0.2317, Forward time: 2.2794, Backward time: 3.1053, DDP time: 0.0053, Total iter time: 5.5596 [2020-11-06 03:42:48,890][root][INFO] - ===> Epoch[313](8123/26): Loss 0.0164, Sem 0.1491, dir -0.5077, norm 0.3750, swav 0.0000 LR: 2.220e-02 Score 95.257 Data time: 0.2159, Forward time: 2.2794, Backward time: 3.1052, DDP time: 0.0053, Total iter time: 5.1816 [2020-11-06 03:42:54,574][root][INFO] - ===> Epoch[313](8124/26): Loss 0.1395, Sem 0.1906, dir -0.4630, norm 0.4119, swav 0.0000 LR: 2.219e-02 Score 93.682 Data time: 0.1376, Forward time: 2.2793, Backward time: 3.1053, DDP time: 0.0053, Total iter time: 5.5761 [2020-11-06 03:43:00,549][root][INFO] - ===> Epoch[313](8125/26): Loss 0.1536, Sem 0.1564, dir -0.4381, norm 0.4353, swav 0.0000 LR: 2.218e-02 Score 94.916 Data time: 0.1879, Forward time: 2.2792, Backward time: 3.1054, DDP time: 0.0053, Total iter time: 5.9025 [2020-11-06 03:43:07,122][root][INFO] - ===> Epoch[313](8126/26): Loss 0.1295, Sem 0.1866, dir -0.4949, norm 0.4377, swav 0.0000 LR: 2.216e-02 Score 94.179 Data time: 0.2507, Forward time: 2.2793, Backward time: 3.1054, DDP time: 0.0053, Total iter time: 6.4716 [2020-11-06 03:43:11,628][root][INFO] - ===> Epoch[313](8127/26): Loss 0.1732, Sem 0.2036, dir -0.4582, norm 0.4278, swav 0.0000 LR: 2.215e-02 Score 93.549 Data time: 0.1606, Forward time: 2.2792, Backward time: 3.1054, DDP time: 0.0053, Total iter time: 4.3851 [2020-11-06 03:43:16,938][root][INFO] - ===> Epoch[313](8128/26): Loss 0.2012, Sem 0.2053, dir -0.4642, norm 0.4601, swav 0.0000 LR: 2.214e-02 Score 94.305 Data time: 0.1694, Forward time: 2.2791, Backward time: 3.1054, DDP time: 0.0053, Total iter time: 5.2138 [2020-11-06 03:43:22,954][root][INFO] - ===> Epoch[313](8129/26): Loss 0.0969, Sem 0.1674, dir -0.4277, norm 0.3571, swav 0.0000 LR: 2.213e-02 Score 94.942 Data time: 0.2474, Forward time: 2.2792, Backward time: 3.1053, DDP time: 0.0053, Total iter time: 5.9246 [2020-11-06 03:43:28,068][root][INFO] - ===> Epoch[313](8130/26): Loss 0.1237, Sem 0.1711, dir -0.4241, norm 0.3767, swav 0.0000 LR: 2.212e-02 Score 93.422 Data time: 0.2021, Forward time: 2.2792, Backward time: 3.1053, DDP time: 0.0053, Total iter time: 4.9841 [2020-11-06 03:43:34,051][root][INFO] - ===> Epoch[313](8131/26): Loss 0.1228, Sem 0.1633, dir -0.4293, norm 0.3888, swav 0.0000 LR: 2.211e-02 Score 94.532 Data time: 0.1686, Forward time: 2.2791, Backward time: 3.1054, DDP time: 0.0053, Total iter time: 5.8601 [2020-11-06 03:43:40,548][root][INFO] - ===> Epoch[313](8132/26): Loss 0.1489, Sem 0.1796, dir -0.4144, norm 0.3837, swav 0.0000 LR: 2.210e-02 Score 94.803 Data time: 0.1947, Forward time: 2.2791, Backward time: 3.1055, DDP time: 0.0053, Total iter time: 6.3760 [2020-11-06 03:43:46,071][root][INFO] - ===> Epoch[313](8133/26): Loss 0.1395, Sem 0.1741, dir -0.4711, norm 0.4365, swav 0.0000 LR: 2.209e-02 Score 94.609 Data time: 0.2031, Forward time: 2.2791, Backward time: 3.1055, DDP time: 0.0053, Total iter time: 5.4070 [2020-11-06 03:43:52,298][root][INFO] - ===> Epoch[313](8134/26): Loss 0.1430, Sem 0.1724, dir -0.4368, norm 0.4075, swav 0.0000 LR: 2.208e-02 Score 95.173 Data time: 0.3372, Forward time: 2.2792, Backward time: 3.1054, DDP time: 0.0053, Total iter time: 6.1372 [2020-11-06 03:43:58,709][root][INFO] - ===> Epoch[313](8135/26): Loss 0.2029, Sem 0.2307, dir -0.4426, norm 0.4148, swav 0.0000 LR: 2.207e-02 Score 91.714 Data time: 0.1402, Forward time: 2.2791, Backward time: 3.1056, DDP time: 0.0053, Total iter time: 6.2717 [2020-11-06 03:44:06,061][root][INFO] - ===> Epoch[313](8136/26): Loss 0.2208, Sem 0.1796, dir -0.4081, norm 0.4492, swav 0.0000 LR: 2.206e-02 Score 94.297 Data time: 0.2265, Forward time: 2.2791, Backward time: 3.1058, DDP time: 0.0053, Total iter time: 7.2548 [2020-11-06 03:44:10,945][root][INFO] - ===> Epoch[313](8137/26): Loss 0.1010, Sem 0.1595, dir -0.4290, norm 0.3705, swav 0.0000 LR: 2.205e-02 Score 94.705 Data time: 0.1498, Forward time: 2.2790, Backward time: 3.1057, DDP time: 0.0053, Total iter time: 4.7743 [2020-11-06 03:44:18,512][root][INFO] - ===> Epoch[313](8138/26): Loss 0.0955, Sem 0.1358, dir -0.4464, norm 0.4060, swav 0.0000 LR: 2.204e-02 Score 95.419 Data time: 0.2270, Forward time: 2.2790, Backward time: 3.1059, DDP time: 0.0053, Total iter time: 7.4897 [2020-11-06 03:44:24,350][root][INFO] - ===> Epoch[314](8139/26): Loss 0.0835, Sem 0.1234, dir -0.4191, norm 0.3792, swav 0.0000 LR: 2.203e-02 Score 96.680 Data time: 0.2424, Forward time: 2.2791, Backward time: 3.1059, DDP time: 0.0053, Total iter time: 5.7183 [2020-11-06 03:44:28,745][root][INFO] - ===> Epoch[314](8140/26): Loss 0.1364, Sem 0.1763, dir -0.4537, norm 0.4138, swav 0.0000 LR: 2.202e-02 Score 94.174 Data time: 0.1728, Forward time: 2.2790, Backward time: 3.1058, DDP time: 0.0053, Total iter time: 4.2814 [2020-11-06 03:44:34,381][root][INFO] - ===> Epoch[314](8141/26): Loss 0.1379, Sem 0.1850, dir -0.4122, norm 0.3651, swav 0.0000 LR: 2.201e-02 Score 94.221 Data time: 0.2363, Forward time: 2.2790, Backward time: 3.1057, DDP time: 0.0053, Total iter time: 5.5507 [2020-11-06 03:44:39,470][root][INFO] - ===> Epoch[314](8142/26): Loss 0.0862, Sem 0.1493, dir -0.4687, norm 0.4055, swav 0.0000 LR: 2.199e-02 Score 95.603 Data time: 0.1766, Forward time: 2.2790, Backward time: 3.1057, DDP time: 0.0053, Total iter time: 4.9856 [2020-11-06 03:44:45,163][root][INFO] - ===> Epoch[314](8143/26): Loss 0.0541, Sem 0.1368, dir -0.4102, norm 0.3275, swav 0.0000 LR: 2.198e-02 Score 95.445 Data time: 0.2442, Forward time: 2.2790, Backward time: 3.1057, DDP time: 0.0053, Total iter time: 5.6102 [2020-11-06 03:44:50,543][root][INFO] - ===> Epoch[314](8144/26): Loss 0.1542, Sem 0.1473, dir -0.4414, norm 0.4483, swav 0.0000 LR: 2.197e-02 Score 94.105 Data time: 0.2387, Forward time: 2.2790, Backward time: 3.1056, DDP time: 0.0053, Total iter time: 5.2639 [2020-11-06 03:44:56,235][root][INFO] - ===> Epoch[314](8145/26): Loss 0.0819, Sem 0.1529, dir -0.4526, norm 0.3816, swav 0.0000 LR: 2.196e-02 Score 95.411 Data time: 0.1869, Forward time: 2.2790, Backward time: 3.1056, DDP time: 0.0053, Total iter time: 5.5781 [2020-11-06 03:45:01,956][root][INFO] - ===> Epoch[314](8146/26): Loss 0.1400, Sem 0.1824, dir -0.4233, norm 0.3808, swav 0.0000 LR: 2.195e-02 Score 95.042 Data time: 0.1681, Forward time: 2.2789, Backward time: 3.1057, DDP time: 0.0053, Total iter time: 5.5944 [2020-11-06 03:45:06,939][root][INFO] - ===> Epoch[314](8147/26): Loss 0.0759, Sem 0.1445, dir -0.4047, norm 0.3360, swav 0.0000 LR: 2.194e-02 Score 95.196 Data time: 0.2131, Forward time: 2.2789, Backward time: 3.1056, DDP time: 0.0053, Total iter time: 4.9018 [2020-11-06 03:45:12,583][root][INFO] - ===> Epoch[314](8148/26): Loss 0.1704, Sem 0.1480, dir -0.4021, norm 0.4244, swav 0.0000 LR: 2.193e-02 Score 95.632 Data time: 0.2646, Forward time: 2.2790, Backward time: 3.1055, DDP time: 0.0053, Total iter time: 5.5479 [2020-11-06 03:45:18,715][root][INFO] - ===> Epoch[314](8149/26): Loss 0.1283, Sem 0.1300, dir -0.3484, norm 0.3467, swav 0.0000 LR: 2.192e-02 Score 95.746 Data time: 0.2730, Forward time: 2.2790, Backward time: 3.1055, DDP time: 0.0053, Total iter time: 6.0056 [2020-11-06 03:45:23,741][root][INFO] - ===> Epoch[314](8150/26): Loss 0.1808, Sem 0.1990, dir -0.4263, norm 0.4081, swav 0.0000 LR: 2.191e-02 Score 93.893 Data time: 0.1844, Forward time: 2.2789, Backward time: 3.1055, DDP time: 0.0053, Total iter time: 4.8941 [2020-11-06 03:45:28,738][root][INFO] - ===> Epoch[314](8151/26): Loss 0.0992, Sem 0.1569, dir -0.4505, norm 0.3928, swav 0.0000 LR: 2.190e-02 Score 95.107 Data time: 0.2507, Forward time: 2.2790, Backward time: 3.1054, DDP time: 0.0053, Total iter time: 4.8947 [2020-11-06 03:45:35,158][root][INFO] - ===> Epoch[314](8152/26): Loss 0.2101, Sem 0.1748, dir -0.3696, norm 0.4049, swav 0.0000 LR: 2.189e-02 Score 94.081 Data time: 0.1996, Forward time: 2.2790, Backward time: 3.1055, DDP time: 0.0053, Total iter time: 6.3114 [2020-11-06 03:45:40,404][root][INFO] - ===> Epoch[314](8153/26): Loss 0.1991, Sem 0.1965, dir -0.4024, norm 0.4051, swav 0.0000 LR: 2.188e-02 Score 93.921 Data time: 0.1796, Forward time: 2.2789, Backward time: 3.1054, DDP time: 0.0053, Total iter time: 5.1415 [2020-11-06 03:45:46,132][root][INFO] - ===> Epoch[314](8154/26): Loss 0.2369, Sem 0.2006, dir -0.4194, norm 0.4558, swav 0.0000 LR: 2.187e-02 Score 93.487 Data time: 0.2530, Forward time: 2.2790, Backward time: 3.1054, DDP time: 0.0053, Total iter time: 5.6386 [2020-11-06 03:45:51,178][root][INFO] - ===> Epoch[314](8155/26): Loss 0.0774, Sem 0.1528, dir -0.4351, norm 0.3598, swav 0.0000 LR: 2.186e-02 Score 95.325 Data time: 0.2438, Forward time: 2.2790, Backward time: 3.1052, DDP time: 0.0053, Total iter time: 4.9184 [2020-11-06 03:45:58,037][root][INFO] - ===> Epoch[314](8156/26): Loss 0.2037, Sem 0.1913, dir -0.3496, norm 0.3620, swav 0.0000 LR: 2.185e-02 Score 93.319 Data time: 0.1937, Forward time: 2.2790, Backward time: 3.1054, DDP time: 0.0053, Total iter time: 6.7454 [2020-11-06 03:46:02,947][root][INFO] - ===> Epoch[314](8157/26): Loss 0.2502, Sem 0.1829, dir -0.3696, norm 0.4369, swav 0.0000 LR: 2.183e-02 Score 94.163 Data time: 0.2035, Forward time: 2.2790, Backward time: 3.1053, DDP time: 0.0053, Total iter time: 4.7970 [2020-11-06 03:46:08,909][root][INFO] - ===> Epoch[314](8158/26): Loss 0.1538, Sem 0.1761, dir -0.3993, norm 0.3771, swav 0.0000 LR: 2.182e-02 Score 94.934 Data time: 0.2403, Forward time: 2.2790, Backward time: 3.1053, DDP time: 0.0053, Total iter time: 5.8380 [2020-11-06 03:46:14,503][root][INFO] - ===> Epoch[314](8159/26): Loss 0.1329, Sem 0.1687, dir -0.4606, norm 0.4248, swav 0.0000 LR: 2.181e-02 Score 94.110 Data time: 0.2528, Forward time: 2.2790, Backward time: 3.1053, DDP time: 0.0053, Total iter time: 5.4514 [2020-11-06 03:46:21,122][root][INFO] - ===> Epoch[314](8160/26): Loss 0.1695, Sem 0.1764, dir -0.4549, norm 0.4479, swav 0.0000 LR: 2.180e-02 Score 94.475 Data time: 0.2384, Forward time: 2.2790, Backward time: 3.1053, DDP time: 0.0053, Total iter time: 6.4829 [2020-11-06 03:46:27,261][root][INFO] - ===> Epoch[314](8161/26): Loss 0.0654, Sem 0.1519, dir -0.4879, norm 0.4014, swav 0.0000 LR: 2.179e-02 Score 95.295 Data time: 0.2255, Forward time: 2.2791, Backward time: 3.1053, DDP time: 0.0053, Total iter time: 6.0238 [2020-11-06 03:46:33,298][root][INFO] - ===> Epoch[314](8162/26): Loss 0.1676, Sem 0.1713, dir -0.4302, norm 0.4265, swav 0.0000 LR: 2.178e-02 Score 94.480 Data time: 0.2141, Forward time: 2.2791, Backward time: 3.1053, DDP time: 0.0053, Total iter time: 5.9164 [2020-11-06 03:46:39,649][root][INFO] - ===> Epoch[314](8163/26): Loss 0.2275, Sem 0.1982, dir -0.3785, norm 0.4078, swav 0.0000 LR: 2.177e-02 Score 93.875 Data time: 0.1640, Forward time: 2.2791, Backward time: 3.1055, DDP time: 0.0053, Total iter time: 6.2423 [2020-11-06 03:46:44,209][root][INFO] - ===> Epoch[314](8164/26): Loss 0.0889, Sem 0.1637, dir -0.4417, norm 0.3669, swav 0.0000 LR: 2.176e-02 Score 94.327 Data time: 0.2149, Forward time: 2.2790, Backward time: 3.1053, DDP time: 0.0053, Total iter time: 4.4455 [2020-11-06 03:46:49,999][root][INFO] - ===> Epoch[315](8165/26): Loss 0.2257, Sem 0.1625, dir -0.4214, norm 0.4846, swav 0.0000 LR: 2.175e-02 Score 94.915 Data time: 0.2555, Forward time: 2.2790, Backward time: 3.1053, DDP time: 0.0053, Total iter time: 5.6989 [2020-11-06 03:46:55,702][root][INFO] - ===> Epoch[315](8166/26): Loss 0.1936, Sem 0.1620, dir -0.4173, norm 0.4489, swav 0.0000 LR: 2.174e-02 Score 94.521 Data time: 0.2272, Forward time: 2.2791, Backward time: 3.1053, DDP time: 0.0053, Total iter time: 5.5693 [2020-11-06 03:47:01,274][root][INFO] - ===> Epoch[315](8167/26): Loss 0.1457, Sem 0.2053, dir -0.4566, norm 0.3971, swav 0.0000 LR: 2.173e-02 Score 93.923 Data time: 0.2247, Forward time: 2.2791, Backward time: 3.1052, DDP time: 0.0053, Total iter time: 5.4493 [2020-11-06 03:47:06,341][root][INFO] - ===> Epoch[315](8168/26): Loss 0.1010, Sem 0.1526, dir -0.4925, norm 0.4409, swav 0.0000 LR: 2.172e-02 Score 94.858 Data time: 0.1830, Forward time: 2.2790, Backward time: 3.1052, DDP time: 0.0053, Total iter time: 4.9502 [2020-11-06 03:47:11,922][root][INFO] - ===> Epoch[315](8169/26): Loss 0.1004, Sem 0.1493, dir -0.4258, norm 0.3768, swav 0.0000 LR: 2.171e-02 Score 94.863 Data time: 0.1616, Forward time: 2.2790, Backward time: 3.1052, DDP time: 0.0053, Total iter time: 5.5008 [2020-11-06 03:47:17,086][root][INFO] - ===> Epoch[315](8170/26): Loss 0.1569, Sem 0.2273, dir -0.4250, norm 0.3547, swav 0.0000 LR: 2.170e-02 Score 93.539 Data time: 0.2236, Forward time: 2.2790, Backward time: 3.1051, DDP time: 0.0053, Total iter time: 5.0807 [2020-11-06 03:47:22,562][root][INFO] - ===> Epoch[315](8171/26): Loss 0.0707, Sem 0.1635, dir -0.4551, norm 0.3623, swav 0.0000 LR: 2.169e-02 Score 94.420 Data time: 0.1737, Forward time: 2.2789, Backward time: 3.1052, DDP time: 0.0053, Total iter time: 5.3558 [2020-11-06 03:47:28,381][root][INFO] - ===> Epoch[315](8172/26): Loss 0.2212, Sem 0.2251, dir -0.5121, norm 0.5082, swav 0.0000 LR: 2.167e-02 Score 93.295 Data time: 0.1921, Forward time: 2.2789, Backward time: 3.1052, DDP time: 0.0053, Total iter time: 5.7331 [2020-11-06 03:47:32,607][root][INFO] - ===> Epoch[315](8173/26): Loss 0.1340, Sem 0.1682, dir -0.4035, norm 0.3694, swav 0.0000 LR: 2.166e-02 Score 94.352 Data time: 0.2010, Forward time: 2.2789, Backward time: 3.1051, DDP time: 0.0053, Total iter time: 4.1252 [2020-11-06 03:47:39,121][root][INFO] - ===> Epoch[315](8174/26): Loss 0.1297, Sem 0.1684, dir -0.4045, norm 0.3658, swav 0.0000 LR: 2.165e-02 Score 94.711 Data time: 0.1342, Forward time: 2.2788, Backward time: 3.1053, DDP time: 0.0053, Total iter time: 6.4069 [2020-11-06 03:47:45,432][root][INFO] - ===> Epoch[315](8175/26): Loss 0.1281, Sem 0.1699, dir -0.4285, norm 0.3866, swav 0.0000 LR: 2.164e-02 Score 95.199 Data time: 0.2262, Forward time: 2.2788, Backward time: 3.1053, DDP time: 0.0053, Total iter time: 6.2183 [2020-11-06 03:47:51,182][root][INFO] - ===> Epoch[315](8176/26): Loss 0.1175, Sem 0.1559, dir -0.4061, norm 0.3677, swav 0.0000 LR: 2.163e-02 Score 95.195 Data time: 0.2392, Forward time: 2.2788, Backward time: 3.1053, DDP time: 0.0053, Total iter time: 5.6271 [2020-11-06 03:47:56,891][root][INFO] - ===> Epoch[315](8177/26): Loss 0.1143, Sem 0.1647, dir -0.4853, norm 0.4349, swav 0.0000 LR: 2.162e-02 Score 94.660 Data time: 0.2137, Forward time: 2.2788, Backward time: 3.1053, DDP time: 0.0053, Total iter time: 5.5872 [2020-11-06 03:48:01,744][root][INFO] - ===> Epoch[315](8178/26): Loss 0.0956, Sem 0.1809, dir -0.4756, norm 0.3902, swav 0.0000 LR: 2.161e-02 Score 93.461 Data time: 0.2388, Forward time: 2.2788, Backward time: 3.1052, DDP time: 0.0053, Total iter time: 4.7241 [2020-11-06 03:48:07,622][root][INFO] - ===> Epoch[315](8179/26): Loss 0.1647, Sem 0.2129, dir -0.4498, norm 0.4017, swav 0.0000 LR: 2.160e-02 Score 93.334 Data time: 0.2313, Forward time: 2.2788, Backward time: 3.1051, DDP time: 0.0053, Total iter time: 5.7601 [2020-11-06 03:48:13,353][root][INFO] - ===> Epoch[315](8180/26): Loss 0.1691, Sem 0.1781, dir -0.3897, norm 0.3807, swav 0.0000 LR: 2.159e-02 Score 94.368 Data time: 0.1923, Forward time: 2.2788, Backward time: 3.1052, DDP time: 0.0053, Total iter time: 5.5999 [2020-11-06 03:48:19,229][root][INFO] - ===> Epoch[315](8181/26): Loss 0.1425, Sem 0.1810, dir -0.3943, norm 0.3558, swav 0.0000 LR: 2.158e-02 Score 94.916 Data time: 0.2101, Forward time: 2.2788, Backward time: 3.1052, DDP time: 0.0053, Total iter time: 5.7758 [2020-11-06 03:48:24,377][root][INFO] - ===> Epoch[315](8182/26): Loss 0.0978, Sem 0.1479, dir -0.4242, norm 0.3741, swav 0.0000 LR: 2.157e-02 Score 95.166 Data time: 0.2473, Forward time: 2.2788, Backward time: 3.1051, DDP time: 0.0053, Total iter time: 5.0172 [2020-11-06 03:48:30,244][root][INFO] - ===> Epoch[315](8183/26): Loss 0.0941, Sem 0.1435, dir -0.4414, norm 0.3920, swav 0.0000 LR: 2.156e-02 Score 95.271 Data time: 0.1737, Forward time: 2.2788, Backward time: 3.1051, DDP time: 0.0053, Total iter time: 5.7033 [2020-11-06 03:48:35,712][root][INFO] - ===> Epoch[315](8184/26): Loss 0.0770, Sem 0.1547, dir -0.4962, norm 0.4185, swav 0.0000 LR: 2.155e-02 Score 95.232 Data time: 0.2033, Forward time: 2.2787, Backward time: 3.1051, DDP time: 0.0053, Total iter time: 5.3393 [2020-11-06 03:48:41,641][root][INFO] - ===> Epoch[315](8185/26): Loss 0.0764, Sem 0.1587, dir -0.4528, norm 0.3704, swav 0.0000 LR: 2.154e-02 Score 95.113 Data time: 0.2570, Forward time: 2.2788, Backward time: 3.1051, DDP time: 0.0053, Total iter time: 5.8268 [2020-11-06 03:48:48,371][root][INFO] - ===> Epoch[315](8186/26): Loss 0.1671, Sem 0.1913, dir -0.4323, norm 0.4081, swav 0.0000 LR: 2.153e-02 Score 94.043 Data time: 0.2182, Forward time: 2.2787, Backward time: 3.1053, DDP time: 0.0053, Total iter time: 6.6090 [2020-11-06 03:48:54,292][root][INFO] - ===> Epoch[315](8187/26): Loss 0.2591, Sem 0.2557, dir -0.3357, norm 0.3391, swav 0.0000 LR: 2.151e-02 Score 93.596 Data time: 0.2383, Forward time: 2.2788, Backward time: 3.1052, DDP time: 0.0053, Total iter time: 5.8055 [2020-11-06 03:48:59,909][root][INFO] - ===> Epoch[315](8188/26): Loss 0.1670, Sem 0.2032, dir -0.4617, norm 0.4254, swav 0.0000 LR: 2.150e-02 Score 94.183 Data time: 0.1521, Forward time: 2.2787, Backward time: 3.1053, DDP time: 0.0053, Total iter time: 5.4891 [2020-11-06 03:49:06,251][root][INFO] - ===> Epoch[315](8189/26): Loss 0.1389, Sem 0.1920, dir -0.4890, norm 0.4359, swav 0.0000 LR: 2.149e-02 Score 93.550 Data time: 0.1923, Forward time: 2.2787, Backward time: 3.1054, DDP time: 0.0053, Total iter time: 6.2426 [2020-11-06 03:49:11,622][root][INFO] - ===> Epoch[315](8190/26): Loss 0.1074, Sem 0.1894, dir -0.5104, norm 0.4284, swav 0.0000 LR: 2.148e-02 Score 94.079 Data time: 0.2129, Forward time: 2.2787, Backward time: 3.1053, DDP time: 0.0053, Total iter time: 5.2099 [2020-11-06 03:49:18,397][root][INFO] - ===> Epoch[316](8191/26): Loss 0.0967, Sem 0.1752, dir -0.5087, norm 0.4302, swav 0.0000 LR: 2.147e-02 Score 94.739 Data time: 0.1983, Forward time: 2.2787, Backward time: 3.1054, DDP time: 0.0053, Total iter time: 6.6424 [2020-11-06 03:49:23,764][root][INFO] - ===> Epoch[316](8192/26): Loss 0.2174, Sem 0.2640, dir -0.4240, norm 0.3775, swav 0.0000 LR: 2.146e-02 Score 92.007 Data time: 0.1576, Forward time: 2.2786, Backward time: 3.1055, DDP time: 0.0053, Total iter time: 5.2384 [2020-11-06 03:49:28,677][root][INFO] - ===> Epoch[316](8193/26): Loss 0.2270, Sem 0.2482, dir -0.4632, norm 0.4420, swav 0.0000 LR: 2.145e-02 Score 93.119 Data time: 0.1666, Forward time: 2.2785, Backward time: 3.1054, DDP time: 0.0053, Total iter time: 4.7942 [2020-11-06 03:49:33,840][root][INFO] - ===> Epoch[316](8194/26): Loss 0.1383, Sem 0.1874, dir -0.4378, norm 0.3887, swav 0.0000 LR: 2.144e-02 Score 93.755 Data time: 0.1969, Forward time: 2.2785, Backward time: 3.1054, DDP time: 0.0053, Total iter time: 5.0556 [2020-11-06 03:49:38,940][root][INFO] - ===> Epoch[316](8195/26): Loss 0.0477, Sem 0.1616, dir -0.5058, norm 0.3919, swav 0.0000 LR: 2.143e-02 Score 94.910 Data time: 0.2517, Forward time: 2.2785, Backward time: 3.1053, DDP time: 0.0053, Total iter time: 4.9811 [2020-11-06 03:49:43,677][root][INFO] - ===> Epoch[316](8196/26): Loss 0.1259, Sem 0.1724, dir -0.4340, norm 0.3875, swav 0.0000 LR: 2.142e-02 Score 94.560 Data time: 0.2257, Forward time: 2.2786, Backward time: 3.1051, DDP time: 0.0053, Total iter time: 4.6148 [2020-11-06 03:49:48,906][root][INFO] - ===> Epoch[316](8197/26): Loss 0.2063, Sem 0.2115, dir -0.3972, norm 0.3920, swav 0.0000 LR: 2.141e-02 Score 93.502 Data time: 0.2106, Forward time: 2.2785, Backward time: 3.1051, DDP time: 0.0053, Total iter time: 5.0989 [2020-11-06 03:49:53,901][root][INFO] - ===> Epoch[316](8198/26): Loss 0.1265, Sem 0.1948, dir -0.4220, norm 0.3537, swav 0.0000 LR: 2.140e-02 Score 94.800 Data time: 0.2149, Forward time: 2.2785, Backward time: 3.1050, DDP time: 0.0053, Total iter time: 4.8333 [2020-11-06 03:49:59,134][root][INFO] - ===> Epoch[316](8199/26): Loss 0.1087, Sem 0.1453, dir -0.4301, norm 0.3934, swav 0.0000 LR: 2.139e-02 Score 94.866 Data time: 0.2368, Forward time: 2.2786, Backward time: 3.1049, DDP time: 0.0053, Total iter time: 5.1228 [2020-11-06 03:50:04,640][root][INFO] - ===> Epoch[316](8200/26): Loss 0.0844, Sem 0.1701, dir -0.4960, norm 0.4103, swav 0.0000 LR: 2.138e-02 Score 94.275 Data time: 0.2555, Forward time: 2.2786, Backward time: 3.1048, DDP time: 0.0053, Total iter time: 5.3778 [2020-11-06 03:50:09,865][root][INFO] - ===> Epoch[316](8201/26): Loss 0.1575, Sem 0.1827, dir -0.4774, norm 0.4521, swav 0.0000 LR: 2.137e-02 Score 94.463 Data time: 0.1753, Forward time: 2.2786, Backward time: 3.1048, DDP time: 0.0053, Total iter time: 5.0797 [2020-11-06 03:50:14,861][root][INFO] - ===> Epoch[316](8202/26): Loss 0.1504, Sem 0.1594, dir -0.4113, norm 0.4023, swav 0.0000 LR: 2.135e-02 Score 94.971 Data time: 0.2381, Forward time: 2.2786, Backward time: 3.1046, DDP time: 0.0053, Total iter time: 4.8922 [2020-11-06 03:50:20,768][root][INFO] - ===> Epoch[316](8203/26): Loss 0.0762, Sem 0.1387, dir -0.4732, norm 0.4107, swav 0.0000 LR: 2.134e-02 Score 95.924 Data time: 0.1601, Forward time: 2.2786, Backward time: 3.1047, DDP time: 0.0053, Total iter time: 5.7956 [2020-11-06 03:50:25,662][root][INFO] - ===> Epoch[316](8204/26): Loss 0.1024, Sem 0.1762, dir -0.4690, norm 0.3951, swav 0.0000 LR: 2.133e-02 Score 94.714 Data time: 0.1853, Forward time: 2.2785, Backward time: 3.1046, DDP time: 0.0053, Total iter time: 4.7868 [2020-11-06 03:50:32,213][root][INFO] - ===> Epoch[316](8205/26): Loss 0.1398, Sem 0.1939, dir -0.4565, norm 0.4024, swav 0.0000 LR: 2.132e-02 Score 94.205 Data time: 0.2015, Forward time: 2.2785, Backward time: 3.1047, DDP time: 0.0053, Total iter time: 6.4429 [2020-11-06 03:50:38,781][root][INFO] - ===> Epoch[316](8206/26): Loss 0.1370, Sem 0.1657, dir -0.4094, norm 0.3807, swav 0.0000 LR: 2.131e-02 Score 94.528 Data time: 0.2078, Forward time: 2.2785, Backward time: 3.1048, DDP time: 0.0053, Total iter time: 6.4436 [2020-11-06 03:50:44,330][root][INFO] - ===> Epoch[316](8207/26): Loss 0.1368, Sem 0.1920, dir -0.4405, norm 0.3854, swav 0.0000 LR: 2.130e-02 Score 94.169 Data time: 0.2073, Forward time: 2.2785, Backward time: 3.1048, DDP time: 0.0053, Total iter time: 5.3956 [2020-11-06 03:50:49,336][root][INFO] - ===> Epoch[316](8208/26): Loss 0.0996, Sem 0.1466, dir -0.4560, norm 0.4091, swav 0.0000 LR: 2.129e-02 Score 94.455 Data time: 0.1880, Forward time: 2.2785, Backward time: 3.1047, DDP time: 0.0053, Total iter time: 4.8800 [2020-11-06 03:50:54,594][root][INFO] - ===> Epoch[316](8209/26): Loss 0.1254, Sem 0.1739, dir -0.4319, norm 0.3834, swav 0.0000 LR: 2.128e-02 Score 94.683 Data time: 0.2098, Forward time: 2.2784, Backward time: 3.1047, DDP time: 0.0053, Total iter time: 5.1408 [2020-11-06 03:51:00,392][root][INFO] - ===> Epoch[316](8210/26): Loss 0.1390, Sem 0.1731, dir -0.4345, norm 0.4004, swav 0.0000 LR: 2.127e-02 Score 94.039 Data time: 0.1842, Forward time: 2.2784, Backward time: 3.1047, DDP time: 0.0053, Total iter time: 5.6693 [2020-11-06 03:51:06,137][root][INFO] - ===> Epoch[316](8211/26): Loss 0.2149, Sem 0.1914, dir -0.3939, norm 0.4174, swav 0.0000 LR: 2.126e-02 Score 93.638 Data time: 0.2906, Forward time: 2.2784, Backward time: 3.1047, DDP time: 0.0053, Total iter time: 5.6310 [2020-11-06 03:51:11,474][root][INFO] - ===> Epoch[316](8212/26): Loss 0.1546, Sem 0.2110, dir -0.4638, norm 0.4074, swav 0.0000 LR: 2.125e-02 Score 94.854 Data time: 0.2218, Forward time: 2.2785, Backward time: 3.1046, DDP time: 0.0053, Total iter time: 5.2083 [2020-11-06 03:51:17,094][root][INFO] - ===> Epoch[316](8213/26): Loss 0.0932, Sem 0.1453, dir -0.4067, norm 0.3546, swav 0.0000 LR: 2.124e-02 Score 95.688 Data time: 0.2161, Forward time: 2.2784, Backward time: 3.1046, DDP time: 0.0053, Total iter time: 5.4801 [2020-11-06 03:51:22,988][root][INFO] - ===> Epoch[316](8214/26): Loss 0.1460, Sem 0.1631, dir -0.3825, norm 0.3654, swav 0.0000 LR: 2.123e-02 Score 94.892 Data time: 0.2293, Forward time: 2.2784, Backward time: 3.1046, DDP time: 0.0053, Total iter time: 5.7792 [2020-11-06 03:51:28,847][root][INFO] - ===> Epoch[316](8215/26): Loss 0.0682, Sem 0.1508, dir -0.4517, norm 0.3691, swav 0.0000 LR: 2.122e-02 Score 95.288 Data time: 0.2858, Forward time: 2.2785, Backward time: 3.1046, DDP time: 0.0053, Total iter time: 5.7606 [2020-11-06 03:51:35,567][root][INFO] - ===> Epoch[316](8216/26): Loss 0.0646, Sem 0.1353, dir -0.4164, norm 0.3456, swav 0.0000 LR: 2.120e-02 Score 95.071 Data time: 0.3035, Forward time: 2.2786, Backward time: 3.1046, DDP time: 0.0053, Total iter time: 6.5769 [2020-11-06 03:51:42,056][root][INFO] - ===> Epoch[317](8217/26): Loss 0.1352, Sem 0.2146, dir -0.4612, norm 0.3817, swav 0.0000 LR: 2.119e-02 Score 93.757 Data time: 0.1630, Forward time: 2.2785, Backward time: 3.1047, DDP time: 0.0053, Total iter time: 6.3603 [2020-11-06 03:51:49,606][root][INFO] - ===> Epoch[317](8218/26): Loss 0.1622, Sem 0.2276, dir -0.4856, norm 0.4201, swav 0.0000 LR: 2.118e-02 Score 93.022 Data time: 0.2267, Forward time: 2.2785, Backward time: 3.1049, DDP time: 0.0053, Total iter time: 7.4667 [2020-11-06 03:51:54,605][root][INFO] - ===> Epoch[317](8219/26): Loss 0.1869, Sem 0.1790, dir -0.4235, norm 0.4313, swav 0.0000 LR: 2.117e-02 Score 94.489 Data time: 0.2225, Forward time: 2.2786, Backward time: 3.1048, DDP time: 0.0053, Total iter time: 4.8827 [2020-11-06 03:51:59,462][root][INFO] - ===> Epoch[317](8220/26): Loss 0.1114, Sem 0.1607, dir -0.4312, norm 0.3819, swav 0.0000 LR: 2.116e-02 Score 95.305 Data time: 0.1986, Forward time: 2.2786, Backward time: 3.1047, DDP time: 0.0053, Total iter time: 4.7553 [2020-11-06 03:52:04,294][root][INFO] - ===> Epoch[317](8221/26): Loss 0.1465, Sem 0.1990, dir -0.4512, norm 0.3987, swav 0.0000 LR: 2.115e-02 Score 92.985 Data time: 0.1902, Forward time: 2.2785, Backward time: 3.1046, DDP time: 0.0053, Total iter time: 4.7270 [2020-11-06 03:52:10,440][root][INFO] - ===> Epoch[317](8222/26): Loss 0.2218, Sem 0.2057, dir -0.4435, norm 0.4596, swav 0.0000 LR: 2.114e-02 Score 93.529 Data time: 0.2214, Forward time: 2.2785, Backward time: 3.1047, DDP time: 0.0053, Total iter time: 6.0650 [2020-11-06 03:52:16,507][root][INFO] - ===> Epoch[317](8223/26): Loss 0.2047, Sem 0.1933, dir -0.4328, norm 0.4442, swav 0.0000 LR: 2.113e-02 Score 94.033 Data time: 0.3114, Forward time: 2.2786, Backward time: 3.1046, DDP time: 0.0053, Total iter time: 5.9259 [2020-11-06 03:52:22,748][root][INFO] - ===> Epoch[317](8224/26): Loss 0.1817, Sem 0.2153, dir -0.4495, norm 0.4159, swav 0.0000 LR: 2.112e-02 Score 92.974 Data time: 0.2201, Forward time: 2.2786, Backward time: 3.1047, DDP time: 0.0053, Total iter time: 6.1108 [2020-11-06 03:52:28,763][root][INFO] - ===> Epoch[317](8225/26): Loss 0.0921, Sem 0.1505, dir -0.4660, norm 0.4076, swav 0.0000 LR: 2.111e-02 Score 95.431 Data time: 0.2971, Forward time: 2.2787, Backward time: 3.1046, DDP time: 0.0053, Total iter time: 5.8975 [2020-11-06 03:52:34,960][root][INFO] - ===> Epoch[317](8226/26): Loss 0.1608, Sem 0.1633, dir -0.4288, norm 0.4262, swav 0.0000 LR: 2.110e-02 Score 94.869 Data time: 0.2809, Forward time: 2.2788, Backward time: 3.1045, DDP time: 0.0053, Total iter time: 6.0719 [2020-11-06 03:52:39,853][root][INFO] - ===> Epoch[317](8227/26): Loss 0.0614, Sem 0.1513, dir -0.4570, norm 0.3671, swav 0.0000 LR: 2.109e-02 Score 95.267 Data time: 0.2120, Forward time: 2.2788, Backward time: 3.1044, DDP time: 0.0053, Total iter time: 4.7781 [2020-11-06 03:52:45,346][root][INFO] - ===> Epoch[317](8228/26): Loss 0.0821, Sem 0.1649, dir -0.4665, norm 0.3837, swav 0.0000 LR: 2.108e-02 Score 94.672 Data time: 0.2147, Forward time: 2.2788, Backward time: 3.1044, DDP time: 0.0053, Total iter time: 5.3800 [2020-11-06 03:52:50,952][root][INFO] - ===> Epoch[317](8229/26): Loss 0.2218, Sem 0.2064, dir -0.3766, norm 0.3920, swav 0.0000 LR: 2.107e-02 Score 93.065 Data time: 0.2462, Forward time: 2.2788, Backward time: 3.1044, DDP time: 0.0053, Total iter time: 5.5064 [2020-11-06 03:52:55,781][root][INFO] - ===> Epoch[317](8230/26): Loss 0.0838, Sem 0.1567, dir -0.4576, norm 0.3846, swav 0.0000 LR: 2.106e-02 Score 94.445 Data time: 0.1949, Forward time: 2.2788, Backward time: 3.1043, DDP time: 0.0053, Total iter time: 4.6858 [2020-11-06 03:53:01,705][root][INFO] - ===> Epoch[317](8231/26): Loss 0.1764, Sem 0.1956, dir -0.4250, norm 0.4058, swav 0.0000 LR: 2.104e-02 Score 93.454 Data time: 0.1998, Forward time: 2.2788, Backward time: 3.1043, DDP time: 0.0053, Total iter time: 5.8135 [2020-11-06 03:53:07,573][root][INFO] - ===> Epoch[317](8232/26): Loss 0.0806, Sem 0.1546, dir -0.4967, norm 0.4227, swav 0.0000 LR: 2.103e-02 Score 95.994 Data time: 0.1329, Forward time: 2.2787, Backward time: 3.1044, DDP time: 0.0053, Total iter time: 5.7491 [2020-11-06 03:53:12,711][root][INFO] - ===> Epoch[317](8233/26): Loss 0.0906, Sem 0.1710, dir -0.4707, norm 0.3904, swav 0.0000 LR: 2.102e-02 Score 93.337 Data time: 0.1590, Forward time: 2.2786, Backward time: 3.1044, DDP time: 0.0053, Total iter time: 5.0556 [2020-11-06 03:53:17,525][root][INFO] - ===> Epoch[317](8234/26): Loss 0.0328, Sem 0.1477, dir -0.4990, norm 0.3842, swav 0.0000 LR: 2.101e-02 Score 94.804 Data time: 0.1978, Forward time: 2.2786, Backward time: 3.1043, DDP time: 0.0053, Total iter time: 4.7392 [2020-11-06 03:53:23,573][root][INFO] - ===> Epoch[317](8235/26): Loss 0.0361, Sem 0.1709, dir -0.5019, norm 0.3671, swav 0.0000 LR: 2.100e-02 Score 94.807 Data time: 0.1991, Forward time: 2.2786, Backward time: 3.1044, DDP time: 0.0053, Total iter time: 5.9172 [2020-11-06 03:53:29,019][root][INFO] - ===> Epoch[317](8236/26): Loss 0.1887, Sem 0.2301, dir -0.4496, norm 0.4082, swav 0.0000 LR: 2.099e-02 Score 92.894 Data time: 0.2061, Forward time: 2.2785, Backward time: 3.1043, DDP time: 0.0053, Total iter time: 5.3280 [2020-11-06 03:53:36,788][root][INFO] - ===> Epoch[317](8237/26): Loss 0.1323, Sem 0.2269, dir -0.4529, norm 0.3583, swav 0.0000 LR: 2.098e-02 Score 93.426 Data time: 0.2883, Forward time: 2.2786, Backward time: 3.1045, DDP time: 0.0053, Total iter time: 7.6498 [2020-11-06 03:53:42,074][root][INFO] - ===> Epoch[317](8238/26): Loss 0.1837, Sem 0.1863, dir -0.3617, norm 0.3591, swav 0.0000 LR: 2.097e-02 Score 94.771 Data time: 0.1850, Forward time: 2.2786, Backward time: 3.1045, DDP time: 0.0053, Total iter time: 5.1519 [2020-11-06 03:53:48,517][root][INFO] - ===> Epoch[317](8239/26): Loss 0.1555, Sem 0.2165, dir -0.4296, norm 0.3687, swav 0.0000 LR: 2.096e-02 Score 93.616 Data time: 0.1242, Forward time: 2.2785, Backward time: 3.1046, DDP time: 0.0053, Total iter time: 6.3429 [2020-11-06 03:53:55,300][root][INFO] - ===> Epoch[317](8240/26): Loss 0.1753, Sem 0.1909, dir -0.4345, norm 0.4189, swav 0.0000 LR: 2.095e-02 Score 94.506 Data time: 0.1465, Forward time: 2.2784, Backward time: 3.1049, DDP time: 0.0053, Total iter time: 6.6856 [2020-11-06 03:54:01,022][root][INFO] - ===> Epoch[317](8241/26): Loss 0.1489, Sem 0.1861, dir -0.4228, norm 0.3857, swav 0.0000 LR: 2.094e-02 Score 94.137 Data time: 0.2642, Forward time: 2.2784, Backward time: 3.1048, DDP time: 0.0053, Total iter time: 5.6368 [2020-11-06 03:54:06,407][root][INFO] - ===> Epoch[317](8242/26): Loss 0.1602, Sem 0.1994, dir -0.4596, norm 0.4204, swav 0.0000 LR: 2.093e-02 Score 93.372 Data time: 0.2184, Forward time: 2.2785, Backward time: 3.1047, DDP time: 0.0053, Total iter time: 5.2605 [2020-11-06 03:54:12,260][root][INFO] - ===> Epoch[318](8243/26): Loss 0.1693, Sem 0.1836, dir -0.4011, norm 0.3868, swav 0.0000 LR: 2.092e-02 Score 95.214 Data time: 0.2371, Forward time: 2.2785, Backward time: 3.1047, DDP time: 0.0053, Total iter time: 5.7295 [2020-11-06 03:54:18,401][root][INFO] - ===> Epoch[318](8244/26): Loss 0.1436, Sem 0.1850, dir -0.4566, norm 0.4152, swav 0.0000 LR: 2.091e-02 Score 93.793 Data time: 0.3101, Forward time: 2.2786, Backward time: 3.1047, DDP time: 0.0053, Total iter time: 6.0247 [2020-11-06 03:54:24,758][root][INFO] - ===> Epoch[318](8245/26): Loss 0.1152, Sem 0.1603, dir -0.4038, norm 0.3587, swav 0.0000 LR: 2.089e-02 Score 94.790 Data time: 0.1951, Forward time: 2.2786, Backward time: 3.1047, DDP time: 0.0053, Total iter time: 6.2369 [2020-11-06 03:54:29,653][root][INFO] - ===> Epoch[318](8246/26): Loss 0.0321, Sem 0.1206, dir -0.4497, norm 0.3612, swav 0.0000 LR: 2.088e-02 Score 95.908 Data time: 0.2221, Forward time: 2.2786, Backward time: 3.1046, DDP time: 0.0053, Total iter time: 4.7872 [2020-11-06 03:54:35,759][root][INFO] - ===> Epoch[318](8247/26): Loss 0.1544, Sem 0.1570, dir -0.3777, norm 0.3752, swav 0.0000 LR: 2.087e-02 Score 94.324 Data time: 0.2437, Forward time: 2.2786, Backward time: 3.1047, DDP time: 0.0053, Total iter time: 5.9951 [2020-11-06 03:54:41,532][root][INFO] - ===> Epoch[318](8248/26): Loss 0.1357, Sem 0.1544, dir -0.4539, norm 0.4352, swav 0.0000 LR: 2.086e-02 Score 94.528 Data time: 0.2503, Forward time: 2.2787, Backward time: 3.1046, DDP time: 0.0053, Total iter time: 5.6514 [2020-11-06 03:54:49,352][root][INFO] - ===> Epoch[318](8249/26): Loss 0.0703, Sem 0.1483, dir -0.5009, norm 0.4229, swav 0.0000 LR: 2.085e-02 Score 95.091 Data time: 0.1895, Forward time: 2.2786, Backward time: 3.1048, DDP time: 0.0053, Total iter time: 7.6971 [2020-11-06 03:54:55,139][root][INFO] - ===> Epoch[318](8250/26): Loss 0.1731, Sem 0.1777, dir -0.4221, norm 0.4175, swav 0.0000 LR: 2.084e-02 Score 93.843 Data time: 0.2693, Forward time: 2.2787, Backward time: 3.1048, DDP time: 0.0053, Total iter time: 5.6708 [2020-11-06 03:55:01,655][root][INFO] - ===> Epoch[318](8251/26): Loss 0.1495, Sem 0.1812, dir -0.4252, norm 0.3936, swav 0.0000 LR: 2.083e-02 Score 94.884 Data time: 0.2273, Forward time: 2.2786, Backward time: 3.1049, DDP time: 0.0053, Total iter time: 6.3887 [2020-11-06 03:55:07,105][root][INFO] - ===> Epoch[318](8252/26): Loss 0.0838, Sem 0.1383, dir -0.4203, norm 0.3658, swav 0.0000 LR: 2.082e-02 Score 95.133 Data time: 0.2488, Forward time: 2.2787, Backward time: 3.1048, DDP time: 0.0053, Total iter time: 5.3364 [2020-11-06 03:55:12,713][root][INFO] - ===> Epoch[318](8253/26): Loss 0.1579, Sem 0.1814, dir -0.4372, norm 0.4138, swav 0.0000 LR: 2.081e-02 Score 93.944 Data time: 0.1739, Forward time: 2.2786, Backward time: 3.1048, DDP time: 0.0053, Total iter time: 5.4901 [2020-11-06 03:55:18,072][root][INFO] - ===> Epoch[318](8254/26): Loss 0.1261, Sem 0.1828, dir -0.4506, norm 0.3939, swav 0.0000 LR: 2.080e-02 Score 94.252 Data time: 0.2365, Forward time: 2.2787, Backward time: 3.1048, DDP time: 0.0053, Total iter time: 5.2787 [2020-11-06 03:55:24,441][root][INFO] - ===> Epoch[318](8255/26): Loss 0.1030, Sem 0.1514, dir -0.4554, norm 0.4070, swav 0.0000 LR: 2.079e-02 Score 94.986 Data time: 0.3544, Forward time: 2.2788, Backward time: 3.1047, DDP time: 0.0053, Total iter time: 6.2460 [2020-11-06 03:55:29,369][root][INFO] - ===> Epoch[318](8256/26): Loss 0.1221, Sem 0.1499, dir -0.4440, norm 0.4162, swav 0.0000 LR: 2.078e-02 Score 94.532 Data time: 0.2106, Forward time: 2.2788, Backward time: 3.1046, DDP time: 0.0053, Total iter time: 4.7877 [2020-11-06 03:55:36,465][root][INFO] - ===> Epoch[318](8257/26): Loss 0.1410, Sem 0.1992, dir -0.4190, norm 0.3608, swav 0.0000 LR: 2.077e-02 Score 93.567 Data time: 0.2030, Forward time: 2.2788, Backward time: 3.1048, DDP time: 0.0053, Total iter time: 6.9909 [2020-11-06 03:55:41,890][root][INFO] - ===> Epoch[318](8258/26): Loss 0.1041, Sem 0.1450, dir -0.4449, norm 0.4041, swav 0.0000 LR: 2.076e-02 Score 94.797 Data time: 0.1855, Forward time: 2.2787, Backward time: 3.1048, DDP time: 0.0053, Total iter time: 5.3308 [2020-11-06 03:55:48,211][root][INFO] - ===> Epoch[318](8259/26): Loss 0.1048, Sem 0.1308, dir -0.3957, norm 0.3697, swav 0.0000 LR: 2.074e-02 Score 95.965 Data time: 0.2460, Forward time: 2.2788, Backward time: 3.1048, DDP time: 0.0053, Total iter time: 6.2114 [2020-11-06 03:55:54,085][root][INFO] - ===> Epoch[318](8260/26): Loss 0.0833, Sem 0.1614, dir -0.4469, norm 0.3687, swav 0.0000 LR: 2.073e-02 Score 94.532 Data time: 0.1585, Forward time: 2.2787, Backward time: 3.1049, DDP time: 0.0053, Total iter time: 5.7323 [2020-11-06 03:55:59,114][root][INFO] - ===> Epoch[318](8261/26): Loss 0.1073, Sem 0.1533, dir -0.4715, norm 0.4255, swav 0.0000 LR: 2.072e-02 Score 94.202 Data time: 0.2055, Forward time: 2.2787, Backward time: 3.1048, DDP time: 0.0053, Total iter time: 4.9438 [2020-11-06 03:56:05,643][root][INFO] - ===> Epoch[318](8262/26): Loss 0.1676, Sem 0.1990, dir -0.4162, norm 0.3848, swav 0.0000 LR: 2.071e-02 Score 94.070 Data time: 0.2655, Forward time: 2.2787, Backward time: 3.1049, DDP time: 0.0053, Total iter time: 6.4058 [2020-11-06 03:56:09,970][root][INFO] - ===> Epoch[318](8263/26): Loss 0.0829, Sem 0.1749, dir -0.4415, norm 0.3496, swav 0.0000 LR: 2.070e-02 Score 93.964 Data time: 0.1629, Forward time: 2.2786, Backward time: 3.1048, DDP time: 0.0053, Total iter time: 4.2094 [2020-11-06 03:56:15,824][root][INFO] - ===> Epoch[318](8264/26): Loss 0.1399, Sem 0.1571, dir -0.4418, norm 0.4246, swav 0.0000 LR: 2.069e-02 Score 95.344 Data time: 0.2356, Forward time: 2.2787, Backward time: 3.1047, DDP time: 0.0053, Total iter time: 5.7652 [2020-11-06 03:56:21,246][root][INFO] - ===> Epoch[318](8265/26): Loss 0.1225, Sem 0.1695, dir -0.4653, norm 0.4184, swav 0.0000 LR: 2.068e-02 Score 94.647 Data time: 0.2582, Forward time: 2.2787, Backward time: 3.1047, DDP time: 0.0053, Total iter time: 5.2989 [2020-11-06 03:56:27,479][root][INFO] - ===> Epoch[318](8266/26): Loss 0.1020, Sem 0.1455, dir -0.4254, norm 0.3819, swav 0.0000 LR: 2.067e-02 Score 95.556 Data time: 0.2543, Forward time: 2.2787, Backward time: 3.1047, DDP time: 0.0053, Total iter time: 6.1092 [2020-11-06 03:56:33,111][root][INFO] - ===> Epoch[318](8267/26): Loss 0.1320, Sem 0.1615, dir -0.3889, norm 0.3594, swav 0.0000 LR: 2.066e-02 Score 96.425 Data time: 0.2424, Forward time: 2.2788, Backward time: 3.1046, DDP time: 0.0053, Total iter time: 5.4991 [2020-11-06 03:56:38,920][root][INFO] - ===> Epoch[318](8268/26): Loss 0.2002, Sem 0.1814, dir -0.3777, norm 0.3965, swav 0.0000 LR: 2.065e-02 Score 93.943 Data time: 0.1964, Forward time: 2.2787, Backward time: 3.1046, DDP time: 0.0053, Total iter time: 5.6972 [2020-11-06 03:56:45,166][root][INFO] - ===> Epoch[319](8269/26): Loss 0.2146, Sem 0.1774, dir -0.3778, norm 0.4151, swav 0.0000 LR: 2.064e-02 Score 93.879 Data time: 0.2261, Forward time: 2.2788, Backward time: 3.1047, DDP time: 0.0053, Total iter time: 6.1343 [2020-11-06 03:56:50,180][root][INFO] - ===> Epoch[319](8270/26): Loss 0.2018, Sem 0.1886, dir -0.4739, norm 0.4871, swav 0.0000 LR: 2.063e-02 Score 94.115 Data time: 0.1575, Forward time: 2.2787, Backward time: 3.1046, DDP time: 0.0053, Total iter time: 4.8863 [2020-11-06 03:56:55,300][root][INFO] - ===> Epoch[319](8271/26): Loss 0.0959, Sem 0.1438, dir -0.4356, norm 0.3877, swav 0.0000 LR: 2.062e-02 Score 95.522 Data time: 0.1826, Forward time: 2.2787, Backward time: 3.1046, DDP time: 0.0053, Total iter time: 5.0401 [2020-11-06 03:57:01,642][root][INFO] - ===> Epoch[319](8272/26): Loss 0.1384, Sem 0.1834, dir -0.4175, norm 0.3726, swav 0.0000 LR: 2.061e-02 Score 94.505 Data time: 0.2577, Forward time: 2.2787, Backward time: 3.1047, DDP time: 0.0053, Total iter time: 6.2662 [2020-11-06 03:57:07,341][root][INFO] - ===> Epoch[319](8273/26): Loss 0.1700, Sem 0.1763, dir -0.4635, norm 0.4571, swav 0.0000 LR: 2.059e-02 Score 94.445 Data time: 0.2320, Forward time: 2.2787, Backward time: 3.1046, DDP time: 0.0053, Total iter time: 5.5909 [2020-11-06 03:57:12,586][root][INFO] - ===> Epoch[319](8274/26): Loss 0.1560, Sem 0.1959, dir -0.4271, norm 0.3872, swav 0.0000 LR: 2.058e-02 Score 94.012 Data time: 0.2470, Forward time: 2.2787, Backward time: 3.1046, DDP time: 0.0053, Total iter time: 5.1327 [2020-11-06 03:57:18,371][root][INFO] - ===> Epoch[319](8275/26): Loss 0.0462, Sem 0.1277, dir -0.4968, norm 0.4153, swav 0.0000 LR: 2.057e-02 Score 95.467 Data time: 0.2051, Forward time: 2.2787, Backward time: 3.1046, DDP time: 0.0053, Total iter time: 5.6712 [2020-11-06 03:57:24,535][root][INFO] - ===> Epoch[319](8276/26): Loss 0.1680, Sem 0.1633, dir -0.4272, norm 0.4320, swav 0.0000 LR: 2.056e-02 Score 95.081 Data time: 0.2100, Forward time: 2.2787, Backward time: 3.1046, DDP time: 0.0053, Total iter time: 6.0713 [2020-11-06 03:57:30,169][root][INFO] - ===> Epoch[319](8277/26): Loss 0.0733, Sem 0.1633, dir -0.4726, norm 0.3826, swav 0.0000 LR: 2.055e-02 Score 94.642 Data time: 0.2419, Forward time: 2.2787, Backward time: 3.1046, DDP time: 0.0053, Total iter time: 5.5121 [2020-11-06 03:57:36,376][root][INFO] - ===> Epoch[319](8278/26): Loss 0.1793, Sem 0.1886, dir -0.3959, norm 0.3866, swav 0.0000 LR: 2.054e-02 Score 94.179 Data time: 0.2336, Forward time: 2.2788, Backward time: 3.1046, DDP time: 0.0053, Total iter time: 6.0779 [2020-11-06 03:57:41,882][root][INFO] - ===> Epoch[319](8279/26): Loss 0.1729, Sem 0.2045, dir -0.4619, norm 0.4304, swav 0.0000 LR: 2.053e-02 Score 93.340 Data time: 0.1542, Forward time: 2.2787, Backward time: 3.1046, DDP time: 0.0053, Total iter time: 5.3720 [2020-11-06 03:57:46,971][root][INFO] - ===> Epoch[319](8280/26): Loss 0.1806, Sem 0.2032, dir -0.4247, norm 0.4020, swav 0.0000 LR: 2.052e-02 Score 93.439 Data time: 0.2148, Forward time: 2.2787, Backward time: 3.1045, DDP time: 0.0053, Total iter time: 5.0172 [2020-11-06 03:57:53,175][root][INFO] - ===> Epoch[319](8281/26): Loss 0.1341, Sem 0.1921, dir -0.4786, norm 0.4206, swav 0.0000 LR: 2.051e-02 Score 94.437 Data time: 0.2511, Forward time: 2.2787, Backward time: 3.1046, DDP time: 0.0053, Total iter time: 6.0967 [2020-11-06 03:57:58,237][root][INFO] - ===> Epoch[319](8282/26): Loss 0.1082, Sem 0.1323, dir -0.4371, norm 0.4130, swav 0.0000 LR: 2.050e-02 Score 96.043 Data time: 0.2083, Forward time: 2.2787, Backward time: 3.1045, DDP time: 0.0053, Total iter time: 4.9298 [2020-11-06 03:58:05,504][root][INFO] - ===> Epoch[319](8283/26): Loss 0.2824, Sem 0.2533, dir -0.3891, norm 0.4182, swav 0.0000 LR: 2.049e-02 Score 91.099 Data time: 0.2306, Forward time: 2.2787, Backward time: 3.1047, DDP time: 0.0053, Total iter time: 7.1552 [2020-11-06 03:58:12,889][root][INFO] - ===> Epoch[319](8284/26): Loss 0.1195, Sem 0.1498, dir -0.4126, norm 0.3823, swav 0.0000 LR: 2.048e-02 Score 95.023 Data time: 0.2622, Forward time: 2.2787, Backward time: 3.1048, DDP time: 0.0053, Total iter time: 7.2515 [2020-11-06 03:58:17,350][root][INFO] - ===> Epoch[319](8285/26): Loss 0.0272, Sem 0.1565, dir -0.5104, norm 0.3811, swav 0.0000 LR: 2.047e-02 Score 94.591 Data time: 0.1673, Forward time: 2.2787, Backward time: 3.1047, DDP time: 0.0053, Total iter time: 4.3309 [2020-11-06 03:58:23,535][root][INFO] - ===> Epoch[319](8286/26): Loss 0.1500, Sem 0.1573, dir -0.3892, norm 0.3819, swav 0.0000 LR: 2.045e-02 Score 95.620 Data time: 0.1543, Forward time: 2.2786, Backward time: 3.1048, DDP time: 0.0053, Total iter time: 6.1102 [2020-11-06 03:58:29,801][root][INFO] - ===> Epoch[319](8287/26): Loss 0.0992, Sem 0.1617, dir -0.4557, norm 0.3932, swav 0.0000 LR: 2.044e-02 Score 95.509 Data time: 0.1910, Forward time: 2.2786, Backward time: 3.1049, DDP time: 0.0053, Total iter time: 6.1935 [2020-11-06 03:58:34,859][root][INFO] - ===> Epoch[319](8288/26): Loss 0.0873, Sem 0.1204, dir -0.4856, norm 0.4524, swav 0.0000 LR: 2.043e-02 Score 96.995 Data time: 0.2703, Forward time: 2.2786, Backward time: 3.1048, DDP time: 0.0053, Total iter time: 4.9701 [2020-11-06 03:58:40,922][root][INFO] - ===> Epoch[319](8289/26): Loss 0.0623, Sem 0.1359, dir -0.4778, norm 0.4042, swav 0.0000 LR: 2.042e-02 Score 95.732 Data time: 0.1990, Forward time: 2.2786, Backward time: 3.1049, DDP time: 0.0053, Total iter time: 5.9451 [2020-11-06 03:58:46,810][root][INFO] - ===> Epoch[319](8290/26): Loss 0.1322, Sem 0.1496, dir -0.3739, norm 0.3565, swav 0.0000 LR: 2.041e-02 Score 95.572 Data time: 0.3019, Forward time: 2.2787, Backward time: 3.1048, DDP time: 0.0053, Total iter time: 5.7826 [2020-11-06 03:58:53,263][root][INFO] - ===> Epoch[319](8291/26): Loss 0.1579, Sem 0.1747, dir -0.4052, norm 0.3884, swav 0.0000 LR: 2.040e-02 Score 94.456 Data time: 0.3026, Forward time: 2.2788, Backward time: 3.1047, DDP time: 0.0053, Total iter time: 6.3364 [2020-11-06 03:58:58,508][root][INFO] - ===> Epoch[319](8292/26): Loss 0.1134, Sem 0.1616, dir -0.4248, norm 0.3766, swav 0.0000 LR: 2.039e-02 Score 94.681 Data time: 0.2731, Forward time: 2.2788, Backward time: 3.1046, DDP time: 0.0053, Total iter time: 5.1152 [2020-11-06 03:59:05,914][root][INFO] - ===> Epoch[319](8293/26): Loss 0.0752, Sem 0.1538, dir -0.4600, norm 0.3815, swav 0.0000 LR: 2.038e-02 Score 94.381 Data time: 0.2507, Forward time: 2.2789, Backward time: 3.1048, DDP time: 0.0053, Total iter time: 7.3115 [2020-11-06 03:59:10,983][root][INFO] - ===> Epoch[319](8294/26): Loss 0.1332, Sem 0.2202, dir -0.4650, norm 0.3780, swav 0.0000 LR: 2.037e-02 Score 92.927 Data time: 0.1987, Forward time: 2.2788, Backward time: 3.1047, DDP time: 0.0053, Total iter time: 4.9333 [2020-11-06 03:59:15,925][root][INFO] - ===> Epoch[320](8295/26): Loss 0.1252, Sem 0.1867, dir -0.4570, norm 0.3955, swav 0.0000 LR: 2.036e-02 Score 95.288 Data time: 0.1873, Forward time: 2.2788, Backward time: 3.1047, DDP time: 0.0053, Total iter time: 4.8315 [2020-11-06 03:59:21,599][root][INFO] - ===> Epoch[320](8296/26): Loss 0.1584, Sem 0.1988, dir -0.4229, norm 0.3825, swav 0.0000 LR: 2.035e-02 Score 93.725 Data time: 0.2269, Forward time: 2.2788, Backward time: 3.1046, DDP time: 0.0053, Total iter time: 5.5713 [2020-11-06 03:59:26,305][root][INFO] - ===> Epoch[320](8297/26): Loss 0.0940, Sem 0.1591, dir -0.4375, norm 0.3725, swav 0.0000 LR: 2.034e-02 Score 94.880 Data time: 0.2009, Forward time: 2.2788, Backward time: 3.1045, DDP time: 0.0053, Total iter time: 4.5824 [2020-11-06 03:59:32,811][root][INFO] - ===> Epoch[320](8298/26): Loss 0.1579, Sem 0.1653, dir -0.4702, norm 0.4629, swav 0.0000 LR: 2.033e-02 Score 94.629 Data time: 0.2997, Forward time: 2.2788, Backward time: 3.1046, DDP time: 0.0053, Total iter time: 6.4042 [2020-11-06 03:59:38,556][root][INFO] - ===> Epoch[320](8299/26): Loss 0.0697, Sem 0.1605, dir -0.4219, norm 0.3311, swav 0.0000 LR: 2.032e-02 Score 95.137 Data time: 0.2608, Forward time: 2.2789, Backward time: 3.1045, DDP time: 0.0053, Total iter time: 5.6042 [2020-11-06 03:59:45,636][root][INFO] - ===> Epoch[320](8300/26): Loss 0.0667, Sem 0.1629, dir -0.4662, norm 0.3700, swav 0.0000 LR: 2.030e-02 Score 95.195 Data time: 0.2779, Forward time: 2.2789, Backward time: 3.1046, DDP time: 0.0053, Total iter time: 6.9646 [2020-11-06 03:59:51,257][root][INFO] - ===> Epoch[320](8301/26): Loss 0.1363, Sem 0.1626, dir -0.4152, norm 0.3889, swav 0.0000 LR: 2.029e-02 Score 94.746 Data time: 0.1903, Forward time: 2.2789, Backward time: 3.1046, DDP time: 0.0053, Total iter time: 5.4967 [2020-11-06 03:59:56,629][root][INFO] - ===> Epoch[320](8302/26): Loss 0.2520, Sem 0.2641, dir -0.4455, norm 0.4334, swav 0.0000 LR: 2.028e-02 Score 91.812 Data time: 0.2093, Forward time: 2.2789, Backward time: 3.1046, DDP time: 0.0053, Total iter time: 5.2679 [2020-11-06 04:00:01,937][root][INFO] - ===> Epoch[320](8303/26): Loss 0.1497, Sem 0.1642, dir -0.4539, norm 0.4394, swav 0.0000 LR: 2.027e-02 Score 94.920 Data time: 0.2104, Forward time: 2.2789, Backward time: 3.1045, DDP time: 0.0053, Total iter time: 5.2006 [2020-11-06 04:00:06,721][root][INFO] - ===> Epoch[320](8304/26): Loss 0.0661, Sem 0.1377, dir -0.4700, norm 0.3984, swav 0.0000 LR: 2.026e-02 Score 95.089 Data time: 0.1696, Forward time: 2.2788, Backward time: 3.1045, DDP time: 0.0053, Total iter time: 4.6579 [2020-11-06 04:00:12,665][root][INFO] - ===> Epoch[320](8305/26): Loss 0.0957, Sem 0.1855, dir -0.4816, norm 0.3917, swav 0.0000 LR: 2.025e-02 Score 94.291 Data time: 0.2218, Forward time: 2.2788, Backward time: 3.1045, DDP time: 0.0053, Total iter time: 5.8484 [2020-11-06 04:00:17,195][root][INFO] - ===> Epoch[320](8306/26): Loss 0.0433, Sem 0.1493, dir -0.4694, norm 0.3635, swav 0.0000 LR: 2.024e-02 Score 94.941 Data time: 0.2138, Forward time: 2.2788, Backward time: 3.1043, DDP time: 0.0053, Total iter time: 4.4036 [2020-11-06 04:00:22,847][root][INFO] - ===> Epoch[320](8307/26): Loss 0.1828, Sem 0.1930, dir -0.4371, norm 0.4269, swav 0.0000 LR: 2.023e-02 Score 93.433 Data time: 0.1789, Forward time: 2.2788, Backward time: 3.1043, DDP time: 0.0053, Total iter time: 5.5501 [2020-11-06 04:00:30,770][root][INFO] - ===> Epoch[320](8308/26): Loss 0.1521, Sem 0.1957, dir -0.4877, norm 0.4442, swav 0.0000 LR: 2.022e-02 Score 94.457 Data time: 0.2202, Forward time: 2.2788, Backward time: 3.1046, DDP time: 0.0053, Total iter time: 7.7936 [2020-11-06 04:00:36,948][root][INFO] - ===> Epoch[320](8309/26): Loss 0.0663, Sem 0.1536, dir -0.4468, norm 0.3595, swav 0.0000 LR: 2.021e-02 Score 94.632 Data time: 0.2118, Forward time: 2.2788, Backward time: 3.1046, DDP time: 0.0053, Total iter time: 6.0406 [2020-11-06 04:00:42,630][root][INFO] - ===> Epoch[320](8310/26): Loss 0.1051, Sem 0.1805, dir -0.4474, norm 0.3719, swav 0.0000 LR: 2.020e-02 Score 93.952 Data time: 0.2121, Forward time: 2.2788, Backward time: 3.1046, DDP time: 0.0053, Total iter time: 5.5556 [2020-11-06 04:00:48,451][root][INFO] - ===> Epoch[320](8311/26): Loss 0.1512, Sem 0.1553, dir -0.4150, norm 0.4108, swav 0.0000 LR: 2.019e-02 Score 94.493 Data time: 0.2183, Forward time: 2.2788, Backward time: 3.1046, DDP time: 0.0053, Total iter time: 5.6917 [2020-11-06 04:00:53,909][root][INFO] - ===> Epoch[320](8312/26): Loss 0.1417, Sem 0.1712, dir -0.4170, norm 0.3875, swav 0.0000 LR: 2.018e-02 Score 94.530 Data time: 0.2267, Forward time: 2.2788, Backward time: 3.1046, DDP time: 0.0053, Total iter time: 5.3411 [2020-11-06 04:00:59,961][root][INFO] - ===> Epoch[320](8313/26): Loss 0.0559, Sem 0.1364, dir -0.4846, norm 0.4041, swav 0.0000 LR: 2.016e-02 Score 95.747 Data time: 0.2523, Forward time: 2.2789, Backward time: 3.1045, DDP time: 0.0053, Total iter time: 5.9501 [2020-11-06 04:01:05,124][root][INFO] - ===> Epoch[320](8314/26): Loss 0.2020, Sem 0.1718, dir -0.4099, norm 0.4401, swav 0.0000 LR: 2.015e-02 Score 93.967 Data time: 0.2042, Forward time: 2.2789, Backward time: 3.1045, DDP time: 0.0053, Total iter time: 5.0427 [2020-11-06 04:01:10,665][root][INFO] - ===> Epoch[320](8315/26): Loss 0.1403, Sem 0.1912, dir -0.4140, norm 0.3631, swav 0.0000 LR: 2.014e-02 Score 94.021 Data time: 0.2354, Forward time: 2.2789, Backward time: 3.1044, DDP time: 0.0053, Total iter time: 5.4061 [2020-11-06 04:01:15,793][root][INFO] - ===> Epoch[320](8316/26): Loss 0.1246, Sem 0.1707, dir -0.4374, norm 0.3914, swav 0.0000 LR: 2.013e-02 Score 94.940 Data time: 0.2195, Forward time: 2.2789, Backward time: 3.1044, DDP time: 0.0053, Total iter time: 5.0073 [2020-11-06 04:01:22,342][root][INFO] - ===> Epoch[320](8317/26): Loss 0.0862, Sem 0.1491, dir -0.3985, norm 0.3356, swav 0.0000 LR: 2.012e-02 Score 95.824 Data time: 0.1840, Forward time: 2.2788, Backward time: 3.1045, DDP time: 0.0053, Total iter time: 6.4149 [2020-11-06 04:01:27,948][root][INFO] - ===> Epoch[320](8318/26): Loss 0.1243, Sem 0.1881, dir -0.4709, norm 0.4071, swav 0.0000 LR: 2.011e-02 Score 93.997 Data time: 0.1924, Forward time: 2.2788, Backward time: 3.1045, DDP time: 0.0053, Total iter time: 5.5096 [2020-11-06 04:01:33,780][root][INFO] - ===> Epoch[320](8319/26): Loss 0.0602, Sem 0.1415, dir -0.4197, norm 0.3384, swav 0.0000 LR: 2.010e-02 Score 95.901 Data time: 0.2338, Forward time: 2.2788, Backward time: 3.1045, DDP time: 0.0053, Total iter time: 5.7302 [2020-11-06 04:01:38,489][root][INFO] - ===> Epoch[320](8320/26): Loss 0.0477, Sem 0.1634, dir -0.5077, norm 0.3920, swav 0.0000 LR: 2.009e-02 Score 94.743 Data time: 0.2396, Forward time: 2.2788, Backward time: 3.1043, DDP time: 0.0053, Total iter time: 4.5865 [2020-11-06 04:01:43,622][root][INFO] - ===> Epoch[321](8321/26): Loss 0.1539, Sem 0.1869, dir -0.4095, norm 0.3764, swav 0.0000 LR: 2.008e-02 Score 93.863 Data time: 0.2058, Forward time: 2.2788, Backward time: 3.1043, DDP time: 0.0053, Total iter time: 5.0236 [2020-11-06 04:01:48,970][root][INFO] - ===> Epoch[321](8322/26): Loss 0.0894, Sem 0.1661, dir -0.5094, norm 0.4327, swav 0.0000 LR: 2.007e-02 Score 94.934 Data time: 0.1752, Forward time: 2.2788, Backward time: 3.1043, DDP time: 0.0053, Total iter time: 5.2393 [2020-11-06 04:01:54,030][root][INFO] - ===> Epoch[321](8323/26): Loss 0.0778, Sem 0.1437, dir -0.4635, norm 0.3976, swav 0.0000 LR: 2.006e-02 Score 94.733 Data time: 0.2185, Forward time: 2.2788, Backward time: 3.1042, DDP time: 0.0053, Total iter time: 4.9855 [2020-11-06 04:01:59,508][root][INFO] - ===> Epoch[321](8324/26): Loss 0.1664, Sem 0.2099, dir -0.4716, norm 0.4281, swav 0.0000 LR: 2.005e-02 Score 93.325 Data time: 0.1969, Forward time: 2.2788, Backward time: 3.1042, DDP time: 0.0053, Total iter time: 5.3609 [2020-11-06 04:02:06,381][root][INFO] - ===> Epoch[321](8325/26): Loss 0.1384, Sem 0.1873, dir -0.4528, norm 0.4038, swav 0.0000 LR: 2.004e-02 Score 94.186 Data time: 0.2259, Forward time: 2.2787, Backward time: 3.1043, DDP time: 0.0053, Total iter time: 6.7704 [2020-11-06 04:02:12,979][root][INFO] - ===> Epoch[321](8326/26): Loss 0.1285, Sem 0.1531, dir -0.3864, norm 0.3618, swav 0.0000 LR: 2.003e-02 Score 94.834 Data time: 0.1803, Forward time: 2.2787, Backward time: 3.1044, DDP time: 0.0053, Total iter time: 6.4935 [2020-11-06 04:02:18,576][root][INFO] - ===> Epoch[321](8327/26): Loss 0.0909, Sem 0.1691, dir -0.4781, norm 0.3999, swav 0.0000 LR: 2.001e-02 Score 95.150 Data time: 0.1975, Forward time: 2.2787, Backward time: 3.1044, DDP time: 0.0053, Total iter time: 5.4916 [2020-11-06 04:02:24,876][root][INFO] - ===> Epoch[321](8328/26): Loss 0.1610, Sem 0.1722, dir -0.4323, norm 0.4211, swav 0.0000 LR: 2.000e-02 Score 94.677 Data time: 0.1862, Forward time: 2.2787, Backward time: 3.1045, DDP time: 0.0053, Total iter time: 6.1871 [2020-11-06 04:02:30,261][root][INFO] - ===> Epoch[321](8329/26): Loss 0.0865, Sem 0.1240, dir -0.4054, norm 0.3679, swav 0.0000 LR: 1.999e-02 Score 95.752 Data time: 0.1904, Forward time: 2.2786, Backward time: 3.1045, DDP time: 0.0053, Total iter time: 5.2818 [2020-11-06 04:02:36,264][root][INFO] - ===> Epoch[321](8330/26): Loss 0.1441, Sem 0.2161, dir -0.4666, norm 0.3947, swav 0.0000 LR: 1.998e-02 Score 92.260 Data time: 0.2963, Forward time: 2.2787, Backward time: 3.1045, DDP time: 0.0053, Total iter time: 5.9026 [2020-11-06 04:02:41,627][root][INFO] - ===> Epoch[321](8331/26): Loss 0.0898, Sem 0.1602, dir -0.4621, norm 0.3917, swav 0.0000 LR: 1.997e-02 Score 94.434 Data time: 0.2472, Forward time: 2.2787, Backward time: 3.1044, DDP time: 0.0053, Total iter time: 5.2361 [2020-11-06 04:02:48,979][root][INFO] - ===> Epoch[321](8332/26): Loss 0.0472, Sem 0.1388, dir -0.4632, norm 0.3715, swav 0.0000 LR: 1.996e-02 Score 95.722 Data time: 0.2026, Forward time: 2.2787, Backward time: 3.1046, DDP time: 0.0053, Total iter time: 7.2649 [2020-11-06 04:02:54,373][root][INFO] - ===> Epoch[321](8333/26): Loss 0.1045, Sem 0.1341, dir -0.4504, norm 0.4208, swav 0.0000 LR: 1.995e-02 Score 96.428 Data time: 0.2357, Forward time: 2.2787, Backward time: 3.1045, DDP time: 0.0053, Total iter time: 5.2934 [2020-11-06 04:03:01,062][root][INFO] - ===> Epoch[321](8334/26): Loss 0.0297, Sem 0.1349, dir -0.4636, norm 0.3585, swav 0.0000 LR: 1.994e-02 Score 95.146 Data time: 0.2762, Forward time: 2.2788, Backward time: 3.1046, DDP time: 0.0053, Total iter time: 6.5629 [2020-11-06 04:03:07,111][root][INFO] - ===> Epoch[321](8335/26): Loss 0.1833, Sem 0.2047, dir -0.4365, norm 0.4151, swav 0.0000 LR: 1.993e-02 Score 93.768 Data time: 0.2137, Forward time: 2.2788, Backward time: 3.1046, DDP time: 0.0053, Total iter time: 5.9229 [2020-11-06 04:03:13,785][root][INFO] - ===> Epoch[321](8336/26): Loss 0.1269, Sem 0.1677, dir -0.4580, norm 0.4171, swav 0.0000 LR: 1.992e-02 Score 94.423 Data time: 0.1672, Forward time: 2.2787, Backward time: 3.1048, DDP time: 0.0053, Total iter time: 6.5645 [2020-11-06 04:03:19,455][root][INFO] - ===> Epoch[321](8337/26): Loss 0.1337, Sem 0.1669, dir -0.4424, norm 0.4092, swav 0.0000 LR: 1.991e-02 Score 95.026 Data time: 0.2350, Forward time: 2.2787, Backward time: 3.1047, DDP time: 0.0053, Total iter time: 5.5958 [2020-11-06 04:03:25,777][root][INFO] - ===> Epoch[321](8338/26): Loss 0.0712, Sem 0.1509, dir -0.4261, norm 0.3464, swav 0.0000 LR: 1.990e-02 Score 95.143 Data time: 0.1549, Forward time: 2.2787, Backward time: 3.1048, DDP time: 0.0053, Total iter time: 6.1996 [2020-11-06 04:03:32,034][root][INFO] - ===> Epoch[321](8339/26): Loss 0.1001, Sem 0.1645, dir -0.4954, norm 0.4310, swav 0.0000 LR: 1.989e-02 Score 95.243 Data time: 0.2044, Forward time: 2.2787, Backward time: 3.1049, DDP time: 0.0053, Total iter time: 6.1555 [2020-11-06 04:03:38,537][root][INFO] - ===> Epoch[321](8340/26): Loss 0.1425, Sem 0.1787, dir -0.4439, norm 0.4077, swav 0.0000 LR: 1.987e-02 Score 93.256 Data time: 0.1339, Forward time: 2.2786, Backward time: 3.1051, DDP time: 0.0053, Total iter time: 6.3886 [2020-11-06 04:03:43,345][root][INFO] - ===> Epoch[321](8341/26): Loss 0.0592, Sem 0.1416, dir -0.4518, norm 0.3694, swav 0.0000 LR: 1.986e-02 Score 95.345 Data time: 0.1460, Forward time: 2.2785, Backward time: 3.1051, DDP time: 0.0053, Total iter time: 4.7212 [2020-11-06 04:03:49,873][root][INFO] - ===> Epoch[321](8342/26): Loss 0.0690, Sem 0.1301, dir -0.4723, norm 0.4111, swav 0.0000 LR: 1.985e-02 Score 95.423 Data time: 0.2484, Forward time: 2.2785, Backward time: 3.1052, DDP time: 0.0053, Total iter time: 6.4197 [2020-11-06 04:03:56,112][root][INFO] - ===> Epoch[321](8343/26): Loss 0.1262, Sem 0.1585, dir -0.4339, norm 0.4016, swav 0.0000 LR: 1.984e-02 Score 95.034 Data time: 0.2655, Forward time: 2.2786, Backward time: 3.1051, DDP time: 0.0053, Total iter time: 6.1099 [2020-11-06 04:04:01,461][root][INFO] - ===> Epoch[321](8344/26): Loss 0.1310, Sem 0.1551, dir -0.4252, norm 0.4011, swav 0.0000 LR: 1.983e-02 Score 94.299 Data time: 0.1854, Forward time: 2.2785, Backward time: 3.1051, DDP time: 0.0053, Total iter time: 5.2031 [2020-11-06 04:04:06,629][root][INFO] - ===> Epoch[321](8345/26): Loss 0.0313, Sem 0.1288, dir -0.4824, norm 0.3849, swav 0.0000 LR: 1.982e-02 Score 96.032 Data time: 0.2530, Forward time: 2.2786, Backward time: 3.1050, DDP time: 0.0053, Total iter time: 5.0462 [2020-11-06 04:04:13,217][root][INFO] - ===> Epoch[321](8346/26): Loss 0.1025, Sem 0.1709, dir -0.4007, norm 0.3323, swav 0.0000 LR: 1.981e-02 Score 94.378 Data time: 0.2482, Forward time: 2.2786, Backward time: 3.1050, DDP time: 0.0053, Total iter time: 6.4713 [2020-11-06 04:04:17,991][root][INFO] - ===> Epoch[322](8347/26): Loss 0.0696, Sem 0.1600, dir -0.5312, norm 0.4408, swav 0.0000 LR: 1.980e-02 Score 94.831 Data time: 0.2342, Forward time: 2.2786, Backward time: 3.1049, DDP time: 0.0053, Total iter time: 4.6325 [2020-11-06 04:04:23,692][root][INFO] - ===> Epoch[322](8348/26): Loss 0.1696, Sem 0.2017, dir -0.4414, norm 0.4093, swav 0.0000 LR: 1.979e-02 Score 94.218 Data time: 0.2319, Forward time: 2.2786, Backward time: 3.1049, DDP time: 0.0053, Total iter time: 5.5838 [2020-11-06 04:04:29,423][root][INFO] - ===> Epoch[322](8349/26): Loss 0.0560, Sem 0.1501, dir -0.4914, norm 0.3973, swav 0.0000 LR: 1.978e-02 Score 94.872 Data time: 0.2810, Forward time: 2.2787, Backward time: 3.1048, DDP time: 0.0053, Total iter time: 5.6042 [2020-11-06 04:04:34,041][root][INFO] - ===> Epoch[322](8350/26): Loss 0.1825, Sem 0.1854, dir -0.4241, norm 0.4212, swav 0.0000 LR: 1.977e-02 Score 94.165 Data time: 0.2154, Forward time: 2.2787, Backward time: 3.1047, DDP time: 0.0053, Total iter time: 4.4802 [2020-11-06 04:04:40,170][root][INFO] - ===> Epoch[322](8351/26): Loss 0.1537, Sem 0.1807, dir -0.4462, norm 0.4192, swav 0.0000 LR: 1.976e-02 Score 93.735 Data time: 0.1781, Forward time: 2.2787, Backward time: 3.1047, DDP time: 0.0053, Total iter time: 6.0253 [2020-11-06 04:04:45,878][root][INFO] - ===> Epoch[322](8352/26): Loss 0.0642, Sem 0.1386, dir -0.4575, norm 0.3830, swav 0.0000 LR: 1.975e-02 Score 95.349 Data time: 0.2400, Forward time: 2.2787, Backward time: 3.1047, DDP time: 0.0053, Total iter time: 5.5879 [2020-11-06 04:04:51,502][root][INFO] - ===> Epoch[322](8353/26): Loss 0.1437, Sem 0.1738, dir -0.4841, norm 0.4540, swav 0.0000 LR: 1.973e-02 Score 94.184 Data time: 0.1398, Forward time: 2.2786, Backward time: 3.1047, DDP time: 0.0053, Total iter time: 5.4844 [2020-11-06 04:04:58,004][root][INFO] - ===> Epoch[322](8354/26): Loss 0.1027, Sem 0.1582, dir -0.4728, norm 0.4173, swav 0.0000 LR: 1.972e-02 Score 95.279 Data time: 0.1394, Forward time: 2.2785, Backward time: 3.1049, DDP time: 0.0053, Total iter time: 6.3921 [2020-11-06 04:05:03,829][root][INFO] - ===> Epoch[322](8355/26): Loss 0.2211, Sem 0.2373, dir -0.4357, norm 0.4195, swav 0.0000 LR: 1.971e-02 Score 93.010 Data time: 0.2208, Forward time: 2.2785, Backward time: 3.1050, DDP time: 0.0053, Total iter time: 5.7519 [2020-11-06 04:05:09,477][root][INFO] - ===> Epoch[322](8356/26): Loss 0.1135, Sem 0.1832, dir -0.4562, norm 0.3865, swav 0.0000 LR: 1.970e-02 Score 93.985 Data time: 0.2516, Forward time: 2.2786, Backward time: 3.1049, DDP time: 0.0053, Total iter time: 5.5293 [2020-11-06 04:05:15,065][root][INFO] - ===> Epoch[322](8357/26): Loss 0.0112, Sem 0.1240, dir -0.5110, norm 0.3982, swav 0.0000 LR: 1.969e-02 Score 96.143 Data time: 0.2727, Forward time: 2.2786, Backward time: 3.1049, DDP time: 0.0053, Total iter time: 5.4507 [2020-11-06 04:05:20,495][root][INFO] - ===> Epoch[322](8358/26): Loss 0.1190, Sem 0.1453, dir -0.4379, norm 0.4116, swav 0.0000 LR: 1.968e-02 Score 96.056 Data time: 0.3014, Forward time: 2.2786, Backward time: 3.1047, DDP time: 0.0053, Total iter time: 5.3077 [2020-11-06 04:05:26,957][root][INFO] - ===> Epoch[322](8359/26): Loss 0.1418, Sem 0.1456, dir -0.4129, norm 0.4091, swav 0.0000 LR: 1.967e-02 Score 95.469 Data time: 0.2523, Forward time: 2.2787, Backward time: 3.1048, DDP time: 0.0053, Total iter time: 6.3370 [2020-11-06 04:05:32,119][root][INFO] - ===> Epoch[322](8360/26): Loss 0.1082, Sem 0.1574, dir -0.4210, norm 0.3718, swav 0.0000 LR: 1.966e-02 Score 95.162 Data time: 0.1410, Forward time: 2.2786, Backward time: 3.1048, DDP time: 0.0053, Total iter time: 5.0033 [2020-11-06 04:05:38,079][root][INFO] - ===> Epoch[322](8361/26): Loss 0.0640, Sem 0.1423, dir -0.4903, norm 0.4120, swav 0.0000 LR: 1.965e-02 Score 95.331 Data time: 0.1911, Forward time: 2.2786, Backward time: 3.1048, DDP time: 0.0053, Total iter time: 5.8846 [2020-11-06 04:05:43,809][root][INFO] - ===> Epoch[322](8362/26): Loss 0.0481, Sem 0.1293, dir -0.4350, norm 0.3538, swav 0.0000 LR: 1.964e-02 Score 96.131 Data time: 0.1589, Forward time: 2.2785, Backward time: 3.1049, DDP time: 0.0053, Total iter time: 5.6127 [2020-11-06 04:05:49,593][root][INFO] - ===> Epoch[322](8363/26): Loss 0.0729, Sem 0.1267, dir -0.4325, norm 0.3788, swav 0.0000 LR: 1.963e-02 Score 94.536 Data time: 0.1927, Forward time: 2.2785, Backward time: 3.1049, DDP time: 0.0053, Total iter time: 5.6879 [2020-11-06 04:05:55,111][root][INFO] - ===> Epoch[322](8364/26): Loss 0.0309, Sem 0.1352, dir -0.4770, norm 0.3727, swav 0.0000 LR: 1.962e-02 Score 95.394 Data time: 0.1940, Forward time: 2.2784, Backward time: 3.1049, DDP time: 0.0053, Total iter time: 5.3990 [2020-11-06 04:05:59,817][root][INFO] - ===> Epoch[322](8365/26): Loss 0.0834, Sem 0.1585, dir -0.4285, norm 0.3534, swav 0.0000 LR: 1.960e-02 Score 94.584 Data time: 0.1714, Forward time: 2.2784, Backward time: 3.1048, DDP time: 0.0053, Total iter time: 4.5881 [2020-11-06 04:06:04,344][root][INFO] - ===> Epoch[322](8366/26): Loss 0.0664, Sem 0.1344, dir -0.4631, norm 0.3950, swav 0.0000 LR: 1.959e-02 Score 95.345 Data time: 0.1983, Forward time: 2.2784, Backward time: 3.1047, DDP time: 0.0053, Total iter time: 4.4204 [2020-11-06 04:06:10,356][root][INFO] - ===> Epoch[322](8367/26): Loss 0.1211, Sem 0.1539, dir -0.4323, norm 0.3995, swav 0.0000 LR: 1.958e-02 Score 94.677 Data time: 0.2435, Forward time: 2.2783, Backward time: 3.1048, DDP time: 0.0053, Total iter time: 5.9136 [2020-11-06 04:06:17,113][root][INFO] - ===> Epoch[322](8368/26): Loss 0.1238, Sem 0.1383, dir -0.4326, norm 0.4181, swav 0.0000 LR: 1.957e-02 Score 95.816 Data time: 0.1991, Forward time: 2.2783, Backward time: 3.1049, DDP time: 0.0053, Total iter time: 6.6381 [2020-11-06 04:06:23,964][root][INFO] - ===> Epoch[322](8369/26): Loss 0.1499, Sem 0.1520, dir -0.4342, norm 0.4321, swav 0.0000 LR: 1.956e-02 Score 94.344 Data time: 0.1104, Forward time: 2.2782, Backward time: 3.1052, DDP time: 0.0053, Total iter time: 6.7154 [2020-11-06 04:06:28,423][root][INFO] - ===> Epoch[322](8370/26): Loss 0.0581, Sem 0.1513, dir -0.4717, norm 0.3785, swav 0.0000 LR: 1.955e-02 Score 95.391 Data time: 0.1817, Forward time: 2.2782, Backward time: 3.1050, DDP time: 0.0053, Total iter time: 4.3971 [2020-11-06 04:06:33,550][root][INFO] - ===> Epoch[322](8371/26): Loss 0.1214, Sem 0.1706, dir -0.4702, norm 0.4210, swav 0.0000 LR: 1.954e-02 Score 94.700 Data time: 0.1843, Forward time: 2.2781, Backward time: 3.1050, DDP time: 0.0053, Total iter time: 5.0137 [2020-11-06 04:06:38,751][root][INFO] - ===> Epoch[322](8372/26): Loss 0.0979, Sem 0.1893, dir -0.4526, norm 0.3612, swav 0.0000 LR: 1.953e-02 Score 94.480 Data time: 0.2081, Forward time: 2.2781, Backward time: 3.1050, DDP time: 0.0053, Total iter time: 5.1036 [2020-11-06 04:06:44,907][root][INFO] - ===> Epoch[323](8373/26): Loss 0.3053, Sem 0.2467, dir -0.4380, norm 0.4965, swav 0.0000 LR: 1.952e-02 Score 92.605 Data time: 0.2690, Forward time: 2.2782, Backward time: 3.1050, DDP time: 0.0053, Total iter time: 6.0476 [2020-11-06 04:06:50,972][root][INFO] - ===> Epoch[323](8374/26): Loss 0.2289, Sem 0.1641, dir -0.3924, norm 0.4572, swav 0.0000 LR: 1.951e-02 Score 93.943 Data time: 0.2454, Forward time: 2.2782, Backward time: 3.1049, DDP time: 0.0053, Total iter time: 5.9366 [2020-11-06 04:06:56,273][root][INFO] - ===> Epoch[323](8375/26): Loss 0.1317, Sem 0.1634, dir -0.4790, norm 0.4473, swav 0.0000 LR: 1.950e-02 Score 94.335 Data time: 0.1711, Forward time: 2.2782, Backward time: 3.1049, DDP time: 0.0053, Total iter time: 5.1373 [2020-11-06 04:07:00,996][root][INFO] - ===> Epoch[323](8376/26): Loss 0.0534, Sem 0.1455, dir -0.4784, norm 0.3864, swav 0.0000 LR: 1.949e-02 Score 95.777 Data time: 0.2054, Forward time: 2.2782, Backward time: 3.1048, DDP time: 0.0053, Total iter time: 4.6075 [2020-11-06 04:07:07,895][root][INFO] - ===> Epoch[323](8377/26): Loss 0.0876, Sem 0.1634, dir -0.4604, norm 0.3847, swav 0.0000 LR: 1.948e-02 Score 94.066 Data time: 0.2382, Forward time: 2.2782, Backward time: 3.1049, DDP time: 0.0053, Total iter time: 6.7938 [2020-11-06 04:07:13,383][root][INFO] - ===> Epoch[323](8378/26): Loss 0.1312, Sem 0.1886, dir -0.3980, norm 0.3405, swav 0.0000 LR: 1.946e-02 Score 94.866 Data time: 0.1362, Forward time: 2.2781, Backward time: 3.1049, DDP time: 0.0053, Total iter time: 5.3643 [2020-11-06 04:07:19,191][root][INFO] - ===> Epoch[323](8379/26): Loss 0.1277, Sem 0.1734, dir -0.4549, norm 0.4091, swav 0.0000 LR: 1.945e-02 Score 94.598 Data time: 0.2701, Forward time: 2.2782, Backward time: 3.1049, DDP time: 0.0053, Total iter time: 5.7077 [2020-11-06 04:07:25,738][root][INFO] - ===> Epoch[323](8380/26): Loss 0.1537, Sem 0.1517, dir -0.3880, norm 0.3900, swav 0.0000 LR: 1.944e-02 Score 95.105 Data time: 0.2181, Forward time: 2.2782, Backward time: 3.1049, DDP time: 0.0053, Total iter time: 6.4004 [2020-11-06 04:07:31,639][root][INFO] - ===> Epoch[323](8381/26): Loss 0.1296, Sem 0.1380, dir -0.4513, norm 0.4429, swav 0.0000 LR: 1.943e-02 Score 95.422 Data time: 0.1898, Forward time: 2.2782, Backward time: 3.1050, DDP time: 0.0053, Total iter time: 5.7583 [2020-11-06 04:07:37,756][root][INFO] - ===> Epoch[323](8382/26): Loss 0.1259, Sem 0.1278, dir -0.3977, norm 0.3958, swav 0.0000 LR: 1.942e-02 Score 94.961 Data time: 0.2142, Forward time: 2.2782, Backward time: 3.1050, DDP time: 0.0053, Total iter time: 6.0222 [2020-11-06 04:07:43,751][root][INFO] - ===> Epoch[323](8383/26): Loss 0.1035, Sem 0.1518, dir -0.4428, norm 0.3945, swav 0.0000 LR: 1.941e-02 Score 95.540 Data time: 0.1856, Forward time: 2.2782, Backward time: 3.1051, DDP time: 0.0053, Total iter time: 5.8592 [2020-11-06 04:07:49,438][root][INFO] - ===> Epoch[323](8384/26): Loss 0.1128, Sem 0.1822, dir -0.4381, norm 0.3686, swav 0.0000 LR: 1.940e-02 Score 94.203 Data time: 0.1817, Forward time: 2.2781, Backward time: 3.1051, DDP time: 0.0053, Total iter time: 5.5648 [2020-11-06 04:07:54,820][root][INFO] - ===> Epoch[323](8385/26): Loss 0.0901, Sem 0.1830, dir -0.4612, norm 0.3683, swav 0.0000 LR: 1.939e-02 Score 94.259 Data time: 0.1982, Forward time: 2.2781, Backward time: 3.1051, DDP time: 0.0053, Total iter time: 5.2923 [2020-11-06 04:08:01,235][root][INFO] - ===> Epoch[323](8386/26): Loss 0.1373, Sem 0.1404, dir -0.4126, norm 0.4095, swav 0.0000 LR: 1.938e-02 Score 95.756 Data time: 0.2191, Forward time: 2.2781, Backward time: 3.1052, DDP time: 0.0053, Total iter time: 6.2995 [2020-11-06 04:08:07,105][root][INFO] - ===> Epoch[323](8387/26): Loss 0.1238, Sem 0.1799, dir -0.4484, norm 0.3923, swav 0.0000 LR: 1.937e-02 Score 93.904 Data time: 0.2041, Forward time: 2.2781, Backward time: 3.1052, DDP time: 0.0053, Total iter time: 5.7192 [2020-11-06 04:08:12,168][root][INFO] - ===> Epoch[323](8388/26): Loss 0.0997, Sem 0.1487, dir -0.4384, norm 0.3894, swav 0.0000 LR: 1.936e-02 Score 94.411 Data time: 0.1627, Forward time: 2.2780, Backward time: 3.1051, DDP time: 0.0053, Total iter time: 4.9254 [2020-11-06 04:08:18,263][root][INFO] - ===> Epoch[323](8389/26): Loss 0.0387, Sem 0.1512, dir -0.5336, norm 0.4210, swav 0.0000 LR: 1.935e-02 Score 95.073 Data time: 0.1661, Forward time: 2.2780, Backward time: 3.1052, DDP time: 0.0053, Total iter time: 5.9984 [2020-11-06 04:08:24,064][root][INFO] - ===> Epoch[323](8390/26): Loss 0.1695, Sem 0.1614, dir -0.3818, norm 0.3900, swav 0.0000 LR: 1.934e-02 Score 94.904 Data time: 0.2143, Forward time: 2.2780, Backward time: 3.1052, DDP time: 0.0053, Total iter time: 5.7150 [2020-11-06 04:08:29,364][root][INFO] - ===> Epoch[323](8391/26): Loss 0.0758, Sem 0.1659, dir -0.4429, norm 0.3528, swav 0.0000 LR: 1.932e-02 Score 94.390 Data time: 0.2252, Forward time: 2.2780, Backward time: 3.1052, DDP time: 0.0053, Total iter time: 5.1622 [2020-11-06 04:08:34,873][root][INFO] - ===> Epoch[323](8392/26): Loss 0.1035, Sem 0.1679, dir -0.4635, norm 0.3991, swav 0.0000 LR: 1.931e-02 Score 94.169 Data time: 0.2660, Forward time: 2.2780, Backward time: 3.1051, DDP time: 0.0053, Total iter time: 5.3998 [2020-11-06 04:08:40,584][root][INFO] - ===> Epoch[323](8393/26): Loss 0.1368, Sem 0.1813, dir -0.4120, norm 0.3675, swav 0.0000 LR: 1.930e-02 Score 94.043 Data time: 0.2635, Forward time: 2.2781, Backward time: 3.1050, DDP time: 0.0053, Total iter time: 5.5559 [2020-11-06 04:08:47,834][root][INFO] - ===> Epoch[323](8394/26): Loss 0.1533, Sem 0.1693, dir -0.4429, norm 0.4269, swav 0.0000 LR: 1.929e-02 Score 94.299 Data time: 0.1996, Forward time: 2.2781, Backward time: 3.1052, DDP time: 0.0053, Total iter time: 7.1347 [2020-11-06 04:08:53,123][root][INFO] - ===> Epoch[323](8395/26): Loss 0.1487, Sem 0.2015, dir -0.4395, norm 0.3867, swav 0.0000 LR: 1.928e-02 Score 93.667 Data time: 0.2251, Forward time: 2.2781, Backward time: 3.1051, DDP time: 0.0053, Total iter time: 5.1652 [2020-11-06 04:09:00,907][root][INFO] - ===> Epoch[323](8396/26): Loss 0.1234, Sem 0.1906, dir -0.4500, norm 0.3829, swav 0.0000 LR: 1.927e-02 Score 93.256 Data time: 0.1993, Forward time: 2.2781, Backward time: 3.1053, DDP time: 0.0053, Total iter time: 7.6622 [2020-11-06 04:09:08,349][root][INFO] - ===> Epoch[323](8397/26): Loss 0.1579, Sem 0.1581, dir -0.4297, norm 0.4294, swav 0.0000 LR: 1.926e-02 Score 94.998 Data time: 0.2047, Forward time: 2.2781, Backward time: 3.1055, DDP time: 0.0053, Total iter time: 7.3240 [2020-11-06 04:09:15,025][root][INFO] - ===> Epoch[323](8398/26): Loss 0.1253, Sem 0.1754, dir -0.4902, norm 0.4401, swav 0.0000 LR: 1.925e-02 Score 94.539 Data time: 0.2408, Forward time: 2.2781, Backward time: 3.1056, DDP time: 0.0053, Total iter time: 6.5437 [2020-11-06 04:09:20,513][root][INFO] - ===> Epoch[324](8399/26): Loss 0.0844, Sem 0.1585, dir -0.4349, norm 0.3608, swav 0.0000 LR: 1.924e-02 Score 94.240 Data time: 0.1512, Forward time: 2.2780, Backward time: 3.1056, DDP time: 0.0053, Total iter time: 5.3632 [2020-11-06 04:09:26,958][root][INFO] - ===> Epoch[324](8400/26): Loss 0.1579, Sem 0.2174, dir -0.4700, norm 0.4104, swav 0.0000 LR: 1.923e-02 Score 93.527 Data time: 0.2241, Forward time: 2.2781, Backward time: 3.1057, DDP time: 0.0053, Total iter time: 6.3464 [2020-11-06 04:09:32,548][root][INFO] - ===> Epoch[324](8401/26): Loss 0.1543, Sem 0.1807, dir -0.3970, norm 0.3706, swav 0.0000 LR: 1.922e-02 Score 93.899 Data time: 0.2233, Forward time: 2.2780, Backward time: 3.1057, DDP time: 0.0053, Total iter time: 5.4705 [2020-11-06 04:09:38,637][root][INFO] - ===> Epoch[324](8402/26): Loss 0.0789, Sem 0.1229, dir -0.4919, norm 0.4479, swav 0.0000 LR: 1.921e-02 Score 96.195 Data time: 0.2874, Forward time: 2.2781, Backward time: 3.1057, DDP time: 0.0053, Total iter time: 6.0379 [2020-11-06 04:09:43,749][root][INFO] - ===> Epoch[324](8403/26): Loss 0.1369, Sem 0.1629, dir -0.4337, norm 0.4078, swav 0.0000 LR: 1.919e-02 Score 94.950 Data time: 0.2112, Forward time: 2.2781, Backward time: 3.1056, DDP time: 0.0053, Total iter time: 4.9775 [2020-11-06 04:09:50,675][root][INFO] - ===> Epoch[324](8404/26): Loss 0.1299, Sem 0.1845, dir -0.4027, norm 0.3481, swav 0.0000 LR: 1.918e-02 Score 93.894 Data time: 0.1917, Forward time: 2.2781, Backward time: 3.1058, DDP time: 0.0053, Total iter time: 6.8140 [2020-11-06 04:09:55,921][root][INFO] - ===> Epoch[324](8405/26): Loss 0.1026, Sem 0.1708, dir -0.4629, norm 0.3947, swav 0.0000 LR: 1.917e-02 Score 94.032 Data time: 0.1720, Forward time: 2.2780, Backward time: 3.1057, DDP time: 0.0053, Total iter time: 5.1758 [2020-11-06 04:10:01,363][root][INFO] - ===> Epoch[324](8406/26): Loss 0.1568, Sem 0.1969, dir -0.4534, norm 0.4133, swav 0.0000 LR: 1.916e-02 Score 94.300 Data time: 0.1959, Forward time: 2.2780, Backward time: 3.1058, DDP time: 0.0053, Total iter time: 5.3195 [2020-11-06 04:10:06,798][root][INFO] - ===> Epoch[324](8407/26): Loss 0.0988, Sem 0.1364, dir -0.4260, norm 0.3884, swav 0.0000 LR: 1.915e-02 Score 95.521 Data time: 0.1671, Forward time: 2.2779, Backward time: 3.1058, DDP time: 0.0053, Total iter time: 5.3544 [2020-11-06 04:10:12,482][root][INFO] - ===> Epoch[324](8408/26): Loss 0.1468, Sem 0.1741, dir -0.4126, norm 0.3852, swav 0.0000 LR: 1.914e-02 Score 93.471 Data time: 0.2098, Forward time: 2.2779, Backward time: 3.1058, DDP time: 0.0053, Total iter time: 5.5682 [2020-11-06 04:10:18,742][root][INFO] - ===> Epoch[324](8409/26): Loss 0.1389, Sem 0.1704, dir -0.4279, norm 0.3964, swav 0.0000 LR: 1.913e-02 Score 95.152 Data time: 0.2362, Forward time: 2.2779, Backward time: 3.1058, DDP time: 0.0053, Total iter time: 6.1445 [2020-11-06 04:10:24,822][root][INFO] - ===> Epoch[324](8410/26): Loss 0.1260, Sem 0.2155, dir -0.4928, norm 0.4033, swav 0.0000 LR: 1.912e-02 Score 94.331 Data time: 0.2961, Forward time: 2.2780, Backward time: 3.1057, DDP time: 0.0053, Total iter time: 5.9565 [2020-11-06 04:10:30,875][root][INFO] - ===> Epoch[324](8411/26): Loss 0.1602, Sem 0.1588, dir -0.3932, norm 0.3946, swav 0.0000 LR: 1.911e-02 Score 94.674 Data time: 0.2105, Forward time: 2.2780, Backward time: 3.1058, DDP time: 0.0053, Total iter time: 5.9224 [2020-11-06 04:10:35,917][root][INFO] - ===> Epoch[324](8412/26): Loss 0.0369, Sem 0.1259, dir -0.4403, norm 0.3513, swav 0.0000 LR: 1.910e-02 Score 95.868 Data time: 0.1785, Forward time: 2.2780, Backward time: 3.1057, DDP time: 0.0053, Total iter time: 4.9241 [2020-11-06 04:10:41,271][root][INFO] - ===> Epoch[324](8413/26): Loss 0.1263, Sem 0.1709, dir -0.4275, norm 0.3829, swav 0.0000 LR: 1.909e-02 Score 94.936 Data time: 0.1978, Forward time: 2.2780, Backward time: 3.1057, DDP time: 0.0053, Total iter time: 5.2506 [2020-11-06 04:10:46,425][root][INFO] - ===> Epoch[324](8414/26): Loss 0.0926, Sem 0.1777, dir -0.4688, norm 0.3837, swav 0.0000 LR: 1.908e-02 Score 94.696 Data time: 0.2053, Forward time: 2.2779, Backward time: 3.1057, DDP time: 0.0053, Total iter time: 5.0428 [2020-11-06 04:10:52,407][root][INFO] - ===> Epoch[324](8415/26): Loss 0.1929, Sem 0.1751, dir -0.3535, norm 0.3713, swav 0.0000 LR: 1.906e-02 Score 94.166 Data time: 0.2922, Forward time: 2.2780, Backward time: 3.1056, DDP time: 0.0053, Total iter time: 5.8661 [2020-11-06 04:10:57,873][root][INFO] - ===> Epoch[324](8416/26): Loss 0.0905, Sem 0.1818, dir -0.4775, norm 0.3862, swav 0.0000 LR: 1.905e-02 Score 94.702 Data time: 0.2607, Forward time: 2.2781, Backward time: 3.1055, DDP time: 0.0053, Total iter time: 5.3480 [2020-11-06 04:11:02,561][root][INFO] - ===> Epoch[324](8417/26): Loss 0.1021, Sem 0.1937, dir -0.4859, norm 0.3943, swav 0.0000 LR: 1.904e-02 Score 94.081 Data time: 0.1776, Forward time: 2.2780, Backward time: 3.1054, DDP time: 0.0053, Total iter time: 4.5604 [2020-11-06 04:11:07,672][root][INFO] - ===> Epoch[324](8418/26): Loss 0.1321, Sem 0.1664, dir -0.3781, norm 0.3438, swav 0.0000 LR: 1.903e-02 Score 94.093 Data time: 0.2166, Forward time: 2.2780, Backward time: 3.1053, DDP time: 0.0053, Total iter time: 5.0161 [2020-11-06 04:11:13,772][root][INFO] - ===> Epoch[324](8419/26): Loss 0.1081, Sem 0.1320, dir -0.3951, norm 0.3712, swav 0.0000 LR: 1.902e-02 Score 95.530 Data time: 0.1809, Forward time: 2.2780, Backward time: 3.1054, DDP time: 0.0053, Total iter time: 5.9521 [2020-11-06 04:11:19,138][root][INFO] - ===> Epoch[324](8420/26): Loss -0.0348, Sem 0.1172, dir -0.5406, norm 0.3887, swav 0.0000 LR: 1.901e-02 Score 96.575 Data time: 0.1848, Forward time: 2.2779, Backward time: 3.1054, DDP time: 0.0053, Total iter time: 5.2646 [2020-11-06 04:11:25,154][root][INFO] - ===> Epoch[324](8421/26): Loss 0.0332, Sem 0.1290, dir -0.4624, norm 0.3666, swav 0.0000 LR: 1.900e-02 Score 95.926 Data time: 0.2339, Forward time: 2.2779, Backward time: 3.1055, DDP time: 0.0053, Total iter time: 5.9253 [2020-11-06 04:11:31,188][root][INFO] - ===> Epoch[324](8422/26): Loss 0.0530, Sem 0.1540, dir -0.4193, norm 0.3183, swav 0.0000 LR: 1.899e-02 Score 95.091 Data time: 0.2875, Forward time: 2.2780, Backward time: 3.1054, DDP time: 0.0053, Total iter time: 5.9337 [2020-11-06 04:11:36,148][root][INFO] - ===> Epoch[324](8423/26): Loss 0.0976, Sem 0.1681, dir -0.4531, norm 0.3825, swav 0.0000 LR: 1.898e-02 Score 94.699 Data time: 0.1910, Forward time: 2.2780, Backward time: 3.1053, DDP time: 0.0053, Total iter time: 4.8187 [2020-11-06 04:11:42,262][root][INFO] - ===> Epoch[324](8424/26): Loss 0.1847, Sem 0.1847, dir -0.4144, norm 0.4144, swav 0.0000 LR: 1.897e-02 Score 94.143 Data time: 0.2203, Forward time: 2.2780, Backward time: 3.1054, DDP time: 0.0053, Total iter time: 5.9995 [2020-11-06 04:11:48,787][root][INFO] - ===> Epoch[325](8425/26): Loss 0.0607, Sem 0.1534, dir -0.4864, norm 0.3937, swav 0.0000 LR: 1.896e-02 Score 94.853 Data time: 0.2367, Forward time: 2.2780, Backward time: 3.1054, DDP time: 0.0053, Total iter time: 6.3815 [2020-11-06 04:11:54,165][root][INFO] - ===> Epoch[325](8426/26): Loss 0.0221, Sem 0.1650, dir -0.5349, norm 0.3921, swav 0.0000 LR: 1.895e-02 Score 95.026 Data time: 0.1740, Forward time: 2.2780, Backward time: 3.1054, DDP time: 0.0053, Total iter time: 5.2640 [2020-11-06 04:12:00,093][root][INFO] - ===> Epoch[325](8427/26): Loss 0.2422, Sem 0.2190, dir -0.4510, norm 0.4742, swav 0.0000 LR: 1.893e-02 Score 93.310 Data time: 0.1684, Forward time: 2.2779, Backward time: 3.1055, DDP time: 0.0053, Total iter time: 5.8277 [2020-11-06 04:12:05,495][root][INFO] - ===> Epoch[325](8428/26): Loss 0.2534, Sem 0.1936, dir -0.3941, norm 0.4539, swav 0.0000 LR: 1.892e-02 Score 94.984 Data time: 0.2189, Forward time: 2.2779, Backward time: 3.1055, DDP time: 0.0053, Total iter time: 5.3066 [2020-11-06 04:12:12,242][root][INFO] - ===> Epoch[325](8429/26): Loss 0.1216, Sem 0.1853, dir -0.4603, norm 0.3966, swav 0.0000 LR: 1.891e-02 Score 94.044 Data time: 0.2022, Forward time: 2.2779, Backward time: 3.1056, DDP time: 0.0053, Total iter time: 6.6000 [2020-11-06 04:12:17,397][root][INFO] - ===> Epoch[325](8430/26): Loss 0.1481, Sem 0.1825, dir -0.4177, norm 0.3832, swav 0.0000 LR: 1.890e-02 Score 94.202 Data time: 0.2365, Forward time: 2.2779, Backward time: 3.1055, DDP time: 0.0053, Total iter time: 5.0453 [2020-11-06 04:12:24,169][root][INFO] - ===> Epoch[325](8431/26): Loss 0.1016, Sem 0.1619, dir -0.4527, norm 0.3924, swav 0.0000 LR: 1.889e-02 Score 95.710 Data time: 0.2353, Forward time: 2.2779, Backward time: 3.1056, DDP time: 0.0053, Total iter time: 6.6436 [2020-11-06 04:12:30,860][root][INFO] - ===> Epoch[325](8432/26): Loss 0.1085, Sem 0.1625, dir -0.4649, norm 0.4109, swav 0.0000 LR: 1.888e-02 Score 94.987 Data time: 0.2996, Forward time: 2.2780, Backward time: 3.1056, DDP time: 0.0053, Total iter time: 6.5315 [2020-11-06 04:12:37,846][root][INFO] - ===> Epoch[325](8433/26): Loss 0.0934, Sem 0.1491, dir -0.4709, norm 0.4153, swav 0.0000 LR: 1.887e-02 Score 95.270 Data time: 0.1823, Forward time: 2.2780, Backward time: 3.1058, DDP time: 0.0053, Total iter time: 6.8600 [2020-11-06 04:12:43,700][root][INFO] - ===> Epoch[325](8434/26): Loss 0.0606, Sem 0.1408, dir -0.4912, norm 0.4111, swav 0.0000 LR: 1.886e-02 Score 95.312 Data time: 0.2243, Forward time: 2.2780, Backward time: 3.1058, DDP time: 0.0053, Total iter time: 5.7589 [2020-11-06 04:12:49,004][root][INFO] - ===> Epoch[325](8435/26): Loss 0.1003, Sem 0.1836, dir -0.5147, norm 0.4314, swav 0.0000 LR: 1.885e-02 Score 93.879 Data time: 0.2012, Forward time: 2.2779, Backward time: 3.1058, DDP time: 0.0053, Total iter time: 5.1736 [2020-11-06 04:12:53,976][root][INFO] - ===> Epoch[325](8436/26): Loss 0.0769, Sem 0.1296, dir -0.4011, norm 0.3484, swav 0.0000 LR: 1.884e-02 Score 95.101 Data time: 0.2008, Forward time: 2.2779, Backward time: 3.1057, DDP time: 0.0053, Total iter time: 4.8572 [2020-11-06 04:13:01,219][root][INFO] - ===> Epoch[325](8437/26): Loss 0.1481, Sem 0.1684, dir -0.4335, norm 0.4132, swav 0.0000 LR: 1.883e-02 Score 94.315 Data time: 0.2171, Forward time: 2.2779, Backward time: 3.1059, DDP time: 0.0053, Total iter time: 7.1194 [2020-11-06 04:13:06,337][root][INFO] - ===> Epoch[325](8438/26): Loss 0.1215, Sem 0.1929, dir -0.4565, norm 0.3851, swav 0.0000 LR: 1.882e-02 Score 94.886 Data time: 0.1896, Forward time: 2.2779, Backward time: 3.1058, DDP time: 0.0053, Total iter time: 4.9983 [2020-11-06 04:13:12,347][root][INFO] - ===> Epoch[325](8439/26): Loss 0.1799, Sem 0.2070, dir -0.4233, norm 0.3962, swav 0.0000 LR: 1.881e-02 Score 94.089 Data time: 0.2125, Forward time: 2.2779, Backward time: 3.1058, DDP time: 0.0053, Total iter time: 5.9112 [2020-11-06 04:13:17,788][root][INFO] - ===> Epoch[325](8440/26): Loss 0.0879, Sem 0.1459, dir -0.4435, norm 0.3855, swav 0.0000 LR: 1.879e-02 Score 95.753 Data time: 0.2481, Forward time: 2.2779, Backward time: 3.1058, DDP time: 0.0053, Total iter time: 5.3231 [2020-11-06 04:13:23,390][root][INFO] - ===> Epoch[325](8441/26): Loss 0.2123, Sem 0.1924, dir -0.4022, norm 0.4221, swav 0.0000 LR: 1.878e-02 Score 94.720 Data time: 0.2581, Forward time: 2.2780, Backward time: 3.1057, DDP time: 0.0053, Total iter time: 5.4850 [2020-11-06 04:13:28,038][root][INFO] - ===> Epoch[325](8442/26): Loss 0.0892, Sem 0.1453, dir -0.4075, norm 0.3513, swav 0.0000 LR: 1.877e-02 Score 95.019 Data time: 0.2199, Forward time: 2.2779, Backward time: 3.1056, DDP time: 0.0053, Total iter time: 4.4975 [2020-11-06 04:13:33,654][root][INFO] - ===> Epoch[325](8443/26): Loss 0.1902, Sem 0.2229, dir -0.4441, norm 0.4114, swav 0.0000 LR: 1.876e-02 Score 92.043 Data time: 0.2751, Forward time: 2.2780, Backward time: 3.1055, DDP time: 0.0053, Total iter time: 5.5180 [2020-11-06 04:13:38,265][root][INFO] - ===> Epoch[325](8444/26): Loss 0.0593, Sem 0.1513, dir -0.4636, norm 0.3716, swav 0.0000 LR: 1.875e-02 Score 95.605 Data time: 0.2332, Forward time: 2.2780, Backward time: 3.1053, DDP time: 0.0053, Total iter time: 4.4758 [2020-11-06 04:13:44,432][root][INFO] - ===> Epoch[325](8445/26): Loss 0.0668, Sem 0.1321, dir -0.4884, norm 0.4231, swav 0.0000 LR: 1.874e-02 Score 95.276 Data time: 0.2763, Forward time: 2.2781, Backward time: 3.1053, DDP time: 0.0053, Total iter time: 6.0528 [2020-11-06 04:13:49,519][root][INFO] - ===> Epoch[325](8446/26): Loss 0.1416, Sem 0.1780, dir -0.3853, norm 0.3490, swav 0.0000 LR: 1.873e-02 Score 94.811 Data time: 0.1925, Forward time: 2.2781, Backward time: 3.1053, DDP time: 0.0053, Total iter time: 4.9425 [2020-11-06 04:13:54,830][root][INFO] - ===> Epoch[325](8447/26): Loss 0.1040, Sem 0.1505, dir -0.4393, norm 0.3929, swav 0.0000 LR: 1.872e-02 Score 95.079 Data time: 0.2474, Forward time: 2.2781, Backward time: 3.1052, DDP time: 0.0053, Total iter time: 5.2003 [2020-11-06 04:13:59,901][root][INFO] - ===> Epoch[325](8448/26): Loss 0.0908, Sem 0.1512, dir -0.4465, norm 0.3861, swav 0.0000 LR: 1.871e-02 Score 94.969 Data time: 0.2323, Forward time: 2.2781, Backward time: 3.1051, DDP time: 0.0053, Total iter time: 4.9413 [2020-11-06 04:14:06,036][root][INFO] - ===> Epoch[325](8449/26): Loss 0.0998, Sem 0.1313, dir -0.4189, norm 0.3873, swav 0.0000 LR: 1.870e-02 Score 95.845 Data time: 0.2339, Forward time: 2.2782, Backward time: 3.1051, DDP time: 0.0053, Total iter time: 6.0264 [2020-11-06 04:14:11,477][root][INFO] - ===> Epoch[325](8450/26): Loss 0.1454, Sem 0.1698, dir -0.4271, norm 0.4027, swav 0.0000 LR: 1.869e-02 Score 94.179 Data time: 0.2036, Forward time: 2.2782, Backward time: 3.1050, DDP time: 0.0053, Total iter time: 5.3129 [2020-11-06 04:14:17,881][root][INFO] - ===> Epoch[326](8451/26): Loss 0.1334, Sem 0.1759, dir -0.4661, norm 0.4236, swav 0.0000 LR: 1.867e-02 Score 94.410 Data time: 0.1883, Forward time: 2.2781, Backward time: 3.1051, DDP time: 0.0053, Total iter time: 6.2758 [2020-11-06 04:14:23,194][root][INFO] - ===> Epoch[326](8452/26): Loss 0.1778, Sem 0.1699, dir -0.4382, norm 0.4461, swav 0.0000 LR: 1.866e-02 Score 94.774 Data time: 0.2355, Forward time: 2.2781, Backward time: 3.1051, DDP time: 0.0053, Total iter time: 5.2134 [2020-11-06 04:14:28,821][root][INFO] - ===> Epoch[326](8453/26): Loss 0.0957, Sem 0.1653, dir -0.4168, norm 0.3472, swav 0.0000 LR: 1.865e-02 Score 94.070 Data time: 0.2773, Forward time: 2.2782, Backward time: 3.1050, DDP time: 0.0053, Total iter time: 5.5072 [2020-11-06 04:14:34,161][root][INFO] - ===> Epoch[326](8454/26): Loss 0.1917, Sem 0.2027, dir -0.4892, norm 0.4781, swav 0.0000 LR: 1.864e-02 Score 93.800 Data time: 0.1858, Forward time: 2.2782, Backward time: 3.1050, DDP time: 0.0053, Total iter time: 5.2242 [2020-11-06 04:14:40,431][root][INFO] - ===> Epoch[326](8455/26): Loss 0.0323, Sem 0.1421, dir -0.5346, norm 0.4248, swav 0.0000 LR: 1.863e-02 Score 95.261 Data time: 0.1945, Forward time: 2.2781, Backward time: 3.1051, DDP time: 0.0053, Total iter time: 6.1656 [2020-11-06 04:14:46,155][root][INFO] - ===> Epoch[326](8456/26): Loss 0.1540, Sem 0.1799, dir -0.3693, norm 0.3434, swav 0.0000 LR: 1.862e-02 Score 93.826 Data time: 0.2112, Forward time: 2.2781, Backward time: 3.1050, DDP time: 0.0053, Total iter time: 5.6151 [2020-11-06 04:14:51,995][root][INFO] - ===> Epoch[326](8457/26): Loss 0.0568, Sem 0.1454, dir -0.4756, norm 0.3870, swav 0.0000 LR: 1.861e-02 Score 94.987 Data time: 0.2678, Forward time: 2.2782, Backward time: 3.1050, DDP time: 0.0053, Total iter time: 5.7012 [2020-11-06 04:14:56,821][root][INFO] - ===> Epoch[326](8458/26): Loss 0.0557, Sem 0.1634, dir -0.4558, norm 0.3481, swav 0.0000 LR: 1.860e-02 Score 94.078 Data time: 0.2295, Forward time: 2.2782, Backward time: 3.1049, DDP time: 0.0053, Total iter time: 4.7163 [2020-11-06 04:15:03,671][root][INFO] - ===> Epoch[326](8459/26): Loss 0.1357, Sem 0.1454, dir -0.4612, norm 0.4515, swav 0.0000 LR: 1.859e-02 Score 94.920 Data time: 0.2266, Forward time: 2.2782, Backward time: 3.1050, DDP time: 0.0053, Total iter time: 6.7433 [2020-11-06 04:15:08,882][root][INFO] - ===> Epoch[326](8460/26): Loss 0.1300, Sem 0.1594, dir -0.4195, norm 0.3902, swav 0.0000 LR: 1.858e-02 Score 94.192 Data time: 0.1776, Forward time: 2.2782, Backward time: 3.1049, DDP time: 0.0053, Total iter time: 5.0884 [2020-11-06 04:15:14,696][root][INFO] - ===> Epoch[326](8461/26): Loss 0.0976, Sem 0.1639, dir -0.4437, norm 0.3773, swav 0.0000 LR: 1.857e-02 Score 94.625 Data time: 0.2288, Forward time: 2.2782, Backward time: 3.1049, DDP time: 0.0053, Total iter time: 5.7242 [2020-11-06 04:15:19,265][root][INFO] - ===> Epoch[326](8462/26): Loss 0.2062, Sem 0.2096, dir -0.4043, norm 0.4008, swav 0.0000 LR: 1.856e-02 Score 93.439 Data time: 0.1681, Forward time: 2.2782, Backward time: 3.1048, DDP time: 0.0053, Total iter time: 4.4280 [2020-11-06 04:15:25,320][root][INFO] - ===> Epoch[326](8463/26): Loss 0.1779, Sem 0.1722, dir -0.3968, norm 0.4026, swav 0.0000 LR: 1.854e-02 Score 94.997 Data time: 0.2426, Forward time: 2.2782, Backward time: 3.1048, DDP time: 0.0053, Total iter time: 5.9709 [2020-11-06 04:15:31,942][root][INFO] - ===> Epoch[326](8464/26): Loss 0.0888, Sem 0.1661, dir -0.4787, norm 0.4014, swav 0.0000 LR: 1.853e-02 Score 95.781 Data time: 0.2601, Forward time: 2.2782, Backward time: 3.1049, DDP time: 0.0053, Total iter time: 6.4972 [2020-11-06 04:15:37,044][root][INFO] - ===> Epoch[326](8465/26): Loss 0.1412, Sem 0.1774, dir -0.4376, norm 0.4015, swav 0.0000 LR: 1.852e-02 Score 94.109 Data time: 0.1155, Forward time: 2.2781, Backward time: 3.1049, DDP time: 0.0053, Total iter time: 4.9697 [2020-11-06 04:15:41,955][root][INFO] - ===> Epoch[326](8466/26): Loss 0.1551, Sem 0.1863, dir -0.4516, norm 0.4205, swav 0.0000 LR: 1.851e-02 Score 94.500 Data time: 0.1398, Forward time: 2.2780, Backward time: 3.1049, DDP time: 0.0053, Total iter time: 4.8459 [2020-11-06 04:15:48,671][root][INFO] - ===> Epoch[326](8467/26): Loss 0.1949, Sem 0.1990, dir -0.4185, norm 0.4144, swav 0.0000 LR: 1.850e-02 Score 93.157 Data time: 0.2080, Forward time: 2.2780, Backward time: 3.1051, DDP time: 0.0053, Total iter time: 6.6416 [2020-11-06 04:15:53,973][root][INFO] - ===> Epoch[326](8468/26): Loss 0.1383, Sem 0.1796, dir -0.4489, norm 0.4075, swav 0.0000 LR: 1.849e-02 Score 94.583 Data time: 0.1849, Forward time: 2.2780, Backward time: 3.1051, DDP time: 0.0053, Total iter time: 5.1698 [2020-11-06 04:15:59,000][root][INFO] - ===> Epoch[326](8469/26): Loss 0.1584, Sem 0.1865, dir -0.4318, norm 0.4038, swav 0.0000 LR: 1.848e-02 Score 94.767 Data time: 0.2116, Forward time: 2.2780, Backward time: 3.1050, DDP time: 0.0053, Total iter time: 4.9337 [2020-11-06 04:16:05,905][root][INFO] - ===> Epoch[326](8470/26): Loss 0.1643, Sem 0.1916, dir -0.4457, norm 0.4184, swav 0.0000 LR: 1.847e-02 Score 93.773 Data time: 0.2396, Forward time: 2.2780, Backward time: 3.1051, DDP time: 0.0053, Total iter time: 6.7509 [2020-11-06 04:16:11,401][root][INFO] - ===> Epoch[326](8471/26): Loss 0.1479, Sem 0.1496, dir -0.4344, norm 0.4327, swav 0.0000 LR: 1.846e-02 Score 95.431 Data time: 0.2156, Forward time: 2.2780, Backward time: 3.1050, DDP time: 0.0053, Total iter time: 5.3428 [2020-11-06 04:16:16,641][root][INFO] - ===> Epoch[326](8472/26): Loss 0.1142, Sem 0.1733, dir -0.4485, norm 0.3894, swav 0.0000 LR: 1.845e-02 Score 94.464 Data time: 0.1920, Forward time: 2.2780, Backward time: 3.1050, DDP time: 0.0053, Total iter time: 5.1081 [2020-11-06 04:16:23,248][root][INFO] - ===> Epoch[326](8473/26): Loss 0.1621, Sem 0.1932, dir -0.4000, norm 0.3690, swav 0.0000 LR: 1.844e-02 Score 93.617 Data time: 0.2516, Forward time: 2.2780, Backward time: 3.1050, DDP time: 0.0053, Total iter time: 6.4962 [2020-11-06 04:16:29,596][root][INFO] - ===> Epoch[326](8474/26): Loss 0.0932, Sem 0.1402, dir -0.4538, norm 0.4068, swav 0.0000 LR: 1.843e-02 Score 95.389 Data time: 0.2348, Forward time: 2.2781, Backward time: 3.1051, DDP time: 0.0053, Total iter time: 6.1991 [2020-11-06 04:16:35,069][root][INFO] - ===> Epoch[326](8475/26): Loss 0.1345, Sem 0.1698, dir -0.4128, norm 0.3774, swav 0.0000 LR: 1.841e-02 Score 95.019 Data time: 0.2759, Forward time: 2.2781, Backward time: 3.1050, DDP time: 0.0053, Total iter time: 5.3518 [2020-11-06 04:16:41,111][root][INFO] - ===> Epoch[326](8476/26): Loss 0.0922, Sem 0.1451, dir -0.4057, norm 0.3528, swav 0.0000 LR: 1.840e-02 Score 95.888 Data time: 0.2186, Forward time: 2.2781, Backward time: 3.1050, DDP time: 0.0053, Total iter time: 5.9332 [2020-11-06 04:16:48,931][root][INFO] - ===> Epoch[327](8477/26): Loss 0.0724, Sem 0.1630, dir -0.4615, norm 0.3710, swav 0.0000 LR: 1.839e-02 Score 94.754 Data time: 0.1876, Forward time: 2.2781, Backward time: 3.1052, DDP time: 0.0053, Total iter time: 7.7026 [2020-11-06 04:16:54,452][root][INFO] - ===> Epoch[327](8478/26): Loss 0.0408, Sem 0.1422, dir -0.4844, norm 0.3830, swav 0.0000 LR: 1.838e-02 Score 95.792 Data time: 0.2023, Forward time: 2.2781, Backward time: 3.1052, DDP time: 0.0053, Total iter time: 5.4195 [2020-11-06 04:17:00,213][root][INFO] - ===> Epoch[327](8479/26): Loss 0.2131, Sem 0.2338, dir -0.4333, norm 0.4126, swav 0.0000 LR: 1.837e-02 Score 92.651 Data time: 0.1625, Forward time: 2.2780, Backward time: 3.1053, DDP time: 0.0053, Total iter time: 5.6504 [2020-11-06 04:17:05,109][root][INFO] - ===> Epoch[327](8480/26): Loss 0.1545, Sem 0.1817, dir -0.4470, norm 0.4199, swav 0.0000 LR: 1.836e-02 Score 94.371 Data time: 0.2205, Forward time: 2.2780, Backward time: 3.1052, DDP time: 0.0053, Total iter time: 4.7987 [2020-11-06 04:17:09,901][root][INFO] - ===> Epoch[327](8481/26): Loss 0.0905, Sem 0.1946, dir -0.4635, norm 0.3594, swav 0.0000 LR: 1.835e-02 Score 94.156 Data time: 0.1758, Forward time: 2.2780, Backward time: 3.1051, DDP time: 0.0053, Total iter time: 4.6782 [2020-11-06 04:17:15,787][root][INFO] - ===> Epoch[327](8482/26): Loss 0.1699, Sem 0.1935, dir -0.4043, norm 0.3808, swav 0.0000 LR: 1.834e-02 Score 93.740 Data time: 0.2199, Forward time: 2.2780, Backward time: 3.1051, DDP time: 0.0053, Total iter time: 5.7860 [2020-11-06 04:17:21,146][root][INFO] - ===> Epoch[327](8483/26): Loss 0.1339, Sem 0.1584, dir -0.4321, norm 0.4076, swav 0.0000 LR: 1.833e-02 Score 95.594 Data time: 0.1814, Forward time: 2.2780, Backward time: 3.1051, DDP time: 0.0053, Total iter time: 5.2421 [2020-11-06 04:17:27,692][root][INFO] - ===> Epoch[327](8484/26): Loss 0.0670, Sem 0.1467, dir -0.4561, norm 0.3764, swav 0.0000 LR: 1.832e-02 Score 94.912 Data time: 0.2203, Forward time: 2.2780, Backward time: 3.1052, DDP time: 0.0053, Total iter time: 6.4542 [2020-11-06 04:17:33,290][root][INFO] - ===> Epoch[327](8485/26): Loss 0.0503, Sem 0.1441, dir -0.4455, norm 0.3518, swav 0.0000 LR: 1.831e-02 Score 95.479 Data time: 0.1651, Forward time: 2.2779, Backward time: 3.1052, DDP time: 0.0053, Total iter time: 5.4640 [2020-11-06 04:17:38,732][root][INFO] - ===> Epoch[327](8486/26): Loss 0.0833, Sem 0.1490, dir -0.4418, norm 0.3762, swav 0.0000 LR: 1.829e-02 Score 94.975 Data time: 0.1988, Forward time: 2.2779, Backward time: 3.1052, DDP time: 0.0053, Total iter time: 5.3723 [2020-11-06 04:17:45,214][root][INFO] - ===> Epoch[327](8487/26): Loss 0.0513, Sem 0.1354, dir -0.4576, norm 0.3735, swav 0.0000 LR: 1.828e-02 Score 95.136 Data time: 0.2538, Forward time: 2.2779, Backward time: 3.1052, DDP time: 0.0053, Total iter time: 6.3867 [2020-11-06 04:17:51,287][root][INFO] - ===> Epoch[327](8488/26): Loss 0.1078, Sem 0.1573, dir -0.4522, norm 0.4027, swav 0.0000 LR: 1.827e-02 Score 94.784 Data time: 0.2012, Forward time: 2.2779, Backward time: 3.1053, DDP time: 0.0053, Total iter time: 5.9317 [2020-11-06 04:17:56,594][root][INFO] - ===> Epoch[327](8489/26): Loss 0.1893, Sem 0.1485, dir -0.3556, norm 0.3964, swav 0.0000 LR: 1.826e-02 Score 96.200 Data time: 0.2557, Forward time: 2.2780, Backward time: 3.1052, DDP time: 0.0053, Total iter time: 5.2067 [2020-11-06 04:18:02,404][root][INFO] - ===> Epoch[327](8490/26): Loss 0.1452, Sem 0.1526, dir -0.4677, norm 0.4604, swav 0.0000 LR: 1.825e-02 Score 94.820 Data time: 0.1691, Forward time: 2.2779, Backward time: 3.1052, DDP time: 0.0053, Total iter time: 5.6779 [2020-11-06 04:18:08,709][root][INFO] - ===> Epoch[327](8491/26): Loss 0.0868, Sem 0.1432, dir -0.4165, norm 0.3602, swav 0.0000 LR: 1.824e-02 Score 95.290 Data time: 0.1956, Forward time: 2.2779, Backward time: 3.1053, DDP time: 0.0053, Total iter time: 6.2205 [2020-11-06 04:18:13,884][root][INFO] - ===> Epoch[327](8492/26): Loss 0.0513, Sem 0.1645, dir -0.4731, norm 0.3599, swav 0.0000 LR: 1.823e-02 Score 94.897 Data time: 0.2161, Forward time: 2.2779, Backward time: 3.1052, DDP time: 0.0053, Total iter time: 5.0666 [2020-11-06 04:18:19,656][root][INFO] - ===> Epoch[327](8493/26): Loss 0.1225, Sem 0.1579, dir -0.4034, norm 0.3680, swav 0.0000 LR: 1.822e-02 Score 95.057 Data time: 0.2020, Forward time: 2.2779, Backward time: 3.1053, DDP time: 0.0053, Total iter time: 5.6511 [2020-11-06 04:18:26,203][root][INFO] - ===> Epoch[327](8494/26): Loss 0.0906, Sem 0.1449, dir -0.4660, norm 0.4117, swav 0.0000 LR: 1.821e-02 Score 95.861 Data time: 0.1831, Forward time: 2.2778, Backward time: 3.1054, DDP time: 0.0053, Total iter time: 6.4447 [2020-11-06 04:18:32,875][root][INFO] - ===> Epoch[327](8495/26): Loss 0.0839, Sem 0.1625, dir -0.4545, norm 0.3759, swav 0.0000 LR: 1.820e-02 Score 95.297 Data time: 0.2931, Forward time: 2.2779, Backward time: 3.1054, DDP time: 0.0053, Total iter time: 6.5460 [2020-11-06 04:18:39,368][root][INFO] - ===> Epoch[327](8496/26): Loss 0.1270, Sem 0.1929, dir -0.4845, norm 0.4185, swav 0.0000 LR: 1.819e-02 Score 94.237 Data time: 0.2202, Forward time: 2.2779, Backward time: 3.1055, DDP time: 0.0053, Total iter time: 6.3550 [2020-11-06 04:18:46,100][root][INFO] - ===> Epoch[327](8497/26): Loss 0.1410, Sem 0.1742, dir -0.4274, norm 0.3942, swav 0.0000 LR: 1.818e-02 Score 93.670 Data time: 0.2361, Forward time: 2.2779, Backward time: 3.1055, DDP time: 0.0053, Total iter time: 6.6110 [2020-11-06 04:18:52,197][root][INFO] - ===> Epoch[327](8498/26): Loss 0.0137, Sem 0.1535, dir -0.4837, norm 0.3440, swav 0.0000 LR: 1.816e-02 Score 95.098 Data time: 0.2185, Forward time: 2.2779, Backward time: 3.1056, DDP time: 0.0053, Total iter time: 5.9708 [2020-11-06 04:18:57,508][root][INFO] - ===> Epoch[327](8499/26): Loss 0.1108, Sem 0.1996, dir -0.4526, norm 0.3638, swav 0.0000 LR: 1.815e-02 Score 93.043 Data time: 0.1672, Forward time: 2.2779, Backward time: 3.1056, DDP time: 0.0053, Total iter time: 5.1732 [2020-11-06 04:19:02,395][root][INFO] - ===> Epoch[327](8500/26): Loss 0.0607, Sem 0.1284, dir -0.4494, norm 0.3817, swav 0.0000 LR: 1.814e-02 Score 95.557 Data time: 0.1965, Forward time: 2.2778, Backward time: 3.1055, DDP time: 0.0053, Total iter time: 4.8187 [2020-11-06 04:19:03,022][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-11-06 04:19:03,227][root][INFO] - ===> Start testing [2020-11-06 04:20:25,468][root][INFO] - 101/312: Data time: 0.0095, Iter time: 0.4271 Loss 0.303 (AVG: 0.624) Score 87.464 (AVG: 85.423) mIOU 62.665 mAP 70.349 mAcc 74.240 IOU: 78.457 95.804 54.912 75.247 86.503 83.089 66.567 48.226 44.271 67.501 19.503 64.613 47.748 64.322 43.085 58.744 76.913 46.374 89.829 41.594 mAP: 78.336 95.758 58.459 73.919 87.745 81.961 62.494 64.783 53.394 68.559 29.445 58.362 54.507 72.966 60.401 90.625 94.702 65.363 97.613 57.587 mAcc: 91.739 98.387 68.676 80.768 92.091 93.853 80.149 55.945 51.728 90.201 38.218 83.148 69.579 74.462 59.993 62.109 95.144 52.261 95.889 50.469 [2020-11-06 04:21:47,242][root][INFO] - 201/312: Data time: 0.0042, Iter time: 0.1712 Loss 0.489 (AVG: 0.638) Score 85.059 (AVG: 85.398) mIOU 62.322 mAP 69.528 mAcc 73.618 IOU: 78.123 96.016 55.853 80.202 87.585 76.833 66.208 44.501 45.684 67.769 14.166 63.974 47.156 62.315 47.096 55.082 76.194 51.757 88.276 41.651 mAP: 78.752 96.070 56.781 75.247 87.739 81.581 66.156 60.715 55.781 67.723 23.709 56.070 58.337 75.059 55.069 91.051 94.965 68.472 88.067 53.212 mAcc: 92.017 98.492 70.484 85.550 93.243 89.949 78.243 52.312 53.878 87.762 23.756 78.434 71.325 72.062 57.958 68.998 95.483 57.263 94.704 50.442 [2020-11-06 04:23:10,639][root][INFO] - 301/312: Data time: 0.0041, Iter time: 0.1571 Loss 0.292 (AVG: 0.650) Score 92.669 (AVG: 85.337) mIOU 62.211 mAP 68.841 mAcc 72.580 IOU: 77.531 95.883 55.733 80.252 87.232 78.121 67.613 45.648 46.277 72.972 14.245 59.154 47.276 59.579 45.001 49.306 82.280 52.739 86.120 41.262 mAP: 78.213 95.916 59.782 73.249 87.205 81.220 64.995 60.600 55.520 68.087 26.462 52.536 57.938 73.129 53.046 89.690 95.152 70.788 81.444 51.848 mAcc: 92.247 98.449 70.411 86.304 93.208 88.933 79.750 53.579 55.028 88.297 22.083 76.866 71.811 69.817 53.852 57.093 94.636 58.039 91.923 49.269 [2020-11-06 04:23:20,774][root][INFO] - 312/312: Data time: 0.0022, Iter time: 0.1329 Loss 0.527 (AVG: 0.654) Score 86.508 (AVG: 85.268) mIOU 62.159 mAP 68.688 mAcc 72.575 IOU: 77.665 95.850 55.570 79.869 87.403 77.786 66.913 44.723 47.013 72.770 13.971 58.461 48.608 59.145 44.123 50.175 82.665 52.999 86.104 41.380 mAP: 78.460 95.816 59.642 72.004 87.459 80.076 64.850 60.913 56.042 66.730 27.328 52.282 57.825 73.425 51.157 89.983 95.002 71.216 81.369 52.189 mAcc: 92.215 98.440 70.545 86.113 93.279 88.501 80.076 52.198 56.614 88.221 21.948 76.159 71.824 69.983 52.900 58.180 94.740 58.371 91.854 49.337 [2020-11-06 04:23:20,775][root][INFO] - Finished test. Elapsed time: 257.5466 [2020-11-06 04:23:33,333][root][INFO] - [2020-11-06 04:23:33,333][root][INFO] - ################################################################ [2020-11-06 04:23:33,334][root][INFO] - what : AP AP_50% AP_25% [2020-11-06 04:23:33,334][root][INFO] - ################################################################ [2020-11-06 04:23:33,334][root][INFO] - cabinet : 0.062 0.190 0.471 [2020-11-06 04:23:33,334][root][INFO] - bed : 0.232 0.530 0.675 [2020-11-06 04:23:33,334][root][INFO] - chair : 0.390 0.600 0.727 [2020-11-06 04:23:33,334][root][INFO] - sofa : 0.232 0.508 0.742 [2020-11-06 04:23:33,334][root][INFO] - table : 0.087 0.224 0.389 [2020-11-06 04:23:33,334][root][INFO] - door : 0.121 0.251 0.391 [2020-11-06 04:23:33,334][root][INFO] - window : 0.041 0.111 0.297 [2020-11-06 04:23:33,334][root][INFO] - bookshelf : 0.112 0.324 0.590 [2020-11-06 04:23:33,334][root][INFO] - picture : 0.011 0.053 0.111 [2020-11-06 04:23:33,334][root][INFO] - counter : 0.008 0.036 0.437 [2020-11-06 04:23:33,334][root][INFO] - desk : 0.010 0.046 0.246 [2020-11-06 04:23:33,334][root][INFO] - curtain : 0.164 0.301 0.457 [2020-11-06 04:23:33,334][root][INFO] - refrigerator : 0.061 0.206 0.308 [2020-11-06 04:23:33,334][root][INFO] - shower curtain : 0.340 0.579 0.610 [2020-11-06 04:23:33,334][root][INFO] - toilet : 0.707 0.979 0.991 [2020-11-06 04:23:33,334][root][INFO] - sink : 0.219 0.481 0.709 [2020-11-06 04:23:33,334][root][INFO] - bathtub : 0.475 0.725 0.831 [2020-11-06 04:23:33,335][root][INFO] - otherfurniture : 0.150 0.272 0.461 [2020-11-06 04:23:33,335][root][INFO] - ---------------------------------------------------------------- [2020-11-06 04:23:33,335][root][INFO] - average : 0.190 0.356 0.525 [2020-11-06 04:23:33,335][root][INFO] - [2020-11-06 04:23:33,539][root][INFO] - Summary name validation/mAP@0.5 is illegal; using validation/mAP_0.5 instead. [2020-11-06 04:23:34,269][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34Cbest_val.pth [2020-11-06 04:23:34,457][root][INFO] - Current best mIoU: 62.159 at iter 8500 [2020-11-06 04:23:39,958][root][INFO] - ===> Epoch[327](8501/26): Loss 0.2343, Sem 0.2007, dir -0.4024, norm 0.4360, swav 0.0000 LR: 1.813e-02 Score 94.800 Data time: 0.2419, Forward time: 2.2779, Backward time: 3.1055, DDP time: 0.0053, Total iter time: 5.4951 [2020-11-06 04:23:45,158][root][INFO] - ===> Epoch[327](8502/26): Loss 0.1251, Sem 0.1461, dir -0.4329, norm 0.4120, swav 0.0000 LR: 1.812e-02 Score 95.206 Data time: 0.1518, Forward time: 2.2778, Backward time: 3.1054, DDP time: 0.0053, Total iter time: 5.0679 [2020-11-06 04:23:51,150][root][INFO] - ===> Epoch[328](8503/26): Loss 0.1200, Sem 0.1776, dir -0.4821, norm 0.4245, swav 0.0000 LR: 1.811e-02 Score 95.021 Data time: 0.1604, Forward time: 2.2778, Backward time: 3.1055, DDP time: 0.0053, Total iter time: 5.8835 [2020-11-06 04:23:56,686][root][INFO] - ===> Epoch[328](8504/26): Loss 0.1082, Sem 0.1776, dir -0.4882, norm 0.4189, swav 0.0000 LR: 1.810e-02 Score 94.895 Data time: 0.1999, Forward time: 2.2777, Backward time: 3.1055, DDP time: 0.0053, Total iter time: 5.4468 [2020-11-06 04:24:01,334][root][INFO] - ===> Epoch[328](8505/26): Loss 0.0512, Sem 0.1448, dir -0.4518, norm 0.3582, swav 0.0000 LR: 1.809e-02 Score 94.419 Data time: 0.2145, Forward time: 2.2777, Backward time: 3.1054, DDP time: 0.0053, Total iter time: 4.5237 [2020-11-06 04:24:06,563][root][INFO] - ===> Epoch[328](8506/26): Loss 0.0779, Sem 0.1463, dir -0.4614, norm 0.3930, swav 0.0000 LR: 1.808e-02 Score 95.541 Data time: 0.1947, Forward time: 2.2777, Backward time: 3.1054, DDP time: 0.0053, Total iter time: 5.1290 [2020-11-06 04:24:12,991][root][INFO] - ===> Epoch[328](8507/26): Loss 0.0371, Sem 0.1088, dir -0.4696, norm 0.3979, swav 0.0000 LR: 1.807e-02 Score 96.246 Data time: 0.3105, Forward time: 2.2778, Backward time: 3.1053, DDP time: 0.0053, Total iter time: 6.3141 [2020-11-06 04:24:18,220][root][INFO] - ===> Epoch[328](8508/26): Loss 0.0469, Sem 0.1520, dir -0.4945, norm 0.3894, swav 0.0000 LR: 1.806e-02 Score 95.584 Data time: 0.1826, Forward time: 2.2778, Backward time: 3.1053, DDP time: 0.0053, Total iter time: 5.1089 [2020-11-06 04:24:25,103][root][INFO] - ===> Epoch[328](8509/26): Loss 0.1326, Sem 0.1942, dir -0.4825, norm 0.4209, swav 0.0000 LR: 1.804e-02 Score 94.176 Data time: 0.1914, Forward time: 2.2778, Backward time: 3.1054, DDP time: 0.0053, Total iter time: 6.7717 [2020-11-06 04:24:31,013][root][INFO] - ===> Epoch[328](8510/26): Loss 0.1237, Sem 0.1800, dir -0.4247, norm 0.3685, swav 0.0000 LR: 1.803e-02 Score 94.260 Data time: 0.2328, Forward time: 2.2778, Backward time: 3.1055, DDP time: 0.0053, Total iter time: 5.8037 [2020-11-06 04:24:37,001][root][INFO] - ===> Epoch[328](8511/26): Loss 0.1929, Sem 0.2031, dir -0.4422, norm 0.4319, swav 0.0000 LR: 1.802e-02 Score 93.493 Data time: 0.2347, Forward time: 2.2778, Backward time: 3.1055, DDP time: 0.0053, Total iter time: 5.8358 [2020-11-06 04:24:42,668][root][INFO] - ===> Epoch[328](8512/26): Loss 0.0989, Sem 0.1940, dir -0.5147, norm 0.4196, swav 0.0000 LR: 1.801e-02 Score 93.946 Data time: 0.2200, Forward time: 2.2778, Backward time: 3.1055, DDP time: 0.0053, Total iter time: 5.5252 [2020-11-06 04:24:48,155][root][INFO] - ===> Epoch[328](8513/26): Loss 0.1581, Sem 0.1613, dir -0.3943, norm 0.3911, swav 0.0000 LR: 1.800e-02 Score 94.353 Data time: 0.2041, Forward time: 2.2777, Backward time: 3.1054, DDP time: 0.0053, Total iter time: 5.3341 [2020-11-06 04:24:53,871][root][INFO] - ===> Epoch[328](8514/26): Loss 0.0895, Sem 0.1690, dir -0.4560, norm 0.3765, swav 0.0000 LR: 1.799e-02 Score 94.497 Data time: 0.1940, Forward time: 2.2777, Backward time: 3.1054, DDP time: 0.0053, Total iter time: 5.5978 [2020-11-06 04:25:01,015][root][INFO] - ===> Epoch[328](8515/26): Loss 0.0764, Sem 0.1549, dir -0.5030, norm 0.4245, swav 0.0000 LR: 1.798e-02 Score 94.973 Data time: 0.1385, Forward time: 2.2777, Backward time: 3.1057, DDP time: 0.0053, Total iter time: 7.0343 [2020-11-06 04:25:06,859][root][INFO] - ===> Epoch[328](8516/26): Loss 0.0537, Sem 0.1565, dir -0.4571, norm 0.3543, swav 0.0000 LR: 1.797e-02 Score 95.007 Data time: 0.2412, Forward time: 2.2777, Backward time: 3.1057, DDP time: 0.0053, Total iter time: 5.7453 [2020-11-06 04:25:12,279][root][INFO] - ===> Epoch[328](8517/26): Loss 0.1595, Sem 0.1832, dir -0.4148, norm 0.3911, swav 0.0000 LR: 1.796e-02 Score 94.626 Data time: 0.2396, Forward time: 2.2777, Backward time: 3.1056, DDP time: 0.0053, Total iter time: 5.2896 [2020-11-06 04:25:18,252][root][INFO] - ===> Epoch[328](8518/26): Loss 0.0894, Sem 0.1333, dir -0.4804, norm 0.4365, swav 0.0000 LR: 1.795e-02 Score 95.980 Data time: 0.2439, Forward time: 2.2777, Backward time: 3.1056, DDP time: 0.0053, Total iter time: 5.8570 [2020-11-06 04:25:24,120][root][INFO] - ===> Epoch[328](8519/26): Loss 0.1767, Sem 0.1941, dir -0.4236, norm 0.4062, swav 0.0000 LR: 1.794e-02 Score 95.175 Data time: 0.3021, Forward time: 2.2778, Backward time: 3.1055, DDP time: 0.0053, Total iter time: 5.7460 [2020-11-06 04:25:31,662][root][INFO] - ===> Epoch[328](8520/26): Loss 0.1255, Sem 0.1377, dir -0.3650, norm 0.3528, swav 0.0000 LR: 1.793e-02 Score 96.686 Data time: 0.2717, Forward time: 2.2779, Backward time: 3.1057, DDP time: 0.0053, Total iter time: 7.3992 [2020-11-06 04:25:37,612][root][INFO] - ===> Epoch[328](8521/26): Loss 0.1513, Sem 0.1781, dir -0.4197, norm 0.3929, swav 0.0000 LR: 1.791e-02 Score 95.117 Data time: 0.2621, Forward time: 2.2779, Backward time: 3.1056, DDP time: 0.0053, Total iter time: 5.8099 [2020-11-06 04:25:42,805][root][INFO] - ===> Epoch[328](8522/26): Loss 0.0702, Sem 0.1286, dir -0.4384, norm 0.3800, swav 0.0000 LR: 1.790e-02 Score 95.866 Data time: 0.1795, Forward time: 2.2779, Backward time: 3.1056, DDP time: 0.0053, Total iter time: 5.0805 [2020-11-06 04:25:48,303][root][INFO] - ===> Epoch[328](8523/26): Loss 0.1171, Sem 0.1860, dir -0.4708, norm 0.4018, swav 0.0000 LR: 1.789e-02 Score 95.163 Data time: 0.2181, Forward time: 2.2779, Backward time: 3.1055, DDP time: 0.0053, Total iter time: 5.4158 [2020-11-06 04:25:54,119][root][INFO] - ===> Epoch[328](8524/26): Loss 0.1384, Sem 0.1803, dir -0.4423, norm 0.4004, swav 0.0000 LR: 1.788e-02 Score 94.862 Data time: 0.1334, Forward time: 2.2778, Backward time: 3.1057, DDP time: 0.0053, Total iter time: 5.6857 [2020-11-06 04:25:59,327][root][INFO] - ===> Epoch[328](8525/26): Loss 0.1231, Sem 0.2039, dir -0.4575, norm 0.3768, swav 0.0000 LR: 1.787e-02 Score 92.761 Data time: 0.1959, Forward time: 2.2777, Backward time: 3.1056, DDP time: 0.0053, Total iter time: 5.1328 [2020-11-06 04:26:04,404][root][INFO] - ===> Epoch[328](8526/26): Loss 0.1183, Sem 0.1451, dir -0.4194, norm 0.3927, swav 0.0000 LR: 1.786e-02 Score 94.801 Data time: 0.2374, Forward time: 2.2778, Backward time: 3.1055, DDP time: 0.0053, Total iter time: 4.9950 [2020-11-06 04:26:10,516][root][INFO] - ===> Epoch[328](8527/26): Loss 0.0820, Sem 0.1509, dir -0.4851, norm 0.4162, swav 0.0000 LR: 1.785e-02 Score 94.724 Data time: 0.2879, Forward time: 2.2779, Backward time: 3.1055, DDP time: 0.0053, Total iter time: 6.0092 [2020-11-06 04:26:15,980][root][INFO] - ===> Epoch[328](8528/26): Loss 0.1850, Sem 0.1460, dir -0.4559, norm 0.4949, swav 0.0000 LR: 1.784e-02 Score 94.887 Data time: 0.1911, Forward time: 2.2778, Backward time: 3.1054, DDP time: 0.0053, Total iter time: 5.3399 [2020-11-06 04:26:22,828][root][INFO] - ===> Epoch[329](8529/26): Loss 0.1672, Sem 0.1713, dir -0.4006, norm 0.3966, swav 0.0000 LR: 1.783e-02 Score 94.843 Data time: 0.1755, Forward time: 2.2778, Backward time: 3.1056, DDP time: 0.0053, Total iter time: 6.7633 [2020-11-06 04:26:27,887][root][INFO] - ===> Epoch[329](8530/26): Loss 0.0749, Sem 0.1554, dir -0.4892, norm 0.4087, swav 0.0000 LR: 1.782e-02 Score 94.974 Data time: 0.1816, Forward time: 2.2778, Backward time: 3.1056, DDP time: 0.0053, Total iter time: 4.9881 [2020-11-06 04:26:33,248][root][INFO] - ===> Epoch[329](8531/26): Loss 0.0862, Sem 0.1513, dir -0.4802, norm 0.4152, swav 0.0000 LR: 1.781e-02 Score 95.421 Data time: 0.1560, Forward time: 2.2777, Backward time: 3.1056, DDP time: 0.0053, Total iter time: 5.2651 [2020-11-06 04:26:38,292][root][INFO] - ===> Epoch[329](8532/26): Loss 0.1326, Sem 0.1940, dir -0.4745, norm 0.4131, swav 0.0000 LR: 1.779e-02 Score 94.885 Data time: 0.2593, Forward time: 2.2777, Backward time: 3.1055, DDP time: 0.0053, Total iter time: 4.9612 [2020-11-06 04:26:45,364][root][INFO] - ===> Epoch[329](8533/26): Loss 0.0731, Sem 0.1561, dir -0.4837, norm 0.4007, swav 0.0000 LR: 1.778e-02 Score 94.964 Data time: 0.2456, Forward time: 2.2778, Backward time: 3.1056, DDP time: 0.0053, Total iter time: 6.9642 [2020-11-06 04:26:50,554][root][INFO] - ===> Epoch[329](8534/26): Loss -0.0014, Sem 0.1115, dir -0.4806, norm 0.3677, swav 0.0000 LR: 1.777e-02 Score 96.420 Data time: 0.1612, Forward time: 2.2777, Backward time: 3.1056, DDP time: 0.0053, Total iter time: 5.0485 [2020-11-06 04:26:55,712][root][INFO] - ===> Epoch[329](8535/26): Loss 0.1784, Sem 0.1658, dir -0.4219, norm 0.4345, swav 0.0000 LR: 1.776e-02 Score 94.139 Data time: 0.2251, Forward time: 2.2776, Backward time: 3.1056, DDP time: 0.0053, Total iter time: 5.0720 [2020-11-06 04:27:02,335][root][INFO] - ===> Epoch[329](8536/26): Loss 0.0568, Sem 0.1559, dir -0.5073, norm 0.4082, swav 0.0000 LR: 1.775e-02 Score 95.295 Data time: 0.2781, Forward time: 2.2777, Backward time: 3.1056, DDP time: 0.0053, Total iter time: 6.5109 [2020-11-06 04:27:07,494][root][INFO] - ===> Epoch[329](8537/26): Loss 0.1160, Sem 0.1497, dir -0.4601, norm 0.4263, swav 0.0000 LR: 1.774e-02 Score 95.211 Data time: 0.2352, Forward time: 2.2777, Backward time: 3.1055, DDP time: 0.0053, Total iter time: 5.0441 [2020-11-06 04:27:14,296][root][INFO] - ===> Epoch[329](8538/26): Loss 0.1241, Sem 0.1750, dir -0.4625, norm 0.4116, swav 0.0000 LR: 1.773e-02 Score 94.745 Data time: 0.3270, Forward time: 2.2778, Backward time: 3.1055, DDP time: 0.0053, Total iter time: 6.6855 [2020-11-06 04:27:19,041][root][INFO] - ===> Epoch[329](8539/26): Loss 0.0736, Sem 0.1371, dir -0.4490, norm 0.3855, swav 0.0000 LR: 1.772e-02 Score 95.184 Data time: 0.2077, Forward time: 2.2778, Backward time: 3.1054, DDP time: 0.0053, Total iter time: 4.6090 [2020-11-06 04:27:25,140][root][INFO] - ===> Epoch[329](8540/26): Loss 0.0892, Sem 0.1430, dir -0.4609, norm 0.4071, swav 0.0000 LR: 1.771e-02 Score 95.778 Data time: 0.2293, Forward time: 2.2779, Backward time: 3.1054, DDP time: 0.0053, Total iter time: 5.9981 [2020-11-06 04:27:30,268][root][INFO] - ===> Epoch[329](8541/26): Loss 0.1159, Sem 0.1765, dir -0.4224, norm 0.3618, swav 0.0000 LR: 1.770e-02 Score 93.939 Data time: 0.1854, Forward time: 2.2778, Backward time: 3.1054, DDP time: 0.0053, Total iter time: 5.0167 [2020-11-06 04:27:35,944][root][INFO] - ===> Epoch[329](8542/26): Loss 0.0627, Sem 0.1386, dir -0.4254, norm 0.3495, swav 0.0000 LR: 1.769e-02 Score 95.493 Data time: 0.2066, Forward time: 2.2778, Backward time: 3.1054, DDP time: 0.0053, Total iter time: 5.6224 [2020-11-06 04:27:41,299][root][INFO] - ===> Epoch[329](8543/26): Loss 0.1209, Sem 0.1678, dir -0.3878, norm 0.3408, swav 0.0000 LR: 1.767e-02 Score 94.873 Data time: 0.2261, Forward time: 2.2778, Backward time: 3.1054, DDP time: 0.0053, Total iter time: 5.2336 [2020-11-06 04:27:46,987][root][INFO] - ===> Epoch[329](8544/26): Loss 0.1229, Sem 0.1606, dir -0.4630, norm 0.4252, swav 0.0000 LR: 1.766e-02 Score 94.650 Data time: 0.2328, Forward time: 2.2777, Backward time: 3.1054, DDP time: 0.0053, Total iter time: 5.5855 [2020-11-06 04:27:52,563][root][INFO] - ===> Epoch[329](8545/26): Loss 0.0372, Sem 0.1263, dir -0.4950, norm 0.4059, swav 0.0000 LR: 1.765e-02 Score 96.008 Data time: 0.2505, Forward time: 2.2778, Backward time: 3.1053, DDP time: 0.0053, Total iter time: 5.4569 [2020-11-06 04:27:58,410][root][INFO] - ===> Epoch[329](8546/26): Loss 0.0930, Sem 0.1396, dir -0.4323, norm 0.3856, swav 0.0000 LR: 1.764e-02 Score 96.219 Data time: 0.2180, Forward time: 2.2778, Backward time: 3.1053, DDP time: 0.0053, Total iter time: 5.7096 [2020-11-06 04:28:04,962][root][INFO] - ===> Epoch[329](8547/26): Loss 0.1282, Sem 0.1691, dir -0.3999, norm 0.3590, swav 0.0000 LR: 1.763e-02 Score 95.392 Data time: 0.2007, Forward time: 2.2778, Backward time: 3.1054, DDP time: 0.0053, Total iter time: 6.4337 [2020-11-06 04:28:11,366][root][INFO] - ===> Epoch[329](8548/26): Loss 0.1610, Sem 0.1782, dir -0.3848, norm 0.3676, swav 0.0000 LR: 1.762e-02 Score 94.466 Data time: 0.2198, Forward time: 2.2778, Backward time: 3.1055, DDP time: 0.0053, Total iter time: 6.2671 [2020-11-06 04:28:16,323][root][INFO] - ===> Epoch[329](8549/26): Loss 0.0707, Sem 0.1558, dir -0.4800, norm 0.3949, swav 0.0000 LR: 1.761e-02 Score 95.163 Data time: 0.2031, Forward time: 2.2777, Backward time: 3.1054, DDP time: 0.0053, Total iter time: 4.8422 [2020-11-06 04:28:22,142][root][INFO] - ===> Epoch[329](8550/26): Loss 0.1565, Sem 0.1754, dir -0.4238, norm 0.4049, swav 0.0000 LR: 1.760e-02 Score 94.366 Data time: 0.2871, Forward time: 2.2778, Backward time: 3.1054, DDP time: 0.0053, Total iter time: 5.7237 [2020-11-06 04:28:27,272][root][INFO] - ===> Epoch[329](8551/26): Loss 0.0339, Sem 0.1398, dir -0.4563, norm 0.3503, swav 0.0000 LR: 1.759e-02 Score 95.840 Data time: 0.2048, Forward time: 2.2778, Backward time: 3.1053, DDP time: 0.0053, Total iter time: 5.0043 [2020-11-06 04:28:33,822][root][INFO] - ===> Epoch[329](8552/26): Loss 0.0734, Sem 0.1299, dir -0.4260, norm 0.3694, swav 0.0000 LR: 1.758e-02 Score 95.817 Data time: 0.2261, Forward time: 2.2778, Backward time: 3.1053, DDP time: 0.0053, Total iter time: 6.3996 [2020-11-06 04:28:40,346][root][INFO] - ===> Epoch[329](8553/26): Loss 0.0967, Sem 0.1425, dir -0.4578, norm 0.4120, swav 0.0000 LR: 1.757e-02 Score 95.568 Data time: 0.1611, Forward time: 2.2778, Backward time: 3.1055, DDP time: 0.0053, Total iter time: 6.3846 [2020-11-06 04:28:45,205][root][INFO] - ===> Epoch[329](8554/26): Loss 0.0925, Sem 0.1441, dir -0.4031, norm 0.3515, swav 0.0000 LR: 1.755e-02 Score 95.330 Data time: 0.2382, Forward time: 2.2778, Backward time: 3.1054, DDP time: 0.0053, Total iter time: 4.7512 [2020-11-06 04:28:51,105][root][INFO] - ===> Epoch[330](8555/26): Loss 0.1478, Sem 0.1812, dir -0.4215, norm 0.3881, swav 0.0000 LR: 1.754e-02 Score 94.623 Data time: 0.2789, Forward time: 2.2778, Backward time: 3.1053, DDP time: 0.0053, Total iter time: 5.7921 [2020-11-06 04:28:56,647][root][INFO] - ===> Epoch[330](8556/26): Loss 0.0725, Sem 0.1591, dir -0.4757, norm 0.3891, swav 0.0000 LR: 1.753e-02 Score 94.953 Data time: 0.2066, Forward time: 2.2778, Backward time: 3.1053, DDP time: 0.0053, Total iter time: 5.4150 [2020-11-06 04:29:02,311][root][INFO] - ===> Epoch[330](8557/26): Loss 0.0960, Sem 0.1236, dir -0.4463, norm 0.4188, swav 0.0000 LR: 1.752e-02 Score 95.955 Data time: 0.3179, Forward time: 2.2779, Backward time: 3.1052, DDP time: 0.0053, Total iter time: 5.5508 [2020-11-06 04:29:08,467][root][INFO] - ===> Epoch[330](8558/26): Loss 0.0576, Sem 0.1362, dir -0.4962, norm 0.4176, swav 0.0000 LR: 1.751e-02 Score 95.384 Data time: 0.2494, Forward time: 2.2779, Backward time: 3.1052, DDP time: 0.0053, Total iter time: 6.0275 [2020-11-06 04:29:14,087][root][INFO] - ===> Epoch[330](8559/26): Loss 0.1220, Sem 0.1817, dir -0.4572, norm 0.3975, swav 0.0000 LR: 1.750e-02 Score 94.657 Data time: 0.2428, Forward time: 2.2780, Backward time: 3.1051, DDP time: 0.0053, Total iter time: 5.4770 [2020-11-06 04:29:19,882][root][INFO] - ===> Epoch[330](8560/26): Loss 0.1665, Sem 0.1713, dir -0.3961, norm 0.3913, swav 0.0000 LR: 1.749e-02 Score 93.862 Data time: 0.2192, Forward time: 2.2780, Backward time: 3.1051, DDP time: 0.0053, Total iter time: 5.6815 [2020-11-06 04:29:24,479][root][INFO] - ===> Epoch[330](8561/26): Loss 0.0869, Sem 0.1917, dir -0.4588, norm 0.3541, swav 0.0000 LR: 1.748e-02 Score 93.549 Data time: 0.2315, Forward time: 2.2780, Backward time: 3.1050, DDP time: 0.0053, Total iter time: 4.4993 [2020-11-06 04:29:30,756][root][INFO] - ===> Epoch[330](8562/26): Loss 0.1281, Sem 0.1977, dir -0.4954, norm 0.4258, swav 0.0000 LR: 1.747e-02 Score 94.015 Data time: 0.2449, Forward time: 2.2780, Backward time: 3.1050, DDP time: 0.0053, Total iter time: 6.1744 [2020-11-06 04:29:36,742][root][INFO] - ===> Epoch[330](8563/26): Loss 0.0712, Sem 0.1376, dir -0.4355, norm 0.3690, swav 0.0000 LR: 1.746e-02 Score 96.499 Data time: 0.1948, Forward time: 2.2780, Backward time: 3.1050, DDP time: 0.0053, Total iter time: 5.8708 [2020-11-06 04:29:42,562][root][INFO] - ===> Epoch[330](8564/26): Loss 0.1492, Sem 0.2084, dir -0.4950, norm 0.4358, swav 0.0000 LR: 1.745e-02 Score 93.083 Data time: 0.1870, Forward time: 2.2780, Backward time: 3.1051, DDP time: 0.0053, Total iter time: 5.7001 [2020-11-06 04:29:49,098][root][INFO] - ===> Epoch[330](8565/26): Loss 0.1741, Sem 0.1753, dir -0.4114, norm 0.4102, swav 0.0000 LR: 1.743e-02 Score 94.574 Data time: 0.2041, Forward time: 2.2780, Backward time: 3.1052, DDP time: 0.0053, Total iter time: 6.4248 [2020-11-06 04:29:54,652][root][INFO] - ===> Epoch[330](8566/26): Loss -0.0496, Sem 0.1223, dir -0.5633, norm 0.3914, swav 0.0000 LR: 1.742e-02 Score 96.349 Data time: 0.2484, Forward time: 2.2780, Backward time: 3.1051, DDP time: 0.0053, Total iter time: 5.4317 [2020-11-06 04:29:59,333][root][INFO] - ===> Epoch[330](8567/26): Loss 0.1198, Sem 0.1645, dir -0.4279, norm 0.3832, swav 0.0000 LR: 1.741e-02 Score 94.627 Data time: 0.2104, Forward time: 2.2780, Backward time: 3.1050, DDP time: 0.0053, Total iter time: 4.5729 [2020-11-06 04:30:04,791][root][INFO] - ===> Epoch[330](8568/26): Loss 0.0711, Sem 0.1348, dir -0.4854, norm 0.4216, swav 0.0000 LR: 1.740e-02 Score 95.994 Data time: 0.1801, Forward time: 2.2780, Backward time: 3.1050, DDP time: 0.0053, Total iter time: 5.3351 [2020-11-06 04:30:10,383][root][INFO] - ===> Epoch[330](8569/26): Loss 0.1246, Sem 0.1649, dir -0.4178, norm 0.3775, swav 0.0000 LR: 1.739e-02 Score 94.680 Data time: 0.2167, Forward time: 2.2779, Backward time: 3.1050, DDP time: 0.0053, Total iter time: 5.4833 [2020-11-06 04:30:16,694][root][INFO] - ===> Epoch[330](8570/26): Loss 0.1695, Sem 0.1925, dir -0.4634, norm 0.4404, swav 0.0000 LR: 1.738e-02 Score 93.707 Data time: 0.2391, Forward time: 2.2780, Backward time: 3.1050, DDP time: 0.0053, Total iter time: 6.1712 [2020-11-06 04:30:22,833][root][INFO] - ===> Epoch[330](8571/26): Loss 0.1989, Sem 0.1613, dir -0.4001, norm 0.4377, swav 0.0000 LR: 1.737e-02 Score 95.030 Data time: 0.2167, Forward time: 2.2780, Backward time: 3.1051, DDP time: 0.0053, Total iter time: 6.0145 [2020-11-06 04:30:27,995][root][INFO] - ===> Epoch[330](8572/26): Loss 0.0369, Sem 0.1191, dir -0.4459, norm 0.3636, swav 0.0000 LR: 1.736e-02 Score 96.398 Data time: 0.1781, Forward time: 2.2779, Backward time: 3.1050, DDP time: 0.0053, Total iter time: 5.0406 [2020-11-06 04:30:33,762][root][INFO] - ===> Epoch[330](8573/26): Loss 0.0828, Sem 0.1274, dir -0.4488, norm 0.4042, swav 0.0000 LR: 1.735e-02 Score 96.264 Data time: 0.2375, Forward time: 2.2780, Backward time: 3.1050, DDP time: 0.0053, Total iter time: 5.6405 [2020-11-06 04:30:38,869][root][INFO] - ===> Epoch[330](8574/26): Loss 0.1080, Sem 0.1755, dir -0.4059, norm 0.3384, swav 0.0000 LR: 1.734e-02 Score 94.169 Data time: 0.1624, Forward time: 2.2779, Backward time: 3.1050, DDP time: 0.0053, Total iter time: 4.9683 [2020-11-06 04:30:44,783][root][INFO] - ===> Epoch[330](8575/26): Loss 0.1277, Sem 0.1889, dir -0.4700, norm 0.4088, swav 0.0000 LR: 1.732e-02 Score 93.568 Data time: 0.2321, Forward time: 2.2779, Backward time: 3.1050, DDP time: 0.0053, Total iter time: 5.8136 [2020-11-06 04:30:50,273][root][INFO] - ===> Epoch[330](8576/26): Loss 0.1930, Sem 0.1815, dir -0.3404, norm 0.3518, swav 0.0000 LR: 1.731e-02 Score 93.433 Data time: 0.1970, Forward time: 2.2779, Backward time: 3.1050, DDP time: 0.0053, Total iter time: 5.3547 [2020-11-06 04:30:56,465][root][INFO] - ===> Epoch[330](8577/26): Loss 0.0617, Sem 0.1639, dir -0.4621, norm 0.3599, swav 0.0000 LR: 1.730e-02 Score 94.803 Data time: 0.2164, Forward time: 2.2778, Backward time: 3.1050, DDP time: 0.0053, Total iter time: 6.0592 [2020-11-06 04:31:01,369][root][INFO] - ===> Epoch[330](8578/26): Loss 0.1033, Sem 0.1325, dir -0.4323, norm 0.4031, swav 0.0000 LR: 1.729e-02 Score 95.820 Data time: 0.1846, Forward time: 2.2778, Backward time: 3.1050, DDP time: 0.0053, Total iter time: 4.7760 [2020-11-06 04:31:06,623][root][INFO] - ===> Epoch[330](8579/26): Loss 0.1525, Sem 0.1643, dir -0.4039, norm 0.3920, swav 0.0000 LR: 1.728e-02 Score 94.165 Data time: 0.2417, Forward time: 2.2778, Backward time: 3.1049, DDP time: 0.0053, Total iter time: 5.1473 [2020-11-06 04:31:11,738][root][INFO] - ===> Epoch[330](8580/26): Loss 0.0304, Sem 0.1568, dir -0.4736, norm 0.3472, swav 0.0000 LR: 1.727e-02 Score 94.686 Data time: 0.1924, Forward time: 2.2778, Backward time: 3.1048, DDP time: 0.0053, Total iter time: 4.9721 [2020-11-06 04:31:18,367][root][INFO] - ===> Epoch[331](8581/26): Loss 0.1460, Sem 0.2032, dir -0.4053, norm 0.3481, swav 0.0000 LR: 1.726e-02 Score 94.705 Data time: 0.2075, Forward time: 2.2778, Backward time: 3.1050, DDP time: 0.0053, Total iter time: 6.4940 [2020-11-06 04:31:24,419][root][INFO] - ===> Epoch[331](8582/26): Loss 0.1767, Sem 0.1483, dir -0.4315, norm 0.4599, swav 0.0000 LR: 1.725e-02 Score 94.883 Data time: 0.2290, Forward time: 2.2778, Backward time: 3.1050, DDP time: 0.0053, Total iter time: 5.9248 [2020-11-06 04:31:31,879][root][INFO] - ===> Epoch[331](8583/26): Loss 0.1018, Sem 0.1460, dir -0.3955, norm 0.3512, swav 0.0000 LR: 1.724e-02 Score 95.639 Data time: 0.2172, Forward time: 2.2778, Backward time: 3.1051, DDP time: 0.0053, Total iter time: 7.3171 [2020-11-06 04:31:37,460][root][INFO] - ===> Epoch[331](8584/26): Loss 0.0912, Sem 0.2040, dir -0.5117, norm 0.3989, swav 0.0000 LR: 1.723e-02 Score 93.646 Data time: 0.1796, Forward time: 2.2778, Backward time: 3.1052, DDP time: 0.0053, Total iter time: 5.4529 [2020-11-06 04:31:42,322][root][INFO] - ===> Epoch[331](8585/26): Loss 0.1250, Sem 0.1416, dir -0.3839, norm 0.3672, swav 0.0000 LR: 1.722e-02 Score 95.774 Data time: 0.2228, Forward time: 2.2778, Backward time: 3.1051, DDP time: 0.0053, Total iter time: 4.7580 [2020-11-06 04:31:48,473][root][INFO] - ===> Epoch[331](8586/26): Loss 0.1070, Sem 0.1567, dir -0.4048, norm 0.3551, swav 0.0000 LR: 1.720e-02 Score 94.904 Data time: 0.2281, Forward time: 2.2778, Backward time: 3.1051, DDP time: 0.0053, Total iter time: 6.0369 [2020-11-06 04:31:54,208][root][INFO] - ===> Epoch[331](8587/26): Loss 0.1841, Sem 0.2032, dir -0.4794, norm 0.4604, swav 0.0000 LR: 1.719e-02 Score 93.637 Data time: 0.2015, Forward time: 2.2778, Backward time: 3.1051, DDP time: 0.0053, Total iter time: 5.6073 [2020-11-06 04:32:00,749][root][INFO] - ===> Epoch[331](8588/26): Loss 0.1210, Sem 0.1650, dir -0.4248, norm 0.3807, swav 0.0000 LR: 1.718e-02 Score 95.076 Data time: 0.1414, Forward time: 2.2777, Backward time: 3.1053, DDP time: 0.0053, Total iter time: 6.4229 [2020-11-06 04:32:06,577][root][INFO] - ===> Epoch[331](8589/26): Loss 0.0926, Sem 0.1638, dir -0.4214, norm 0.3503, swav 0.0000 LR: 1.717e-02 Score 94.242 Data time: 0.2196, Forward time: 2.2777, Backward time: 3.1053, DDP time: 0.0053, Total iter time: 5.7353 [2020-11-06 04:32:13,334][root][INFO] - ===> Epoch[331](8590/26): Loss 0.0927, Sem 0.1434, dir -0.4586, norm 0.4079, swav 0.0000 LR: 1.716e-02 Score 95.551 Data time: 0.1998, Forward time: 2.2776, Backward time: 3.1054, DDP time: 0.0053, Total iter time: 6.6306 [2020-11-06 04:32:20,746][root][INFO] - ===> Epoch[331](8591/26): Loss 0.0764, Sem 0.1144, dir -0.4123, norm 0.3743, swav 0.0000 LR: 1.715e-02 Score 96.185 Data time: 0.2192, Forward time: 2.2777, Backward time: 3.1056, DDP time: 0.0053, Total iter time: 7.3093 [2020-11-06 04:32:26,741][root][INFO] - ===> Epoch[331](8592/26): Loss 0.0877, Sem 0.1620, dir -0.4504, norm 0.3760, swav 0.0000 LR: 1.714e-02 Score 94.727 Data time: 0.1483, Forward time: 2.2776, Backward time: 3.1057, DDP time: 0.0053, Total iter time: 5.8618 [2020-11-06 04:32:32,087][root][INFO] - ===> Epoch[331](8593/26): Loss 0.0800, Sem 0.1398, dir -0.4602, norm 0.4003, swav 0.0000 LR: 1.713e-02 Score 95.992 Data time: 0.1967, Forward time: 2.2775, Backward time: 3.1057, DDP time: 0.0053, Total iter time: 5.2529 [2020-11-06 04:32:38,916][root][INFO] - ===> Epoch[331](8594/26): Loss 0.1765, Sem 0.1682, dir -0.3865, norm 0.3948, swav 0.0000 LR: 1.712e-02 Score 94.221 Data time: 0.1553, Forward time: 2.2774, Backward time: 3.1059, DDP time: 0.0053, Total iter time: 6.7186 [2020-11-06 04:32:44,047][root][INFO] - ===> Epoch[331](8595/26): Loss 0.0837, Sem 0.1813, dir -0.5089, norm 0.4113, swav 0.0000 LR: 1.711e-02 Score 94.340 Data time: 0.1923, Forward time: 2.2774, Backward time: 3.1058, DDP time: 0.0053, Total iter time: 5.0377 [2020-11-06 04:32:50,081][root][INFO] - ===> Epoch[331](8596/26): Loss 0.0875, Sem 0.1639, dir -0.4800, norm 0.4037, swav 0.0000 LR: 1.710e-02 Score 95.058 Data time: 0.2697, Forward time: 2.2775, Backward time: 3.1058, DDP time: 0.0053, Total iter time: 5.9149 [2020-11-06 04:32:55,999][root][INFO] - ===> Epoch[331](8597/26): Loss 0.0826, Sem 0.1365, dir -0.4221, norm 0.3682, swav 0.0000 LR: 1.708e-02 Score 95.810 Data time: 0.2442, Forward time: 2.2775, Backward time: 3.1058, DDP time: 0.0053, Total iter time: 5.8024 [2020-11-06 04:33:03,175][root][INFO] - ===> Epoch[331](8598/26): Loss 0.2020, Sem 0.1794, dir -0.4189, norm 0.4416, swav 0.0000 LR: 1.707e-02 Score 94.752 Data time: 0.2790, Forward time: 2.2776, Backward time: 3.1059, DDP time: 0.0053, Total iter time: 7.0469 [2020-11-06 04:33:08,992][root][INFO] - ===> Epoch[331](8599/26): Loss 0.1018, Sem 0.1335, dir -0.4793, norm 0.4476, swav 0.0000 LR: 1.706e-02 Score 96.029 Data time: 0.1775, Forward time: 2.2775, Backward time: 3.1059, DDP time: 0.0053, Total iter time: 5.6556 [2020-11-06 04:33:14,059][root][INFO] - ===> Epoch[331](8600/26): Loss 0.0708, Sem 0.1392, dir -0.4493, norm 0.3808, swav 0.0000 LR: 1.705e-02 Score 94.899 Data time: 0.2361, Forward time: 2.2776, Backward time: 3.1058, DDP time: 0.0053, Total iter time: 4.9623 [2020-11-06 04:33:18,855][root][INFO] - ===> Epoch[331](8601/26): Loss 0.0814, Sem 0.1157, dir -0.4268, norm 0.3925, swav 0.0000 LR: 1.704e-02 Score 96.852 Data time: 0.2291, Forward time: 2.2776, Backward time: 3.1056, DDP time: 0.0053, Total iter time: 4.6729 [2020-11-06 04:33:24,884][root][INFO] - ===> Epoch[331](8602/26): Loss 0.1523, Sem 0.1704, dir -0.4142, norm 0.3962, swav 0.0000 LR: 1.703e-02 Score 94.331 Data time: 0.2326, Forward time: 2.2776, Backward time: 3.1056, DDP time: 0.0053, Total iter time: 5.9197 [2020-11-06 04:33:30,751][root][INFO] - ===> Epoch[331](8603/26): Loss 0.1465, Sem 0.1745, dir -0.4564, norm 0.4283, swav 0.0000 LR: 1.702e-02 Score 94.884 Data time: 0.2676, Forward time: 2.2776, Backward time: 3.1056, DDP time: 0.0053, Total iter time: 5.7407 [2020-11-06 04:33:35,570][root][INFO] - ===> Epoch[331](8604/26): Loss 0.0965, Sem 0.1473, dir -0.4737, norm 0.4230, swav 0.0000 LR: 1.701e-02 Score 94.996 Data time: 0.1554, Forward time: 2.2776, Backward time: 3.1056, DDP time: 0.0053, Total iter time: 4.6719 [2020-11-06 04:33:40,891][root][INFO] - ===> Epoch[331](8605/26): Loss 0.0747, Sem 0.1729, dir -0.4632, norm 0.3649, swav 0.0000 LR: 1.700e-02 Score 94.227 Data time: 0.2402, Forward time: 2.2776, Backward time: 3.1055, DDP time: 0.0053, Total iter time: 5.2249 [2020-11-06 04:33:46,312][root][INFO] - ===> Epoch[331](8606/26): Loss 0.1451, Sem 0.2282, dir -0.5155, norm 0.4324, swav 0.0000 LR: 1.699e-02 Score 93.700 Data time: 0.1801, Forward time: 2.2775, Backward time: 3.1055, DDP time: 0.0053, Total iter time: 5.2965 [2020-11-06 04:33:53,310][root][INFO] - ===> Epoch[332](8607/26): Loss 0.2291, Sem 0.2396, dir -0.4119, norm 0.4014, swav 0.0000 LR: 1.697e-02 Score 93.088 Data time: 0.2813, Forward time: 2.2776, Backward time: 3.1056, DDP time: 0.0053, Total iter time: 6.8974 [2020-11-06 04:33:58,442][root][INFO] - ===> Epoch[332](8608/26): Loss 0.1483, Sem 0.1880, dir -0.4827, norm 0.4430, swav 0.0000 LR: 1.696e-02 Score 93.174 Data time: 0.2456, Forward time: 2.2776, Backward time: 3.1055, DDP time: 0.0053, Total iter time: 4.9911 [2020-11-06 04:34:04,350][root][INFO] - ===> Epoch[332](8609/26): Loss 0.1809, Sem 0.1770, dir -0.4037, norm 0.4076, swav 0.0000 LR: 1.695e-02 Score 93.265 Data time: 0.2429, Forward time: 2.2776, Backward time: 3.1055, DDP time: 0.0053, Total iter time: 5.7882 [2020-11-06 04:34:10,519][root][INFO] - ===> Epoch[332](8610/26): Loss 0.1145, Sem 0.1129, dir -0.4467, norm 0.4483, swav 0.0000 LR: 1.694e-02 Score 95.804 Data time: 0.2889, Forward time: 2.2777, Backward time: 3.1054, DDP time: 0.0053, Total iter time: 6.0412 [2020-11-06 04:34:15,294][root][INFO] - ===> Epoch[332](8611/26): Loss 0.0765, Sem 0.1604, dir -0.4612, norm 0.3773, swav 0.0000 LR: 1.693e-02 Score 94.644 Data time: 0.2042, Forward time: 2.2777, Backward time: 3.1053, DDP time: 0.0053, Total iter time: 4.6354 [2020-11-06 04:34:20,469][root][INFO] - ===> Epoch[332](8612/26): Loss 0.1573, Sem 0.2267, dir -0.4692, norm 0.3998, swav 0.0000 LR: 1.692e-02 Score 94.536 Data time: 0.2531, Forward time: 2.2778, Backward time: 3.1052, DDP time: 0.0053, Total iter time: 5.0702 [2020-11-06 04:34:26,145][root][INFO] - ===> Epoch[332](8613/26): Loss 0.1260, Sem 0.1580, dir -0.4203, norm 0.3883, swav 0.0000 LR: 1.691e-02 Score 94.662 Data time: 0.2337, Forward time: 2.2778, Backward time: 3.1052, DDP time: 0.0053, Total iter time: 5.5492 [2020-11-06 04:34:32,272][root][INFO] - ===> Epoch[332](8614/26): Loss 0.1603, Sem 0.1711, dir -0.4294, norm 0.4186, swav 0.0000 LR: 1.690e-02 Score 94.551 Data time: 0.2128, Forward time: 2.2778, Backward time: 3.1052, DDP time: 0.0053, Total iter time: 6.0097 [2020-11-06 04:34:38,483][root][INFO] - ===> Epoch[332](8615/26): Loss 0.1368, Sem 0.1737, dir -0.4319, norm 0.3950, swav 0.0000 LR: 1.689e-02 Score 95.069 Data time: 0.2456, Forward time: 2.2778, Backward time: 3.1052, DDP time: 0.0053, Total iter time: 6.0929 [2020-11-06 04:34:42,921][root][INFO] - ===> Epoch[332](8616/26): Loss 0.1127, Sem 0.1406, dir -0.4235, norm 0.3956, swav 0.0000 LR: 1.688e-02 Score 95.512 Data time: 0.2164, Forward time: 2.2778, Backward time: 3.1051, DDP time: 0.0053, Total iter time: 4.3083 [2020-11-06 04:34:48,044][root][INFO] - ===> Epoch[332](8617/26): Loss 0.1385, Sem 0.1475, dir -0.3938, norm 0.3849, swav 0.0000 LR: 1.686e-02 Score 95.233 Data time: 0.2256, Forward time: 2.2778, Backward time: 3.1050, DDP time: 0.0053, Total iter time: 5.0225 [2020-11-06 04:34:53,511][root][INFO] - ===> Epoch[332](8618/26): Loss 0.1094, Sem 0.1410, dir -0.4447, norm 0.4131, swav 0.0000 LR: 1.685e-02 Score 95.769 Data time: 0.2147, Forward time: 2.2778, Backward time: 3.1049, DDP time: 0.0053, Total iter time: 5.3168 [2020-11-06 04:34:59,145][root][INFO] - ===> Epoch[332](8619/26): Loss 0.1269, Sem 0.1875, dir -0.4517, norm 0.3911, swav 0.0000 LR: 1.684e-02 Score 94.797 Data time: 0.2257, Forward time: 2.2779, Backward time: 3.1049, DDP time: 0.0053, Total iter time: 5.5076 [2020-11-06 04:35:04,646][root][INFO] - ===> Epoch[332](8620/26): Loss 0.0538, Sem 0.1270, dir -0.4409, norm 0.3678, swav 0.0000 LR: 1.683e-02 Score 95.611 Data time: 0.2368, Forward time: 2.2779, Backward time: 3.1048, DDP time: 0.0053, Total iter time: 5.3714 [2020-11-06 04:35:10,005][root][INFO] - ===> Epoch[332](8621/26): Loss 0.1692, Sem 0.1943, dir -0.3911, norm 0.3660, swav 0.0000 LR: 1.682e-02 Score 94.410 Data time: 0.1456, Forward time: 2.2778, Backward time: 3.1049, DDP time: 0.0053, Total iter time: 5.2458 [2020-11-06 04:35:15,651][root][INFO] - ===> Epoch[332](8622/26): Loss 0.1828, Sem 0.1775, dir -0.4356, norm 0.4409, swav 0.0000 LR: 1.681e-02 Score 94.432 Data time: 0.1880, Forward time: 2.2778, Backward time: 3.1049, DDP time: 0.0053, Total iter time: 5.5488 [2020-11-06 04:35:20,209][root][INFO] - ===> Epoch[332](8623/26): Loss 0.0879, Sem 0.1599, dir -0.4930, norm 0.4210, swav 0.0000 LR: 1.680e-02 Score 95.051 Data time: 0.1603, Forward time: 2.2777, Backward time: 3.1048, DDP time: 0.0053, Total iter time: 4.4504 [2020-11-06 04:35:25,050][root][INFO] - ===> Epoch[332](8624/26): Loss 0.1172, Sem 0.1552, dir -0.3900, norm 0.3519, swav 0.0000 LR: 1.679e-02 Score 95.705 Data time: 0.1948, Forward time: 2.2777, Backward time: 3.1047, DDP time: 0.0053, Total iter time: 4.7401 [2020-11-06 04:35:29,982][root][INFO] - ===> Epoch[332](8625/26): Loss 0.0927, Sem 0.1432, dir -0.4641, norm 0.4136, swav 0.0000 LR: 1.678e-02 Score 94.764 Data time: 0.1896, Forward time: 2.2776, Backward time: 3.1047, DDP time: 0.0053, Total iter time: 4.8228 [2020-11-06 04:35:34,760][root][INFO] - ===> Epoch[332](8626/26): Loss 0.0663, Sem 0.1383, dir -0.4150, norm 0.3430, swav 0.0000 LR: 1.677e-02 Score 95.474 Data time: 0.2139, Forward time: 2.2776, Backward time: 3.1046, DDP time: 0.0053, Total iter time: 4.6611 [2020-11-06 04:35:40,142][root][INFO] - ===> Epoch[332](8627/26): Loss 0.1511, Sem 0.1437, dir -0.4255, norm 0.4329, swav 0.0000 LR: 1.676e-02 Score 95.178 Data time: 0.1729, Forward time: 2.2776, Backward time: 3.1046, DDP time: 0.0053, Total iter time: 5.2759 [2020-11-06 04:35:47,371][root][INFO] - ===> Epoch[332](8628/26): Loss 0.1793, Sem 0.1935, dir -0.4093, norm 0.3951, swav 0.0000 LR: 1.674e-02 Score 93.644 Data time: 0.2184, Forward time: 2.2776, Backward time: 3.1047, DDP time: 0.0053, Total iter time: 7.1296 [2020-11-06 04:35:52,356][root][INFO] - ===> Epoch[332](8629/26): Loss 0.1535, Sem 0.1983, dir -0.4348, norm 0.3900, swav 0.0000 LR: 1.673e-02 Score 94.009 Data time: 0.1738, Forward time: 2.2775, Backward time: 3.1047, DDP time: 0.0053, Total iter time: 4.8297 [2020-11-06 04:35:57,719][root][INFO] - ===> Epoch[332](8630/26): Loss 0.1781, Sem 0.2288, dir -0.4259, norm 0.3753, swav 0.0000 LR: 1.672e-02 Score 93.218 Data time: 0.2534, Forward time: 2.2776, Backward time: 3.1046, DDP time: 0.0053, Total iter time: 5.2839 [2020-11-06 04:36:02,907][root][INFO] - ===> Epoch[332](8631/26): Loss 0.0912, Sem 0.1875, dir -0.4709, norm 0.3745, swav 0.0000 LR: 1.671e-02 Score 94.209 Data time: 0.2298, Forward time: 2.2776, Backward time: 3.1045, DDP time: 0.0053, Total iter time: 5.0586 [2020-11-06 04:36:08,918][root][INFO] - ===> Epoch[332](8632/26): Loss 0.1702, Sem 0.1578, dir -0.4296, norm 0.4419, swav 0.0000 LR: 1.670e-02 Score 94.166 Data time: 0.2040, Forward time: 2.2776, Backward time: 3.1045, DDP time: 0.0053, Total iter time: 5.9061 [2020-11-06 04:36:14,398][root][INFO] - ===> Epoch[333](8633/26): Loss 0.1012, Sem 0.1589, dir -0.4357, norm 0.3779, swav 0.0000 LR: 1.669e-02 Score 94.926 Data time: 0.1751, Forward time: 2.2776, Backward time: 3.1045, DDP time: 0.0053, Total iter time: 5.3794 [2020-11-06 04:36:20,073][root][INFO] - ===> Epoch[333](8634/26): Loss 0.1349, Sem 0.1905, dir -0.4449, norm 0.3892, swav 0.0000 LR: 1.668e-02 Score 93.284 Data time: 0.1735, Forward time: 2.2775, Backward time: 3.1046, DDP time: 0.0053, Total iter time: 5.5862 [2020-11-06 04:36:26,934][root][INFO] - ===> Epoch[333](8635/26): Loss 0.0870, Sem 0.1359, dir -0.4517, norm 0.4027, swav 0.0000 LR: 1.667e-02 Score 94.969 Data time: 0.2741, Forward time: 2.2775, Backward time: 3.1047, DDP time: 0.0053, Total iter time: 6.7702 [2020-11-06 04:36:33,346][root][INFO] - ===> Epoch[333](8636/26): Loss 0.1235, Sem 0.1778, dir -0.4563, norm 0.4020, swav 0.0000 LR: 1.666e-02 Score 94.366 Data time: 0.2687, Forward time: 2.2776, Backward time: 3.1047, DDP time: 0.0053, Total iter time: 6.2817 [2020-11-06 04:36:38,917][root][INFO] - ===> Epoch[333](8637/26): Loss 0.1698, Sem 0.1760, dir -0.4264, norm 0.4202, swav 0.0000 LR: 1.665e-02 Score 94.728 Data time: 0.1969, Forward time: 2.2776, Backward time: 3.1047, DDP time: 0.0053, Total iter time: 5.4248 [2020-11-06 04:36:45,026][root][INFO] - ===> Epoch[333](8638/26): Loss 0.0788, Sem 0.1420, dir -0.4390, norm 0.3758, swav 0.0000 LR: 1.663e-02 Score 95.108 Data time: 0.2198, Forward time: 2.2776, Backward time: 3.1047, DDP time: 0.0053, Total iter time: 6.0017 [2020-11-06 04:36:51,390][root][INFO] - ===> Epoch[333](8639/26): Loss 0.1459, Sem 0.1811, dir -0.4331, norm 0.3979, swav 0.0000 LR: 1.662e-02 Score 94.977 Data time: 0.1734, Forward time: 2.2775, Backward time: 3.1048, DDP time: 0.0053, Total iter time: 6.2324 [2020-11-06 04:36:57,445][root][INFO] - ===> Epoch[333](8640/26): Loss 0.1739, Sem 0.1890, dir -0.4471, norm 0.4320, swav 0.0000 LR: 1.661e-02 Score 94.880 Data time: 0.2468, Forward time: 2.2776, Backward time: 3.1048, DDP time: 0.0053, Total iter time: 5.9720 [2020-11-06 04:37:02,437][root][INFO] - ===> Epoch[333](8641/26): Loss 0.0947, Sem 0.1581, dir -0.4515, norm 0.3881, swav 0.0000 LR: 1.660e-02 Score 94.085 Data time: 0.1971, Forward time: 2.2776, Backward time: 3.1047, DDP time: 0.0053, Total iter time: 4.8731 [2020-11-06 04:37:08,455][root][INFO] - ===> Epoch[333](8642/26): Loss 0.0841, Sem 0.1316, dir -0.4628, norm 0.4153, swav 0.0000 LR: 1.659e-02 Score 95.169 Data time: 0.2342, Forward time: 2.2775, Backward time: 3.1048, DDP time: 0.0053, Total iter time: 5.9010 [2020-11-06 04:37:15,447][root][INFO] - ===> Epoch[333](8643/26): Loss 0.1382, Sem 0.1720, dir -0.4419, norm 0.4082, swav 0.0000 LR: 1.658e-02 Score 95.014 Data time: 0.3239, Forward time: 2.2776, Backward time: 3.1048, DDP time: 0.0053, Total iter time: 6.8502 [2020-11-06 04:37:20,399][root][INFO] - ===> Epoch[333](8644/26): Loss 0.0420, Sem 0.1464, dir -0.4496, norm 0.3452, swav 0.0000 LR: 1.657e-02 Score 95.041 Data time: 0.2446, Forward time: 2.2776, Backward time: 3.1047, DDP time: 0.0053, Total iter time: 4.7828 [2020-11-06 04:37:26,738][root][INFO] - ===> Epoch[333](8645/26): Loss 0.1271, Sem 0.1612, dir -0.4205, norm 0.3864, swav 0.0000 LR: 1.656e-02 Score 94.048 Data time: 0.3331, Forward time: 2.2777, Backward time: 3.1046, DDP time: 0.0053, Total iter time: 6.2350 [2020-11-06 04:37:31,943][root][INFO] - ===> Epoch[333](8646/26): Loss 0.1802, Sem 0.2150, dir -0.4954, norm 0.4605, swav 0.0000 LR: 1.655e-02 Score 92.541 Data time: 0.2054, Forward time: 2.2777, Backward time: 3.1046, DDP time: 0.0053, Total iter time: 5.0726 [2020-11-06 04:37:36,743][root][INFO] - ===> Epoch[333](8647/26): Loss 0.0621, Sem 0.1297, dir -0.4066, norm 0.3389, swav 0.0000 LR: 1.654e-02 Score 95.217 Data time: 0.2364, Forward time: 2.2778, Backward time: 3.1045, DDP time: 0.0053, Total iter time: 4.7012 [2020-11-06 04:37:42,253][root][INFO] - ===> Epoch[333](8648/26): Loss 0.1351, Sem 0.1601, dir -0.4310, norm 0.4060, swav 0.0000 LR: 1.652e-02 Score 95.047 Data time: 0.2333, Forward time: 2.2777, Backward time: 3.1044, DDP time: 0.0053, Total iter time: 5.4077 [2020-11-06 04:37:47,145][root][INFO] - ===> Epoch[333](8649/26): Loss 0.1766, Sem 0.1786, dir -0.4124, norm 0.4104, swav 0.0000 LR: 1.651e-02 Score 94.503 Data time: 0.2053, Forward time: 2.2777, Backward time: 3.1044, DDP time: 0.0053, Total iter time: 4.7857 [2020-11-06 04:37:51,726][root][INFO] - ===> Epoch[333](8650/26): Loss -0.0067, Sem 0.1175, dir -0.4676, norm 0.3434, swav 0.0000 LR: 1.650e-02 Score 95.894 Data time: 0.2074, Forward time: 2.2777, Backward time: 3.1043, DDP time: 0.0053, Total iter time: 4.4628 [2020-11-06 04:37:57,610][root][INFO] - ===> Epoch[333](8651/26): Loss 0.1453, Sem 0.1690, dir -0.3832, norm 0.3594, swav 0.0000 LR: 1.649e-02 Score 94.711 Data time: 0.2922, Forward time: 2.2778, Backward time: 3.1042, DDP time: 0.0053, Total iter time: 5.7723 [2020-11-06 04:38:03,626][root][INFO] - ===> Epoch[333](8652/26): Loss 0.1127, Sem 0.1854, dir -0.4671, norm 0.3943, swav 0.0000 LR: 1.648e-02 Score 94.479 Data time: 0.2427, Forward time: 2.2778, Backward time: 3.1042, DDP time: 0.0053, Total iter time: 5.8827 [2020-11-06 04:38:09,874][root][INFO] - ===> Epoch[333](8653/26): Loss 0.1086, Sem 0.1227, dir -0.4370, norm 0.4229, swav 0.0000 LR: 1.647e-02 Score 95.712 Data time: 0.1496, Forward time: 2.2777, Backward time: 3.1043, DDP time: 0.0053, Total iter time: 6.1284 [2020-11-06 04:38:14,609][root][INFO] - ===> Epoch[333](8654/26): Loss 0.0944, Sem 0.1653, dir -0.4868, norm 0.4160, swav 0.0000 LR: 1.646e-02 Score 94.497 Data time: 0.1424, Forward time: 2.2777, Backward time: 3.1043, DDP time: 0.0053, Total iter time: 4.6546 [2020-11-06 04:38:20,292][root][INFO] - ===> Epoch[333](8655/26): Loss 0.1007, Sem 0.1613, dir -0.4470, norm 0.3863, swav 0.0000 LR: 1.645e-02 Score 94.229 Data time: 0.1951, Forward time: 2.2776, Backward time: 3.1043, DDP time: 0.0053, Total iter time: 5.6254 [2020-11-06 04:38:25,395][root][INFO] - ===> Epoch[333](8656/26): Loss 0.1478, Sem 0.1579, dir -0.3647, norm 0.3546, swav 0.0000 LR: 1.644e-02 Score 94.912 Data time: 0.2385, Forward time: 2.2777, Backward time: 3.1042, DDP time: 0.0053, Total iter time: 4.9941 [2020-11-06 04:38:29,819][root][INFO] - ===> Epoch[333](8657/26): Loss 0.1544, Sem 0.1769, dir -0.4658, norm 0.4433, swav 0.0000 LR: 1.643e-02 Score 94.071 Data time: 0.1426, Forward time: 2.2776, Backward time: 3.1041, DDP time: 0.0053, Total iter time: 4.3176 [2020-11-06 04:38:36,281][root][INFO] - ===> Epoch[333](8658/26): Loss 0.0535, Sem 0.1672, dir -0.5099, norm 0.3961, swav 0.0000 LR: 1.641e-02 Score 94.548 Data time: 0.1836, Forward time: 2.2775, Backward time: 3.1042, DDP time: 0.0053, Total iter time: 6.3807 [2020-11-06 04:38:41,697][root][INFO] - ===> Epoch[334](8659/26): Loss 0.1060, Sem 0.1441, dir -0.4690, norm 0.4309, swav 0.0000 LR: 1.640e-02 Score 95.531 Data time: 0.1708, Forward time: 2.2775, Backward time: 3.1042, DDP time: 0.0053, Total iter time: 5.3050 [2020-11-06 04:38:48,150][root][INFO] - ===> Epoch[334](8660/26): Loss 0.1690, Sem 0.1797, dir -0.4408, norm 0.4301, swav 0.0000 LR: 1.639e-02 Score 95.282 Data time: 0.2267, Forward time: 2.2775, Backward time: 3.1043, DDP time: 0.0053, Total iter time: 6.3496 [2020-11-06 04:38:53,530][root][INFO] - ===> Epoch[334](8661/26): Loss 0.0201, Sem 0.1799, dir -0.5555, norm 0.3958, swav 0.0000 LR: 1.638e-02 Score 94.477 Data time: 0.2523, Forward time: 2.2775, Backward time: 3.1043, DDP time: 0.0053, Total iter time: 5.2829 [2020-11-06 04:38:58,526][root][INFO] - ===> Epoch[334](8662/26): Loss 0.1453, Sem 0.1708, dir -0.4297, norm 0.4042, swav 0.0000 LR: 1.637e-02 Score 94.492 Data time: 0.2500, Forward time: 2.2775, Backward time: 3.1042, DDP time: 0.0053, Total iter time: 4.8843 [2020-11-06 04:39:06,244][root][INFO] - ===> Epoch[334](8663/26): Loss 0.1844, Sem 0.1676, dir -0.3826, norm 0.3994, swav 0.0000 LR: 1.636e-02 Score 95.420 Data time: 0.2682, Forward time: 2.2776, Backward time: 3.1043, DDP time: 0.0053, Total iter time: 7.6055 [2020-11-06 04:39:11,586][root][INFO] - ===> Epoch[334](8664/26): Loss 0.1041, Sem 0.1467, dir -0.4622, norm 0.4196, swav 0.0000 LR: 1.635e-02 Score 95.914 Data time: 0.2268, Forward time: 2.2776, Backward time: 3.1042, DDP time: 0.0053, Total iter time: 5.1752 [2020-11-06 04:39:17,115][root][INFO] - ===> Epoch[334](8665/26): Loss 0.1879, Sem 0.2057, dir -0.4341, norm 0.4164, swav 0.0000 LR: 1.634e-02 Score 93.716 Data time: 0.1906, Forward time: 2.2776, Backward time: 3.1042, DDP time: 0.0053, Total iter time: 5.4104 [2020-11-06 04:39:22,854][root][INFO] - ===> Epoch[334](8666/26): Loss 0.0504, Sem 0.1343, dir -0.4228, norm 0.3389, swav 0.0000 LR: 1.633e-02 Score 95.588 Data time: 0.1577, Forward time: 2.2775, Backward time: 3.1043, DDP time: 0.0053, Total iter time: 5.6257 [2020-11-06 04:39:28,753][root][INFO] - ===> Epoch[334](8667/26): Loss 0.0512, Sem 0.1151, dir -0.4533, norm 0.3895, swav 0.0000 LR: 1.632e-02 Score 95.722 Data time: 0.1612, Forward time: 2.2775, Backward time: 3.1043, DDP time: 0.0053, Total iter time: 5.8222 [2020-11-06 04:39:33,369][root][INFO] - ===> Epoch[334](8668/26): Loss 0.0880, Sem 0.1575, dir -0.4857, norm 0.4162, swav 0.0000 LR: 1.630e-02 Score 95.391 Data time: 0.2083, Forward time: 2.2774, Backward time: 3.1043, DDP time: 0.0053, Total iter time: 4.5318 [2020-11-06 04:39:39,474][root][INFO] - ===> Epoch[334](8669/26): Loss 0.1672, Sem 0.1759, dir -0.4562, norm 0.4475, swav 0.0000 LR: 1.629e-02 Score 93.297 Data time: 0.2325, Forward time: 2.2774, Backward time: 3.1043, DDP time: 0.0053, Total iter time: 6.0263 [2020-11-06 04:39:44,913][root][INFO] - ===> Epoch[334](8670/26): Loss 0.1322, Sem 0.2062, dir -0.4547, norm 0.3807, swav 0.0000 LR: 1.628e-02 Score 93.738 Data time: 0.2185, Forward time: 2.2774, Backward time: 3.1043, DDP time: 0.0053, Total iter time: 5.3215 [2020-11-06 04:39:50,596][root][INFO] - ===> Epoch[334](8671/26): Loss 0.1037, Sem 0.1703, dir -0.4621, norm 0.3955, swav 0.0000 LR: 1.627e-02 Score 95.206 Data time: 0.2395, Forward time: 2.2774, Backward time: 3.1042, DDP time: 0.0053, Total iter time: 5.5734 [2020-11-06 04:39:55,304][root][INFO] - ===> Epoch[334](8672/26): Loss 0.0717, Sem 0.1350, dir -0.4586, norm 0.3953, swav 0.0000 LR: 1.626e-02 Score 95.128 Data time: 0.2683, Forward time: 2.2774, Backward time: 3.1041, DDP time: 0.0053, Total iter time: 4.5737 [2020-11-06 04:40:00,565][root][INFO] - ===> Epoch[334](8673/26): Loss 0.1378, Sem 0.1650, dir -0.4014, norm 0.3743, swav 0.0000 LR: 1.625e-02 Score 94.951 Data time: 0.1573, Forward time: 2.2774, Backward time: 3.1041, DDP time: 0.0053, Total iter time: 5.1528 [2020-11-06 04:40:07,338][root][INFO] - ===> Epoch[334](8674/26): Loss 0.0478, Sem 0.1491, dir -0.4938, norm 0.3926, swav 0.0000 LR: 1.624e-02 Score 94.915 Data time: 0.1732, Forward time: 2.2773, Backward time: 3.1043, DDP time: 0.0053, Total iter time: 6.7019 [2020-11-06 04:40:13,927][root][INFO] - ===> Epoch[334](8675/26): Loss 0.1598, Sem 0.1447, dir -0.3985, norm 0.4136, swav 0.0000 LR: 1.623e-02 Score 94.960 Data time: 0.2096, Forward time: 2.2773, Backward time: 3.1044, DDP time: 0.0053, Total iter time: 6.5103 [2020-11-06 04:40:20,235][root][INFO] - ===> Epoch[334](8676/26): Loss 0.1027, Sem 0.1594, dir -0.4357, norm 0.3791, swav 0.0000 LR: 1.622e-02 Score 94.900 Data time: 0.2281, Forward time: 2.2773, Backward time: 3.1044, DDP time: 0.0053, Total iter time: 6.1869 [2020-11-06 04:40:25,456][root][INFO] - ===> Epoch[334](8677/26): Loss 0.0773, Sem 0.2004, dir -0.5041, norm 0.3810, swav 0.0000 LR: 1.621e-02 Score 93.734 Data time: 0.1809, Forward time: 2.2773, Backward time: 3.1044, DDP time: 0.0053, Total iter time: 5.0742 [2020-11-06 04:40:31,632][root][INFO] - ===> Epoch[334](8678/26): Loss 0.1256, Sem 0.1672, dir -0.4596, norm 0.4180, swav 0.0000 LR: 1.619e-02 Score 95.027 Data time: 0.1669, Forward time: 2.2772, Backward time: 3.1045, DDP time: 0.0053, Total iter time: 6.0917 [2020-11-06 04:40:37,603][root][INFO] - ===> Epoch[334](8679/26): Loss 0.2478, Sem 0.2136, dir -0.4159, norm 0.4501, swav 0.0000 LR: 1.618e-02 Score 92.440 Data time: 0.2218, Forward time: 2.2772, Backward time: 3.1045, DDP time: 0.0053, Total iter time: 5.8893 [2020-11-06 04:40:43,415][root][INFO] - ===> Epoch[334](8680/26): Loss 0.1030, Sem 0.1340, dir -0.3955, norm 0.3645, swav 0.0000 LR: 1.617e-02 Score 95.458 Data time: 0.2781, Forward time: 2.2773, Backward time: 3.1045, DDP time: 0.0053, Total iter time: 5.6895 [2020-11-06 04:40:48,051][root][INFO] - ===> Epoch[334](8681/26): Loss 0.0803, Sem 0.1436, dir -0.4741, norm 0.4108, swav 0.0000 LR: 1.616e-02 Score 96.159 Data time: 0.1872, Forward time: 2.2772, Backward time: 3.1044, DDP time: 0.0053, Total iter time: 4.4869 [2020-11-06 04:40:54,070][root][INFO] - ===> Epoch[334](8682/26): Loss 0.1417, Sem 0.1346, dir -0.4150, norm 0.4221, swav 0.0000 LR: 1.615e-02 Score 95.630 Data time: 0.1930, Forward time: 2.2772, Backward time: 3.1044, DDP time: 0.0053, Total iter time: 5.9096 [2020-11-06 04:40:58,841][root][INFO] - ===> Epoch[334](8683/26): Loss 0.0653, Sem 0.1465, dir -0.4548, norm 0.3737, swav 0.0000 LR: 1.614e-02 Score 94.255 Data time: 0.2122, Forward time: 2.2772, Backward time: 3.1043, DDP time: 0.0053, Total iter time: 4.6601 [2020-11-06 04:41:03,884][root][INFO] - ===> Epoch[334](8684/26): Loss 0.0481, Sem 0.1556, dir -0.4889, norm 0.3813, swav 0.0000 LR: 1.613e-02 Score 95.212 Data time: 0.2189, Forward time: 2.2772, Backward time: 3.1042, DDP time: 0.0053, Total iter time: 4.9334 [2020-11-06 04:41:10,401][root][INFO] - ===> Epoch[335](8685/26): Loss 0.0612, Sem 0.1512, dir -0.4464, norm 0.3563, swav 0.0000 LR: 1.612e-02 Score 95.862 Data time: 0.2853, Forward time: 2.2773, Backward time: 3.1042, DDP time: 0.0053, Total iter time: 6.3790 [2020-11-06 04:41:16,638][root][INFO] - ===> Epoch[335](8686/26): Loss 0.1133, Sem 0.1711, dir -0.4276, norm 0.3699, swav 0.0000 LR: 1.611e-02 Score 94.412 Data time: 0.1925, Forward time: 2.2773, Backward time: 3.1043, DDP time: 0.0053, Total iter time: 6.0965 [2020-11-06 04:41:23,111][root][INFO] - ===> Epoch[335](8687/26): Loss 0.0583, Sem 0.1637, dir -0.4519, norm 0.3465, swav 0.0000 LR: 1.610e-02 Score 94.130 Data time: 0.2149, Forward time: 2.2773, Backward time: 3.1044, DDP time: 0.0053, Total iter time: 6.3309 [2020-11-06 04:41:28,981][root][INFO] - ===> Epoch[335](8688/26): Loss 0.0799, Sem 0.1472, dir -0.4389, norm 0.3715, swav 0.0000 LR: 1.608e-02 Score 95.990 Data time: 0.2051, Forward time: 2.2772, Backward time: 3.1044, DDP time: 0.0053, Total iter time: 5.7430 [2020-11-06 04:41:34,423][root][INFO] - ===> Epoch[335](8689/26): Loss 0.0747, Sem 0.1540, dir -0.4841, norm 0.4048, swav 0.0000 LR: 1.607e-02 Score 95.076 Data time: 0.2116, Forward time: 2.2772, Backward time: 3.1044, DDP time: 0.0053, Total iter time: 5.3413 [2020-11-06 04:41:39,398][root][INFO] - ===> Epoch[335](8690/26): Loss 0.1212, Sem 0.1158, dir -0.3800, norm 0.3855, swav 0.0000 LR: 1.606e-02 Score 96.355 Data time: 0.1586, Forward time: 2.2771, Backward time: 3.1044, DDP time: 0.0053, Total iter time: 4.8400 [2020-11-06 04:41:44,388][root][INFO] - ===> Epoch[335](8691/26): Loss 0.0227, Sem 0.1489, dir -0.5017, norm 0.3755, swav 0.0000 LR: 1.605e-02 Score 94.993 Data time: 0.1669, Forward time: 2.2771, Backward time: 3.1043, DDP time: 0.0053, Total iter time: 4.8932 [2020-11-06 04:41:49,432][root][INFO] - ===> Epoch[335](8692/26): Loss 0.0660, Sem 0.1522, dir -0.4592, norm 0.3729, swav 0.0000 LR: 1.604e-02 Score 95.743 Data time: 0.2358, Forward time: 2.2771, Backward time: 3.1042, DDP time: 0.0053, Total iter time: 4.9206 [2020-11-06 04:41:56,417][root][INFO] - ===> Epoch[335](8693/26): Loss 0.0830, Sem 0.1853, dir -0.4645, norm 0.3622, swav 0.0000 LR: 1.603e-02 Score 93.592 Data time: 0.1989, Forward time: 2.2771, Backward time: 3.1044, DDP time: 0.0053, Total iter time: 6.8555 [2020-11-06 04:42:02,072][root][INFO] - ===> Epoch[335](8694/26): Loss 0.1343, Sem 0.1723, dir -0.3846, norm 0.3467, swav 0.0000 LR: 1.602e-02 Score 93.792 Data time: 0.2350, Forward time: 2.2771, Backward time: 3.1044, DDP time: 0.0053, Total iter time: 5.5453 [2020-11-06 04:42:07,765][root][INFO] - ===> Epoch[335](8695/26): Loss 0.1005, Sem 0.1589, dir -0.4626, norm 0.4042, swav 0.0000 LR: 1.601e-02 Score 94.386 Data time: 0.2573, Forward time: 2.2771, Backward time: 3.1043, DDP time: 0.0053, Total iter time: 5.5650 [2020-11-06 04:42:14,540][root][INFO] - ===> Epoch[335](8696/26): Loss 0.0724, Sem 0.1619, dir -0.4160, norm 0.3265, swav 0.0000 LR: 1.600e-02 Score 95.262 Data time: 0.2681, Forward time: 2.2771, Backward time: 3.1044, DDP time: 0.0053, Total iter time: 6.6315 [2020-11-06 04:42:19,385][root][INFO] - ===> Epoch[335](8697/26): Loss 0.2017, Sem 0.1848, dir -0.4433, norm 0.4603, swav 0.0000 LR: 1.598e-02 Score 93.898 Data time: 0.2323, Forward time: 2.2771, Backward time: 3.1043, DDP time: 0.0053, Total iter time: 4.7380 [2020-11-06 04:42:24,731][root][INFO] - ===> Epoch[335](8698/26): Loss 0.0998, Sem 0.1486, dir -0.4261, norm 0.3773, swav 0.0000 LR: 1.597e-02 Score 95.033 Data time: 0.1893, Forward time: 2.2771, Backward time: 3.1043, DDP time: 0.0053, Total iter time: 5.2173 [2020-11-06 04:42:30,231][root][INFO] - ===> Epoch[335](8699/26): Loss 0.1473, Sem 0.1569, dir -0.3921, norm 0.3824, swav 0.0000 LR: 1.596e-02 Score 95.179 Data time: 0.2244, Forward time: 2.2771, Backward time: 3.1042, DDP time: 0.0053, Total iter time: 5.3661 [2020-11-06 04:42:35,882][root][INFO] - ===> Epoch[335](8700/26): Loss 0.1612, Sem 0.2123, dir -0.4557, norm 0.4046, swav 0.0000 LR: 1.595e-02 Score 93.309 Data time: 0.1551, Forward time: 2.2770, Backward time: 3.1043, DDP time: 0.0053, Total iter time: 5.5208 [2020-11-06 04:42:41,730][root][INFO] - ===> Epoch[335](8701/26): Loss 0.1454, Sem 0.1446, dir -0.4284, norm 0.4292, swav 0.0000 LR: 1.594e-02 Score 95.477 Data time: 0.2117, Forward time: 2.2770, Backward time: 3.1043, DDP time: 0.0053, Total iter time: 5.7448 [2020-11-06 04:42:47,772][root][INFO] - ===> Epoch[335](8702/26): Loss 0.0682, Sem 0.1192, dir -0.4623, norm 0.4113, swav 0.0000 LR: 1.593e-02 Score 95.637 Data time: 0.2256, Forward time: 2.2770, Backward time: 3.1043, DDP time: 0.0053, Total iter time: 5.9298 [2020-11-06 04:42:53,471][root][INFO] - ===> Epoch[335](8703/26): Loss 0.0251, Sem 0.1377, dir -0.4819, norm 0.3694, swav 0.0000 LR: 1.592e-02 Score 94.952 Data time: 0.2504, Forward time: 2.2770, Backward time: 3.1043, DDP time: 0.0053, Total iter time: 5.5782 [2020-11-06 04:43:00,107][root][INFO] - ===> Epoch[335](8704/26): Loss 0.1432, Sem 0.1882, dir -0.4292, norm 0.3842, swav 0.0000 LR: 1.591e-02 Score 93.292 Data time: 0.3114, Forward time: 2.2772, Backward time: 3.1043, DDP time: 0.0053, Total iter time: 6.4972 [2020-11-06 04:43:06,989][root][INFO] - ===> Epoch[335](8705/26): Loss 0.0836, Sem 0.1385, dir -0.4322, norm 0.3773, swav 0.0000 LR: 1.590e-02 Score 95.826 Data time: 0.1662, Forward time: 2.2771, Backward time: 3.1044, DDP time: 0.0053, Total iter time: 6.7568 [2020-11-06 04:43:12,351][root][INFO] - ===> Epoch[335](8706/26): Loss 0.1021, Sem 0.1569, dir -0.4575, norm 0.4028, swav 0.0000 LR: 1.589e-02 Score 94.573 Data time: 0.1843, Forward time: 2.2771, Backward time: 3.1044, DDP time: 0.0053, Total iter time: 5.2436 [2020-11-06 04:43:18,689][root][INFO] - ===> Epoch[335](8707/26): Loss 0.1330, Sem 0.1340, dir -0.4039, norm 0.4029, swav 0.0000 LR: 1.587e-02 Score 95.810 Data time: 0.2234, Forward time: 2.2770, Backward time: 3.1045, DDP time: 0.0053, Total iter time: 6.2140 [2020-11-06 04:43:24,560][root][INFO] - ===> Epoch[335](8708/26): Loss 0.1150, Sem 0.1659, dir -0.4099, norm 0.3590, swav 0.0000 LR: 1.586e-02 Score 94.697 Data time: 0.2833, Forward time: 2.2771, Backward time: 3.1045, DDP time: 0.0053, Total iter time: 5.7621 [2020-11-06 04:43:29,985][root][INFO] - ===> Epoch[335](8709/26): Loss 0.0618, Sem 0.1456, dir -0.4369, norm 0.3531, swav 0.0000 LR: 1.585e-02 Score 95.757 Data time: 0.2260, Forward time: 2.2771, Backward time: 3.1044, DDP time: 0.0053, Total iter time: 5.2830 [2020-11-06 04:43:36,045][root][INFO] - ===> Epoch[335](8710/26): Loss 0.1398, Sem 0.1697, dir -0.4180, norm 0.3881, swav 0.0000 LR: 1.584e-02 Score 95.996 Data time: 0.2181, Forward time: 2.2771, Backward time: 3.1044, DDP time: 0.0053, Total iter time: 5.9465 [2020-11-06 04:43:41,003][root][INFO] - ===> Epoch[336](8711/26): Loss 0.1291, Sem 0.1553, dir -0.3947, norm 0.3685, swav 0.0000 LR: 1.583e-02 Score 95.010 Data time: 0.2601, Forward time: 2.2772, Backward time: 3.1043, DDP time: 0.0053, Total iter time: 4.8329 [2020-11-06 04:43:47,315][root][INFO] - ===> Epoch[336](8712/26): Loss 0.1447, Sem 0.1969, dir -0.4298, norm 0.3776, swav 0.0000 LR: 1.582e-02 Score 93.444 Data time: 0.2527, Forward time: 2.2772, Backward time: 3.1043, DDP time: 0.0053, Total iter time: 6.2021 [2020-11-06 04:43:52,373][root][INFO] - ===> Epoch[336](8713/26): Loss 0.0532, Sem 0.1247, dir -0.4235, norm 0.3520, swav 0.0000 LR: 1.581e-02 Score 95.670 Data time: 0.1610, Forward time: 2.2772, Backward time: 3.1043, DDP time: 0.0053, Total iter time: 4.9408 [2020-11-06 04:43:57,495][root][INFO] - ===> Epoch[336](8714/26): Loss 0.1484, Sem 0.1492, dir -0.4507, norm 0.4499, swav 0.0000 LR: 1.580e-02 Score 95.216 Data time: 0.2101, Forward time: 2.2771, Backward time: 3.1043, DDP time: 0.0053, Total iter time: 5.0313 [2020-11-06 04:44:02,017][root][INFO] - ===> Epoch[336](8715/26): Loss 0.1336, Sem 0.1648, dir -0.4557, norm 0.4246, swav 0.0000 LR: 1.579e-02 Score 95.009 Data time: 0.2249, Forward time: 2.2771, Backward time: 3.1041, DDP time: 0.0053, Total iter time: 4.3874 [2020-11-06 04:44:07,644][root][INFO] - ===> Epoch[336](8716/26): Loss 0.0945, Sem 0.1525, dir -0.4589, norm 0.4008, swav 0.0000 LR: 1.578e-02 Score 95.849 Data time: 0.2531, Forward time: 2.2771, Backward time: 3.1041, DDP time: 0.0053, Total iter time: 5.5187 [2020-11-06 04:44:12,659][root][INFO] - ===> Epoch[336](8717/26): Loss 0.0958, Sem 0.1876, dir -0.5242, norm 0.4323, swav 0.0000 LR: 1.576e-02 Score 94.401 Data time: 0.1941, Forward time: 2.2771, Backward time: 3.1040, DDP time: 0.0053, Total iter time: 4.8784 [2020-11-06 04:44:17,525][root][INFO] - ===> Epoch[336](8718/26): Loss 0.2226, Sem 0.1941, dir -0.4147, norm 0.4431, swav 0.0000 LR: 1.575e-02 Score 93.697 Data time: 0.2004, Forward time: 2.2771, Backward time: 3.1040, DDP time: 0.0053, Total iter time: 4.7457 [2020-11-06 04:44:23,387][root][INFO] - ===> Epoch[336](8719/26): Loss 0.0867, Sem 0.1554, dir -0.4483, norm 0.3796, swav 0.0000 LR: 1.574e-02 Score 95.574 Data time: 0.2689, Forward time: 2.2771, Backward time: 3.1039, DDP time: 0.0053, Total iter time: 5.7432 [2020-11-06 04:44:28,374][root][INFO] - ===> Epoch[336](8720/26): Loss 0.1733, Sem 0.2531, dir -0.4635, norm 0.3838, swav 0.0000 LR: 1.573e-02 Score 93.113 Data time: 0.1907, Forward time: 2.2771, Backward time: 3.1038, DDP time: 0.0053, Total iter time: 4.8493 [2020-11-06 04:44:33,622][root][INFO] - ===> Epoch[336](8721/26): Loss 0.1434, Sem 0.1172, dir -0.4186, norm 0.4449, swav 0.0000 LR: 1.572e-02 Score 95.807 Data time: 0.1907, Forward time: 2.2771, Backward time: 3.1038, DDP time: 0.0053, Total iter time: 5.1400 [2020-11-06 04:44:38,823][root][INFO] - ===> Epoch[336](8722/26): Loss 0.0873, Sem 0.1626, dir -0.4533, norm 0.3781, swav 0.0000 LR: 1.571e-02 Score 94.870 Data time: 0.2367, Forward time: 2.2771, Backward time: 3.1037, DDP time: 0.0053, Total iter time: 5.0959 [2020-11-06 04:44:44,538][root][INFO] - ===> Epoch[336](8723/26): Loss 0.1401, Sem 0.1708, dir -0.4137, norm 0.3830, swav 0.0000 LR: 1.570e-02 Score 94.005 Data time: 0.2395, Forward time: 2.2771, Backward time: 3.1037, DDP time: 0.0053, Total iter time: 5.5798 [2020-11-06 04:44:51,204][root][INFO] - ===> Epoch[336](8724/26): Loss 0.0963, Sem 0.1788, dir -0.4662, norm 0.3836, swav 0.0000 LR: 1.569e-02 Score 95.077 Data time: 0.2829, Forward time: 2.2772, Backward time: 3.1037, DDP time: 0.0053, Total iter time: 6.5354 [2020-11-06 04:44:56,746][root][INFO] - ===> Epoch[336](8725/26): Loss 0.0267, Sem 0.1463, dir -0.4805, norm 0.3609, swav 0.0000 LR: 1.568e-02 Score 96.188 Data time: 0.2332, Forward time: 2.2772, Backward time: 3.1036, DDP time: 0.0053, Total iter time: 5.4125 [2020-11-06 04:45:02,312][root][INFO] - ===> Epoch[336](8726/26): Loss 0.0444, Sem 0.1585, dir -0.4844, norm 0.3703, swav 0.0000 LR: 1.566e-02 Score 94.236 Data time: 0.2504, Forward time: 2.2773, Backward time: 3.1036, DDP time: 0.0053, Total iter time: 5.4432 [2020-11-06 04:45:08,882][root][INFO] - ===> Epoch[336](8727/26): Loss 0.0474, Sem 0.1422, dir -0.4770, norm 0.3821, swav 0.0000 LR: 1.565e-02 Score 95.412 Data time: 0.2654, Forward time: 2.2773, Backward time: 3.1036, DDP time: 0.0053, Total iter time: 6.4389 [2020-11-06 04:45:14,542][root][INFO] - ===> Epoch[336](8728/26): Loss 0.1478, Sem 0.1666, dir -0.4501, norm 0.4314, swav 0.0000 LR: 1.564e-02 Score 95.686 Data time: 0.2592, Forward time: 2.2773, Backward time: 3.1036, DDP time: 0.0053, Total iter time: 5.5372 [2020-11-06 04:45:21,491][root][INFO] - ===> Epoch[336](8729/26): Loss 0.1598, Sem 0.1686, dir -0.4402, norm 0.4315, swav 0.0000 LR: 1.563e-02 Score 95.083 Data time: 0.2062, Forward time: 2.2773, Backward time: 3.1037, DDP time: 0.0053, Total iter time: 6.8237 [2020-11-06 04:45:28,108][root][INFO] - ===> Epoch[336](8730/26): Loss 0.0995, Sem 0.1377, dir -0.4418, norm 0.4036, swav 0.0000 LR: 1.562e-02 Score 95.751 Data time: 0.2595, Forward time: 2.2774, Backward time: 3.1037, DDP time: 0.0053, Total iter time: 6.5132 [2020-11-06 04:45:33,981][root][INFO] - ===> Epoch[336](8731/26): Loss 0.0337, Sem 0.1372, dir -0.4745, norm 0.3710, swav 0.0000 LR: 1.561e-02 Score 95.976 Data time: 0.2714, Forward time: 2.2774, Backward time: 3.1037, DDP time: 0.0053, Total iter time: 5.7373 [2020-11-06 04:45:38,562][root][INFO] - ===> Epoch[336](8732/26): Loss 0.0148, Sem 0.1580, dir -0.5208, norm 0.3777, swav 0.0000 LR: 1.560e-02 Score 94.422 Data time: 0.1953, Forward time: 2.2774, Backward time: 3.1036, DDP time: 0.0053, Total iter time: 4.4617 [2020-11-06 04:45:43,751][root][INFO] - ===> Epoch[336](8733/26): Loss 0.0648, Sem 0.1366, dir -0.4525, norm 0.3806, swav 0.0000 LR: 1.559e-02 Score 95.605 Data time: 0.2080, Forward time: 2.2774, Backward time: 3.1035, DDP time: 0.0053, Total iter time: 5.0732 [2020-11-06 04:45:50,380][root][INFO] - ===> Epoch[336](8734/26): Loss 0.0382, Sem 0.1181, dir -0.4676, norm 0.3877, swav 0.0000 LR: 1.558e-02 Score 96.156 Data time: 0.1805, Forward time: 2.2774, Backward time: 3.1036, DDP time: 0.0053, Total iter time: 6.5098 [2020-11-06 04:45:55,265][root][INFO] - ===> Epoch[336](8735/26): Loss 0.0195, Sem 0.0960, dir -0.4656, norm 0.3892, swav 0.0000 LR: 1.557e-02 Score 96.471 Data time: 0.2378, Forward time: 2.2774, Backward time: 3.1036, DDP time: 0.0053, Total iter time: 4.7798 [2020-11-06 04:46:01,529][root][INFO] - ===> Epoch[336](8736/26): Loss 0.0242, Sem 0.1301, dir -0.5033, norm 0.3974, swav 0.0000 LR: 1.555e-02 Score 96.501 Data time: 0.1917, Forward time: 2.2773, Backward time: 3.1037, DDP time: 0.0053, Total iter time: 6.1524 [2020-11-06 04:46:06,788][root][INFO] - ===> Epoch[337](8737/26): Loss 0.1589, Sem 0.1557, dir -0.4734, norm 0.4766, swav 0.0000 LR: 1.554e-02 Score 94.174 Data time: 0.1891, Forward time: 2.2773, Backward time: 3.1036, DDP time: 0.0053, Total iter time: 5.1357 [2020-11-06 04:46:12,293][root][INFO] - ===> Epoch[337](8738/26): Loss 0.0900, Sem 0.1525, dir -0.4493, norm 0.3868, swav 0.0000 LR: 1.553e-02 Score 95.088 Data time: 0.1585, Forward time: 2.2772, Backward time: 3.1037, DDP time: 0.0053, Total iter time: 5.3767 [2020-11-06 04:46:19,859][root][INFO] - ===> Epoch[337](8739/26): Loss 0.0613, Sem 0.1699, dir -0.4406, norm 0.3320, swav 0.0000 LR: 1.552e-02 Score 94.845 Data time: 0.2318, Forward time: 2.2772, Backward time: 3.1039, DDP time: 0.0053, Total iter time: 7.4591 [2020-11-06 04:46:26,280][root][INFO] - ===> Epoch[337](8740/26): Loss 0.0741, Sem 0.1397, dir -0.4678, norm 0.4022, swav 0.0000 LR: 1.551e-02 Score 95.667 Data time: 0.1431, Forward time: 2.2771, Backward time: 3.1040, DDP time: 0.0053, Total iter time: 6.3137 [2020-11-06 04:46:32,520][root][INFO] - ===> Epoch[337](8741/26): Loss 0.0642, Sem 0.1352, dir -0.4588, norm 0.3878, swav 0.0000 LR: 1.550e-02 Score 95.359 Data time: 0.3103, Forward time: 2.2772, Backward time: 3.1040, DDP time: 0.0053, Total iter time: 6.1374 [2020-11-06 04:46:38,530][root][INFO] - ===> Epoch[337](8742/26): Loss 0.1835, Sem 0.1596, dir -0.3989, norm 0.4228, swav 0.0000 LR: 1.549e-02 Score 94.950 Data time: 0.2441, Forward time: 2.2773, Backward time: 3.1040, DDP time: 0.0053, Total iter time: 5.8840 [2020-11-06 04:46:44,153][root][INFO] - ===> Epoch[337](8743/26): Loss 0.0549, Sem 0.1228, dir -0.4355, norm 0.3675, swav 0.0000 LR: 1.548e-02 Score 95.599 Data time: 0.2693, Forward time: 2.2773, Backward time: 3.1039, DDP time: 0.0053, Total iter time: 5.4945 [2020-11-06 04:46:49,985][root][INFO] - ===> Epoch[337](8744/26): Loss 0.1003, Sem 0.1911, dir -0.4587, norm 0.3679, swav 0.0000 LR: 1.547e-02 Score 93.638 Data time: 0.2001, Forward time: 2.2773, Backward time: 3.1039, DDP time: 0.0053, Total iter time: 5.7097 [2020-11-06 04:46:55,697][root][INFO] - ===> Epoch[337](8745/26): Loss 0.0887, Sem 0.1455, dir -0.3936, norm 0.3368, swav 0.0000 LR: 1.545e-02 Score 95.488 Data time: 0.1852, Forward time: 2.2773, Backward time: 3.1039, DDP time: 0.0053, Total iter time: 5.6256 [2020-11-06 04:47:01,004][root][INFO] - ===> Epoch[337](8746/26): Loss 0.0019, Sem 0.1205, dir -0.4991, norm 0.3804, swav 0.0000 LR: 1.544e-02 Score 96.725 Data time: 0.1589, Forward time: 2.2772, Backward time: 3.1039, DDP time: 0.0053, Total iter time: 5.1958 [2020-11-06 04:47:07,008][root][INFO] - ===> Epoch[337](8747/26): Loss 0.0276, Sem 0.1554, dir -0.4755, norm 0.3477, swav 0.0000 LR: 1.543e-02 Score 95.545 Data time: 0.1873, Forward time: 2.2772, Backward time: 3.1040, DDP time: 0.0053, Total iter time: 5.9156 [2020-11-06 04:47:12,843][root][INFO] - ===> Epoch[337](8748/26): Loss 0.1909, Sem 0.1711, dir -0.4184, norm 0.4382, swav 0.0000 LR: 1.542e-02 Score 94.611 Data time: 0.2303, Forward time: 2.2772, Backward time: 3.1040, DDP time: 0.0053, Total iter time: 5.7264 [2020-11-06 04:47:17,032][root][INFO] - ===> Epoch[337](8749/26): Loss 0.0703, Sem 0.1734, dir -0.4920, norm 0.3889, swav 0.0000 LR: 1.541e-02 Score 94.173 Data time: 0.1754, Forward time: 2.2771, Backward time: 3.1039, DDP time: 0.0053, Total iter time: 4.0666 [2020-11-06 04:47:22,466][root][INFO] - ===> Epoch[337](8750/26): Loss 0.0337, Sem 0.1392, dir -0.4819, norm 0.3764, swav 0.0000 LR: 1.540e-02 Score 95.952 Data time: 0.1967, Forward time: 2.2771, Backward time: 3.1039, DDP time: 0.0053, Total iter time: 5.3465 [2020-11-06 04:47:28,516][root][INFO] - ===> Epoch[337](8751/26): Loss 0.1384, Sem 0.1826, dir -0.4701, norm 0.4258, swav 0.0000 LR: 1.539e-02 Score 94.668 Data time: 0.2836, Forward time: 2.2772, Backward time: 3.1038, DDP time: 0.0053, Total iter time: 5.9584 [2020-11-06 04:47:34,944][root][INFO] - ===> Epoch[337](8752/26): Loss 0.0390, Sem 0.1142, dir -0.4733, norm 0.3981, swav 0.0000 LR: 1.538e-02 Score 96.328 Data time: 0.2887, Forward time: 2.2773, Backward time: 3.1038, DDP time: 0.0053, Total iter time: 6.3002 [2020-11-06 04:47:41,287][root][INFO] - ===> Epoch[337](8753/26): Loss 0.0717, Sem 0.1511, dir -0.4976, norm 0.4182, swav 0.0000 LR: 1.537e-02 Score 95.165 Data time: 0.2166, Forward time: 2.2773, Backward time: 3.1038, DDP time: 0.0053, Total iter time: 6.2252 [2020-11-06 04:47:48,223][root][INFO] - ===> Epoch[337](8754/26): Loss 0.0920, Sem 0.1371, dir -0.4218, norm 0.3766, swav 0.0000 LR: 1.535e-02 Score 96.277 Data time: 0.2213, Forward time: 2.2773, Backward time: 3.1040, DDP time: 0.0053, Total iter time: 6.8296 [2020-11-06 04:47:54,766][root][INFO] - ===> Epoch[337](8755/26): Loss 0.1399, Sem 0.1437, dir -0.4373, norm 0.4335, swav 0.0000 LR: 1.534e-02 Score 95.486 Data time: 0.2338, Forward time: 2.2773, Backward time: 3.1040, DDP time: 0.0053, Total iter time: 6.4186 [2020-11-06 04:48:00,320][root][INFO] - ===> Epoch[337](8756/26): Loss 0.0860, Sem 0.1370, dir -0.4484, norm 0.3973, swav 0.0000 LR: 1.533e-02 Score 94.264 Data time: 0.1768, Forward time: 2.2773, Backward time: 3.1040, DDP time: 0.0053, Total iter time: 5.4272 [2020-11-06 04:48:06,995][root][INFO] - ===> Epoch[337](8757/26): Loss 0.0398, Sem 0.1282, dir -0.4808, norm 0.3923, swav 0.0000 LR: 1.532e-02 Score 95.806 Data time: 0.1883, Forward time: 2.2773, Backward time: 3.1042, DDP time: 0.0053, Total iter time: 6.5726 [2020-11-06 04:48:13,523][root][INFO] - ===> Epoch[337](8758/26): Loss 0.0375, Sem 0.1225, dir -0.4670, norm 0.3820, swav 0.0000 LR: 1.531e-02 Score 95.711 Data time: 0.2513, Forward time: 2.2772, Backward time: 3.1043, DDP time: 0.0053, Total iter time: 6.3979 [2020-11-06 04:48:19,899][root][INFO] - ===> Epoch[337](8759/26): Loss 0.0677, Sem 0.1277, dir -0.4218, norm 0.3618, swav 0.0000 LR: 1.530e-02 Score 96.137 Data time: 0.3255, Forward time: 2.2773, Backward time: 3.1042, DDP time: 0.0053, Total iter time: 6.2594 [2020-11-06 04:48:27,224][root][INFO] - ===> Epoch[337](8760/26): Loss 0.1143, Sem 0.1446, dir -0.4308, norm 0.4004, swav 0.0000 LR: 1.529e-02 Score 95.290 Data time: 0.1896, Forward time: 2.2773, Backward time: 3.1044, DDP time: 0.0053, Total iter time: 7.1918 [2020-11-06 04:48:33,162][root][INFO] - ===> Epoch[337](8761/26): Loss 0.1418, Sem 0.1607, dir -0.4680, norm 0.4492, swav 0.0000 LR: 1.528e-02 Score 95.005 Data time: 0.2219, Forward time: 2.2773, Backward time: 3.1044, DDP time: 0.0053, Total iter time: 5.8258 [2020-11-06 04:48:38,227][root][INFO] - ===> Epoch[337](8762/26): Loss 0.0330, Sem 0.1422, dir -0.5338, norm 0.4246, swav 0.0000 LR: 1.527e-02 Score 95.601 Data time: 0.2412, Forward time: 2.2773, Backward time: 3.1043, DDP time: 0.0053, Total iter time: 4.9358 [2020-11-06 04:48:42,588][root][INFO] - ===> Epoch[338](8763/26): Loss 0.0894, Sem 0.1352, dir -0.4482, norm 0.4024, swav 0.0000 LR: 1.525e-02 Score 95.630 Data time: 0.2131, Forward time: 2.2773, Backward time: 3.1042, DDP time: 0.0053, Total iter time: 4.2553 [2020-11-06 04:48:48,198][root][INFO] - ===> Epoch[338](8764/26): Loss 0.0226, Sem 0.1016, dir -0.4174, norm 0.3384, swav 0.0000 LR: 1.524e-02 Score 96.781 Data time: 0.1958, Forward time: 2.2773, Backward time: 3.1042, DDP time: 0.0053, Total iter time: 5.4902 [2020-11-06 04:48:52,730][root][INFO] - ===> Epoch[338](8765/26): Loss 0.0908, Sem 0.1564, dir -0.4370, norm 0.3714, swav 0.0000 LR: 1.523e-02 Score 95.859 Data time: 0.1762, Forward time: 2.2772, Backward time: 3.1041, DDP time: 0.0053, Total iter time: 4.4365 [2020-11-06 04:48:57,652][root][INFO] - ===> Epoch[338](8766/26): Loss 0.1672, Sem 0.1882, dir -0.4118, norm 0.3908, swav 0.0000 LR: 1.522e-02 Score 94.143 Data time: 0.1513, Forward time: 2.2772, Backward time: 3.1041, DDP time: 0.0053, Total iter time: 4.8339 [2020-11-06 04:49:03,379][root][INFO] - ===> Epoch[338](8767/26): Loss 0.0595, Sem 0.1292, dir -0.4509, norm 0.3813, swav 0.0000 LR: 1.521e-02 Score 95.994 Data time: 0.1886, Forward time: 2.2771, Backward time: 3.1041, DDP time: 0.0053, Total iter time: 5.6485 [2020-11-06 04:49:09,518][root][INFO] - ===> Epoch[338](8768/26): Loss 0.1261, Sem 0.1676, dir -0.4312, norm 0.3897, swav 0.0000 LR: 1.520e-02 Score 94.752 Data time: 0.1537, Forward time: 2.2770, Backward time: 3.1042, DDP time: 0.0053, Total iter time: 6.0392 [2020-11-06 04:49:14,093][root][INFO] - ===> Epoch[338](8769/26): Loss 0.1511, Sem 0.1402, dir -0.4159, norm 0.4268, swav 0.0000 LR: 1.519e-02 Score 95.536 Data time: 0.1821, Forward time: 2.2770, Backward time: 3.1041, DDP time: 0.0053, Total iter time: 4.4672 [2020-11-06 04:49:19,136][root][INFO] - ===> Epoch[338](8770/26): Loss 0.0990, Sem 0.1605, dir -0.4552, norm 0.3937, swav 0.0000 LR: 1.518e-02 Score 95.724 Data time: 0.2118, Forward time: 2.2770, Backward time: 3.1041, DDP time: 0.0053, Total iter time: 4.9397 [2020-11-06 04:49:24,131][root][INFO] - ===> Epoch[338](8771/26): Loss 0.0675, Sem 0.1197, dir -0.5080, norm 0.4558, swav 0.0000 LR: 1.517e-02 Score 95.171 Data time: 0.2457, Forward time: 2.2770, Backward time: 3.1040, DDP time: 0.0053, Total iter time: 4.8603 [2020-11-06 04:49:29,378][root][INFO] - ===> Epoch[338](8772/26): Loss 0.1233, Sem 0.1651, dir -0.4559, norm 0.4140, swav 0.0000 LR: 1.516e-02 Score 94.067 Data time: 0.2104, Forward time: 2.2770, Backward time: 3.1039, DDP time: 0.0053, Total iter time: 5.1317 [2020-11-06 04:49:34,804][root][INFO] - ===> Epoch[338](8773/26): Loss 0.0742, Sem 0.1451, dir -0.4395, norm 0.3686, swav 0.0000 LR: 1.514e-02 Score 95.065 Data time: 0.1855, Forward time: 2.2770, Backward time: 3.1039, DDP time: 0.0053, Total iter time: 5.3032 [2020-11-06 04:49:40,797][root][INFO] - ===> Epoch[338](8774/26): Loss 0.0923, Sem 0.1629, dir -0.4113, norm 0.3407, swav 0.0000 LR: 1.513e-02 Score 94.917 Data time: 0.2150, Forward time: 2.2770, Backward time: 3.1040, DDP time: 0.0053, Total iter time: 5.8792 [2020-11-06 04:49:46,695][root][INFO] - ===> Epoch[338](8775/26): Loss 0.1121, Sem 0.1521, dir -0.4225, norm 0.3825, swav 0.0000 LR: 1.512e-02 Score 95.197 Data time: 0.2931, Forward time: 2.2770, Backward time: 3.1039, DDP time: 0.0053, Total iter time: 5.7791 [2020-11-06 04:49:51,624][root][INFO] - ===> Epoch[338](8776/26): Loss 0.0733, Sem 0.1700, dir -0.4393, norm 0.3425, swav 0.0000 LR: 1.511e-02 Score 94.502 Data time: 0.2125, Forward time: 2.2770, Backward time: 3.1038, DDP time: 0.0053, Total iter time: 4.7973 [2020-11-06 04:49:57,461][root][INFO] - ===> Epoch[338](8777/26): Loss 0.1298, Sem 0.1769, dir -0.4085, norm 0.3614, swav 0.0000 LR: 1.510e-02 Score 95.110 Data time: 0.2549, Forward time: 2.2771, Backward time: 3.1038, DDP time: 0.0053, Total iter time: 5.7269 [2020-11-06 04:50:03,949][root][INFO] - ===> Epoch[338](8778/26): Loss -0.0138, Sem 0.1178, dir -0.5248, norm 0.3932, swav 0.0000 LR: 1.509e-02 Score 96.237 Data time: 0.1699, Forward time: 2.2770, Backward time: 3.1039, DDP time: 0.0053, Total iter time: 6.3470 [2020-11-06 04:50:10,248][root][INFO] - ===> Epoch[338](8779/26): Loss 0.1644, Sem 0.1779, dir -0.3882, norm 0.3748, swav 0.0000 LR: 1.508e-02 Score 94.098 Data time: 0.2085, Forward time: 2.2770, Backward time: 3.1040, DDP time: 0.0053, Total iter time: 6.2047 [2020-11-06 04:50:16,505][root][INFO] - ===> Epoch[338](8780/26): Loss 0.0740, Sem 0.1360, dir -0.4870, norm 0.4250, swav 0.0000 LR: 1.507e-02 Score 94.836 Data time: 0.2150, Forward time: 2.2770, Backward time: 3.1040, DDP time: 0.0053, Total iter time: 6.1504 [2020-11-06 04:50:23,290][root][INFO] - ===> Epoch[338](8781/26): Loss 0.0588, Sem 0.1296, dir -0.4710, norm 0.4003, swav 0.0000 LR: 1.506e-02 Score 95.061 Data time: 0.1811, Forward time: 2.2769, Backward time: 3.1042, DDP time: 0.0053, Total iter time: 6.6551 [2020-11-06 04:50:28,620][root][INFO] - ===> Epoch[338](8782/26): Loss 0.1864, Sem 0.2233, dir -0.4413, norm 0.4044, swav 0.0000 LR: 1.504e-02 Score 92.153 Data time: 0.2816, Forward time: 2.2770, Backward time: 3.1041, DDP time: 0.0053, Total iter time: 5.2328 [2020-11-06 04:50:34,554][root][INFO] - ===> Epoch[338](8783/26): Loss 0.0371, Sem 0.1104, dir -0.4228, norm 0.3495, swav 0.0000 LR: 1.503e-02 Score 97.126 Data time: 0.1767, Forward time: 2.2769, Backward time: 3.1041, DDP time: 0.0053, Total iter time: 5.8162 [2020-11-06 04:50:40,322][root][INFO] - ===> Epoch[338](8784/26): Loss 0.1170, Sem 0.1383, dir -0.4084, norm 0.3871, swav 0.0000 LR: 1.502e-02 Score 95.367 Data time: 0.1691, Forward time: 2.2769, Backward time: 3.1042, DDP time: 0.0053, Total iter time: 5.6839 [2020-11-06 04:50:47,425][root][INFO] - ===> Epoch[338](8785/26): Loss 0.0962, Sem 0.2102, dir -0.5051, norm 0.3911, swav 0.0000 LR: 1.501e-02 Score 93.093 Data time: 0.2088, Forward time: 2.2769, Backward time: 3.1044, DDP time: 0.0053, Total iter time: 6.9964 [2020-11-06 04:50:52,982][root][INFO] - ===> Epoch[338](8786/26): Loss 0.0276, Sem 0.1535, dir -0.4962, norm 0.3703, swav 0.0000 LR: 1.500e-02 Score 95.075 Data time: 0.3092, Forward time: 2.2769, Backward time: 3.1043, DDP time: 0.0053, Total iter time: 5.4387 [2020-11-06 04:50:58,298][root][INFO] - ===> Epoch[338](8787/26): Loss 0.0869, Sem 0.1505, dir -0.4565, norm 0.3929, swav 0.0000 LR: 1.499e-02 Score 95.211 Data time: 0.2273, Forward time: 2.2769, Backward time: 3.1042, DDP time: 0.0053, Total iter time: 5.2113 [2020-11-06 04:51:03,421][root][INFO] - ===> Epoch[338](8788/26): Loss 0.0795, Sem 0.1545, dir -0.4706, norm 0.3957, swav 0.0000 LR: 1.498e-02 Score 96.351 Data time: 0.1792, Forward time: 2.2769, Backward time: 3.1042, DDP time: 0.0053, Total iter time: 5.0073 [2020-11-06 04:51:08,835][root][INFO] - ===> Epoch[339](8789/26): Loss 0.0651, Sem 0.1201, dir -0.4303, norm 0.3752, swav 0.0000 LR: 1.497e-02 Score 96.606 Data time: 0.2134, Forward time: 2.2769, Backward time: 3.1041, DDP time: 0.0053, Total iter time: 5.3076 [2020-11-06 04:51:15,681][root][INFO] - ===> Epoch[339](8790/26): Loss 0.1923, Sem 0.2244, dir -0.4683, norm 0.4362, swav 0.0000 LR: 1.496e-02 Score 93.438 Data time: 0.2207, Forward time: 2.2769, Backward time: 3.1042, DDP time: 0.0053, Total iter time: 6.7109 [2020-11-06 04:51:21,827][root][INFO] - ===> Epoch[339](8791/26): Loss 0.0895, Sem 0.1358, dir -0.4190, norm 0.3727, swav 0.0000 LR: 1.494e-02 Score 95.189 Data time: 0.1728, Forward time: 2.2769, Backward time: 3.1043, DDP time: 0.0053, Total iter time: 6.0192 [2020-11-06 04:51:27,622][root][INFO] - ===> Epoch[339](8792/26): Loss 0.1102, Sem 0.1401, dir -0.4635, norm 0.4336, swav 0.0000 LR: 1.493e-02 Score 95.389 Data time: 0.1574, Forward time: 2.2768, Backward time: 3.1044, DDP time: 0.0053, Total iter time: 5.7046 [2020-11-06 04:51:33,193][root][INFO] - ===> Epoch[339](8793/26): Loss 0.1369, Sem 0.1941, dir -0.4275, norm 0.3702, swav 0.0000 LR: 1.492e-02 Score 94.180 Data time: 0.2330, Forward time: 2.2768, Backward time: 3.1044, DDP time: 0.0053, Total iter time: 5.4932 [2020-11-06 04:51:38,456][root][INFO] - ===> Epoch[339](8794/26): Loss 0.0989, Sem 0.1396, dir -0.4145, norm 0.3738, swav 0.0000 LR: 1.491e-02 Score 96.335 Data time: 0.2287, Forward time: 2.2768, Backward time: 3.1043, DDP time: 0.0053, Total iter time: 5.1361 [2020-11-06 04:51:43,719][root][INFO] - ===> Epoch[339](8795/26): Loss 0.0429, Sem 0.1386, dir -0.5003, norm 0.4046, swav 0.0000 LR: 1.490e-02 Score 95.846 Data time: 0.2226, Forward time: 2.2768, Backward time: 3.1043, DDP time: 0.0053, Total iter time: 5.1368 [2020-11-06 04:51:49,431][root][INFO] - ===> Epoch[339](8796/26): Loss 0.1076, Sem 0.1421, dir -0.4365, norm 0.4020, swav 0.0000 LR: 1.489e-02 Score 95.898 Data time: 0.2719, Forward time: 2.2769, Backward time: 3.1042, DDP time: 0.0053, Total iter time: 5.5711 [2020-11-06 04:51:54,516][root][INFO] - ===> Epoch[339](8797/26): Loss 0.0794, Sem 0.1464, dir -0.4606, norm 0.3936, swav 0.0000 LR: 1.488e-02 Score 95.336 Data time: 0.2163, Forward time: 2.2769, Backward time: 3.1041, DDP time: 0.0053, Total iter time: 4.9459 [2020-11-06 04:52:01,504][root][INFO] - ===> Epoch[339](8798/26): Loss 0.0168, Sem 0.1302, dir -0.4886, norm 0.3752, swav 0.0000 LR: 1.487e-02 Score 95.949 Data time: 0.1861, Forward time: 2.2769, Backward time: 3.1042, DDP time: 0.0053, Total iter time: 6.8694 [2020-11-06 04:52:06,529][root][INFO] - ===> Epoch[339](8799/26): Loss 0.1714, Sem 0.1944, dir -0.4269, norm 0.4039, swav 0.0000 LR: 1.486e-02 Score 94.635 Data time: 0.1449, Forward time: 2.2768, Backward time: 3.1042, DDP time: 0.0053, Total iter time: 4.9123 [2020-11-06 04:52:12,617][root][INFO] - ===> Epoch[339](8800/26): Loss 0.1027, Sem 0.1728, dir -0.4546, norm 0.3845, swav 0.0000 LR: 1.484e-02 Score 94.433 Data time: 0.2516, Forward time: 2.2768, Backward time: 3.1042, DDP time: 0.0053, Total iter time: 5.9984 [2020-11-06 04:52:18,870][root][INFO] - ===> Epoch[339](8801/26): Loss -0.0077, Sem 0.1166, dir -0.4916, norm 0.3673, swav 0.0000 LR: 1.483e-02 Score 96.898 Data time: 0.1839, Forward time: 2.2768, Backward time: 3.1043, DDP time: 0.0053, Total iter time: 6.1107 [2020-11-06 04:52:25,464][root][INFO] - ===> Epoch[339](8802/26): Loss 0.0747, Sem 0.1759, dir -0.4556, norm 0.3544, swav 0.0000 LR: 1.482e-02 Score 95.186 Data time: 0.2046, Forward time: 2.2767, Backward time: 3.1044, DDP time: 0.0053, Total iter time: 6.4859 [2020-11-06 04:52:31,414][root][INFO] - ===> Epoch[339](8803/26): Loss 0.0826, Sem 0.1516, dir -0.4423, norm 0.3734, swav 0.0000 LR: 1.481e-02 Score 94.907 Data time: 0.2117, Forward time: 2.2768, Backward time: 3.1044, DDP time: 0.0053, Total iter time: 5.8073 [2020-11-06 04:52:37,197][root][INFO] - ===> Epoch[339](8804/26): Loss 0.1553, Sem 0.1131, dir -0.4022, norm 0.4444, swav 0.0000 LR: 1.480e-02 Score 96.526 Data time: 0.1769, Forward time: 2.2767, Backward time: 3.1045, DDP time: 0.0053, Total iter time: 5.6526 [2020-11-06 04:52:43,071][root][INFO] - ===> Epoch[339](8805/26): Loss 0.0891, Sem 0.1704, dir -0.4961, norm 0.4148, swav 0.0000 LR: 1.479e-02 Score 95.488 Data time: 0.1780, Forward time: 2.2767, Backward time: 3.1045, DDP time: 0.0053, Total iter time: 5.7665 [2020-11-06 04:52:49,254][root][INFO] - ===> Epoch[339](8806/26): Loss 0.1134, Sem 0.1848, dir -0.4316, norm 0.3603, swav 0.0000 LR: 1.478e-02 Score 94.451 Data time: 0.2308, Forward time: 2.2767, Backward time: 3.1045, DDP time: 0.0053, Total iter time: 6.0529 [2020-11-06 04:52:54,776][root][INFO] - ===> Epoch[339](8807/26): Loss 0.0333, Sem 0.1244, dir -0.4553, norm 0.3642, swav 0.0000 LR: 1.477e-02 Score 96.111 Data time: 0.1355, Forward time: 2.2766, Backward time: 3.1046, DDP time: 0.0053, Total iter time: 5.3964 [2020-11-06 04:52:59,790][root][INFO] - ===> Epoch[339](8808/26): Loss 0.0908, Sem 0.1409, dir -0.4823, norm 0.4321, swav 0.0000 LR: 1.475e-02 Score 95.234 Data time: 0.2076, Forward time: 2.2766, Backward time: 3.1045, DDP time: 0.0053, Total iter time: 4.9148 [2020-11-06 04:53:07,092][root][INFO] - ===> Epoch[339](8809/26): Loss 0.0554, Sem 0.1320, dir -0.4402, norm 0.3637, swav 0.0000 LR: 1.474e-02 Score 96.273 Data time: 0.2699, Forward time: 2.2766, Backward time: 3.1047, DDP time: 0.0053, Total iter time: 7.1694 [2020-11-06 04:53:13,653][root][INFO] - ===> Epoch[339](8810/26): Loss 0.0838, Sem 0.1422, dir -0.4677, norm 0.4093, swav 0.0000 LR: 1.473e-02 Score 95.613 Data time: 0.2257, Forward time: 2.2766, Backward time: 3.1047, DDP time: 0.0053, Total iter time: 6.4310 [2020-11-06 04:53:18,895][root][INFO] - ===> Epoch[339](8811/26): Loss 0.1273, Sem 0.1753, dir -0.4913, norm 0.4433, swav 0.0000 LR: 1.472e-02 Score 94.186 Data time: 0.2543, Forward time: 2.2767, Backward time: 3.1046, DDP time: 0.0053, Total iter time: 5.1099 [2020-11-06 04:53:23,519][root][INFO] - ===> Epoch[339](8812/26): Loss 0.0774, Sem 0.1274, dir -0.4984, norm 0.4484, swav 0.0000 LR: 1.471e-02 Score 96.204 Data time: 0.1920, Forward time: 2.2767, Backward time: 3.1045, DDP time: 0.0053, Total iter time: 4.5036 [2020-11-06 04:53:28,943][root][INFO] - ===> Epoch[339](8813/26): Loss 0.0288, Sem 0.1060, dir -0.4602, norm 0.3829, swav 0.0000 LR: 1.470e-02 Score 96.888 Data time: 0.2304, Forward time: 2.2767, Backward time: 3.1045, DDP time: 0.0053, Total iter time: 5.3195 [2020-11-06 04:53:35,687][root][INFO] - ===> Epoch[339](8814/26): Loss 0.1033, Sem 0.1209, dir -0.4397, norm 0.4221, swav 0.0000 LR: 1.469e-02 Score 95.683 Data time: 0.2520, Forward time: 2.2767, Backward time: 3.1045, DDP time: 0.0053, Total iter time: 6.5942 [2020-11-06 04:53:42,580][root][INFO] - ===> Epoch[340](8815/26): Loss 0.0512, Sem 0.1465, dir -0.4509, norm 0.3556, swav 0.0000 LR: 1.468e-02 Score 94.963 Data time: 0.2579, Forward time: 2.2768, Backward time: 3.1046, DDP time: 0.0053, Total iter time: 6.7344 [2020-11-06 04:53:48,355][root][INFO] - ===> Epoch[340](8816/26): Loss 0.0749, Sem 0.1553, dir -0.4737, norm 0.3933, swav 0.0000 LR: 1.467e-02 Score 94.686 Data time: 0.2652, Forward time: 2.2769, Backward time: 3.1045, DDP time: 0.0053, Total iter time: 5.6525 [2020-11-06 04:53:52,774][root][INFO] - ===> Epoch[340](8817/26): Loss 0.1233, Sem 0.1694, dir -0.4737, norm 0.4277, swav 0.0000 LR: 1.465e-02 Score 94.997 Data time: 0.1996, Forward time: 2.2768, Backward time: 3.1044, DDP time: 0.0053, Total iter time: 4.2946 [2020-11-06 04:53:57,869][root][INFO] - ===> Epoch[340](8818/26): Loss 0.1456, Sem 0.1610, dir -0.3973, norm 0.3819, swav 0.0000 LR: 1.464e-02 Score 94.474 Data time: 0.1944, Forward time: 2.2768, Backward time: 3.1043, DDP time: 0.0053, Total iter time: 5.0000 [2020-11-06 04:54:02,758][root][INFO] - ===> Epoch[340](8819/26): Loss 0.0783, Sem 0.1431, dir -0.4622, norm 0.3973, swav 0.0000 LR: 1.463e-02 Score 95.601 Data time: 0.1787, Forward time: 2.2768, Backward time: 3.1043, DDP time: 0.0053, Total iter time: 4.8024 [2020-11-06 04:54:08,964][root][INFO] - ===> Epoch[340](8820/26): Loss 0.1227, Sem 0.1770, dir -0.4486, norm 0.3942, swav 0.0000 LR: 1.462e-02 Score 94.921 Data time: 0.3150, Forward time: 2.2769, Backward time: 3.1042, DDP time: 0.0053, Total iter time: 6.1131 [2020-11-06 04:54:14,586][root][INFO] - ===> Epoch[340](8821/26): Loss 0.1730, Sem 0.1657, dir -0.3849, norm 0.3922, swav 0.0000 LR: 1.461e-02 Score 94.913 Data time: 0.2559, Forward time: 2.2770, Backward time: 3.1041, DDP time: 0.0053, Total iter time: 5.4879 [2020-11-06 04:54:20,136][root][INFO] - ===> Epoch[340](8822/26): Loss 0.1170, Sem 0.1450, dir -0.4707, norm 0.4427, swav 0.0000 LR: 1.460e-02 Score 96.064 Data time: 0.2652, Forward time: 2.2770, Backward time: 3.1040, DDP time: 0.0053, Total iter time: 5.4190 [2020-11-06 04:54:26,008][root][INFO] - ===> Epoch[340](8823/26): Loss 0.0780, Sem 0.1654, dir -0.4492, norm 0.3619, swav 0.0000 LR: 1.459e-02 Score 94.849 Data time: 0.2628, Forward time: 2.2770, Backward time: 3.1040, DDP time: 0.0053, Total iter time: 5.7641 [2020-11-06 04:54:32,199][root][INFO] - ===> Epoch[340](8824/26): Loss 0.1140, Sem 0.1480, dir -0.4687, norm 0.4347, swav 0.0000 LR: 1.458e-02 Score 94.986 Data time: 0.2960, Forward time: 2.2771, Backward time: 3.1040, DDP time: 0.0053, Total iter time: 6.0865 [2020-11-06 04:54:38,145][root][INFO] - ===> Epoch[340](8825/26): Loss 0.0227, Sem 0.1164, dir -0.4409, norm 0.3472, swav 0.0000 LR: 1.457e-02 Score 96.228 Data time: 0.2018, Forward time: 2.2771, Backward time: 3.1040, DDP time: 0.0053, Total iter time: 5.8171 [2020-11-06 04:54:44,418][root][INFO] - ===> Epoch[340](8826/26): Loss 0.0960, Sem 0.1547, dir -0.4164, norm 0.3576, swav 0.0000 LR: 1.455e-02 Score 95.210 Data time: 0.2995, Forward time: 2.2772, Backward time: 3.1040, DDP time: 0.0053, Total iter time: 6.1838 [2020-11-06 04:54:50,273][root][INFO] - ===> Epoch[340](8827/26): Loss 0.0765, Sem 0.1573, dir -0.4534, norm 0.3726, swav 0.0000 LR: 1.454e-02 Score 95.435 Data time: 0.1933, Forward time: 2.2772, Backward time: 3.1040, DDP time: 0.0053, Total iter time: 5.7305 [2020-11-06 04:54:55,737][root][INFO] - ===> Epoch[340](8828/26): Loss 0.0493, Sem 0.1552, dir -0.4887, norm 0.3829, swav 0.0000 LR: 1.453e-02 Score 94.916 Data time: 0.1925, Forward time: 2.2771, Backward time: 3.1040, DDP time: 0.0053, Total iter time: 5.3606 [2020-11-06 04:55:00,869][root][INFO] - ===> Epoch[340](8829/26): Loss 0.1552, Sem 0.1752, dir -0.4230, norm 0.4030, swav 0.0000 LR: 1.452e-02 Score 94.181 Data time: 0.2584, Forward time: 2.2772, Backward time: 3.1039, DDP time: 0.0053, Total iter time: 5.0346 [2020-11-06 04:55:07,342][root][INFO] - ===> Epoch[340](8830/26): Loss 0.1460, Sem 0.1746, dir -0.4290, norm 0.4004, swav 0.0000 LR: 1.451e-02 Score 94.823 Data time: 0.2522, Forward time: 2.2772, Backward time: 3.1039, DDP time: 0.0053, Total iter time: 6.3476 [2020-11-06 04:55:13,873][root][INFO] - ===> Epoch[340](8831/26): Loss 0.0775, Sem 0.1605, dir -0.4850, norm 0.4019, swav 0.0000 LR: 1.450e-02 Score 95.775 Data time: 0.2342, Forward time: 2.2772, Backward time: 3.1040, DDP time: 0.0053, Total iter time: 6.3948 [2020-11-06 04:55:19,821][root][INFO] - ===> Epoch[340](8832/26): Loss 0.0530, Sem 0.1105, dir -0.4705, norm 0.4130, swav 0.0000 LR: 1.449e-02 Score 95.689 Data time: 0.2998, Forward time: 2.2773, Backward time: 3.1039, DDP time: 0.0053, Total iter time: 5.8443 [2020-11-06 04:55:25,570][root][INFO] - ===> Epoch[340](8833/26): Loss 0.0811, Sem 0.1219, dir -0.4820, norm 0.4411, swav 0.0000 LR: 1.448e-02 Score 96.015 Data time: 0.2779, Forward time: 2.2774, Backward time: 3.1038, DDP time: 0.0053, Total iter time: 5.6237 [2020-11-06 04:55:31,921][root][INFO] - ===> Epoch[340](8834/26): Loss 0.0959, Sem 0.1339, dir -0.4515, norm 0.4135, swav 0.0000 LR: 1.447e-02 Score 95.459 Data time: 0.3139, Forward time: 2.2775, Backward time: 3.1038, DDP time: 0.0053, Total iter time: 6.2453 [2020-11-06 04:55:36,622][root][INFO] - ===> Epoch[340](8835/26): Loss 0.1000, Sem 0.1895, dir -0.4828, norm 0.3933, swav 0.0000 LR: 1.445e-02 Score 94.882 Data time: 0.1376, Forward time: 2.2774, Backward time: 3.1037, DDP time: 0.0053, Total iter time: 4.5822 [2020-11-06 04:55:41,148][root][INFO] - ===> Epoch[340](8836/26): Loss -0.0244, Sem 0.1207, dir -0.5573, norm 0.4122, swav 0.0000 LR: 1.444e-02 Score 95.774 Data time: 0.1983, Forward time: 2.2774, Backward time: 3.1036, DDP time: 0.0053, Total iter time: 4.4534 [2020-11-06 04:55:47,586][root][INFO] - ===> Epoch[340](8837/26): Loss 0.0291, Sem 0.1124, dir -0.4612, norm 0.3778, swav 0.0000 LR: 1.443e-02 Score 96.480 Data time: 0.1709, Forward time: 2.2773, Backward time: 3.1038, DDP time: 0.0053, Total iter time: 6.3442 [2020-11-06 04:55:54,032][root][INFO] - ===> Epoch[340](8838/26): Loss 0.0571, Sem 0.1447, dir -0.4868, norm 0.3991, swav 0.0000 LR: 1.442e-02 Score 95.341 Data time: 0.2229, Forward time: 2.2773, Backward time: 3.1038, DDP time: 0.0053, Total iter time: 6.3416 [2020-11-06 04:55:59,302][root][INFO] - ===> Epoch[340](8839/26): Loss 0.1374, Sem 0.1945, dir -0.4631, norm 0.4060, swav 0.0000 LR: 1.441e-02 Score 94.013 Data time: 0.2427, Forward time: 2.2774, Backward time: 3.1037, DDP time: 0.0053, Total iter time: 5.1380 [2020-11-06 04:56:04,813][root][INFO] - ===> Epoch[340](8840/26): Loss 0.0699, Sem 0.1118, dir -0.4551, norm 0.4133, swav 0.0000 LR: 1.440e-02 Score 96.855 Data time: 0.2682, Forward time: 2.2774, Backward time: 3.1037, DDP time: 0.0053, Total iter time: 5.3890 [2020-11-06 04:56:11,635][root][INFO] - ===> Epoch[341](8841/26): Loss 0.1525, Sem 0.1911, dir -0.4307, norm 0.3921, swav 0.0000 LR: 1.439e-02 Score 93.361 Data time: 0.2300, Forward time: 2.2775, Backward time: 3.1037, DDP time: 0.0053, Total iter time: 6.7192 [2020-11-06 04:56:16,627][root][INFO] - ===> Epoch[341](8842/26): Loss 0.0526, Sem 0.1061, dir -0.4718, norm 0.4183, swav 0.0000 LR: 1.438e-02 Score 96.082 Data time: 0.1740, Forward time: 2.2774, Backward time: 3.1037, DDP time: 0.0053, Total iter time: 4.8755 [2020-11-06 04:56:22,887][root][INFO] - ===> Epoch[341](8843/26): Loss 0.2267, Sem 0.1528, dir -0.4324, norm 0.5063, swav 0.0000 LR: 1.436e-02 Score 94.907 Data time: 0.2401, Forward time: 2.2774, Backward time: 3.1037, DDP time: 0.0053, Total iter time: 6.1828 [2020-11-06 04:56:29,339][root][INFO] - ===> Epoch[341](8844/26): Loss 0.1102, Sem 0.1238, dir -0.4536, norm 0.4401, swav 0.0000 LR: 1.435e-02 Score 95.371 Data time: 0.2337, Forward time: 2.2775, Backward time: 3.1038, DDP time: 0.0053, Total iter time: 6.3385 [2020-11-06 04:56:34,017][root][INFO] - ===> Epoch[341](8845/26): Loss 0.0865, Sem 0.1541, dir -0.3907, norm 0.3230, swav 0.0000 LR: 1.434e-02 Score 95.326 Data time: 0.1782, Forward time: 2.2774, Backward time: 3.1037, DDP time: 0.0053, Total iter time: 4.5705 [2020-11-06 04:56:39,598][root][INFO] - ===> Epoch[341](8846/26): Loss 0.0624, Sem 0.1526, dir -0.4625, norm 0.3723, swav 0.0000 LR: 1.433e-02 Score 95.147 Data time: 0.2762, Forward time: 2.2775, Backward time: 3.1036, DDP time: 0.0053, Total iter time: 5.4836 [2020-11-06 04:56:46,266][root][INFO] - ===> Epoch[341](8847/26): Loss 0.0584, Sem 0.1157, dir -0.4392, norm 0.3819, swav 0.0000 LR: 1.432e-02 Score 96.072 Data time: 0.1696, Forward time: 2.2775, Backward time: 3.1037, DDP time: 0.0053, Total iter time: 6.5532 [2020-11-06 04:56:52,505][root][INFO] - ===> Epoch[341](8848/26): Loss 0.1123, Sem 0.1446, dir -0.4017, norm 0.3694, swav 0.0000 LR: 1.431e-02 Score 94.924 Data time: 0.1944, Forward time: 2.2774, Backward time: 3.1038, DDP time: 0.0053, Total iter time: 6.1433 [2020-11-06 04:56:58,299][root][INFO] - ===> Epoch[341](8849/26): Loss 0.1034, Sem 0.1493, dir -0.4327, norm 0.3868, swav 0.0000 LR: 1.430e-02 Score 94.660 Data time: 0.2213, Forward time: 2.2774, Backward time: 3.1038, DDP time: 0.0053, Total iter time: 5.6462 [2020-11-06 04:57:04,270][root][INFO] - ===> Epoch[341](8850/26): Loss 0.0988, Sem 0.1802, dir -0.4459, norm 0.3645, swav 0.0000 LR: 1.429e-02 Score 94.598 Data time: 0.2203, Forward time: 2.2774, Backward time: 3.1038, DDP time: 0.0053, Total iter time: 5.8558 [2020-11-06 04:57:10,073][root][INFO] - ===> Epoch[341](8851/26): Loss 0.0244, Sem 0.1359, dir -0.4650, norm 0.3536, swav 0.0000 LR: 1.428e-02 Score 95.163 Data time: 0.1964, Forward time: 2.2774, Backward time: 3.1039, DDP time: 0.0053, Total iter time: 5.6620 [2020-11-06 04:57:15,121][root][INFO] - ===> Epoch[341](8852/26): Loss -0.0004, Sem 0.1309, dir -0.5022, norm 0.3708, swav 0.0000 LR: 1.426e-02 Score 95.362 Data time: 0.2295, Forward time: 2.2774, Backward time: 3.1038, DDP time: 0.0053, Total iter time: 4.9467 [2020-11-06 04:57:20,342][root][INFO] - ===> Epoch[341](8853/26): Loss 0.0920, Sem 0.1546, dir -0.4169, norm 0.3543, swav 0.0000 LR: 1.425e-02 Score 94.818 Data time: 0.2125, Forward time: 2.2774, Backward time: 3.1037, DDP time: 0.0053, Total iter time: 5.1212 [2020-11-06 04:57:25,632][root][INFO] - ===> Epoch[341](8854/26): Loss 0.1715, Sem 0.1754, dir -0.4442, norm 0.4403, swav 0.0000 LR: 1.424e-02 Score 93.811 Data time: 0.2272, Forward time: 2.2774, Backward time: 3.1037, DDP time: 0.0053, Total iter time: 5.1445 [2020-11-06 04:57:31,576][root][INFO] - ===> Epoch[341](8855/26): Loss 0.0320, Sem 0.0950, dir -0.4101, norm 0.3471, swav 0.0000 LR: 1.423e-02 Score 97.201 Data time: 0.2010, Forward time: 2.2774, Backward time: 3.1037, DDP time: 0.0053, Total iter time: 5.8067 [2020-11-06 04:57:38,243][root][INFO] - ===> Epoch[341](8856/26): Loss 0.0968, Sem 0.1479, dir -0.4479, norm 0.3969, swav 0.0000 LR: 1.422e-02 Score 94.791 Data time: 0.1997, Forward time: 2.2773, Backward time: 3.1039, DDP time: 0.0053, Total iter time: 6.5537 [2020-11-06 04:57:44,170][root][INFO] - ===> Epoch[341](8857/26): Loss 0.0566, Sem 0.1667, dir -0.4740, norm 0.3640, swav 0.0000 LR: 1.421e-02 Score 93.988 Data time: 0.2907, Forward time: 2.2773, Backward time: 3.1038, DDP time: 0.0053, Total iter time: 5.8410 [2020-11-06 04:57:50,069][root][INFO] - ===> Epoch[341](8858/26): Loss 0.0243, Sem 0.1317, dir -0.4815, norm 0.3741, swav 0.0000 LR: 1.420e-02 Score 96.672 Data time: 0.2180, Forward time: 2.2773, Backward time: 3.1038, DDP time: 0.0053, Total iter time: 5.7761 [2020-11-06 04:57:56,536][root][INFO] - ===> Epoch[341](8859/26): Loss 0.1204, Sem 0.1359, dir -0.4349, norm 0.4194, swav 0.0000 LR: 1.419e-02 Score 95.294 Data time: 0.2352, Forward time: 2.2774, Backward time: 3.1039, DDP time: 0.0053, Total iter time: 6.3498 [2020-11-06 04:58:03,213][root][INFO] - ===> Epoch[341](8860/26): Loss 0.0625, Sem 0.1725, dir -0.5028, norm 0.3928, swav 0.0000 LR: 1.417e-02 Score 95.323 Data time: 0.2140, Forward time: 2.2774, Backward time: 3.1039, DDP time: 0.0053, Total iter time: 6.5648 [2020-11-06 04:58:08,438][root][INFO] - ===> Epoch[341](8861/26): Loss 0.0995, Sem 0.1986, dir -0.4636, norm 0.3646, swav 0.0000 LR: 1.416e-02 Score 93.827 Data time: 0.1241, Forward time: 2.2773, Backward time: 3.1040, DDP time: 0.0053, Total iter time: 5.1011 [2020-11-06 04:58:15,052][root][INFO] - ===> Epoch[341](8862/26): Loss -0.0272, Sem 0.1166, dir -0.5279, norm 0.3841, swav 0.0000 LR: 1.415e-02 Score 96.314 Data time: 0.1853, Forward time: 2.2773, Backward time: 3.1041, DDP time: 0.0053, Total iter time: 6.5572 [2020-11-06 04:58:20,988][root][INFO] - ===> Epoch[341](8863/26): Loss 0.1135, Sem 0.1625, dir -0.4389, norm 0.3899, swav 0.0000 LR: 1.414e-02 Score 94.486 Data time: 0.3065, Forward time: 2.2773, Backward time: 3.1041, DDP time: 0.0053, Total iter time: 5.8299 [2020-11-06 04:58:27,383][root][INFO] - ===> Epoch[341](8864/26): Loss 0.0942, Sem 0.1643, dir -0.4819, norm 0.4118, swav 0.0000 LR: 1.413e-02 Score 95.053 Data time: 0.2943, Forward time: 2.2774, Backward time: 3.1040, DDP time: 0.0053, Total iter time: 6.2500 [2020-11-06 04:58:32,870][root][INFO] - ===> Epoch[341](8865/26): Loss 0.0661, Sem 0.1147, dir -0.4340, norm 0.3854, swav 0.0000 LR: 1.412e-02 Score 96.468 Data time: 0.1468, Forward time: 2.2774, Backward time: 3.1041, DDP time: 0.0053, Total iter time: 5.3538 [2020-11-06 04:58:38,582][root][INFO] - ===> Epoch[341](8866/26): Loss 0.1048, Sem 0.1520, dir -0.4564, norm 0.4092, swav 0.0000 LR: 1.411e-02 Score 95.127 Data time: 0.1985, Forward time: 2.2773, Backward time: 3.1041, DDP time: 0.0053, Total iter time: 5.6045 [2020-11-06 04:58:44,659][root][INFO] - ===> Epoch[342](8867/26): Loss -0.0145, Sem 0.1171, dir -0.4818, norm 0.3502, swav 0.0000 LR: 1.410e-02 Score 95.872 Data time: 0.1942, Forward time: 2.2773, Backward time: 3.1042, DDP time: 0.0053, Total iter time: 5.9929 [2020-11-06 04:58:50,693][root][INFO] - ===> Epoch[342](8868/26): Loss 0.1217, Sem 0.1794, dir -0.4292, norm 0.3716, swav 0.0000 LR: 1.409e-02 Score 94.134 Data time: 0.2845, Forward time: 2.2774, Backward time: 3.1041, DDP time: 0.0053, Total iter time: 5.9110 [2020-11-06 04:58:55,555][root][INFO] - ===> Epoch[342](8869/26): Loss 0.1479, Sem 0.1362, dir -0.3690, norm 0.3808, swav 0.0000 LR: 1.407e-02 Score 96.039 Data time: 0.1999, Forward time: 2.2774, Backward time: 3.1040, DDP time: 0.0053, Total iter time: 4.7239 [2020-11-06 04:59:00,909][root][INFO] - ===> Epoch[342](8870/26): Loss 0.1149, Sem 0.2249, dir -0.4584, norm 0.3484, swav 0.0000 LR: 1.406e-02 Score 94.055 Data time: 0.2544, Forward time: 2.2774, Backward time: 3.1039, DDP time: 0.0053, Total iter time: 5.1734 [2020-11-06 04:59:04,998][root][INFO] - ===> Epoch[342](8871/26): Loss 0.1109, Sem 0.1831, dir -0.4369, norm 0.3646, swav 0.0000 LR: 1.405e-02 Score 95.017 Data time: 0.1956, Forward time: 2.2774, Backward time: 3.1038, DDP time: 0.0053, Total iter time: 3.9624 [2020-11-06 04:59:11,687][root][INFO] - ===> Epoch[342](8872/26): Loss 0.0519, Sem 0.1221, dir -0.5006, norm 0.4304, swav 0.0000 LR: 1.404e-02 Score 96.215 Data time: 0.2458, Forward time: 2.2774, Backward time: 3.1038, DDP time: 0.0053, Total iter time: 6.5897 [2020-11-06 04:59:17,418][root][INFO] - ===> Epoch[342](8873/26): Loss 0.0916, Sem 0.1199, dir -0.4760, norm 0.4478, swav 0.0000 LR: 1.403e-02 Score 95.972 Data time: 0.2014, Forward time: 2.2774, Backward time: 3.1039, DDP time: 0.0053, Total iter time: 5.6037 [2020-11-06 04:59:23,950][root][INFO] - ===> Epoch[342](8874/26): Loss 0.1289, Sem 0.1613, dir -0.3839, norm 0.3515, swav 0.0000 LR: 1.402e-02 Score 94.527 Data time: 0.2005, Forward time: 2.2774, Backward time: 3.1039, DDP time: 0.0053, Total iter time: 6.3983 [2020-11-06 04:59:29,622][root][INFO] - ===> Epoch[342](8875/26): Loss 0.1132, Sem 0.1377, dir -0.4740, norm 0.4494, swav 0.0000 LR: 1.401e-02 Score 95.399 Data time: 0.2578, Forward time: 2.2774, Backward time: 3.1039, DDP time: 0.0053, Total iter time: 5.5252 [2020-11-06 04:59:36,741][root][INFO] - ===> Epoch[342](8876/26): Loss 0.1307, Sem 0.1405, dir -0.4089, norm 0.3992, swav 0.0000 LR: 1.400e-02 Score 96.349 Data time: 0.3285, Forward time: 2.2775, Backward time: 3.1039, DDP time: 0.0053, Total iter time: 6.9812 [2020-11-06 04:59:41,893][root][INFO] - ===> Epoch[342](8877/26): Loss 0.0485, Sem 0.1129, dir -0.4805, norm 0.4161, swav 0.0000 LR: 1.398e-02 Score 96.828 Data time: 0.2651, Forward time: 2.2775, Backward time: 3.1038, DDP time: 0.0053, Total iter time: 4.9749 [2020-11-06 04:59:47,097][root][INFO] - ===> Epoch[342](8878/26): Loss 0.0008, Sem 0.1127, dir -0.4515, norm 0.3396, swav 0.0000 LR: 1.397e-02 Score 97.225 Data time: 0.2451, Forward time: 2.2775, Backward time: 3.1038, DDP time: 0.0053, Total iter time: 5.0807 [2020-11-06 04:59:53,108][root][INFO] - ===> Epoch[342](8879/26): Loss 0.0350, Sem 0.1406, dir -0.4501, norm 0.3445, swav 0.0000 LR: 1.396e-02 Score 95.887 Data time: 0.1895, Forward time: 2.2775, Backward time: 3.1038, DDP time: 0.0053, Total iter time: 5.8836 [2020-11-06 04:59:59,369][root][INFO] - ===> Epoch[342](8880/26): Loss 0.1152, Sem 0.1617, dir -0.4545, norm 0.4080, swav 0.0000 LR: 1.395e-02 Score 95.380 Data time: 0.1686, Forward time: 2.2775, Backward time: 3.1039, DDP time: 0.0053, Total iter time: 6.1435 [2020-11-06 05:00:05,249][root][INFO] - ===> Epoch[342](8881/26): Loss 0.0928, Sem 0.1383, dir -0.4762, norm 0.4306, swav 0.0000 LR: 1.394e-02 Score 95.432 Data time: 0.2701, Forward time: 2.2775, Backward time: 3.1039, DDP time: 0.0053, Total iter time: 5.8028 [2020-11-06 05:00:10,865][root][INFO] - ===> Epoch[342](8882/26): Loss 0.1312, Sem 0.1578, dir -0.3981, norm 0.3714, swav 0.0000 LR: 1.393e-02 Score 94.657 Data time: 0.1981, Forward time: 2.2775, Backward time: 3.1039, DDP time: 0.0053, Total iter time: 5.4829 [2020-11-06 05:00:17,508][root][INFO] - ===> Epoch[342](8883/26): Loss 0.0830, Sem 0.1498, dir -0.4576, norm 0.3908, swav 0.0000 LR: 1.392e-02 Score 95.036 Data time: 0.2089, Forward time: 2.2775, Backward time: 3.1040, DDP time: 0.0053, Total iter time: 6.5077 [2020-11-06 05:00:22,847][root][INFO] - ===> Epoch[342](8884/26): Loss 0.1148, Sem 0.1714, dir -0.4630, norm 0.4064, swav 0.0000 LR: 1.391e-02 Score 95.120 Data time: 0.1566, Forward time: 2.2774, Backward time: 3.1040, DDP time: 0.0053, Total iter time: 5.2226 [2020-11-06 05:00:29,613][root][INFO] - ===> Epoch[342](8885/26): Loss 0.0538, Sem 0.1592, dir -0.5103, norm 0.4049, swav 0.0000 LR: 1.390e-02 Score 95.152 Data time: 0.2964, Forward time: 2.2775, Backward time: 3.1040, DDP time: 0.0053, Total iter time: 6.6766 [2020-11-06 05:00:35,453][root][INFO] - ===> Epoch[342](8886/26): Loss 0.0709, Sem 0.1646, dir -0.4468, norm 0.3532, swav 0.0000 LR: 1.388e-02 Score 94.546 Data time: 0.2524, Forward time: 2.2776, Backward time: 3.1040, DDP time: 0.0053, Total iter time: 5.7227 [2020-11-06 05:00:41,710][root][INFO] - ===> Epoch[342](8887/26): Loss 0.1403, Sem 0.1851, dir -0.4544, norm 0.4096, swav 0.0000 LR: 1.387e-02 Score 94.115 Data time: 0.2814, Forward time: 2.2776, Backward time: 3.1039, DDP time: 0.0053, Total iter time: 6.1294 [2020-11-06 05:00:47,115][root][INFO] - ===> Epoch[342](8888/26): Loss 0.0988, Sem 0.1485, dir -0.4542, norm 0.4045, swav 0.0000 LR: 1.386e-02 Score 94.770 Data time: 0.2182, Forward time: 2.2777, Backward time: 3.1039, DDP time: 0.0053, Total iter time: 5.2916 [2020-11-06 05:00:53,393][root][INFO] - ===> Epoch[342](8889/26): Loss 0.0619, Sem 0.1316, dir -0.4769, norm 0.4072, swav 0.0000 LR: 1.385e-02 Score 96.304 Data time: 0.2043, Forward time: 2.2776, Backward time: 3.1039, DDP time: 0.0053, Total iter time: 6.1361 [2020-11-06 05:00:59,526][root][INFO] - ===> Epoch[342](8890/26): Loss 0.0561, Sem 0.1650, dir -0.4446, norm 0.3357, swav 0.0000 LR: 1.384e-02 Score 93.805 Data time: 0.1788, Forward time: 2.2776, Backward time: 3.1040, DDP time: 0.0053, Total iter time: 6.0179 [2020-11-06 05:01:04,940][root][INFO] - ===> Epoch[342](8891/26): Loss 0.0850, Sem 0.1397, dir -0.4301, norm 0.3754, swav 0.0000 LR: 1.383e-02 Score 95.691 Data time: 0.2600, Forward time: 2.2776, Backward time: 3.1039, DDP time: 0.0053, Total iter time: 5.3134 [2020-11-06 05:01:10,746][root][INFO] - ===> Epoch[342](8892/26): Loss 0.1432, Sem 0.1780, dir -0.4120, norm 0.3772, swav 0.0000 LR: 1.382e-02 Score 94.311 Data time: 0.2419, Forward time: 2.2777, Backward time: 3.1039, DDP time: 0.0053, Total iter time: 5.6914 [2020-11-06 05:01:16,082][root][INFO] - ===> Epoch[343](8893/26): Loss 0.0200, Sem 0.1172, dir -0.4989, norm 0.4017, swav 0.0000 LR: 1.381e-02 Score 96.570 Data time: 0.2307, Forward time: 2.2776, Backward time: 3.1039, DDP time: 0.0053, Total iter time: 5.2154 [2020-11-06 05:01:21,981][root][INFO] - ===> Epoch[343](8894/26): Loss 0.0782, Sem 0.1463, dir -0.4532, norm 0.3850, swav 0.0000 LR: 1.379e-02 Score 95.606 Data time: 0.1705, Forward time: 2.2776, Backward time: 3.1040, DDP time: 0.0053, Total iter time: 5.7986 [2020-11-06 05:01:29,411][root][INFO] - ===> Epoch[343](8895/26): Loss 0.1140, Sem 0.1679, dir -0.4810, norm 0.4271, swav 0.0000 LR: 1.378e-02 Score 94.729 Data time: 0.1343, Forward time: 2.2775, Backward time: 3.1042, DDP time: 0.0053, Total iter time: 7.3568 [2020-11-06 05:01:34,749][root][INFO] - ===> Epoch[343](8896/26): Loss 0.0815, Sem 0.1366, dir -0.4553, norm 0.4003, swav 0.0000 LR: 1.377e-02 Score 94.931 Data time: 0.1570, Forward time: 2.2775, Backward time: 3.1042, DDP time: 0.0053, Total iter time: 5.2838 [2020-11-06 05:01:40,798][root][INFO] - ===> Epoch[343](8897/26): Loss -0.0176, Sem 0.0986, dir -0.4723, norm 0.3560, swav 0.0000 LR: 1.376e-02 Score 96.389 Data time: 0.1432, Forward time: 2.2774, Backward time: 3.1043, DDP time: 0.0053, Total iter time: 5.9579 [2020-11-06 05:01:46,510][root][INFO] - ===> Epoch[343](8898/26): Loss 0.0765, Sem 0.1317, dir -0.4074, norm 0.3522, swav 0.0000 LR: 1.375e-02 Score 95.861 Data time: 0.2139, Forward time: 2.2774, Backward time: 3.1044, DDP time: 0.0053, Total iter time: 5.6445 [2020-11-06 05:01:52,122][root][INFO] - ===> Epoch[343](8899/26): Loss 0.2008, Sem 0.1834, dir -0.4109, norm 0.4283, swav 0.0000 LR: 1.374e-02 Score 94.236 Data time: 0.2157, Forward time: 2.2774, Backward time: 3.1043, DDP time: 0.0053, Total iter time: 5.5037 [2020-11-06 05:01:57,760][root][INFO] - ===> Epoch[343](8900/26): Loss 0.0838, Sem 0.1589, dir -0.4511, norm 0.3760, swav 0.0000 LR: 1.373e-02 Score 95.160 Data time: 0.1177, Forward time: 2.2773, Backward time: 3.1044, DDP time: 0.0053, Total iter time: 5.5032 [2020-11-06 05:02:03,759][root][INFO] - ===> Epoch[343](8901/26): Loss 0.0741, Sem 0.1466, dir -0.4824, norm 0.4099, swav 0.0000 LR: 1.372e-02 Score 95.059 Data time: 0.2141, Forward time: 2.2773, Backward time: 3.1045, DDP time: 0.0053, Total iter time: 5.9358 [2020-11-06 05:02:09,241][root][INFO] - ===> Epoch[343](8902/26): Loss 0.0846, Sem 0.1533, dir -0.4482, norm 0.3795, swav 0.0000 LR: 1.370e-02 Score 95.288 Data time: 0.1734, Forward time: 2.2772, Backward time: 3.1045, DDP time: 0.0053, Total iter time: 5.3614 [2020-11-06 05:02:14,857][root][INFO] - ===> Epoch[343](8903/26): Loss 0.1563, Sem 0.1726, dir -0.4539, norm 0.4375, swav 0.0000 LR: 1.369e-02 Score 94.989 Data time: 0.2317, Forward time: 2.2772, Backward time: 3.1044, DDP time: 0.0053, Total iter time: 5.5435 [2020-11-06 05:02:20,100][root][INFO] - ===> Epoch[343](8904/26): Loss 0.1031, Sem 0.1416, dir -0.4304, norm 0.3920, swav 0.0000 LR: 1.368e-02 Score 96.197 Data time: 0.2467, Forward time: 2.2773, Backward time: 3.1043, DDP time: 0.0053, Total iter time: 5.1290 [2020-11-06 05:02:25,347][root][INFO] - ===> Epoch[343](8905/26): Loss 0.1021, Sem 0.1257, dir -0.4493, norm 0.4257, swav 0.0000 LR: 1.367e-02 Score 96.040 Data time: 0.2145, Forward time: 2.2773, Backward time: 3.1043, DDP time: 0.0053, Total iter time: 5.1210 [2020-11-06 05:02:30,942][root][INFO] - ===> Epoch[343](8906/26): Loss 0.1255, Sem 0.1694, dir -0.4234, norm 0.3795, swav 0.0000 LR: 1.366e-02 Score 94.647 Data time: 0.2278, Forward time: 2.2773, Backward time: 3.1042, DDP time: 0.0053, Total iter time: 5.4719 [2020-11-06 05:02:36,798][root][INFO] - ===> Epoch[343](8907/26): Loss 0.0883, Sem 0.1520, dir -0.4884, norm 0.4247, swav 0.0000 LR: 1.365e-02 Score 95.537 Data time: 0.2625, Forward time: 2.2774, Backward time: 3.1042, DDP time: 0.0053, Total iter time: 5.7307 [2020-11-06 05:02:42,245][root][INFO] - ===> Epoch[343](8908/26): Loss 0.0615, Sem 0.1504, dir -0.4508, norm 0.3618, swav 0.0000 LR: 1.364e-02 Score 94.886 Data time: 0.2215, Forward time: 2.2774, Backward time: 3.1041, DDP time: 0.0053, Total iter time: 5.3358 [2020-11-06 05:02:48,060][root][INFO] - ===> Epoch[343](8909/26): Loss 0.0827, Sem 0.1556, dir -0.4852, norm 0.4123, swav 0.0000 LR: 1.363e-02 Score 94.810 Data time: 0.1654, Forward time: 2.2773, Backward time: 3.1042, DDP time: 0.0053, Total iter time: 5.6956 [2020-11-06 05:02:53,809][root][INFO] - ===> Epoch[343](8910/26): Loss 0.1533, Sem 0.1629, dir -0.4269, norm 0.4173, swav 0.0000 LR: 1.361e-02 Score 95.155 Data time: 0.1610, Forward time: 2.2773, Backward time: 3.1042, DDP time: 0.0053, Total iter time: 5.6605 [2020-11-06 05:02:58,809][root][INFO] - ===> Epoch[343](8911/26): Loss 0.0386, Sem 0.1466, dir -0.4925, norm 0.3845, swav 0.0000 LR: 1.360e-02 Score 94.705 Data time: 0.1732, Forward time: 2.2772, Backward time: 3.1042, DDP time: 0.0053, Total iter time: 4.9152 [2020-11-06 05:03:03,886][root][INFO] - ===> Epoch[343](8912/26): Loss 0.0625, Sem 0.1089, dir -0.4850, norm 0.4387, swav 0.0000 LR: 1.359e-02 Score 96.800 Data time: 0.1925, Forward time: 2.2772, Backward time: 3.1042, DDP time: 0.0053, Total iter time: 5.0024 [2020-11-06 05:03:08,832][root][INFO] - ===> Epoch[343](8913/26): Loss 0.1083, Sem 0.1476, dir -0.4208, norm 0.3815, swav 0.0000 LR: 1.358e-02 Score 95.456 Data time: 0.1532, Forward time: 2.2771, Backward time: 3.1041, DDP time: 0.0053, Total iter time: 4.8526 [2020-11-06 05:03:14,426][root][INFO] - ===> Epoch[343](8914/26): Loss 0.1058, Sem 0.1496, dir -0.4511, norm 0.4073, swav 0.0000 LR: 1.357e-02 Score 95.336 Data time: 0.2016, Forward time: 2.2771, Backward time: 3.1042, DDP time: 0.0053, Total iter time: 5.5403 [2020-11-06 05:03:21,257][root][INFO] - ===> Epoch[343](8915/26): Loss 0.0930, Sem 0.1421, dir -0.4325, norm 0.3834, swav 0.0000 LR: 1.356e-02 Score 94.858 Data time: 0.2582, Forward time: 2.2771, Backward time: 3.1042, DDP time: 0.0053, Total iter time: 6.6989 [2020-11-06 05:03:27,042][root][INFO] - ===> Epoch[343](8916/26): Loss 0.0984, Sem 0.1430, dir -0.4491, norm 0.4045, swav 0.0000 LR: 1.355e-02 Score 95.523 Data time: 0.2332, Forward time: 2.2772, Backward time: 3.1042, DDP time: 0.0053, Total iter time: 5.6557 [2020-11-06 05:03:32,544][root][INFO] - ===> Epoch[343](8917/26): Loss 0.0089, Sem 0.1162, dir -0.5063, norm 0.3990, swav 0.0000 LR: 1.354e-02 Score 95.745 Data time: 0.1900, Forward time: 2.2771, Backward time: 3.1042, DDP time: 0.0053, Total iter time: 5.3527 [2020-11-06 05:03:37,991][root][INFO] - ===> Epoch[343](8918/26): Loss 0.0951, Sem 0.1396, dir -0.4459, norm 0.4013, swav 0.0000 LR: 1.352e-02 Score 95.650 Data time: 0.1908, Forward time: 2.2771, Backward time: 3.1042, DDP time: 0.0053, Total iter time: 5.3368 [2020-11-06 05:03:42,859][root][INFO] - ===> Epoch[344](8919/26): Loss 0.0344, Sem 0.1358, dir -0.4682, norm 0.3667, swav 0.0000 LR: 1.351e-02 Score 95.630 Data time: 0.2423, Forward time: 2.2771, Backward time: 3.1041, DDP time: 0.0053, Total iter time: 4.7720 [2020-11-06 05:03:49,763][root][INFO] - ===> Epoch[344](8920/26): Loss 0.1167, Sem 0.1229, dir -0.4749, norm 0.4687, swav 0.0000 LR: 1.350e-02 Score 95.958 Data time: 0.2503, Forward time: 2.2772, Backward time: 3.1041, DDP time: 0.0053, Total iter time: 6.7897 [2020-11-06 05:03:56,502][root][INFO] - ===> Epoch[344](8921/26): Loss 0.0823, Sem 0.1417, dir -0.3886, norm 0.3292, swav 0.0000 LR: 1.349e-02 Score 95.948 Data time: 0.1520, Forward time: 2.2771, Backward time: 3.1043, DDP time: 0.0053, Total iter time: 6.5985 [2020-11-06 05:04:01,547][root][INFO] - ===> Epoch[344](8922/26): Loss 0.0840, Sem 0.1480, dir -0.4310, norm 0.3670, swav 0.0000 LR: 1.348e-02 Score 95.534 Data time: 0.1533, Forward time: 2.2770, Backward time: 3.1043, DDP time: 0.0053, Total iter time: 4.9178 [2020-11-06 05:04:06,107][root][INFO] - ===> Epoch[344](8923/26): Loss 0.0918, Sem 0.1403, dir -0.4433, norm 0.3948, swav 0.0000 LR: 1.347e-02 Score 95.902 Data time: 0.1836, Forward time: 2.2770, Backward time: 3.1042, DDP time: 0.0053, Total iter time: 4.5048 [2020-11-06 05:04:11,455][root][INFO] - ===> Epoch[344](8924/26): Loss 0.0582, Sem 0.1420, dir -0.4533, norm 0.3696, swav 0.0000 LR: 1.346e-02 Score 95.106 Data time: 0.2114, Forward time: 2.2769, Backward time: 3.1042, DDP time: 0.0053, Total iter time: 5.2510 [2020-11-06 05:04:17,626][root][INFO] - ===> Epoch[344](8925/26): Loss 0.0844, Sem 0.1523, dir -0.4726, norm 0.4047, swav 0.0000 LR: 1.345e-02 Score 95.448 Data time: 0.2352, Forward time: 2.2770, Backward time: 3.1042, DDP time: 0.0053, Total iter time: 6.0659 [2020-11-06 05:04:23,906][root][INFO] - ===> Epoch[344](8926/26): Loss 0.1435, Sem 0.1187, dir -0.4019, norm 0.4268, swav 0.0000 LR: 1.343e-02 Score 96.702 Data time: 0.1695, Forward time: 2.2769, Backward time: 3.1043, DDP time: 0.0053, Total iter time: 6.1528 [2020-11-06 05:04:29,496][root][INFO] - ===> Epoch[344](8927/26): Loss 0.1296, Sem 0.2115, dir -0.4333, norm 0.3514, swav 0.0000 LR: 1.342e-02 Score 93.372 Data time: 0.1917, Forward time: 2.2769, Backward time: 3.1043, DDP time: 0.0053, Total iter time: 5.4759 [2020-11-06 05:04:34,860][root][INFO] - ===> Epoch[344](8928/26): Loss 0.0973, Sem 0.1657, dir -0.4385, norm 0.3701, swav 0.0000 LR: 1.341e-02 Score 94.691 Data time: 0.2419, Forward time: 2.2769, Backward time: 3.1043, DDP time: 0.0053, Total iter time: 5.2517 [2020-11-06 05:04:40,174][root][INFO] - ===> Epoch[344](8929/26): Loss 0.0166, Sem 0.1312, dir -0.5086, norm 0.3940, swav 0.0000 LR: 1.340e-02 Score 96.760 Data time: 0.2511, Forward time: 2.2770, Backward time: 3.1042, DDP time: 0.0053, Total iter time: 5.1717 [2020-11-06 05:04:45,795][root][INFO] - ===> Epoch[344](8930/26): Loss 0.1232, Sem 0.2008, dir -0.4758, norm 0.3982, swav 0.0000 LR: 1.339e-02 Score 93.995 Data time: 0.2715, Forward time: 2.2770, Backward time: 3.1041, DDP time: 0.0053, Total iter time: 5.4974 [2020-11-06 05:04:52,098][root][INFO] - ===> Epoch[344](8931/26): Loss 0.0529, Sem 0.1140, dir -0.4366, norm 0.3755, swav 0.0000 LR: 1.338e-02 Score 96.764 Data time: 0.2305, Forward time: 2.2770, Backward time: 3.1041, DDP time: 0.0053, Total iter time: 6.1887 [2020-11-06 05:04:57,621][root][INFO] - ===> Epoch[344](8932/26): Loss 0.0846, Sem 0.1566, dir -0.4490, norm 0.3770, swav 0.0000 LR: 1.337e-02 Score 94.381 Data time: 0.1760, Forward time: 2.2770, Backward time: 3.1041, DDP time: 0.0053, Total iter time: 5.3704 [2020-11-06 05:05:02,688][root][INFO] - ===> Epoch[344](8933/26): Loss 0.0371, Sem 0.1689, dir -0.4976, norm 0.3658, swav 0.0000 LR: 1.336e-02 Score 94.314 Data time: 0.1893, Forward time: 2.2769, Backward time: 3.1041, DDP time: 0.0053, Total iter time: 4.9751 [2020-11-06 05:05:09,746][root][INFO] - ===> Epoch[344](8934/26): Loss -0.0106, Sem 0.1130, dir -0.5077, norm 0.3841, swav 0.0000 LR: 1.334e-02 Score 96.244 Data time: 0.2292, Forward time: 2.2770, Backward time: 3.1042, DDP time: 0.0053, Total iter time: 6.9343 [2020-11-06 05:05:15,242][root][INFO] - ===> Epoch[344](8935/26): Loss -0.0112, Sem 0.1127, dir -0.5069, norm 0.3831, swav 0.0000 LR: 1.333e-02 Score 96.209 Data time: 0.1711, Forward time: 2.2769, Backward time: 3.1042, DDP time: 0.0053, Total iter time: 5.3598 [2020-11-06 05:05:20,015][root][INFO] - ===> Epoch[344](8936/26): Loss 0.0518, Sem 0.1400, dir -0.4699, norm 0.3817, swav 0.0000 LR: 1.332e-02 Score 96.023 Data time: 0.1895, Forward time: 2.2769, Backward time: 3.1042, DDP time: 0.0053, Total iter time: 4.6707 [2020-11-06 05:05:25,702][root][INFO] - ===> Epoch[344](8937/26): Loss 0.0382, Sem 0.1485, dir -0.4558, norm 0.3456, swav 0.0000 LR: 1.331e-02 Score 95.225 Data time: 0.1782, Forward time: 2.2769, Backward time: 3.1042, DDP time: 0.0053, Total iter time: 5.5642 [2020-11-06 05:05:30,668][root][INFO] - ===> Epoch[344](8938/26): Loss -0.0153, Sem 0.1099, dir -0.4687, norm 0.3435, swav 0.0000 LR: 1.330e-02 Score 96.321 Data time: 0.1828, Forward time: 2.2768, Backward time: 3.1041, DDP time: 0.0053, Total iter time: 4.8538 [2020-11-06 05:05:35,305][root][INFO] - ===> Epoch[344](8939/26): Loss -0.0060, Sem 0.1295, dir -0.4671, norm 0.3316, swav 0.0000 LR: 1.329e-02 Score 96.421 Data time: 0.2345, Forward time: 2.2768, Backward time: 3.1040, DDP time: 0.0053, Total iter time: 4.5349 [2020-11-06 05:05:41,439][root][INFO] - ===> Epoch[344](8940/26): Loss 0.1035, Sem 0.1505, dir -0.4086, norm 0.3616, swav 0.0000 LR: 1.328e-02 Score 94.363 Data time: 0.2230, Forward time: 2.2768, Backward time: 3.1041, DDP time: 0.0053, Total iter time: 6.0174 [2020-11-06 05:05:47,018][root][INFO] - ===> Epoch[344](8941/26): Loss 0.0807, Sem 0.1545, dir -0.4694, norm 0.3956, swav 0.0000 LR: 1.327e-02 Score 95.232 Data time: 0.2420, Forward time: 2.2768, Backward time: 3.1040, DDP time: 0.0053, Total iter time: 5.4532 [2020-11-06 05:05:52,208][root][INFO] - ===> Epoch[344](8942/26): Loss 0.0291, Sem 0.1266, dir -0.4612, norm 0.3636, swav 0.0000 LR: 1.325e-02 Score 95.224 Data time: 0.1795, Forward time: 2.2768, Backward time: 3.1040, DDP time: 0.0053, Total iter time: 5.0477 [2020-11-06 05:05:58,339][root][INFO] - ===> Epoch[344](8943/26): Loss 0.1018, Sem 0.1338, dir -0.4186, norm 0.3867, swav 0.0000 LR: 1.324e-02 Score 96.110 Data time: 0.1835, Forward time: 2.2768, Backward time: 3.1040, DDP time: 0.0053, Total iter time: 6.0264 [2020-11-06 05:06:04,551][root][INFO] - ===> Epoch[344](8944/26): Loss 0.1168, Sem 0.1524, dir -0.4254, norm 0.3898, swav 0.0000 LR: 1.323e-02 Score 95.030 Data time: 0.2005, Forward time: 2.2767, Backward time: 3.1041, DDP time: 0.0053, Total iter time: 6.0984 [2020-11-06 05:06:10,127][root][INFO] - ===> Epoch[345](8945/26): Loss 0.1245, Sem 0.1371, dir -0.4025, norm 0.3899, swav 0.0000 LR: 1.322e-02 Score 95.874 Data time: 0.2381, Forward time: 2.2768, Backward time: 3.1041, DDP time: 0.0053, Total iter time: 5.4501 [2020-11-06 05:06:15,361][root][INFO] - ===> Epoch[345](8946/26): Loss 0.0739, Sem 0.1432, dir -0.4646, norm 0.3952, swav 0.0000 LR: 1.321e-02 Score 95.743 Data time: 0.1654, Forward time: 2.2767, Backward time: 3.1040, DDP time: 0.0053, Total iter time: 5.0839 [2020-11-06 05:06:20,588][root][INFO] - ===> Epoch[345](8947/26): Loss 0.0778, Sem 0.1311, dir -0.5120, norm 0.4587, swav 0.0000 LR: 1.320e-02 Score 96.214 Data time: 0.2087, Forward time: 2.2767, Backward time: 3.1040, DDP time: 0.0053, Total iter time: 5.1140 [2020-11-06 05:06:27,645][root][INFO] - ===> Epoch[345](8948/26): Loss 0.0897, Sem 0.1399, dir -0.4472, norm 0.3971, swav 0.0000 LR: 1.319e-02 Score 95.207 Data time: 0.2228, Forward time: 2.2767, Backward time: 3.1041, DDP time: 0.0053, Total iter time: 6.9477 [2020-11-06 05:06:33,712][root][INFO] - ===> Epoch[345](8949/26): Loss 0.0767, Sem 0.1780, dir -0.4417, norm 0.3404, swav 0.0000 LR: 1.318e-02 Score 94.821 Data time: 0.2227, Forward time: 2.2767, Backward time: 3.1042, DDP time: 0.0053, Total iter time: 5.9323 [2020-11-06 05:06:38,969][root][INFO] - ===> Epoch[345](8950/26): Loss 0.0632, Sem 0.1402, dir -0.4101, norm 0.3330, swav 0.0000 LR: 1.316e-02 Score 95.080 Data time: 0.2151, Forward time: 2.2767, Backward time: 3.1041, DDP time: 0.0053, Total iter time: 5.1276 [2020-11-06 05:06:44,578][root][INFO] - ===> Epoch[345](8951/26): Loss 0.0954, Sem 0.1582, dir -0.5312, norm 0.4685, swav 0.0000 LR: 1.315e-02 Score 95.243 Data time: 0.1553, Forward time: 2.2767, Backward time: 3.1041, DDP time: 0.0053, Total iter time: 5.4890 [2020-11-06 05:06:49,463][root][INFO] - ===> Epoch[345](8952/26): Loss 0.0661, Sem 0.1154, dir -0.4032, norm 0.3539, swav 0.0000 LR: 1.314e-02 Score 96.570 Data time: 0.1711, Forward time: 2.2766, Backward time: 3.1041, DDP time: 0.0053, Total iter time: 4.7984 [2020-11-06 05:06:54,299][root][INFO] - ===> Epoch[345](8953/26): Loss 0.1194, Sem 0.1623, dir -0.4852, norm 0.4424, swav 0.0000 LR: 1.313e-02 Score 94.853 Data time: 0.1974, Forward time: 2.2766, Backward time: 3.1040, DDP time: 0.0053, Total iter time: 4.7265 [2020-11-06 05:07:01,183][root][INFO] - ===> Epoch[345](8954/26): Loss 0.1432, Sem 0.1443, dir -0.4464, norm 0.4454, swav 0.0000 LR: 1.312e-02 Score 96.501 Data time: 0.2293, Forward time: 2.2766, Backward time: 3.1041, DDP time: 0.0053, Total iter time: 6.7655 [2020-11-06 05:07:05,896][root][INFO] - ===> Epoch[345](8955/26): Loss -0.0008, Sem 0.1242, dir -0.4547, norm 0.3297, swav 0.0000 LR: 1.311e-02 Score 95.285 Data time: 0.2219, Forward time: 2.2766, Backward time: 3.1040, DDP time: 0.0053, Total iter time: 4.5787 [2020-11-06 05:07:10,937][root][INFO] - ===> Epoch[345](8956/26): Loss 0.0014, Sem 0.1250, dir -0.5031, norm 0.3795, swav 0.0000 LR: 1.310e-02 Score 95.769 Data time: 0.2501, Forward time: 2.2766, Backward time: 3.1039, DDP time: 0.0053, Total iter time: 4.9179 [2020-11-06 05:07:16,235][root][INFO] - ===> Epoch[345](8957/26): Loss 0.0780, Sem 0.1267, dir -0.4412, norm 0.3925, swav 0.0000 LR: 1.309e-02 Score 95.611 Data time: 0.2574, Forward time: 2.2767, Backward time: 3.1038, DDP time: 0.0053, Total iter time: 5.1755 [2020-11-06 05:07:21,507][root][INFO] - ===> Epoch[345](8958/26): Loss 0.0683, Sem 0.1229, dir -0.4489, norm 0.3944, swav 0.0000 LR: 1.307e-02 Score 96.920 Data time: 0.2321, Forward time: 2.2767, Backward time: 3.1037, DDP time: 0.0053, Total iter time: 5.1431 [2020-11-06 05:07:28,004][root][INFO] - ===> Epoch[345](8959/26): Loss 0.1034, Sem 0.1347, dir -0.4459, norm 0.4146, swav 0.0000 LR: 1.306e-02 Score 95.601 Data time: 0.2982, Forward time: 2.2768, Backward time: 3.1037, DDP time: 0.0053, Total iter time: 6.3728 [2020-11-06 05:07:34,720][root][INFO] - ===> Epoch[345](8960/26): Loss 0.0323, Sem 0.1223, dir -0.4689, norm 0.3789, swav 0.0000 LR: 1.305e-02 Score 96.233 Data time: 0.1629, Forward time: 2.2767, Backward time: 3.1039, DDP time: 0.0053, Total iter time: 6.5744 [2020-11-06 05:07:40,403][root][INFO] - ===> Epoch[345](8961/26): Loss 0.0167, Sem 0.1138, dir -0.4663, norm 0.3692, swav 0.0000 LR: 1.304e-02 Score 96.191 Data time: 0.2047, Forward time: 2.2767, Backward time: 3.1039, DDP time: 0.0053, Total iter time: 5.5844 [2020-11-06 05:07:48,161][root][INFO] - ===> Epoch[345](8962/26): Loss -0.0042, Sem 0.1132, dir -0.4353, norm 0.3179, swav 0.0000 LR: 1.303e-02 Score 95.995 Data time: 0.2055, Forward time: 2.2767, Backward time: 3.1041, DDP time: 0.0053, Total iter time: 7.6547 [2020-11-06 05:07:54,501][root][INFO] - ===> Epoch[345](8963/26): Loss 0.1219, Sem 0.1553, dir -0.4383, norm 0.4050, swav 0.0000 LR: 1.302e-02 Score 95.203 Data time: 0.2339, Forward time: 2.2767, Backward time: 3.1041, DDP time: 0.0053, Total iter time: 6.2401 [2020-11-06 05:07:59,627][root][INFO] - ===> Epoch[345](8964/26): Loss 0.0327, Sem 0.1155, dir -0.4391, norm 0.3563, swav 0.0000 LR: 1.301e-02 Score 96.934 Data time: 0.2083, Forward time: 2.2767, Backward time: 3.1041, DDP time: 0.0053, Total iter time: 5.0069 [2020-11-06 05:08:05,578][root][INFO] - ===> Epoch[345](8965/26): Loss 0.0991, Sem 0.1266, dir -0.4239, norm 0.3963, swav 0.0000 LR: 1.300e-02 Score 96.035 Data time: 0.2718, Forward time: 2.2768, Backward time: 3.1040, DDP time: 0.0053, Total iter time: 5.8466 [2020-11-06 05:08:11,668][root][INFO] - ===> Epoch[345](8966/26): Loss 0.2041, Sem 0.1620, dir -0.4367, norm 0.4788, swav 0.0000 LR: 1.298e-02 Score 94.359 Data time: 0.2179, Forward time: 2.2768, Backward time: 3.1040, DDP time: 0.0053, Total iter time: 5.9467 [2020-11-06 05:08:16,623][root][INFO] - ===> Epoch[345](8967/26): Loss 0.0115, Sem 0.1200, dir -0.4985, norm 0.3899, swav 0.0000 LR: 1.297e-02 Score 96.318 Data time: 0.1807, Forward time: 2.2768, Backward time: 3.1040, DDP time: 0.0053, Total iter time: 4.8515 [2020-11-06 05:08:22,382][root][INFO] - ===> Epoch[345](8968/26): Loss 0.1008, Sem 0.1367, dir -0.5065, norm 0.4707, swav 0.0000 LR: 1.296e-02 Score 95.459 Data time: 0.1830, Forward time: 2.2767, Backward time: 3.1040, DDP time: 0.0053, Total iter time: 5.6605 [2020-11-06 05:08:27,617][root][INFO] - ===> Epoch[345](8969/26): Loss 0.0338, Sem 0.1470, dir -0.4543, norm 0.3412, swav 0.0000 LR: 1.295e-02 Score 95.017 Data time: 0.2131, Forward time: 2.2767, Backward time: 3.1039, DDP time: 0.0053, Total iter time: 5.1507 [2020-11-06 05:08:33,849][root][INFO] - ===> Epoch[345](8970/26): Loss 0.0600, Sem 0.1243, dir -0.4485, norm 0.3842, swav 0.0000 LR: 1.294e-02 Score 96.318 Data time: 0.1539, Forward time: 2.2766, Backward time: 3.1041, DDP time: 0.0053, Total iter time: 6.1364 [2020-11-06 05:08:39,892][root][INFO] - ===> Epoch[346](8971/26): Loss 0.1019, Sem 0.1469, dir -0.4533, norm 0.4083, swav 0.0000 LR: 1.293e-02 Score 95.276 Data time: 0.1976, Forward time: 2.2766, Backward time: 3.1041, DDP time: 0.0053, Total iter time: 5.9641 [2020-11-06 05:08:44,241][root][INFO] - ===> Epoch[346](8972/26): Loss 0.1189, Sem 0.1708, dir -0.4241, norm 0.3721, swav 0.0000 LR: 1.292e-02 Score 93.769 Data time: 0.1675, Forward time: 2.2766, Backward time: 3.1040, DDP time: 0.0053, Total iter time: 4.2466 [2020-11-06 05:08:49,016][root][INFO] - ===> Epoch[346](8973/26): Loss 0.0723, Sem 0.1298, dir -0.3933, norm 0.3357, swav 0.0000 LR: 1.290e-02 Score 95.487 Data time: 0.2204, Forward time: 2.2766, Backward time: 3.1039, DDP time: 0.0053, Total iter time: 4.7231 [2020-11-06 05:08:54,312][root][INFO] - ===> Epoch[346](8974/26): Loss 0.0558, Sem 0.1230, dir -0.4900, norm 0.4228, swav 0.0000 LR: 1.289e-02 Score 96.200 Data time: 0.2184, Forward time: 2.2766, Backward time: 3.1039, DDP time: 0.0053, Total iter time: 5.1936 [2020-11-06 05:09:00,866][root][INFO] - ===> Epoch[346](8975/26): Loss 0.0870, Sem 0.1421, dir -0.4673, norm 0.4123, swav 0.0000 LR: 1.288e-02 Score 94.740 Data time: 0.3128, Forward time: 2.2767, Backward time: 3.1038, DDP time: 0.0053, Total iter time: 6.4467 [2020-11-06 05:09:07,104][root][INFO] - ===> Epoch[346](8976/26): Loss 0.0720, Sem 0.1343, dir -0.4347, norm 0.3724, swav 0.0000 LR: 1.287e-02 Score 95.451 Data time: 0.2188, Forward time: 2.2767, Backward time: 3.1039, DDP time: 0.0053, Total iter time: 6.1035 [2020-11-06 05:09:13,041][root][INFO] - ===> Epoch[346](8977/26): Loss 0.0749, Sem 0.1167, dir -0.3940, norm 0.3522, swav 0.0000 LR: 1.286e-02 Score 96.357 Data time: 0.2976, Forward time: 2.2768, Backward time: 3.1038, DDP time: 0.0053, Total iter time: 5.8182 [2020-11-06 05:09:18,743][root][INFO] - ===> Epoch[346](8978/26): Loss 0.0305, Sem 0.1178, dir -0.4727, norm 0.3855, swav 0.0000 LR: 1.285e-02 Score 95.970 Data time: 0.2062, Forward time: 2.2767, Backward time: 3.1038, DDP time: 0.0053, Total iter time: 5.5732 [2020-11-06 05:09:25,796][root][INFO] - ===> Epoch[346](8979/26): Loss 0.0223, Sem 0.1378, dir -0.5231, norm 0.4075, swav 0.0000 LR: 1.284e-02 Score 96.164 Data time: 0.2091, Forward time: 2.2767, Backward time: 3.1040, DDP time: 0.0053, Total iter time: 6.9185 [2020-11-06 05:09:31,570][root][INFO] - ===> Epoch[346](8980/26): Loss 0.0541, Sem 0.1497, dir -0.4935, norm 0.3979, swav 0.0000 LR: 1.283e-02 Score 94.551 Data time: 0.2345, Forward time: 2.2767, Backward time: 3.1040, DDP time: 0.0053, Total iter time: 5.6615 [2020-11-06 05:09:37,264][root][INFO] - ===> Epoch[346](8981/26): Loss 0.0981, Sem 0.1635, dir -0.4469, norm 0.3815, swav 0.0000 LR: 1.281e-02 Score 94.927 Data time: 0.1742, Forward time: 2.2767, Backward time: 3.1040, DDP time: 0.0053, Total iter time: 5.5730 [2020-11-06 05:09:41,900][root][INFO] - ===> Epoch[346](8982/26): Loss 0.1321, Sem 0.1684, dir -0.3991, norm 0.3629, swav 0.0000 LR: 1.280e-02 Score 94.479 Data time: 0.1977, Forward time: 2.2767, Backward time: 3.1039, DDP time: 0.0054, Total iter time: 4.5618 [2020-11-06 05:09:48,738][root][INFO] - ===> Epoch[346](8983/26): Loss 0.0911, Sem 0.1630, dir -0.4763, norm 0.4044, swav 0.0000 LR: 1.279e-02 Score 95.615 Data time: 0.2666, Forward time: 2.2767, Backward time: 3.1040, DDP time: 0.0054, Total iter time: 6.7445 [2020-11-06 05:09:54,404][root][INFO] - ===> Epoch[346](8984/26): Loss 0.0900, Sem 0.1359, dir -0.4376, norm 0.3916, swav 0.0000 LR: 1.278e-02 Score 95.233 Data time: 0.2355, Forward time: 2.2767, Backward time: 3.1039, DDP time: 0.0054, Total iter time: 5.5304 [2020-11-06 05:10:00,741][root][INFO] - ===> Epoch[346](8985/26): Loss 0.1158, Sem 0.1376, dir -0.4904, norm 0.4686, swav 0.0000 LR: 1.277e-02 Score 95.739 Data time: 0.2424, Forward time: 2.2767, Backward time: 3.1040, DDP time: 0.0054, Total iter time: 6.2275 [2020-11-06 05:10:06,727][root][INFO] - ===> Epoch[346](8986/26): Loss 0.0655, Sem 0.1268, dir -0.4454, norm 0.3841, swav 0.0000 LR: 1.276e-02 Score 96.070 Data time: 0.1880, Forward time: 2.2767, Backward time: 3.1040, DDP time: 0.0054, Total iter time: 5.8713 [2020-11-06 05:10:11,756][root][INFO] - ===> Epoch[346](8987/26): Loss 0.0743, Sem 0.1401, dir -0.4395, norm 0.3737, swav 0.0000 LR: 1.275e-02 Score 95.406 Data time: 0.2007, Forward time: 2.2767, Backward time: 3.1040, DDP time: 0.0054, Total iter time: 4.9229 [2020-11-06 05:10:16,347][root][INFO] - ===> Epoch[346](8988/26): Loss 0.0337, Sem 0.1293, dir -0.4511, norm 0.3554, swav 0.0000 LR: 1.274e-02 Score 95.370 Data time: 0.2221, Forward time: 2.2767, Backward time: 3.1039, DDP time: 0.0054, Total iter time: 4.4840 [2020-11-06 05:10:23,007][root][INFO] - ===> Epoch[346](8989/26): Loss 0.0142, Sem 0.1307, dir -0.4648, norm 0.3483, swav 0.0000 LR: 1.272e-02 Score 96.188 Data time: 0.2153, Forward time: 2.2767, Backward time: 3.1040, DDP time: 0.0054, Total iter time: 6.5464 [2020-11-06 05:10:29,213][root][INFO] - ===> Epoch[346](8990/26): Loss 0.0885, Sem 0.1457, dir -0.4453, norm 0.3881, swav 0.0000 LR: 1.271e-02 Score 95.001 Data time: 0.1926, Forward time: 2.2766, Backward time: 3.1040, DDP time: 0.0054, Total iter time: 6.0944 [2020-11-06 05:10:34,886][root][INFO] - ===> Epoch[346](8991/26): Loss 0.0263, Sem 0.1113, dir -0.4485, norm 0.3636, swav 0.0000 LR: 1.270e-02 Score 96.307 Data time: 0.2312, Forward time: 2.2767, Backward time: 3.1040, DDP time: 0.0054, Total iter time: 5.5625 [2020-11-06 05:10:40,851][root][INFO] - ===> Epoch[346](8992/26): Loss 0.1463, Sem 0.1058, dir -0.4166, norm 0.4570, swav 0.0000 LR: 1.269e-02 Score 97.118 Data time: 0.2454, Forward time: 2.2767, Backward time: 3.1040, DDP time: 0.0054, Total iter time: 5.8270 [2020-11-06 05:10:46,545][root][INFO] - ===> Epoch[346](8993/26): Loss -0.0024, Sem 0.1187, dir -0.4822, norm 0.3611, swav 0.0000 LR: 1.268e-02 Score 96.721 Data time: 0.2893, Forward time: 2.2768, Backward time: 3.1039, DDP time: 0.0054, Total iter time: 5.5616 [2020-11-06 05:10:53,112][root][INFO] - ===> Epoch[346](8994/26): Loss 0.1186, Sem 0.1555, dir -0.4695, norm 0.4325, swav 0.0000 LR: 1.267e-02 Score 94.420 Data time: 0.2118, Forward time: 2.2768, Backward time: 3.1040, DDP time: 0.0054, Total iter time: 6.4549 [2020-11-06 05:11:00,417][root][INFO] - ===> Epoch[346](8995/26): Loss 0.0931, Sem 0.1590, dir -0.4416, norm 0.3757, swav 0.0000 LR: 1.266e-02 Score 94.595 Data time: 0.1615, Forward time: 2.2767, Backward time: 3.1042, DDP time: 0.0054, Total iter time: 7.1992 [2020-11-06 05:11:06,525][root][INFO] - ===> Epoch[346](8996/26): Loss 0.0742, Sem 0.1326, dir -0.4243, norm 0.3659, swav 0.0000 LR: 1.264e-02 Score 95.584 Data time: 0.1407, Forward time: 2.2766, Backward time: 3.1043, DDP time: 0.0054, Total iter time: 6.0518 [2020-11-06 05:11:11,785][root][INFO] - ===> Epoch[347](8997/26): Loss 0.1297, Sem 0.1872, dir -0.4805, norm 0.4230, swav 0.0000 LR: 1.263e-02 Score 94.298 Data time: 0.1630, Forward time: 2.2766, Backward time: 3.1043, DDP time: 0.0054, Total iter time: 5.1832 [2020-11-06 05:11:16,910][root][INFO] - ===> Epoch[347](8998/26): Loss 0.1235, Sem 0.1768, dir -0.4193, norm 0.3660, swav 0.0000 LR: 1.262e-02 Score 94.352 Data time: 0.2218, Forward time: 2.2766, Backward time: 3.1043, DDP time: 0.0054, Total iter time: 5.0246 [2020-11-06 05:11:23,327][root][INFO] - ===> Epoch[347](8999/26): Loss 0.0489, Sem 0.1404, dir -0.4781, norm 0.3865, swav 0.0000 LR: 1.261e-02 Score 95.549 Data time: 0.2571, Forward time: 2.2766, Backward time: 3.1043, DDP time: 0.0054, Total iter time: 6.2866 [2020-11-06 05:11:28,286][root][INFO] - ===> Epoch[347](9000/26): Loss 0.0376, Sem 0.1203, dir -0.4938, norm 0.4111, swav 0.0000 LR: 1.260e-02 Score 96.213 Data time: 0.2148, Forward time: 2.2766, Backward time: 3.1042, DDP time: 0.0054, Total iter time: 4.8054 [2020-11-06 05:11:28,949][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-11-06 05:11:29,176][root][INFO] - ===> Start testing [2020-11-06 05:12:55,525][root][INFO] - 101/312: Data time: 0.0059, Iter time: 0.1528 Loss 0.125 (AVG: 0.649) Score 96.620 (AVG: 85.318) mIOU 61.253 mAP 68.524 mAcc 71.479 IOU: 77.863 96.055 48.939 69.767 87.343 84.981 71.217 54.471 44.120 74.638 10.717 52.616 47.392 60.456 40.559 32.398 87.200 63.676 84.720 35.932 mAP: 77.515 96.216 55.386 66.428 87.668 86.431 72.461 64.510 55.757 71.164 17.166 46.825 57.695 77.635 48.062 78.788 97.453 80.151 82.306 50.864 mAcc: 91.547 98.141 69.112 80.678 94.690 93.813 82.458 68.355 56.283 88.789 15.509 67.930 65.209 70.650 44.985 38.725 96.170 72.448 93.016 41.067 [2020-11-06 05:14:14,618][root][INFO] - 201/312: Data time: 0.0082, Iter time: 0.3936 Loss 0.365 (AVG: 0.638) Score 89.906 (AVG: 85.713) mIOU 61.848 mAP 68.241 mAcc 71.760 IOU: 78.207 96.139 50.354 74.490 88.265 81.978 70.280 51.930 46.507 75.191 12.607 53.500 46.028 63.193 36.273 38.353 85.447 61.851 85.542 40.816 mAP: 78.536 96.312 57.074 69.519 88.715 80.571 68.627 64.256 55.572 69.051 23.864 46.425 61.093 75.903 43.439 79.289 96.058 78.314 78.359 53.852 mAcc: 91.487 98.433 71.861 82.162 94.104 90.657 81.202 65.619 59.425 85.878 17.198 67.429 68.351 75.659 40.566 43.838 94.379 68.238 91.465 47.252 [2020-11-06 05:15:39,902][root][INFO] - 301/312: Data time: 0.0079, Iter time: 0.4220 Loss 1.833 (AVG: 0.660) Score 68.937 (AVG: 85.506) mIOU 62.003 mAP 68.058 mAcc 71.916 IOU: 78.654 95.852 55.547 75.367 87.072 80.282 66.844 49.837 47.791 72.992 12.854 58.531 48.064 58.679 38.760 43.656 86.231 56.860 85.092 41.093 mAP: 78.710 95.447 59.451 70.820 87.484 80.593 65.349 61.946 55.760 65.886 24.761 50.513 61.500 70.438 47.482 81.657 95.570 76.018 80.432 51.339 mAcc: 91.233 98.374 75.763 80.832 93.321 87.754 79.321 64.588 60.794 86.519 17.331 69.280 69.617 69.402 44.723 50.121 95.002 63.717 91.754 48.881 [2020-11-06 05:15:48,939][root][INFO] - 312/312: Data time: 0.0028, Iter time: 0.1895 Loss 0.108 (AVG: 0.667) Score 96.014 (AVG: 85.446) mIOU 62.222 mAP 68.177 mAcc 72.232 IOU: 78.346 95.865 55.769 75.374 87.222 81.014 66.752 50.079 47.745 73.071 12.774 56.552 48.448 59.442 40.966 45.856 86.553 55.875 85.378 41.348 mAP: 78.560 95.559 59.357 70.971 87.589 80.583 65.182 62.501 55.836 65.742 24.723 50.588 61.555 70.941 48.541 82.358 95.384 74.691 80.997 51.876 mAcc: 91.223 98.378 75.380 81.009 93.437 88.324 79.134 65.107 60.354 86.700 17.141 69.239 69.920 70.150 47.799 53.074 94.834 62.836 91.915 48.675 [2020-11-06 05:15:48,941][root][INFO] - Finished test. Elapsed time: 259.7627 [2020-11-06 05:16:02,115][root][INFO] - [2020-11-06 05:16:02,116][root][INFO] - ################################################################ [2020-11-06 05:16:02,116][root][INFO] - what : AP AP_50% AP_25% [2020-11-06 05:16:02,116][root][INFO] - ################################################################ [2020-11-06 05:16:02,116][root][INFO] - cabinet : 0.065 0.175 0.460 [2020-11-06 05:16:02,116][root][INFO] - bed : 0.217 0.512 0.641 [2020-11-06 05:16:02,116][root][INFO] - chair : 0.390 0.599 0.722 [2020-11-06 05:16:02,116][root][INFO] - sofa : 0.177 0.372 0.643 [2020-11-06 05:16:02,116][root][INFO] - table : 0.078 0.199 0.342 [2020-11-06 05:16:02,116][root][INFO] - door : 0.131 0.292 0.437 [2020-11-06 05:16:02,116][root][INFO] - window : 0.038 0.113 0.313 [2020-11-06 05:16:02,116][root][INFO] - bookshelf : 0.124 0.333 0.592 [2020-11-06 05:16:02,116][root][INFO] - picture : 0.005 0.021 0.076 [2020-11-06 05:16:02,116][root][INFO] - counter : 0.005 0.033 0.492 [2020-11-06 05:16:02,116][root][INFO] - desk : 0.007 0.033 0.259 [2020-11-06 05:16:02,116][root][INFO] - curtain : 0.117 0.229 0.318 [2020-11-06 05:16:02,116][root][INFO] - refrigerator : 0.018 0.081 0.213 [2020-11-06 05:16:02,116][root][INFO] - shower curtain : 0.352 0.573 0.601 [2020-11-06 05:16:02,116][root][INFO] - toilet : 0.733 0.979 0.979 [2020-11-06 05:16:02,116][root][INFO] - sink : 0.234 0.456 0.710 [2020-11-06 05:16:02,117][root][INFO] - bathtub : 0.461 0.704 0.815 [2020-11-06 05:16:02,117][root][INFO] - otherfurniture : 0.192 0.335 0.496 [2020-11-06 05:16:02,117][root][INFO] - ---------------------------------------------------------------- [2020-11-06 05:16:02,117][root][INFO] - average : 0.186 0.336 0.506 [2020-11-06 05:16:02,117][root][INFO] - [2020-11-06 05:16:02,357][root][INFO] - Summary name validation/mAP@0.5 is illegal; using validation/mAP_0.5 instead. [2020-11-06 05:16:03,007][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34Cbest_val.pth [2020-11-06 05:16:03,214][root][INFO] - Current best mIoU: 62.222 at iter 9000 [2020-11-06 05:16:08,833][root][INFO] - ===> Epoch[347](9001/26): Loss 0.0299, Sem 0.1137, dir -0.4704, norm 0.3866, swav 0.0000 LR: 1.259e-02 Score 95.924 Data time: 0.2538, Forward time: 2.2766, Backward time: 3.1042, DDP time: 0.0054, Total iter time: 5.6112 [2020-11-06 05:16:16,204][root][INFO] - ===> Epoch[347](9002/26): Loss 0.0469, Sem 0.1453, dir -0.4636, norm 0.3652, swav 0.0000 LR: 1.258e-02 Score 96.089 Data time: 0.2105, Forward time: 2.2766, Backward time: 3.1043, DDP time: 0.0054, Total iter time: 7.2283 [2020-11-06 05:16:20,669][root][INFO] - ===> Epoch[347](9003/26): Loss 0.0050, Sem 0.1077, dir -0.4850, norm 0.3824, swav 0.0000 LR: 1.257e-02 Score 95.611 Data time: 0.1829, Forward time: 2.2766, Backward time: 3.1042, DDP time: 0.0054, Total iter time: 4.3636 [2020-11-06 05:16:26,336][root][INFO] - ===> Epoch[347](9004/26): Loss 0.1027, Sem 0.1046, dir -0.4254, norm 0.4234, swav 0.0000 LR: 1.255e-02 Score 96.295 Data time: 0.1709, Forward time: 2.2766, Backward time: 3.1043, DDP time: 0.0054, Total iter time: 5.5720 [2020-11-06 05:16:31,878][root][INFO] - ===> Epoch[347](9005/26): Loss 0.1202, Sem 0.1683, dir -0.4344, norm 0.3863, swav 0.0000 LR: 1.254e-02 Score 94.586 Data time: 0.2636, Forward time: 2.2766, Backward time: 3.1042, DDP time: 0.0054, Total iter time: 5.4369 [2020-11-06 05:16:36,800][root][INFO] - ===> Epoch[347](9006/26): Loss 0.0315, Sem 0.1181, dir -0.4913, norm 0.4047, swav 0.0000 LR: 1.253e-02 Score 96.602 Data time: 0.2146, Forward time: 2.2766, Backward time: 3.1041, DDP time: 0.0054, Total iter time: 4.7775 [2020-11-06 05:16:43,620][root][INFO] - ===> Epoch[347](9007/26): Loss 0.0864, Sem 0.1193, dir -0.4662, norm 0.4334, swav 0.0000 LR: 1.252e-02 Score 96.681 Data time: 0.1814, Forward time: 2.2766, Backward time: 3.1042, DDP time: 0.0054, Total iter time: 6.7198 [2020-11-06 05:16:48,199][root][INFO] - ===> Epoch[347](9008/26): Loss 0.1288, Sem 0.1826, dir -0.4597, norm 0.4058, swav 0.0000 LR: 1.251e-02 Score 94.157 Data time: 0.1824, Forward time: 2.2765, Backward time: 3.1041, DDP time: 0.0054, Total iter time: 4.4600 [2020-11-06 05:16:54,670][root][INFO] - ===> Epoch[347](9009/26): Loss -0.0066, Sem 0.1100, dir -0.5097, norm 0.3931, swav 0.0000 LR: 1.250e-02 Score 96.675 Data time: 0.2525, Forward time: 2.2766, Backward time: 3.1042, DDP time: 0.0054, Total iter time: 6.3641 [2020-11-06 05:17:01,151][root][INFO] - ===> Epoch[347](9010/26): Loss 0.0842, Sem 0.1827, dir -0.4678, norm 0.3693, swav 0.0000 LR: 1.249e-02 Score 94.577 Data time: 0.2310, Forward time: 2.2766, Backward time: 3.1042, DDP time: 0.0054, Total iter time: 6.3543 [2020-11-06 05:17:06,537][root][INFO] - ===> Epoch[347](9011/26): Loss 0.1730, Sem 0.1893, dir -0.4386, norm 0.4224, swav 0.0000 LR: 1.247e-02 Score 94.470 Data time: 0.1864, Forward time: 2.2766, Backward time: 3.1042, DDP time: 0.0054, Total iter time: 5.2543 [2020-11-06 05:17:11,711][root][INFO] - ===> Epoch[347](9012/26): Loss 0.0172, Sem 0.1319, dir -0.4455, norm 0.3308, swav 0.0000 LR: 1.246e-02 Score 95.362 Data time: 0.2354, Forward time: 2.2766, Backward time: 3.1041, DDP time: 0.0054, Total iter time: 5.0661 [2020-11-06 05:17:18,227][root][INFO] - ===> Epoch[347](9013/26): Loss 0.1060, Sem 0.1420, dir -0.4897, norm 0.4536, swav 0.0000 LR: 1.245e-02 Score 96.040 Data time: 0.2607, Forward time: 2.2767, Backward time: 3.1041, DDP time: 0.0054, Total iter time: 6.3822 [2020-11-06 05:17:23,998][root][INFO] - ===> Epoch[347](9014/26): Loss 0.0570, Sem 0.1326, dir -0.4446, norm 0.3689, swav 0.0000 LR: 1.244e-02 Score 96.318 Data time: 0.2575, Forward time: 2.2767, Backward time: 3.1041, DDP time: 0.0054, Total iter time: 5.6391 [2020-11-06 05:17:29,171][root][INFO] - ===> Epoch[347](9015/26): Loss 0.0446, Sem 0.0921, dir -0.4404, norm 0.3929, swav 0.0000 LR: 1.243e-02 Score 97.018 Data time: 0.1831, Forward time: 2.2767, Backward time: 3.1040, DDP time: 0.0054, Total iter time: 5.0531 [2020-11-06 05:17:34,733][root][INFO] - ===> Epoch[347](9016/26): Loss 0.0524, Sem 0.1225, dir -0.4998, norm 0.4298, swav 0.0000 LR: 1.242e-02 Score 95.567 Data time: 0.2658, Forward time: 2.2767, Backward time: 3.1040, DDP time: 0.0054, Total iter time: 5.4544 [2020-11-06 05:17:42,083][root][INFO] - ===> Epoch[347](9017/26): Loss 0.0847, Sem 0.1466, dir -0.4026, norm 0.3408, swav 0.0000 LR: 1.241e-02 Score 95.130 Data time: 0.2501, Forward time: 2.2767, Backward time: 3.1041, DDP time: 0.0054, Total iter time: 7.2210 [2020-11-06 05:17:47,941][root][INFO] - ===> Epoch[347](9018/26): Loss 0.0460, Sem 0.1371, dir -0.4823, norm 0.3911, swav 0.0000 LR: 1.240e-02 Score 96.535 Data time: 0.2833, Forward time: 2.2768, Backward time: 3.1040, DDP time: 0.0054, Total iter time: 5.7241 [2020-11-06 05:17:53,280][root][INFO] - ===> Epoch[347](9019/26): Loss 0.1100, Sem 0.1713, dir -0.4778, norm 0.4165, swav 0.0000 LR: 1.238e-02 Score 94.864 Data time: 0.2378, Forward time: 2.2768, Backward time: 3.1040, DDP time: 0.0054, Total iter time: 5.2079 [2020-11-06 05:18:00,892][root][INFO] - ===> Epoch[347](9020/26): Loss 0.0894, Sem 0.1442, dir -0.4539, norm 0.3991, swav 0.0000 LR: 1.237e-02 Score 95.813 Data time: 0.2537, Forward time: 2.2769, Backward time: 3.1041, DDP time: 0.0054, Total iter time: 7.5091 [2020-11-06 05:18:06,785][root][INFO] - ===> Epoch[347](9021/26): Loss 0.0801, Sem 0.1426, dir -0.4486, norm 0.3861, swav 0.0000 LR: 1.236e-02 Score 96.035 Data time: 0.2715, Forward time: 2.2770, Backward time: 3.1040, DDP time: 0.0054, Total iter time: 5.7752 [2020-11-06 05:18:11,745][root][INFO] - ===> Epoch[347](9022/26): Loss 0.1074, Sem 0.1789, dir -0.5072, norm 0.4357, swav 0.0000 LR: 1.235e-02 Score 94.092 Data time: 0.1132, Forward time: 2.2769, Backward time: 3.1041, DDP time: 0.0054, Total iter time: 4.8269 [2020-11-06 05:18:19,167][root][INFO] - ===> Epoch[348](9023/26): Loss 0.0415, Sem 0.1215, dir -0.4659, norm 0.3859, swav 0.0000 LR: 1.234e-02 Score 96.156 Data time: 0.2363, Forward time: 2.2769, Backward time: 3.1043, DDP time: 0.0054, Total iter time: 7.3394 [2020-11-06 05:18:25,832][root][INFO] - ===> Epoch[348](9024/26): Loss 0.0509, Sem 0.1511, dir -0.4714, norm 0.3713, swav 0.0000 LR: 1.233e-02 Score 94.559 Data time: 0.3153, Forward time: 2.2770, Backward time: 3.1042, DDP time: 0.0054, Total iter time: 6.5646 [2020-11-06 05:18:32,882][root][INFO] - ===> Epoch[348](9025/26): Loss 0.1731, Sem 0.1658, dir -0.4045, norm 0.4117, swav 0.0000 LR: 1.232e-02 Score 94.878 Data time: 0.1803, Forward time: 2.2770, Backward time: 3.1044, DDP time: 0.0054, Total iter time: 6.9251 [2020-11-06 05:18:37,732][root][INFO] - ===> Epoch[348](9026/26): Loss 0.0550, Sem 0.1359, dir -0.4545, norm 0.3737, swav 0.0000 LR: 1.230e-02 Score 96.194 Data time: 0.1503, Forward time: 2.2769, Backward time: 3.1044, DDP time: 0.0054, Total iter time: 4.7325 [2020-11-06 05:18:43,269][root][INFO] - ===> Epoch[348](9027/26): Loss 0.1184, Sem 0.1559, dir -0.4216, norm 0.3841, swav 0.0000 LR: 1.229e-02 Score 94.912 Data time: 0.2091, Forward time: 2.2769, Backward time: 3.1043, DDP time: 0.0054, Total iter time: 5.4636 [2020-11-06 05:18:49,032][root][INFO] - ===> Epoch[348](9028/26): Loss 0.0824, Sem 0.1373, dir -0.4848, norm 0.4299, swav 0.0000 LR: 1.228e-02 Score 95.560 Data time: 0.2136, Forward time: 2.2769, Backward time: 3.1043, DDP time: 0.0054, Total iter time: 5.6492 [2020-11-06 05:18:55,018][root][INFO] - ===> Epoch[348](9029/26): Loss 0.0705, Sem 0.1377, dir -0.4444, norm 0.3771, swav 0.0000 LR: 1.227e-02 Score 95.484 Data time: 0.2907, Forward time: 2.2770, Backward time: 3.1043, DDP time: 0.0054, Total iter time: 5.8728 [2020-11-06 05:19:01,008][root][INFO] - ===> Epoch[348](9030/26): Loss 0.0733, Sem 0.1591, dir -0.4693, norm 0.3835, swav 0.0000 LR: 1.226e-02 Score 95.023 Data time: 0.1875, Forward time: 2.2769, Backward time: 3.1043, DDP time: 0.0054, Total iter time: 5.8565 [2020-11-06 05:19:06,260][root][INFO] - ===> Epoch[348](9031/26): Loss 0.0848, Sem 0.1306, dir -0.4230, norm 0.3772, swav 0.0000 LR: 1.225e-02 Score 95.665 Data time: 0.2460, Forward time: 2.2770, Backward time: 3.1042, DDP time: 0.0054, Total iter time: 5.1232 [2020-11-06 05:19:11,154][root][INFO] - ===> Epoch[348](9032/26): Loss 0.1010, Sem 0.1494, dir -0.4233, norm 0.3749, swav 0.0000 LR: 1.224e-02 Score 95.669 Data time: 0.2180, Forward time: 2.2770, Backward time: 3.1041, DDP time: 0.0054, Total iter time: 4.7838 [2020-11-06 05:19:15,761][root][INFO] - ===> Epoch[348](9033/26): Loss 0.1071, Sem 0.1476, dir -0.4312, norm 0.3907, swav 0.0000 LR: 1.222e-02 Score 94.591 Data time: 0.2001, Forward time: 2.2770, Backward time: 3.1040, DDP time: 0.0054, Total iter time: 4.4971 [2020-11-06 05:19:20,944][root][INFO] - ===> Epoch[348](9034/26): Loss 0.0696, Sem 0.1496, dir -0.4245, norm 0.3445, swav 0.0000 LR: 1.221e-02 Score 95.049 Data time: 0.1145, Forward time: 2.2769, Backward time: 3.1041, DDP time: 0.0054, Total iter time: 5.0523 [2020-11-06 05:19:25,581][root][INFO] - ===> Epoch[348](9035/26): Loss -0.0287, Sem 0.1094, dir -0.4793, norm 0.3412, swav 0.0000 LR: 1.220e-02 Score 96.445 Data time: 0.2094, Forward time: 2.2768, Backward time: 3.1040, DDP time: 0.0054, Total iter time: 4.5582 [2020-11-06 05:19:31,447][root][INFO] - ===> Epoch[348](9036/26): Loss 0.0276, Sem 0.1270, dir -0.5136, norm 0.4141, swav 0.0000 LR: 1.219e-02 Score 95.638 Data time: 0.2165, Forward time: 2.2768, Backward time: 3.1040, DDP time: 0.0054, Total iter time: 5.7598 [2020-11-06 05:19:36,971][root][INFO] - ===> Epoch[348](9037/26): Loss -0.0124, Sem 0.1065, dir -0.4900, norm 0.3710, swav 0.0000 LR: 1.218e-02 Score 96.637 Data time: 0.2425, Forward time: 2.2769, Backward time: 3.1039, DDP time: 0.0054, Total iter time: 5.3994 [2020-11-06 05:19:42,242][root][INFO] - ===> Epoch[348](9038/26): Loss 0.0269, Sem 0.1223, dir -0.4358, norm 0.3404, swav 0.0000 LR: 1.217e-02 Score 95.673 Data time: 0.1582, Forward time: 2.2768, Backward time: 3.1039, DDP time: 0.0054, Total iter time: 5.1507 [2020-11-06 05:19:48,019][root][INFO] - ===> Epoch[348](9039/26): Loss 0.1178, Sem 0.1820, dir -0.4367, norm 0.3724, swav 0.0000 LR: 1.216e-02 Score 94.539 Data time: 0.1745, Forward time: 2.2768, Backward time: 3.1040, DDP time: 0.0054, Total iter time: 5.6648 [2020-11-06 05:19:53,681][root][INFO] - ===> Epoch[348](9040/26): Loss 0.0858, Sem 0.1152, dir -0.4555, norm 0.4261, swav 0.0000 LR: 1.215e-02 Score 96.333 Data time: 0.2751, Forward time: 2.2768, Backward time: 3.1039, DDP time: 0.0054, Total iter time: 5.5650 [2020-11-06 05:20:00,022][root][INFO] - ===> Epoch[348](9041/26): Loss 0.0152, Sem 0.1019, dir -0.4672, norm 0.3804, swav 0.0000 LR: 1.213e-02 Score 96.604 Data time: 0.2514, Forward time: 2.2769, Backward time: 3.1039, DDP time: 0.0054, Total iter time: 6.2305 [2020-11-06 05:20:05,702][root][INFO] - ===> Epoch[348](9042/26): Loss 0.1292, Sem 0.1796, dir -0.4032, norm 0.3528, swav 0.0000 LR: 1.212e-02 Score 93.931 Data time: 0.2293, Forward time: 2.2769, Backward time: 3.1039, DDP time: 0.0054, Total iter time: 5.5582 [2020-11-06 05:20:10,488][root][INFO] - ===> Epoch[348](9043/26): Loss 0.0251, Sem 0.1419, dir -0.4558, norm 0.3390, swav 0.0000 LR: 1.211e-02 Score 95.739 Data time: 0.1156, Forward time: 2.2768, Backward time: 3.1039, DDP time: 0.0054, Total iter time: 4.6673 [2020-11-06 05:20:15,945][root][INFO] - ===> Epoch[348](9044/26): Loss 0.0543, Sem 0.1248, dir -0.4429, norm 0.3725, swav 0.0000 LR: 1.210e-02 Score 96.156 Data time: 0.1548, Forward time: 2.2767, Backward time: 3.1039, DDP time: 0.0054, Total iter time: 5.4024 [2020-11-06 05:20:20,941][root][INFO] - ===> Epoch[348](9045/26): Loss 0.0722, Sem 0.1438, dir -0.4564, norm 0.3848, swav 0.0000 LR: 1.209e-02 Score 95.139 Data time: 0.1373, Forward time: 2.2766, Backward time: 3.1039, DDP time: 0.0054, Total iter time: 4.9007 [2020-11-06 05:20:26,741][root][INFO] - ===> Epoch[348](9046/26): Loss 0.1930, Sem 0.2028, dir -0.4498, norm 0.4400, swav 0.0000 LR: 1.208e-02 Score 93.692 Data time: 0.2194, Forward time: 2.2767, Backward time: 3.1039, DDP time: 0.0054, Total iter time: 5.7339 [2020-11-06 05:20:32,337][root][INFO] - ===> Epoch[348](9047/26): Loss 0.0309, Sem 0.1361, dir -0.4409, norm 0.3357, swav 0.0000 LR: 1.207e-02 Score 95.198 Data time: 0.1828, Forward time: 2.2766, Backward time: 3.1040, DDP time: 0.0054, Total iter time: 5.4747 [2020-11-06 05:20:37,994][root][INFO] - ===> Epoch[348](9048/26): Loss 0.0539, Sem 0.1568, dir -0.4806, norm 0.3777, swav 0.0000 LR: 1.205e-02 Score 94.889 Data time: 0.2786, Forward time: 2.2767, Backward time: 3.1039, DDP time: 0.0054, Total iter time: 5.5495 [2020-11-06 05:20:43,969][root][INFO] - ===> Epoch[349](9049/26): Loss 0.0984, Sem 0.1259, dir -0.4712, norm 0.4436, swav 0.0000 LR: 1.204e-02 Score 95.838 Data time: 0.2067, Forward time: 2.2766, Backward time: 3.1039, DDP time: 0.0054, Total iter time: 5.8474 [2020-11-06 05:20:51,537][root][INFO] - ===> Epoch[349](9050/26): Loss 0.0937, Sem 0.1409, dir -0.4510, norm 0.4038, swav 0.0000 LR: 1.203e-02 Score 96.018 Data time: 0.2858, Forward time: 2.2767, Backward time: 3.1040, DDP time: 0.0054, Total iter time: 7.4402 [2020-11-06 05:20:58,224][root][INFO] - ===> Epoch[349](9051/26): Loss 0.0733, Sem 0.1408, dir -0.4796, norm 0.4121, swav 0.0000 LR: 1.202e-02 Score 95.915 Data time: 0.3181, Forward time: 2.2768, Backward time: 3.1040, DDP time: 0.0054, Total iter time: 6.5333 [2020-11-06 05:21:05,096][root][INFO] - ===> Epoch[349](9052/26): Loss 0.0685, Sem 0.1210, dir -0.4104, norm 0.3579, swav 0.0000 LR: 1.201e-02 Score 95.375 Data time: 0.3224, Forward time: 2.2769, Backward time: 3.1040, DDP time: 0.0054, Total iter time: 6.7249 [2020-11-06 05:21:10,628][root][INFO] - ===> Epoch[349](9053/26): Loss -0.0092, Sem 0.0959, dir -0.4690, norm 0.3639, swav 0.0000 LR: 1.200e-02 Score 97.172 Data time: 0.1926, Forward time: 2.2769, Backward time: 3.1040, DDP time: 0.0054, Total iter time: 5.4043 [2020-11-06 05:21:16,345][root][INFO] - ===> Epoch[349](9054/26): Loss -0.0120, Sem 0.1193, dir -0.5249, norm 0.3936, swav 0.0000 LR: 1.199e-02 Score 96.028 Data time: 0.1752, Forward time: 2.2769, Backward time: 3.1040, DDP time: 0.0054, Total iter time: 5.5905 [2020-11-06 05:21:21,276][root][INFO] - ===> Epoch[349](9055/26): Loss 0.0864, Sem 0.1290, dir -0.4455, norm 0.4029, swav 0.0000 LR: 1.197e-02 Score 96.079 Data time: 0.2015, Forward time: 2.2769, Backward time: 3.1039, DDP time: 0.0054, Total iter time: 4.8275 [2020-11-06 05:21:26,700][root][INFO] - ===> Epoch[349](9056/26): Loss 0.1742, Sem 0.1667, dir -0.3838, norm 0.3913, swav 0.0000 LR: 1.196e-02 Score 95.197 Data time: 0.1601, Forward time: 2.2768, Backward time: 3.1039, DDP time: 0.0054, Total iter time: 5.2988 [2020-11-06 05:21:32,308][root][INFO] - ===> Epoch[349](9057/26): Loss 0.1088, Sem 0.1159, dir -0.4057, norm 0.3986, swav 0.0000 LR: 1.195e-02 Score 96.364 Data time: 0.2358, Forward time: 2.2768, Backward time: 3.1039, DDP time: 0.0054, Total iter time: 5.4994 [2020-11-06 05:21:38,093][root][INFO] - ===> Epoch[349](9058/26): Loss 0.1219, Sem 0.1653, dir -0.5094, norm 0.4660, swav 0.0000 LR: 1.194e-02 Score 95.432 Data time: 0.2439, Forward time: 2.2769, Backward time: 3.1039, DDP time: 0.0054, Total iter time: 5.6630 [2020-11-06 05:21:44,471][root][INFO] - ===> Epoch[349](9059/26): Loss -0.0100, Sem 0.1237, dir -0.4474, norm 0.3136, swav 0.0000 LR: 1.193e-02 Score 95.759 Data time: 0.1713, Forward time: 2.2768, Backward time: 3.1040, DDP time: 0.0054, Total iter time: 6.2354 [2020-11-06 05:21:51,016][root][INFO] - ===> Epoch[349](9060/26): Loss 0.0994, Sem 0.1440, dir -0.4733, norm 0.4288, swav 0.0000 LR: 1.192e-02 Score 95.485 Data time: 0.3181, Forward time: 2.2769, Backward time: 3.1040, DDP time: 0.0054, Total iter time: 6.4361 [2020-11-06 05:21:57,703][root][INFO] - ===> Epoch[349](9061/26): Loss 0.0463, Sem 0.1209, dir -0.4596, norm 0.3850, swav 0.0000 LR: 1.191e-02 Score 96.496 Data time: 0.2257, Forward time: 2.2770, Backward time: 3.1040, DDP time: 0.0054, Total iter time: 6.5397 [2020-11-06 05:22:02,361][root][INFO] - ===> Epoch[349](9062/26): Loss -0.0208, Sem 0.1467, dir -0.5073, norm 0.3398, swav 0.0000 LR: 1.189e-02 Score 95.424 Data time: 0.1046, Forward time: 2.2768, Backward time: 3.1041, DDP time: 0.0054, Total iter time: 4.5302 [2020-11-06 05:22:06,748][root][INFO] - ===> Epoch[349](9063/26): Loss 0.0251, Sem 0.1316, dir -0.4866, norm 0.3802, swav 0.0000 LR: 1.188e-02 Score 95.296 Data time: 0.1959, Forward time: 2.2768, Backward time: 3.1039, DDP time: 0.0054, Total iter time: 4.3163 [2020-11-06 05:22:12,975][root][INFO] - ===> Epoch[349](9064/26): Loss 0.0972, Sem 0.1582, dir -0.4776, norm 0.4166, swav 0.0000 LR: 1.187e-02 Score 94.951 Data time: 0.2323, Forward time: 2.2768, Backward time: 3.1040, DDP time: 0.0054, Total iter time: 6.1151 [2020-11-06 05:22:17,895][root][INFO] - ===> Epoch[349](9065/26): Loss 0.0414, Sem 0.1452, dir -0.4995, norm 0.3957, swav 0.0000 LR: 1.186e-02 Score 94.966 Data time: 0.1522, Forward time: 2.2768, Backward time: 3.1039, DDP time: 0.0054, Total iter time: 4.7885 [2020-11-06 05:22:23,412][root][INFO] - ===> Epoch[349](9066/26): Loss 0.1518, Sem 0.1399, dir -0.4225, norm 0.4344, swav 0.0000 LR: 1.185e-02 Score 95.816 Data time: 0.2481, Forward time: 2.2768, Backward time: 3.1039, DDP time: 0.0054, Total iter time: 5.4411 [2020-11-06 05:22:29,619][root][INFO] - ===> Epoch[349](9067/26): Loss 0.0341, Sem 0.1454, dir -0.4872, norm 0.3759, swav 0.0000 LR: 1.184e-02 Score 94.991 Data time: 0.1825, Forward time: 2.2768, Backward time: 3.1039, DDP time: 0.0054, Total iter time: 6.0769 [2020-11-06 05:22:34,922][root][INFO] - ===> Epoch[349](9068/26): Loss 0.0493, Sem 0.1473, dir -0.4858, norm 0.3878, swav 0.0000 LR: 1.183e-02 Score 95.427 Data time: 0.1197, Forward time: 2.2767, Backward time: 3.1040, DDP time: 0.0054, Total iter time: 5.2115 [2020-11-06 05:22:40,999][root][INFO] - ===> Epoch[349](9069/26): Loss 0.1791, Sem 0.1693, dir -0.4164, norm 0.4262, swav 0.0000 LR: 1.182e-02 Score 94.888 Data time: 0.2483, Forward time: 2.2768, Backward time: 3.1040, DDP time: 0.0054, Total iter time: 6.0343 [2020-11-06 05:22:47,782][root][INFO] - ===> Epoch[349](9070/26): Loss 0.1319, Sem 0.1373, dir -0.4227, norm 0.4173, swav 0.0000 LR: 1.180e-02 Score 94.584 Data time: 0.2119, Forward time: 2.2768, Backward time: 3.1041, DDP time: 0.0054, Total iter time: 6.6411 [2020-11-06 05:22:53,827][root][INFO] - ===> Epoch[349](9071/26): Loss 0.0914, Sem 0.1556, dir -0.4137, norm 0.3494, swav 0.0000 LR: 1.179e-02 Score 94.837 Data time: 0.2519, Forward time: 2.2768, Backward time: 3.1040, DDP time: 0.0054, Total iter time: 5.9272 [2020-11-06 05:22:59,426][root][INFO] - ===> Epoch[349](9072/26): Loss 0.1223, Sem 0.1530, dir -0.4554, norm 0.4247, swav 0.0000 LR: 1.178e-02 Score 95.162 Data time: 0.2055, Forward time: 2.2768, Backward time: 3.1040, DDP time: 0.0054, Total iter time: 5.4436 [2020-11-06 05:23:03,727][root][INFO] - ===> Epoch[349](9073/26): Loss -0.0111, Sem 0.1147, dir -0.4612, norm 0.3353, swav 0.0000 LR: 1.177e-02 Score 96.266 Data time: 0.2105, Forward time: 2.2768, Backward time: 3.1039, DDP time: 0.0054, Total iter time: 4.1752 [2020-11-06 05:23:08,679][root][INFO] - ===> Epoch[349](9074/26): Loss 0.0286, Sem 0.1290, dir -0.4648, norm 0.3643, swav 0.0000 LR: 1.176e-02 Score 96.400 Data time: 0.1720, Forward time: 2.2767, Backward time: 3.1038, DDP time: 0.0054, Total iter time: 4.8551 [2020-11-06 05:23:14,287][root][INFO] - ===> Epoch[350](9075/26): Loss 0.0572, Sem 0.1292, dir -0.4408, norm 0.3688, swav 0.0000 LR: 1.175e-02 Score 94.783 Data time: 0.2140, Forward time: 2.2768, Backward time: 3.1038, DDP time: 0.0054, Total iter time: 5.5213 [2020-11-06 05:23:19,647][root][INFO] - ===> Epoch[350](9076/26): Loss 0.1186, Sem 0.1197, dir -0.3941, norm 0.3930, swav 0.0000 LR: 1.174e-02 Score 96.346 Data time: 0.1542, Forward time: 2.2767, Backward time: 3.1038, DDP time: 0.0054, Total iter time: 5.2388 [2020-11-06 05:23:25,253][root][INFO] - ===> Epoch[350](9077/26): Loss 0.0877, Sem 0.1131, dir -0.4486, norm 0.4231, swav 0.0000 LR: 1.172e-02 Score 96.308 Data time: 0.2258, Forward time: 2.2767, Backward time: 3.1038, DDP time: 0.0054, Total iter time: 5.4993 [2020-11-06 05:23:30,707][root][INFO] - ===> Epoch[350](9078/26): Loss 0.0667, Sem 0.1521, dir -0.4965, norm 0.4111, swav 0.0000 LR: 1.171e-02 Score 95.270 Data time: 0.2252, Forward time: 2.2767, Backward time: 3.1038, DDP time: 0.0054, Total iter time: 5.3113 [2020-11-06 05:23:37,130][root][INFO] - ===> Epoch[350](9079/26): Loss 0.0734, Sem 0.1200, dir -0.4391, norm 0.3924, swav 0.0000 LR: 1.170e-02 Score 96.727 Data time: 0.2255, Forward time: 2.2767, Backward time: 3.1038, DDP time: 0.0054, Total iter time: 6.3038 [2020-11-06 05:23:41,777][root][INFO] - ===> Epoch[350](9080/26): Loss -0.0226, Sem 0.1191, dir -0.5366, norm 0.3949, swav 0.0000 LR: 1.169e-02 Score 96.591 Data time: 0.1811, Forward time: 2.2767, Backward time: 3.1037, DDP time: 0.0054, Total iter time: 4.5034 [2020-11-06 05:23:49,574][root][INFO] - ===> Epoch[350](9081/26): Loss 0.0943, Sem 0.1475, dir -0.4520, norm 0.3988, swav 0.0000 LR: 1.168e-02 Score 95.018 Data time: 0.2093, Forward time: 2.2767, Backward time: 3.1039, DDP time: 0.0054, Total iter time: 7.6980 [2020-11-06 05:23:55,065][root][INFO] - ===> Epoch[350](9082/26): Loss 0.0027, Sem 0.1403, dir -0.5189, norm 0.3813, swav 0.0000 LR: 1.167e-02 Score 95.289 Data time: 0.1386, Forward time: 2.2766, Backward time: 3.1040, DDP time: 0.0054, Total iter time: 5.3377 [2020-11-06 05:23:59,805][root][INFO] - ===> Epoch[350](9083/26): Loss 0.0382, Sem 0.1023, dir -0.4258, norm 0.3616, swav 0.0000 LR: 1.166e-02 Score 96.146 Data time: 0.2010, Forward time: 2.2766, Backward time: 3.1039, DDP time: 0.0054, Total iter time: 4.6452 [2020-11-06 05:24:05,123][root][INFO] - ===> Epoch[350](9084/26): Loss 0.1304, Sem 0.1520, dir -0.4242, norm 0.4026, swav 0.0000 LR: 1.164e-02 Score 95.651 Data time: 0.1398, Forward time: 2.2765, Backward time: 3.1040, DDP time: 0.0054, Total iter time: 5.1937 [2020-11-06 05:24:10,958][root][INFO] - ===> Epoch[350](9085/26): Loss 0.0980, Sem 0.1561, dir -0.4580, norm 0.3998, swav 0.0000 LR: 1.163e-02 Score 95.248 Data time: 0.2650, Forward time: 2.2765, Backward time: 3.1039, DDP time: 0.0054, Total iter time: 5.7234 [2020-11-06 05:24:16,929][root][INFO] - ===> Epoch[350](9086/26): Loss 0.0036, Sem 0.1020, dir -0.4540, norm 0.3556, swav 0.0000 LR: 1.162e-02 Score 96.732 Data time: 0.2384, Forward time: 2.2766, Backward time: 3.1039, DDP time: 0.0054, Total iter time: 5.8174 [2020-11-06 05:24:23,155][root][INFO] - ===> Epoch[350](9087/26): Loss 0.0596, Sem 0.1242, dir -0.4650, norm 0.4005, swav 0.0000 LR: 1.161e-02 Score 95.552 Data time: 0.2187, Forward time: 2.2766, Backward time: 3.1039, DDP time: 0.0054, Total iter time: 6.0870 [2020-11-06 05:24:28,287][root][INFO] - ===> Epoch[350](9088/26): Loss 0.0230, Sem 0.1478, dir -0.4940, norm 0.3692, swav 0.0000 LR: 1.160e-02 Score 95.307 Data time: 0.1803, Forward time: 2.2765, Backward time: 3.1039, DDP time: 0.0054, Total iter time: 5.0108 [2020-11-06 05:24:33,291][root][INFO] - ===> Epoch[350](9089/26): Loss 0.0307, Sem 0.1357, dir -0.4543, norm 0.3493, swav 0.0000 LR: 1.159e-02 Score 95.252 Data time: 0.2225, Forward time: 2.2766, Backward time: 3.1038, DDP time: 0.0054, Total iter time: 4.9005 [2020-11-06 05:24:38,018][root][INFO] - ===> Epoch[350](9090/26): Loss 0.0469, Sem 0.1279, dir -0.4364, norm 0.3554, swav 0.0000 LR: 1.158e-02 Score 95.235 Data time: 0.1581, Forward time: 2.2765, Backward time: 3.1037, DDP time: 0.0054, Total iter time: 4.6092 [2020-11-06 05:24:43,005][root][INFO] - ===> Epoch[350](9091/26): Loss 0.0008, Sem 0.0979, dir -0.4635, norm 0.3663, swav 0.0000 LR: 1.156e-02 Score 96.996 Data time: 0.2682, Forward time: 2.2765, Backward time: 3.1037, DDP time: 0.0054, Total iter time: 4.8976 [2020-11-06 05:24:49,553][root][INFO] - ===> Epoch[350](9092/26): Loss 0.0665, Sem 0.1337, dir -0.4082, norm 0.3411, swav 0.0000 LR: 1.155e-02 Score 95.952 Data time: 0.3210, Forward time: 2.2766, Backward time: 3.1036, DDP time: 0.0054, Total iter time: 6.4438 [2020-11-06 05:24:54,865][root][INFO] - ===> Epoch[350](9093/26): Loss 0.1349, Sem 0.1514, dir -0.4328, norm 0.4163, swav 0.0000 LR: 1.154e-02 Score 95.081 Data time: 0.2418, Forward time: 2.2767, Backward time: 3.1035, DDP time: 0.0054, Total iter time: 5.1751 [2020-11-06 05:25:01,321][root][INFO] - ===> Epoch[350](9094/26): Loss 0.1043, Sem 0.1184, dir -0.4906, norm 0.4765, swav 0.0000 LR: 1.153e-02 Score 96.431 Data time: 0.1773, Forward time: 2.2766, Backward time: 3.1036, DDP time: 0.0054, Total iter time: 6.3143 [2020-11-06 05:25:06,624][root][INFO] - ===> Epoch[350](9095/26): Loss 0.0987, Sem 0.1464, dir -0.4368, norm 0.3891, swav 0.0000 LR: 1.152e-02 Score 95.509 Data time: 0.1983, Forward time: 2.2766, Backward time: 3.1036, DDP time: 0.0054, Total iter time: 5.2117 [2020-11-06 05:25:13,461][root][INFO] - ===> Epoch[350](9096/26): Loss 0.0891, Sem 0.1546, dir -0.4792, norm 0.4137, swav 0.0000 LR: 1.151e-02 Score 94.763 Data time: 0.3179, Forward time: 2.2767, Backward time: 3.1036, DDP time: 0.0054, Total iter time: 6.7243 [2020-11-06 05:25:19,538][root][INFO] - ===> Epoch[350](9097/26): Loss 0.1737, Sem 0.1879, dir -0.4484, norm 0.4343, swav 0.0000 LR: 1.150e-02 Score 94.422 Data time: 0.3005, Forward time: 2.2768, Backward time: 3.1036, DDP time: 0.0054, Total iter time: 5.9400 [2020-11-06 05:25:24,247][root][INFO] - ===> Epoch[350](9098/26): Loss 0.0883, Sem 0.1397, dir -0.4486, norm 0.3971, swav 0.0000 LR: 1.148e-02 Score 95.076 Data time: 0.2105, Forward time: 2.2768, Backward time: 3.1034, DDP time: 0.0054, Total iter time: 4.5860 [2020-11-06 05:25:30,033][root][INFO] - ===> Epoch[350](9099/26): Loss 0.1076, Sem 0.1583, dir -0.4483, norm 0.3977, swav 0.0000 LR: 1.147e-02 Score 94.714 Data time: 0.2434, Forward time: 2.2768, Backward time: 3.1034, DDP time: 0.0054, Total iter time: 5.6749 [2020-11-06 05:25:36,598][root][INFO] - ===> Epoch[350](9100/26): Loss 0.1194, Sem 0.1468, dir -0.4362, norm 0.4089, swav 0.0000 LR: 1.146e-02 Score 94.032 Data time: 0.1814, Forward time: 2.2768, Backward time: 3.1035, DDP time: 0.0054, Total iter time: 6.4551 [2020-11-06 05:25:41,887][root][INFO] - ===> Epoch[351](9101/26): Loss 0.0316, Sem 0.1147, dir -0.4548, norm 0.3717, swav 0.0000 LR: 1.145e-02 Score 95.384 Data time: 0.2506, Forward time: 2.2768, Backward time: 3.1034, DDP time: 0.0054, Total iter time: 5.1908 [2020-11-06 05:25:46,953][root][INFO] - ===> Epoch[351](9102/26): Loss -0.0197, Sem 0.1012, dir -0.5050, norm 0.3841, swav 0.0000 LR: 1.144e-02 Score 97.270 Data time: 0.1850, Forward time: 2.2768, Backward time: 3.1034, DDP time: 0.0054, Total iter time: 4.9412 [2020-11-06 05:25:52,169][root][INFO] - ===> Epoch[351](9103/26): Loss 0.0496, Sem 0.1359, dir -0.4345, norm 0.3482, swav 0.0000 LR: 1.143e-02 Score 95.437 Data time: 0.1889, Forward time: 2.2768, Backward time: 3.1034, DDP time: 0.0054, Total iter time: 5.1316 [2020-11-06 05:25:58,090][root][INFO] - ===> Epoch[351](9104/26): Loss 0.0704, Sem 0.1545, dir -0.4338, norm 0.3497, swav 0.0000 LR: 1.141e-02 Score 94.921 Data time: 0.2901, Forward time: 2.2768, Backward time: 3.1033, DDP time: 0.0054, Total iter time: 5.8070 [2020-11-06 05:26:04,412][root][INFO] - ===> Epoch[351](9105/26): Loss 0.0484, Sem 0.1537, dir -0.5065, norm 0.4012, swav 0.0000 LR: 1.140e-02 Score 95.514 Data time: 0.2206, Forward time: 2.2768, Backward time: 3.1034, DDP time: 0.0054, Total iter time: 6.1887 [2020-11-06 05:26:10,303][root][INFO] - ===> Epoch[351](9106/26): Loss 0.0216, Sem 0.1371, dir -0.4884, norm 0.3729, swav 0.0000 LR: 1.139e-02 Score 96.214 Data time: 0.1990, Forward time: 2.2768, Backward time: 3.1034, DDP time: 0.0054, Total iter time: 5.7899 [2020-11-06 05:26:16,553][root][INFO] - ===> Epoch[351](9107/26): Loss -0.0052, Sem 0.1246, dir -0.4709, norm 0.3411, swav 0.0000 LR: 1.138e-02 Score 96.764 Data time: 0.1840, Forward time: 2.2768, Backward time: 3.1035, DDP time: 0.0054, Total iter time: 6.1287 [2020-11-06 05:26:24,446][root][INFO] - ===> Epoch[351](9108/26): Loss 0.0472, Sem 0.1119, dir -0.4407, norm 0.3760, swav 0.0000 LR: 1.137e-02 Score 96.357 Data time: 0.1473, Forward time: 2.2767, Backward time: 3.1038, DDP time: 0.0054, Total iter time: 7.7971 [2020-11-06 05:26:30,312][root][INFO] - ===> Epoch[351](9109/26): Loss 0.0780, Sem 0.1236, dir -0.4513, norm 0.4057, swav 0.0000 LR: 1.136e-02 Score 96.641 Data time: 0.1422, Forward time: 2.2766, Backward time: 3.1039, DDP time: 0.0054, Total iter time: 5.7983 [2020-11-06 05:26:36,516][root][INFO] - ===> Epoch[351](9110/26): Loss 0.0937, Sem 0.1512, dir -0.4773, norm 0.4197, swav 0.0000 LR: 1.135e-02 Score 95.501 Data time: 0.2851, Forward time: 2.2767, Backward time: 3.1038, DDP time: 0.0054, Total iter time: 6.1451 [2020-11-06 05:26:42,390][root][INFO] - ===> Epoch[351](9111/26): Loss 0.1224, Sem 0.1613, dir -0.3772, norm 0.3384, swav 0.0000 LR: 1.133e-02 Score 95.031 Data time: 0.1950, Forward time: 2.2767, Backward time: 3.1038, DDP time: 0.0054, Total iter time: 5.7529 [2020-11-06 05:26:47,317][root][INFO] - ===> Epoch[351](9112/26): Loss 0.1167, Sem 0.1594, dir -0.5107, norm 0.4680, swav 0.0000 LR: 1.132e-02 Score 94.624 Data time: 0.1868, Forward time: 2.2767, Backward time: 3.1038, DDP time: 0.0054, Total iter time: 4.8037 [2020-11-06 05:26:53,622][root][INFO] - ===> Epoch[351](9113/26): Loss 0.0808, Sem 0.1218, dir -0.4471, norm 0.4061, swav 0.0000 LR: 1.131e-02 Score 96.411 Data time: 0.1990, Forward time: 2.2766, Backward time: 3.1039, DDP time: 0.0054, Total iter time: 6.2324 [2020-11-06 05:26:59,014][root][INFO] - ===> Epoch[351](9114/26): Loss 0.0631, Sem 0.1088, dir -0.4689, norm 0.4232, swav 0.0000 LR: 1.130e-02 Score 95.427 Data time: 0.2291, Forward time: 2.2766, Backward time: 3.1038, DDP time: 0.0054, Total iter time: 5.2536 [2020-11-06 05:27:04,050][root][INFO] - ===> Epoch[351](9115/26): Loss 0.0858, Sem 0.1241, dir -0.4228, norm 0.3845, swav 0.0000 LR: 1.129e-02 Score 96.479 Data time: 0.1784, Forward time: 2.2766, Backward time: 3.1038, DDP time: 0.0054, Total iter time: 4.9226 [2020-11-06 05:27:09,944][root][INFO] - ===> Epoch[351](9116/26): Loss 0.0114, Sem 0.1135, dir -0.4843, norm 0.3822, swav 0.0000 LR: 1.128e-02 Score 96.188 Data time: 0.1776, Forward time: 2.2766, Backward time: 3.1038, DDP time: 0.0054, Total iter time: 5.7949 [2020-11-06 05:27:14,769][root][INFO] - ===> Epoch[351](9117/26): Loss 0.0835, Sem 0.1104, dir -0.3819, norm 0.3550, swav 0.0000 LR: 1.127e-02 Score 96.311 Data time: 0.1788, Forward time: 2.2765, Backward time: 3.1038, DDP time: 0.0054, Total iter time: 4.7221 [2020-11-06 05:27:21,140][root][INFO] - ===> Epoch[351](9118/26): Loss 0.0222, Sem 0.1335, dir -0.4788, norm 0.3675, swav 0.0000 LR: 1.125e-02 Score 95.826 Data time: 0.5018, Forward time: 2.2765, Backward time: 3.1038, DDP time: 0.0054, Total iter time: 6.2607 [2020-11-06 05:27:29,469][root][INFO] - ===> Epoch[351](9119/26): Loss 0.0585, Sem 0.1281, dir -0.4904, norm 0.4207, swav 0.0000 LR: 1.124e-02 Score 94.999 Data time: 0.3921, Forward time: 2.2767, Backward time: 3.1039, DDP time: 0.0054, Total iter time: 8.1986 [2020-11-06 05:27:35,616][root][INFO] - ===> Epoch[351](9120/26): Loss 0.1008, Sem 0.1719, dir -0.4434, norm 0.3724, swav 0.0000 LR: 1.123e-02 Score 94.515 Data time: 0.2101, Forward time: 2.2768, Backward time: 3.1039, DDP time: 0.0054, Total iter time: 6.0243 [2020-11-06 05:27:40,401][root][INFO] - ===> Epoch[351](9121/26): Loss 0.0643, Sem 0.1372, dir -0.4329, norm 0.3599, swav 0.0000 LR: 1.122e-02 Score 96.041 Data time: 0.1730, Forward time: 2.2767, Backward time: 3.1038, DDP time: 0.0054, Total iter time: 4.6542 [2020-11-06 05:27:46,912][root][INFO] - ===> Epoch[351](9122/26): Loss 0.0846, Sem 0.1071, dir -0.4091, norm 0.3866, swav 0.0000 LR: 1.121e-02 Score 96.581 Data time: 0.1951, Forward time: 2.2767, Backward time: 3.1039, DDP time: 0.0054, Total iter time: 6.4158 [2020-11-06 05:27:52,217][root][INFO] - ===> Epoch[351](9123/26): Loss 0.0157, Sem 0.1468, dir -0.4857, norm 0.3547, swav 0.0000 LR: 1.120e-02 Score 94.668 Data time: 0.1943, Forward time: 2.2767, Backward time: 3.1039, DDP time: 0.0054, Total iter time: 5.1733 [2020-11-06 05:27:58,889][root][INFO] - ===> Epoch[351](9124/26): Loss 0.0911, Sem 0.1507, dir -0.4894, norm 0.4297, swav 0.0000 LR: 1.119e-02 Score 95.025 Data time: 0.2006, Forward time: 2.2766, Backward time: 3.1040, DDP time: 0.0054, Total iter time: 6.5666 [2020-11-06 05:28:05,340][root][INFO] - ===> Epoch[351](9125/26): Loss 0.0145, Sem 0.0998, dir -0.4625, norm 0.3773, swav 0.0000 LR: 1.117e-02 Score 97.231 Data time: 0.2642, Forward time: 2.2767, Backward time: 3.1040, DDP time: 0.0054, Total iter time: 6.3572 [2020-11-06 05:28:12,318][root][INFO] - ===> Epoch[351](9126/26): Loss 0.0581, Sem 0.1366, dir -0.4593, norm 0.3807, swav 0.0000 LR: 1.116e-02 Score 95.687 Data time: 0.2496, Forward time: 2.2767, Backward time: 3.1041, DDP time: 0.0054, Total iter time: 6.8519 [2020-11-06 05:28:18,616][root][INFO] - ===> Epoch[352](9127/26): Loss 0.0567, Sem 0.1337, dir -0.4495, norm 0.3725, swav 0.0000 LR: 1.115e-02 Score 95.669 Data time: 0.2384, Forward time: 2.2768, Backward time: 3.1041, DDP time: 0.0054, Total iter time: 6.1706 [2020-11-06 05:28:25,769][root][INFO] - ===> Epoch[352](9128/26): Loss -0.0079, Sem 0.1053, dir -0.4944, norm 0.3813, swav 0.0000 LR: 1.114e-02 Score 96.783 Data time: 0.1653, Forward time: 2.2767, Backward time: 3.1043, DDP time: 0.0054, Total iter time: 6.9997 [2020-11-06 05:28:31,401][root][INFO] - ===> Epoch[352](9129/26): Loss 0.0677, Sem 0.0968, dir -0.4396, norm 0.4105, swav 0.0000 LR: 1.113e-02 Score 97.106 Data time: 0.2670, Forward time: 2.2767, Backward time: 3.1043, DDP time: 0.0054, Total iter time: 5.5399 [2020-11-06 05:28:38,269][root][INFO] - ===> Epoch[352](9130/26): Loss 0.1385, Sem 0.1272, dir -0.4340, norm 0.4452, swav 0.0000 LR: 1.112e-02 Score 95.418 Data time: 0.2231, Forward time: 2.2767, Backward time: 3.1044, DDP time: 0.0054, Total iter time: 6.7462 [2020-11-06 05:28:45,241][root][INFO] - ===> Epoch[352](9131/26): Loss 0.0816, Sem 0.1315, dir -0.4410, norm 0.3910, swav 0.0000 LR: 1.111e-02 Score 95.436 Data time: 0.1989, Forward time: 2.2767, Backward time: 3.1045, DDP time: 0.0054, Total iter time: 6.8417 [2020-11-06 05:28:50,837][root][INFO] - ===> Epoch[352](9132/26): Loss 0.0564, Sem 0.1482, dir -0.4545, norm 0.3627, swav 0.0000 LR: 1.109e-02 Score 94.772 Data time: 0.1756, Forward time: 2.2767, Backward time: 3.1046, DDP time: 0.0054, Total iter time: 5.4944 [2020-11-06 05:28:56,181][root][INFO] - ===> Epoch[352](9133/26): Loss 0.1490, Sem 0.1560, dir -0.3982, norm 0.3911, swav 0.0000 LR: 1.108e-02 Score 94.513 Data time: 0.2048, Forward time: 2.2766, Backward time: 3.1045, DDP time: 0.0054, Total iter time: 5.2481 [2020-11-06 05:29:01,510][root][INFO] - ===> Epoch[352](9134/26): Loss 0.0683, Sem 0.1620, dir -0.5068, norm 0.4131, swav 0.0000 LR: 1.107e-02 Score 94.498 Data time: 0.2622, Forward time: 2.2767, Backward time: 3.1044, DDP time: 0.0054, Total iter time: 5.2170 [2020-11-06 05:29:07,905][root][INFO] - ===> Epoch[352](9135/26): Loss 0.0988, Sem 0.1159, dir -0.4093, norm 0.3923, swav 0.0000 LR: 1.106e-02 Score 96.685 Data time: 0.2705, Forward time: 2.2768, Backward time: 3.1044, DDP time: 0.0054, Total iter time: 6.2683 [2020-11-06 05:29:14,144][root][INFO] - ===> Epoch[352](9136/26): Loss 0.1034, Sem 0.1398, dir -0.4462, norm 0.4099, swav 0.0000 LR: 1.105e-02 Score 95.386 Data time: 0.2929, Forward time: 2.2769, Backward time: 3.1044, DDP time: 0.0054, Total iter time: 6.1057 [2020-11-06 05:29:21,701][root][INFO] - ===> Epoch[352](9137/26): Loss 0.0475, Sem 0.1442, dir -0.4998, norm 0.4030, swav 0.0000 LR: 1.104e-02 Score 95.906 Data time: 0.1725, Forward time: 2.2768, Backward time: 3.1046, DDP time: 0.0054, Total iter time: 7.4350 [2020-11-06 05:29:27,563][root][INFO] - ===> Epoch[352](9138/26): Loss 0.0486, Sem 0.1253, dir -0.4900, norm 0.4133, swav 0.0000 LR: 1.102e-02 Score 96.622 Data time: 0.2232, Forward time: 2.2768, Backward time: 3.1046, DDP time: 0.0054, Total iter time: 5.7568 [2020-11-06 05:29:33,169][root][INFO] - ===> Epoch[352](9139/26): Loss 0.0236, Sem 0.1072, dir -0.4894, norm 0.4058, swav 0.0000 LR: 1.101e-02 Score 96.652 Data time: 0.2687, Forward time: 2.2768, Backward time: 3.1046, DDP time: 0.0054, Total iter time: 5.4844 [2020-11-06 05:29:39,775][root][INFO] - ===> Epoch[352](9140/26): Loss 0.1166, Sem 0.1206, dir -0.3920, norm 0.3880, swav 0.0000 LR: 1.100e-02 Score 96.299 Data time: 0.3192, Forward time: 2.2769, Backward time: 3.1046, DDP time: 0.0054, Total iter time: 6.4939 [2020-11-06 05:29:45,520][root][INFO] - ===> Epoch[352](9141/26): Loss 0.0560, Sem 0.1165, dir -0.4440, norm 0.3834, swav 0.0000 LR: 1.099e-02 Score 96.656 Data time: 0.2422, Forward time: 2.2770, Backward time: 3.1045, DDP time: 0.0054, Total iter time: 5.5972 [2020-11-06 05:29:51,100][root][INFO] - ===> Epoch[352](9142/26): Loss 0.1336, Sem 0.2071, dir -0.4241, norm 0.3506, swav 0.0000 LR: 1.098e-02 Score 94.084 Data time: 0.2555, Forward time: 2.2771, Backward time: 3.1044, DDP time: 0.0054, Total iter time: 5.4515 [2020-11-06 05:29:56,210][root][INFO] - ===> Epoch[352](9143/26): Loss -0.0123, Sem 0.1153, dir -0.4912, norm 0.3637, swav 0.0000 LR: 1.097e-02 Score 96.379 Data time: 0.2536, Forward time: 2.2771, Backward time: 3.1043, DDP time: 0.0054, Total iter time: 4.9748 [2020-11-06 05:30:02,341][root][INFO] - ===> Epoch[352](9144/26): Loss 0.0601, Sem 0.1217, dir -0.4669, norm 0.4053, swav 0.0000 LR: 1.096e-02 Score 95.913 Data time: 0.2285, Forward time: 2.2771, Backward time: 3.1044, DDP time: 0.0054, Total iter time: 6.0150 [2020-11-06 05:30:07,886][root][INFO] - ===> Epoch[352](9145/26): Loss 0.0472, Sem 0.1390, dir -0.4484, norm 0.3566, swav 0.0000 LR: 1.094e-02 Score 94.762 Data time: 0.1888, Forward time: 2.2771, Backward time: 3.1043, DDP time: 0.0054, Total iter time: 5.4217 [2020-11-06 05:30:13,212][root][INFO] - ===> Epoch[352](9146/26): Loss 0.1270, Sem 0.1262, dir -0.4234, norm 0.4242, swav 0.0000 LR: 1.093e-02 Score 96.622 Data time: 0.2495, Forward time: 2.2771, Backward time: 3.1042, DDP time: 0.0054, Total iter time: 5.2219 [2020-11-06 05:30:18,526][root][INFO] - ===> Epoch[352](9147/26): Loss 0.0143, Sem 0.1343, dir -0.4891, norm 0.3692, swav 0.0000 LR: 1.092e-02 Score 95.548 Data time: 0.1877, Forward time: 2.2771, Backward time: 3.1042, DDP time: 0.0054, Total iter time: 5.1848 [2020-11-06 05:30:23,853][root][INFO] - ===> Epoch[352](9148/26): Loss 0.0128, Sem 0.1021, dir -0.4897, norm 0.4004, swav 0.0000 LR: 1.091e-02 Score 96.640 Data time: 0.1343, Forward time: 2.2770, Backward time: 3.1042, DDP time: 0.0054, Total iter time: 5.2309 [2020-11-06 05:30:29,814][root][INFO] - ===> Epoch[352](9149/26): Loss 0.0952, Sem 0.1804, dir -0.4693, norm 0.3841, swav 0.0000 LR: 1.090e-02 Score 93.956 Data time: 0.1731, Forward time: 2.2769, Backward time: 3.1043, DDP time: 0.0054, Total iter time: 5.8724 [2020-11-06 05:30:36,578][root][INFO] - ===> Epoch[352](9150/26): Loss 0.0332, Sem 0.1129, dir -0.4892, norm 0.4095, swav 0.0000 LR: 1.089e-02 Score 96.532 Data time: 0.1841, Forward time: 2.2769, Backward time: 3.1045, DDP time: 0.0054, Total iter time: 6.6550 [2020-11-06 05:30:43,679][root][INFO] - ===> Epoch[352](9151/26): Loss -0.0139, Sem 0.1268, dir -0.5126, norm 0.3719, swav 0.0000 LR: 1.088e-02 Score 96.630 Data time: 0.1997, Forward time: 2.2768, Backward time: 3.1047, DDP time: 0.0054, Total iter time: 6.9903 [2020-11-06 05:30:50,108][root][INFO] - ===> Epoch[352](9152/26): Loss 0.0428, Sem 0.1135, dir -0.4471, norm 0.3763, swav 0.0000 LR: 1.086e-02 Score 96.089 Data time: 0.2097, Forward time: 2.2768, Backward time: 3.1047, DDP time: 0.0054, Total iter time: 6.3164 [2020-11-06 05:30:55,372][root][INFO] - ===> Epoch[353](9153/26): Loss 0.0770, Sem 0.1374, dir -0.4584, norm 0.3980, swav 0.0000 LR: 1.085e-02 Score 96.751 Data time: 0.1313, Forward time: 2.2768, Backward time: 3.1048, DDP time: 0.0054, Total iter time: 5.1212 [2020-11-06 05:30:59,998][root][INFO] - ===> Epoch[353](9154/26): Loss 0.0484, Sem 0.1226, dir -0.4447, norm 0.3704, swav 0.0000 LR: 1.084e-02 Score 96.153 Data time: 0.2016, Forward time: 2.2767, Backward time: 3.1047, DDP time: 0.0054, Total iter time: 4.5235 [2020-11-06 05:31:05,225][root][INFO] - ===> Epoch[353](9155/26): Loss 0.0196, Sem 0.1226, dir -0.4685, norm 0.3655, swav 0.0000 LR: 1.083e-02 Score 96.111 Data time: 0.2158, Forward time: 2.2767, Backward time: 3.1046, DDP time: 0.0054, Total iter time: 5.1013 [2020-11-06 05:31:10,299][root][INFO] - ===> Epoch[353](9156/26): Loss 0.0668, Sem 0.0995, dir -0.4338, norm 0.4010, swav 0.0000 LR: 1.082e-02 Score 96.268 Data time: 0.2044, Forward time: 2.2767, Backward time: 3.1045, DDP time: 0.0054, Total iter time: 4.9544 [2020-11-06 05:31:15,683][root][INFO] - ===> Epoch[353](9157/26): Loss 0.1087, Sem 0.1564, dir -0.4438, norm 0.3961, swav 0.0000 LR: 1.081e-02 Score 95.395 Data time: 0.1804, Forward time: 2.2767, Backward time: 3.1045, DDP time: 0.0054, Total iter time: 5.2634 [2020-11-06 05:31:21,855][root][INFO] - ===> Epoch[353](9158/26): Loss -0.0099, Sem 0.1119, dir -0.4497, norm 0.3278, swav 0.0000 LR: 1.079e-02 Score 96.637 Data time: 0.1803, Forward time: 2.2766, Backward time: 3.1046, DDP time: 0.0054, Total iter time: 6.0866 [2020-11-06 05:31:27,268][root][INFO] - ===> Epoch[353](9159/26): Loss 0.0279, Sem 0.1242, dir -0.4532, norm 0.3570, swav 0.0000 LR: 1.078e-02 Score 95.037 Data time: 0.2483, Forward time: 2.2767, Backward time: 3.1045, DDP time: 0.0054, Total iter time: 5.3428 [2020-11-06 05:31:31,818][root][INFO] - ===> Epoch[353](9160/26): Loss 0.0175, Sem 0.1170, dir -0.4885, norm 0.3891, swav 0.0000 LR: 1.077e-02 Score 95.475 Data time: 0.1959, Forward time: 2.2767, Backward time: 3.1044, DDP time: 0.0054, Total iter time: 4.4288 [2020-11-06 05:31:38,407][root][INFO] - ===> Epoch[353](9161/26): Loss 0.0727, Sem 0.1488, dir -0.4800, norm 0.4039, swav 0.0000 LR: 1.076e-02 Score 95.566 Data time: 0.2157, Forward time: 2.2766, Backward time: 3.1045, DDP time: 0.0054, Total iter time: 6.4827 [2020-11-06 05:31:43,569][root][INFO] - ===> Epoch[353](9162/26): Loss 0.0748, Sem 0.1301, dir -0.4259, norm 0.3705, swav 0.0000 LR: 1.075e-02 Score 95.173 Data time: 0.1769, Forward time: 2.2766, Backward time: 3.1045, DDP time: 0.0054, Total iter time: 5.0653 [2020-11-06 05:31:48,934][root][INFO] - ===> Epoch[353](9163/26): Loss 0.0698, Sem 0.1455, dir -0.4141, norm 0.3384, swav 0.0000 LR: 1.074e-02 Score 95.488 Data time: 0.2334, Forward time: 2.2766, Backward time: 3.1045, DDP time: 0.0054, Total iter time: 5.2647 [2020-11-06 05:31:55,178][root][INFO] - ===> Epoch[353](9164/26): Loss 0.0715, Sem 0.1369, dir -0.4593, norm 0.3939, swav 0.0000 LR: 1.073e-02 Score 95.283 Data time: 0.1978, Forward time: 2.2766, Backward time: 3.1045, DDP time: 0.0054, Total iter time: 6.1123 [2020-11-06 05:32:01,469][root][INFO] - ===> Epoch[353](9165/26): Loss 0.0538, Sem 0.1318, dir -0.4558, norm 0.3778, swav 0.0000 LR: 1.071e-02 Score 95.543 Data time: 0.2041, Forward time: 2.2766, Backward time: 3.1046, DDP time: 0.0054, Total iter time: 6.1679 [2020-11-06 05:32:06,263][root][INFO] - ===> Epoch[353](9166/26): Loss 0.0248, Sem 0.1063, dir -0.4493, norm 0.3678, swav 0.0000 LR: 1.070e-02 Score 96.168 Data time: 0.1936, Forward time: 2.2766, Backward time: 3.1045, DDP time: 0.0054, Total iter time: 4.6727 [2020-11-06 05:32:13,234][root][INFO] - ===> Epoch[353](9167/26): Loss -0.0071, Sem 0.1119, dir -0.4911, norm 0.3721, swav 0.0000 LR: 1.069e-02 Score 97.111 Data time: 0.2274, Forward time: 2.2766, Backward time: 3.1046, DDP time: 0.0054, Total iter time: 6.8609 [2020-11-06 05:32:18,659][root][INFO] - ===> Epoch[353](9168/26): Loss 0.0573, Sem 0.1528, dir -0.4828, norm 0.3874, swav 0.0000 LR: 1.068e-02 Score 95.581 Data time: 0.2262, Forward time: 2.2766, Backward time: 3.1046, DDP time: 0.0054, Total iter time: 5.2990 [2020-11-06 05:32:23,837][root][INFO] - ===> Epoch[353](9169/26): Loss 0.0707, Sem 0.1508, dir -0.4721, norm 0.3919, swav 0.0000 LR: 1.067e-02 Score 96.362 Data time: 0.2177, Forward time: 2.2766, Backward time: 3.1045, DDP time: 0.0054, Total iter time: 5.0499 [2020-11-06 05:32:29,063][root][INFO] - ===> Epoch[353](9170/26): Loss 0.0188, Sem 0.1115, dir -0.4766, norm 0.3839, swav 0.0000 LR: 1.066e-02 Score 96.594 Data time: 0.2164, Forward time: 2.2766, Backward time: 3.1044, DDP time: 0.0054, Total iter time: 5.0968 [2020-11-06 05:32:36,297][root][INFO] - ===> Epoch[353](9171/26): Loss 0.0260, Sem 0.1090, dir -0.5067, norm 0.4237, swav 0.0000 LR: 1.064e-02 Score 95.940 Data time: 0.3428, Forward time: 2.2767, Backward time: 3.1044, DDP time: 0.0054, Total iter time: 7.1173 [2020-11-06 05:32:42,427][root][INFO] - ===> Epoch[353](9172/26): Loss 0.1893, Sem 0.1278, dir -0.4077, norm 0.4693, swav 0.0000 LR: 1.063e-02 Score 95.990 Data time: 0.2279, Forward time: 2.2768, Backward time: 3.1044, DDP time: 0.0054, Total iter time: 5.9925 [2020-11-06 05:32:47,388][root][INFO] - ===> Epoch[353](9173/26): Loss 0.0314, Sem 0.1505, dir -0.4860, norm 0.3669, swav 0.0000 LR: 1.062e-02 Score 95.923 Data time: 0.1788, Forward time: 2.2768, Backward time: 3.1044, DDP time: 0.0054, Total iter time: 4.8142 [2020-11-06 05:32:52,575][root][INFO] - ===> Epoch[353](9174/26): Loss 0.0686, Sem 0.1356, dir -0.4327, norm 0.3657, swav 0.0000 LR: 1.061e-02 Score 95.855 Data time: 0.1499, Forward time: 2.2767, Backward time: 3.1044, DDP time: 0.0054, Total iter time: 5.0700 [2020-11-06 05:32:57,461][root][INFO] - ===> Epoch[353](9175/26): Loss 0.0191, Sem 0.1297, dir -0.4649, norm 0.3542, swav 0.0000 LR: 1.060e-02 Score 95.332 Data time: 0.1879, Forward time: 2.2766, Backward time: 3.1043, DDP time: 0.0054, Total iter time: 4.8014 [2020-11-06 05:33:03,040][root][INFO] - ===> Epoch[353](9176/26): Loss 0.0114, Sem 0.1124, dir -0.4659, norm 0.3649, swav 0.0000 LR: 1.059e-02 Score 96.427 Data time: 0.2042, Forward time: 2.2766, Backward time: 3.1043, DDP time: 0.0054, Total iter time: 5.4738 [2020-11-06 05:33:08,806][root][INFO] - ===> Epoch[353](9177/26): Loss 0.0356, Sem 0.1845, dir -0.5017, norm 0.3528, swav 0.0000 LR: 1.058e-02 Score 94.409 Data time: 0.1860, Forward time: 2.2766, Backward time: 3.1043, DDP time: 0.0054, Total iter time: 5.6334 [2020-11-06 05:33:14,257][root][INFO] - ===> Epoch[353](9178/26): Loss 0.0647, Sem 0.1315, dir -0.4148, norm 0.3480, swav 0.0000 LR: 1.056e-02 Score 95.634 Data time: 0.2317, Forward time: 2.2766, Backward time: 3.1043, DDP time: 0.0054, Total iter time: 5.3357 [2020-11-06 05:33:21,236][root][INFO] - ===> Epoch[354](9179/26): Loss 0.0665, Sem 0.1388, dir -0.4794, norm 0.4070, swav 0.0000 LR: 1.055e-02 Score 95.322 Data time: 0.2127, Forward time: 2.2766, Backward time: 3.1045, DDP time: 0.0054, Total iter time: 6.8569 [2020-11-06 05:33:28,383][root][INFO] - ===> Epoch[354](9180/26): Loss 0.0477, Sem 0.1581, dir -0.4846, norm 0.3742, swav 0.0000 LR: 1.054e-02 Score 94.979 Data time: 0.2271, Forward time: 2.2766, Backward time: 3.1046, DDP time: 0.0054, Total iter time: 7.0236 [2020-11-06 05:33:33,190][root][INFO] - ===> Epoch[354](9181/26): Loss 0.1037, Sem 0.1420, dir -0.4094, norm 0.3711, swav 0.0000 LR: 1.053e-02 Score 95.668 Data time: 0.2242, Forward time: 2.2766, Backward time: 3.1045, DDP time: 0.0054, Total iter time: 4.6794 [2020-11-06 05:33:38,853][root][INFO] - ===> Epoch[354](9182/26): Loss 0.0422, Sem 0.1140, dir -0.4924, norm 0.4206, swav 0.0000 LR: 1.052e-02 Score 96.120 Data time: 0.2027, Forward time: 2.2766, Backward time: 3.1045, DDP time: 0.0054, Total iter time: 5.5403 [2020-11-06 05:33:43,724][root][INFO] - ===> Epoch[354](9183/26): Loss 0.0664, Sem 0.1107, dir -0.4588, norm 0.4146, swav 0.0000 LR: 1.051e-02 Score 96.141 Data time: 0.1994, Forward time: 2.2766, Backward time: 3.1044, DDP time: 0.0054, Total iter time: 4.7684 [2020-11-06 05:33:49,406][root][INFO] - ===> Epoch[354](9184/26): Loss 0.1141, Sem 0.1494, dir -0.4281, norm 0.3928, swav 0.0000 LR: 1.049e-02 Score 94.953 Data time: 0.1781, Forward time: 2.2765, Backward time: 3.1044, DDP time: 0.0054, Total iter time: 5.5569 [2020-11-06 05:33:54,943][root][INFO] - ===> Epoch[354](9185/26): Loss 0.0834, Sem 0.1701, dir -0.4751, norm 0.3884, swav 0.0000 LR: 1.048e-02 Score 94.492 Data time: 0.2391, Forward time: 2.2765, Backward time: 3.1044, DDP time: 0.0054, Total iter time: 5.4115 [2020-11-06 05:34:01,558][root][INFO] - ===> Epoch[354](9186/26): Loss 0.0725, Sem 0.1493, dir -0.4290, norm 0.3523, swav 0.0000 LR: 1.047e-02 Score 95.544 Data time: 0.3016, Forward time: 2.2766, Backward time: 3.1044, DDP time: 0.0054, Total iter time: 6.4811 [2020-11-06 05:34:07,314][root][INFO] - ===> Epoch[354](9187/26): Loss 0.0203, Sem 0.1251, dir -0.5020, norm 0.3972, swav 0.0000 LR: 1.046e-02 Score 95.962 Data time: 0.2588, Forward time: 2.2767, Backward time: 3.1043, DDP time: 0.0054, Total iter time: 5.6021 [2020-11-06 05:34:14,244][root][INFO] - ===> Epoch[354](9188/26): Loss 0.0857, Sem 0.1469, dir -0.4563, norm 0.3951, swav 0.0000 LR: 1.045e-02 Score 95.796 Data time: 0.1531, Forward time: 2.2766, Backward time: 3.1045, DDP time: 0.0054, Total iter time: 6.8083 [2020-11-06 05:34:20,916][root][INFO] - ===> Epoch[354](9189/26): Loss 0.0837, Sem 0.1230, dir -0.4632, norm 0.4239, swav 0.0000 LR: 1.044e-02 Score 96.069 Data time: 0.1750, Forward time: 2.2766, Backward time: 3.1046, DDP time: 0.0054, Total iter time: 6.5520 [2020-11-06 05:34:26,825][root][INFO] - ===> Epoch[354](9190/26): Loss 0.0556, Sem 0.1465, dir -0.4284, norm 0.3375, swav 0.0000 LR: 1.043e-02 Score 95.962 Data time: 0.2748, Forward time: 2.2766, Backward time: 3.1046, DDP time: 0.0054, Total iter time: 5.7925 [2020-11-06 05:34:33,505][root][INFO] - ===> Epoch[354](9191/26): Loss 0.0824, Sem 0.1261, dir -0.4198, norm 0.3761, swav 0.0000 LR: 1.041e-02 Score 96.754 Data time: 0.3367, Forward time: 2.2767, Backward time: 3.1046, DDP time: 0.0054, Total iter time: 6.5392 [2020-11-06 05:34:38,968][root][INFO] - ===> Epoch[354](9192/26): Loss 0.0892, Sem 0.1204, dir -0.4681, norm 0.4370, swav 0.0000 LR: 1.040e-02 Score 95.876 Data time: 0.2541, Forward time: 2.2768, Backward time: 3.1045, DDP time: 0.0054, Total iter time: 5.3559 [2020-11-06 05:34:44,772][root][INFO] - ===> Epoch[354](9193/26): Loss 0.0480, Sem 0.0985, dir -0.5174, norm 0.4669, swav 0.0000 LR: 1.039e-02 Score 97.153 Data time: 0.2714, Forward time: 2.2768, Backward time: 3.1045, DDP time: 0.0054, Total iter time: 5.6803 [2020-11-06 05:34:50,666][root][INFO] - ===> Epoch[354](9194/26): Loss 0.0703, Sem 0.1591, dir -0.4783, norm 0.3895, swav 0.0000 LR: 1.038e-02 Score 95.081 Data time: 0.1820, Forward time: 2.2768, Backward time: 3.1045, DDP time: 0.0054, Total iter time: 5.7808 [2020-11-06 05:34:56,987][root][INFO] - ===> Epoch[354](9195/26): Loss 0.0938, Sem 0.1707, dir -0.4446, norm 0.3677, swav 0.0000 LR: 1.037e-02 Score 95.488 Data time: 0.1301, Forward time: 2.2767, Backward time: 3.1046, DDP time: 0.0054, Total iter time: 6.2267 [2020-11-06 05:35:03,645][root][INFO] - ===> Epoch[354](9196/26): Loss 0.1127, Sem 0.1669, dir -0.4331, norm 0.3789, swav 0.0000 LR: 1.036e-02 Score 95.627 Data time: 0.2077, Forward time: 2.2767, Backward time: 3.1048, DDP time: 0.0054, Total iter time: 6.6167 [2020-11-06 05:35:09,942][root][INFO] - ===> Epoch[354](9197/26): Loss 0.0929, Sem 0.1444, dir -0.4309, norm 0.3794, swav 0.0000 LR: 1.034e-02 Score 95.213 Data time: 0.2604, Forward time: 2.2768, Backward time: 3.1047, DDP time: 0.0054, Total iter time: 6.1916 [2020-11-06 05:35:15,237][root][INFO] - ===> Epoch[354](9198/26): Loss 0.1060, Sem 0.1427, dir -0.4164, norm 0.3798, swav 0.0000 LR: 1.033e-02 Score 95.032 Data time: 0.2404, Forward time: 2.2768, Backward time: 3.1047, DDP time: 0.0054, Total iter time: 5.1375 [2020-11-06 05:35:20,184][root][INFO] - ===> Epoch[354](9199/26): Loss 0.0491, Sem 0.1059, dir -0.4079, norm 0.3511, swav 0.0000 LR: 1.032e-02 Score 96.476 Data time: 0.2013, Forward time: 2.2768, Backward time: 3.1046, DDP time: 0.0054, Total iter time: 4.8350 [2020-11-06 05:35:25,624][root][INFO] - ===> Epoch[354](9200/26): Loss -0.0008, Sem 0.1127, dir -0.4989, norm 0.3854, swav 0.0000 LR: 1.031e-02 Score 96.850 Data time: 0.2046, Forward time: 2.2768, Backward time: 3.1046, DDP time: 0.0054, Total iter time: 5.3262 [2020-11-06 05:35:31,896][root][INFO] - ===> Epoch[354](9201/26): Loss 0.0743, Sem 0.1226, dir -0.4116, norm 0.3633, swav 0.0000 LR: 1.030e-02 Score 95.948 Data time: 0.1656, Forward time: 2.2767, Backward time: 3.1047, DDP time: 0.0054, Total iter time: 6.1486 [2020-11-06 05:35:37,211][root][INFO] - ===> Epoch[354](9202/26): Loss 0.0941, Sem 0.1421, dir -0.4482, norm 0.4002, swav 0.0000 LR: 1.029e-02 Score 95.936 Data time: 0.1839, Forward time: 2.2767, Backward time: 3.1047, DDP time: 0.0054, Total iter time: 5.1805 [2020-11-06 05:35:44,555][root][INFO] - ===> Epoch[354](9203/26): Loss 0.0911, Sem 0.1452, dir -0.4618, norm 0.4078, swav 0.0000 LR: 1.027e-02 Score 95.787 Data time: 0.2657, Forward time: 2.2767, Backward time: 3.1048, DDP time: 0.0054, Total iter time: 7.2454 [2020-11-06 05:35:51,559][root][INFO] - ===> Epoch[354](9204/26): Loss 0.1274, Sem 0.1380, dir -0.3960, norm 0.3854, swav 0.0000 LR: 1.026e-02 Score 96.008 Data time: 0.3151, Forward time: 2.2768, Backward time: 3.1048, DDP time: 0.0054, Total iter time: 6.8859 [2020-11-06 05:35:57,176][root][INFO] - ===> Epoch[355](9205/26): Loss -0.0145, Sem 0.1204, dir -0.4830, norm 0.3480, swav 0.0000 LR: 1.025e-02 Score 96.149 Data time: 0.2290, Forward time: 2.2768, Backward time: 3.1048, DDP time: 0.0054, Total iter time: 5.4819 [2020-11-06 05:36:02,580][root][INFO] - ===> Epoch[355](9206/26): Loss 0.1288, Sem 0.1206, dir -0.4093, norm 0.4175, swav 0.0000 LR: 1.024e-02 Score 96.318 Data time: 0.2488, Forward time: 2.2769, Backward time: 3.1047, DDP time: 0.0054, Total iter time: 5.2979 [2020-11-06 05:36:07,012][root][INFO] - ===> Epoch[355](9207/26): Loss 0.0670, Sem 0.1356, dir -0.5141, norm 0.4456, swav 0.0000 LR: 1.023e-02 Score 95.395 Data time: 0.2047, Forward time: 2.2768, Backward time: 3.1046, DDP time: 0.0054, Total iter time: 4.3132 [2020-11-06 05:36:12,804][root][INFO] - ===> Epoch[355](9208/26): Loss 0.0163, Sem 0.1308, dir -0.4806, norm 0.3662, swav 0.0000 LR: 1.022e-02 Score 95.621 Data time: 0.2842, Forward time: 2.2769, Backward time: 3.1045, DDP time: 0.0054, Total iter time: 5.6721 [2020-11-06 05:36:17,952][root][INFO] - ===> Epoch[355](9209/26): Loss 0.0179, Sem 0.1255, dir -0.4496, norm 0.3420, swav 0.0000 LR: 1.021e-02 Score 95.597 Data time: 0.2018, Forward time: 2.2769, Backward time: 3.1044, DDP time: 0.0054, Total iter time: 5.0271 [2020-11-06 05:36:22,853][root][INFO] - ===> Epoch[355](9210/26): Loss 0.0459, Sem 0.1490, dir -0.4620, norm 0.3589, swav 0.0000 LR: 1.019e-02 Score 95.471 Data time: 0.1454, Forward time: 2.2768, Backward time: 3.1044, DDP time: 0.0054, Total iter time: 4.8069 [2020-11-06 05:36:28,742][root][INFO] - ===> Epoch[355](9211/26): Loss 0.1823, Sem 0.1942, dir -0.4137, norm 0.4018, swav 0.0000 LR: 1.018e-02 Score 93.692 Data time: 0.2311, Forward time: 2.2768, Backward time: 3.1044, DDP time: 0.0054, Total iter time: 5.8265 [2020-11-06 05:36:35,807][root][INFO] - ===> Epoch[355](9212/26): Loss 0.0393, Sem 0.1412, dir -0.4272, norm 0.3253, swav 0.0000 LR: 1.017e-02 Score 96.129 Data time: 0.2530, Forward time: 2.2769, Backward time: 3.1045, DDP time: 0.0054, Total iter time: 6.9622 [2020-11-06 05:36:41,466][root][INFO] - ===> Epoch[355](9213/26): Loss -0.0031, Sem 0.1130, dir -0.4995, norm 0.3835, swav 0.0000 LR: 1.016e-02 Score 96.542 Data time: 0.2019, Forward time: 2.2768, Backward time: 3.1045, DDP time: 0.0054, Total iter time: 5.5250 [2020-11-06 05:36:47,647][root][INFO] - ===> Epoch[355](9214/26): Loss 0.0738, Sem 0.1459, dir -0.4341, norm 0.3619, swav 0.0000 LR: 1.015e-02 Score 95.514 Data time: 0.3347, Forward time: 2.2769, Backward time: 3.1045, DDP time: 0.0054, Total iter time: 6.0693 [2020-11-06 05:36:54,501][root][INFO] - ===> Epoch[355](9215/26): Loss 0.1765, Sem 0.1972, dir -0.4140, norm 0.3932, swav 0.0000 LR: 1.014e-02 Score 93.689 Data time: 0.3165, Forward time: 2.2770, Backward time: 3.1045, DDP time: 0.0054, Total iter time: 6.7379 [2020-11-06 05:36:59,677][root][INFO] - ===> Epoch[355](9216/26): Loss 0.0101, Sem 0.1081, dir -0.4823, norm 0.3844, swav 0.0000 LR: 1.012e-02 Score 96.977 Data time: 0.1969, Forward time: 2.2770, Backward time: 3.1044, DDP time: 0.0054, Total iter time: 5.0456 [2020-11-06 05:37:05,398][root][INFO] - ===> Epoch[355](9217/26): Loss 0.1364, Sem 0.1570, dir -0.4295, norm 0.4089, swav 0.0000 LR: 1.011e-02 Score 95.866 Data time: 0.2448, Forward time: 2.2771, Backward time: 3.1044, DDP time: 0.0054, Total iter time: 5.5982 [2020-11-06 05:37:09,986][root][INFO] - ===> Epoch[355](9218/26): Loss 0.0313, Sem 0.1313, dir -0.4526, norm 0.3527, swav 0.0000 LR: 1.010e-02 Score 96.312 Data time: 0.1954, Forward time: 2.2771, Backward time: 3.1043, DDP time: 0.0054, Total iter time: 4.4612 [2020-11-06 05:37:14,635][root][INFO] - ===> Epoch[355](9219/26): Loss 0.0905, Sem 0.1695, dir -0.4736, norm 0.3946, swav 0.0000 LR: 1.009e-02 Score 94.566 Data time: 0.1504, Forward time: 2.2770, Backward time: 3.1042, DDP time: 0.0054, Total iter time: 4.5370 [2020-11-06 05:37:20,669][root][INFO] - ===> Epoch[355](9220/26): Loss 0.0628, Sem 0.1642, dir -0.4751, norm 0.3737, swav 0.0000 LR: 1.008e-02 Score 94.773 Data time: 0.1445, Forward time: 2.2769, Backward time: 3.1043, DDP time: 0.0054, Total iter time: 5.9656 [2020-11-06 05:37:25,260][root][INFO] - ===> Epoch[355](9221/26): Loss 0.0285, Sem 0.1464, dir -0.4737, norm 0.3558, swav 0.0000 LR: 1.007e-02 Score 95.699 Data time: 0.2019, Forward time: 2.2769, Backward time: 3.1042, DDP time: 0.0054, Total iter time: 4.4987 [2020-11-06 05:37:30,907][root][INFO] - ===> Epoch[355](9222/26): Loss 0.0391, Sem 0.1041, dir -0.4312, norm 0.3662, swav 0.0000 LR: 1.005e-02 Score 96.772 Data time: 0.1916, Forward time: 2.2769, Backward time: 3.1042, DDP time: 0.0054, Total iter time: 5.5472 [2020-11-06 05:37:36,856][root][INFO] - ===> Epoch[355](9223/26): Loss 0.0870, Sem 0.1346, dir -0.4312, norm 0.3836, swav 0.0000 LR: 1.004e-02 Score 96.279 Data time: 0.3158, Forward time: 2.2769, Backward time: 3.1042, DDP time: 0.0054, Total iter time: 5.8328 [2020-11-06 05:37:41,992][root][INFO] - ===> Epoch[355](9224/26): Loss 0.1115, Sem 0.1413, dir -0.4201, norm 0.3902, swav 0.0000 LR: 1.003e-02 Score 95.810 Data time: 0.2108, Forward time: 2.2769, Backward time: 3.1041, DDP time: 0.0054, Total iter time: 5.0182 [2020-11-06 05:37:47,903][root][INFO] - ===> Epoch[355](9225/26): Loss 0.0477, Sem 0.1150, dir -0.4372, norm 0.3698, swav 0.0000 LR: 1.002e-02 Score 95.115 Data time: 0.2463, Forward time: 2.2770, Backward time: 3.1041, DDP time: 0.0054, Total iter time: 5.7791 [2020-11-06 05:37:53,655][root][INFO] - ===> Epoch[355](9226/26): Loss 0.1108, Sem 0.1703, dir -0.4190, norm 0.3595, swav 0.0000 LR: 1.001e-02 Score 93.595 Data time: 0.2803, Forward time: 2.2770, Backward time: 3.1040, DDP time: 0.0054, Total iter time: 5.6266 [2020-11-06 05:38:00,047][root][INFO] - ===> Epoch[355](9227/26): Loss 0.0399, Sem 0.1274, dir -0.4774, norm 0.3899, swav 0.0000 LR: 9.996e-03 Score 96.283 Data time: 0.2200, Forward time: 2.2770, Backward time: 3.1041, DDP time: 0.0054, Total iter time: 6.2622 [2020-11-06 05:38:06,003][root][INFO] - ===> Epoch[355](9228/26): Loss 0.0329, Sem 0.1028, dir -0.4562, norm 0.3864, swav 0.0000 LR: 9.984e-03 Score 97.426 Data time: 0.1988, Forward time: 2.2770, Backward time: 3.1041, DDP time: 0.0054, Total iter time: 5.8435 [2020-11-06 05:38:12,075][root][INFO] - ===> Epoch[355](9229/26): Loss 0.0727, Sem 0.1296, dir -0.4626, norm 0.4056, swav 0.0000 LR: 9.973e-03 Score 96.214 Data time: 0.1777, Forward time: 2.2770, Backward time: 3.1042, DDP time: 0.0054, Total iter time: 5.9874 [2020-11-06 05:38:17,745][root][INFO] - ===> Epoch[355](9230/26): Loss 0.0956, Sem 0.1419, dir -0.4587, norm 0.4123, swav 0.0000 LR: 9.961e-03 Score 95.664 Data time: 0.1991, Forward time: 2.2769, Backward time: 3.1042, DDP time: 0.0054, Total iter time: 5.5615 [2020-11-06 05:38:23,595][root][INFO] - ===> Epoch[356](9231/26): Loss 0.0445, Sem 0.1044, dir -0.4910, norm 0.4311, swav 0.0000 LR: 9.950e-03 Score 96.699 Data time: 0.1956, Forward time: 2.2769, Backward time: 3.1042, DDP time: 0.0054, Total iter time: 5.7271 [2020-11-06 05:38:28,433][root][INFO] - ===> Epoch[356](9232/26): Loss -0.0109, Sem 0.1143, dir -0.5082, norm 0.3830, swav 0.0000 LR: 9.938e-03 Score 96.034 Data time: 0.2211, Forward time: 2.2769, Backward time: 3.1041, DDP time: 0.0054, Total iter time: 4.7425 [2020-11-06 05:38:33,905][root][INFO] - ===> Epoch[356](9233/26): Loss 0.0907, Sem 0.1394, dir -0.4008, norm 0.3521, swav 0.0000 LR: 9.926e-03 Score 95.724 Data time: 0.2287, Forward time: 2.2769, Backward time: 3.1041, DDP time: 0.0054, Total iter time: 5.3324 [2020-11-06 05:38:39,683][root][INFO] - ===> Epoch[356](9234/26): Loss 0.0563, Sem 0.1503, dir -0.4494, norm 0.3555, swav 0.0000 LR: 9.915e-03 Score 95.733 Data time: 0.2602, Forward time: 2.2769, Backward time: 3.1041, DDP time: 0.0054, Total iter time: 5.6579 [2020-11-06 05:38:46,531][root][INFO] - ===> Epoch[356](9235/26): Loss 0.0112, Sem 0.1151, dir -0.4889, norm 0.3850, swav 0.0000 LR: 9.903e-03 Score 96.497 Data time: 0.3309, Forward time: 2.2771, Backward time: 3.1041, DDP time: 0.0054, Total iter time: 6.7023 [2020-11-06 05:38:51,858][root][INFO] - ===> Epoch[356](9236/26): Loss -0.0035, Sem 0.1291, dir -0.4966, norm 0.3641, swav 0.0000 LR: 9.891e-03 Score 95.296 Data time: 0.2129, Forward time: 2.2770, Backward time: 3.1040, DDP time: 0.0054, Total iter time: 5.1893 [2020-11-06 05:38:58,638][root][INFO] - ===> Epoch[356](9237/26): Loss 0.0598, Sem 0.1192, dir -0.4814, norm 0.4221, swav 0.0000 LR: 9.880e-03 Score 96.672 Data time: 0.2174, Forward time: 2.2770, Backward time: 3.1041, DDP time: 0.0054, Total iter time: 6.6449 [2020-11-06 05:39:05,362][root][INFO] - ===> Epoch[356](9238/26): Loss 0.0134, Sem 0.0864, dir -0.4333, norm 0.3602, swav 0.0000 LR: 9.868e-03 Score 96.989 Data time: 0.2808, Forward time: 2.2771, Backward time: 3.1042, DDP time: 0.0054, Total iter time: 6.5803 [2020-11-06 05:39:10,206][root][INFO] - ===> Epoch[356](9239/26): Loss -0.0363, Sem 0.1002, dir -0.5011, norm 0.3646, swav 0.0000 LR: 9.856e-03 Score 96.688 Data time: 0.2386, Forward time: 2.2771, Backward time: 3.1040, DDP time: 0.0054, Total iter time: 4.7159 [2020-11-06 05:39:16,207][root][INFO] - ===> Epoch[356](9240/26): Loss 0.0781, Sem 0.1352, dir -0.3942, norm 0.3370, swav 0.0000 LR: 9.845e-03 Score 96.200 Data time: 0.1902, Forward time: 2.2771, Backward time: 3.1041, DDP time: 0.0054, Total iter time: 5.8850 [2020-11-06 05:39:20,737][root][INFO] - ===> Epoch[356](9241/26): Loss 0.0157, Sem 0.1346, dir -0.4835, norm 0.3646, swav 0.0000 LR: 9.833e-03 Score 95.573 Data time: 0.1503, Forward time: 2.2770, Backward time: 3.1040, DDP time: 0.0054, Total iter time: 4.4166 [2020-11-06 05:39:25,792][root][INFO] - ===> Epoch[356](9242/26): Loss 0.0321, Sem 0.1189, dir -0.4633, norm 0.3764, swav 0.0000 LR: 9.822e-03 Score 95.804 Data time: 0.1843, Forward time: 2.2770, Backward time: 3.1040, DDP time: 0.0054, Total iter time: 4.9669 [2020-11-06 05:39:30,949][root][INFO] - ===> Epoch[356](9243/26): Loss -0.0314, Sem 0.1098, dir -0.5235, norm 0.3823, swav 0.0000 LR: 9.810e-03 Score 95.724 Data time: 0.1993, Forward time: 2.2769, Backward time: 3.1040, DDP time: 0.0054, Total iter time: 5.0537 [2020-11-06 05:39:35,700][root][INFO] - ===> Epoch[356](9244/26): Loss 0.0458, Sem 0.1378, dir -0.5024, norm 0.4103, swav 0.0000 LR: 9.798e-03 Score 95.775 Data time: 0.2048, Forward time: 2.2769, Backward time: 3.1039, DDP time: 0.0054, Total iter time: 4.6439 [2020-11-06 05:39:40,993][root][INFO] - ===> Epoch[356](9245/26): Loss 0.0060, Sem 0.1156, dir -0.4579, norm 0.3483, swav 0.0000 LR: 9.787e-03 Score 96.758 Data time: 0.2171, Forward time: 2.2769, Backward time: 3.1038, DDP time: 0.0054, Total iter time: 5.1814 [2020-11-06 05:39:48,028][root][INFO] - ===> Epoch[356](9246/26): Loss 0.1650, Sem 0.1686, dir -0.4232, norm 0.4196, swav 0.0000 LR: 9.775e-03 Score 94.881 Data time: 0.3301, Forward time: 2.2770, Backward time: 3.1038, DDP time: 0.0054, Total iter time: 6.9428 [2020-11-06 05:39:53,407][root][INFO] - ===> Epoch[356](9247/26): Loss 0.0975, Sem 0.1419, dir -0.5038, norm 0.4594, swav 0.0000 LR: 9.763e-03 Score 95.522 Data time: 0.1540, Forward time: 2.2770, Backward time: 3.1038, DDP time: 0.0054, Total iter time: 5.2278 [2020-11-06 05:39:58,723][root][INFO] - ===> Epoch[356](9248/26): Loss 0.0076, Sem 0.1177, dir -0.4447, norm 0.3346, swav 0.0000 LR: 9.752e-03 Score 95.311 Data time: 0.1648, Forward time: 2.2769, Backward time: 3.1039, DDP time: 0.0054, Total iter time: 5.2127 [2020-11-06 05:40:04,904][root][INFO] - ===> Epoch[356](9249/26): Loss 0.0629, Sem 0.1896, dir -0.4907, norm 0.3640, swav 0.0000 LR: 9.740e-03 Score 94.234 Data time: 0.2273, Forward time: 2.2769, Backward time: 3.1039, DDP time: 0.0054, Total iter time: 6.0820 [2020-11-06 05:40:09,869][root][INFO] - ===> Epoch[356](9250/26): Loss 0.0965, Sem 0.1471, dir -0.4783, norm 0.4276, swav 0.0000 LR: 9.728e-03 Score 95.195 Data time: 0.2344, Forward time: 2.2770, Backward time: 3.1038, DDP time: 0.0054, Total iter time: 4.8393 [2020-11-06 05:40:16,565][root][INFO] - ===> Epoch[356](9251/26): Loss 0.0629, Sem 0.1486, dir -0.4360, norm 0.3503, swav 0.0000 LR: 9.717e-03 Score 95.819 Data time: 0.2817, Forward time: 2.2770, Backward time: 3.1038, DDP time: 0.0054, Total iter time: 6.5808 [2020-11-06 05:40:23,182][root][INFO] - ===> Epoch[356](9252/26): Loss 0.0267, Sem 0.1531, dir -0.4812, norm 0.3548, swav 0.0000 LR: 9.705e-03 Score 95.123 Data time: 0.1879, Forward time: 2.2770, Backward time: 3.1039, DDP time: 0.0054, Total iter time: 6.4822 [2020-11-06 05:40:30,049][root][INFO] - ===> Epoch[356](9253/26): Loss 0.0003, Sem 0.1085, dir -0.4498, norm 0.3417, swav 0.0000 LR: 9.693e-03 Score 95.948 Data time: 0.3225, Forward time: 2.2771, Backward time: 3.1039, DDP time: 0.0054, Total iter time: 6.7696 [2020-11-06 05:40:37,576][root][INFO] - ===> Epoch[356](9254/26): Loss 0.0751, Sem 0.1270, dir -0.4721, norm 0.4202, swav 0.0000 LR: 9.682e-03 Score 96.007 Data time: 0.3684, Forward time: 2.2772, Backward time: 3.1039, DDP time: 0.0054, Total iter time: 7.3864 [2020-11-06 05:40:44,062][root][INFO] - ===> Epoch[356](9255/26): Loss 0.0375, Sem 0.1113, dir -0.4027, norm 0.3290, swav 0.0000 LR: 9.670e-03 Score 96.162 Data time: 0.2283, Forward time: 2.2773, Backward time: 3.1040, DDP time: 0.0054, Total iter time: 6.3448 [2020-11-06 05:40:50,529][root][INFO] - ===> Epoch[356](9256/26): Loss 0.0786, Sem 0.1156, dir -0.4112, norm 0.3742, swav 0.0000 LR: 9.658e-03 Score 96.361 Data time: 0.1895, Forward time: 2.2773, Backward time: 3.1041, DDP time: 0.0054, Total iter time: 6.3378 [2020-11-06 05:40:56,484][root][INFO] - ===> Epoch[357](9257/26): Loss 0.1265, Sem 0.1749, dir -0.4068, norm 0.3584, swav 0.0000 LR: 9.647e-03 Score 94.544 Data time: 0.2437, Forward time: 2.2773, Backward time: 3.1041, DDP time: 0.0054, Total iter time: 5.8440 [2020-11-06 05:41:02,510][root][INFO] - ===> Epoch[357](9258/26): Loss 0.0771, Sem 0.1118, dir -0.4548, norm 0.4202, swav 0.0000 LR: 9.635e-03 Score 96.113 Data time: 0.1379, Forward time: 2.2772, Backward time: 3.1042, DDP time: 0.0054, Total iter time: 5.9100 [2020-11-06 05:41:08,380][root][INFO] - ===> Epoch[357](9259/26): Loss 0.1024, Sem 0.1607, dir -0.4661, norm 0.4078, swav 0.0000 LR: 9.623e-03 Score 94.938 Data time: 0.1676, Forward time: 2.2772, Backward time: 3.1042, DDP time: 0.0054, Total iter time: 5.7785 [2020-11-06 05:41:13,471][root][INFO] - ===> Epoch[357](9260/26): Loss 0.0740, Sem 0.1545, dir -0.4956, norm 0.4150, swav 0.0000 LR: 9.612e-03 Score 95.368 Data time: 0.2175, Forward time: 2.2771, Backward time: 3.1042, DDP time: 0.0054, Total iter time: 4.9818 [2020-11-06 05:41:18,234][root][INFO] - ===> Epoch[357](9261/26): Loss 0.0620, Sem 0.1211, dir -0.4339, norm 0.3748, swav 0.0000 LR: 9.600e-03 Score 96.437 Data time: 0.1654, Forward time: 2.2771, Backward time: 3.1041, DDP time: 0.0054, Total iter time: 4.6658 [2020-11-06 05:41:24,534][root][INFO] - ===> Epoch[357](9262/26): Loss 0.0980, Sem 0.1509, dir -0.4740, norm 0.4212, swav 0.0000 LR: 9.588e-03 Score 95.150 Data time: 0.1642, Forward time: 2.2770, Backward time: 3.1042, DDP time: 0.0054, Total iter time: 6.2222 [2020-11-06 05:41:29,801][root][INFO] - ===> Epoch[357](9263/26): Loss 0.0809, Sem 0.1258, dir -0.4964, norm 0.4515, swav 0.0000 LR: 9.577e-03 Score 95.695 Data time: 0.1856, Forward time: 2.2770, Backward time: 3.1042, DDP time: 0.0054, Total iter time: 5.1897 [2020-11-06 05:41:34,802][root][INFO] - ===> Epoch[357](9264/26): Loss 0.0874, Sem 0.1166, dir -0.4693, norm 0.4401, swav 0.0000 LR: 9.565e-03 Score 96.807 Data time: 0.1922, Forward time: 2.2769, Backward time: 3.1042, DDP time: 0.0054, Total iter time: 4.8965 [2020-11-06 05:41:39,838][root][INFO] - ===> Epoch[357](9265/26): Loss 0.0006, Sem 0.1162, dir -0.5072, norm 0.3915, swav 0.0000 LR: 9.553e-03 Score 95.627 Data time: 0.2442, Forward time: 2.2770, Backward time: 3.1041, DDP time: 0.0054, Total iter time: 4.9325 [2020-11-06 05:41:45,607][root][INFO] - ===> Epoch[357](9266/26): Loss 0.1229, Sem 0.1312, dir -0.4135, norm 0.4052, swav 0.0000 LR: 9.542e-03 Score 95.698 Data time: 0.2157, Forward time: 2.2770, Backward time: 3.1040, DDP time: 0.0054, Total iter time: 5.6502 [2020-11-06 05:41:50,962][root][INFO] - ===> Epoch[357](9267/26): Loss 0.0567, Sem 0.1227, dir -0.4213, norm 0.3553, swav 0.0000 LR: 9.530e-03 Score 96.416 Data time: 0.1275, Forward time: 2.2769, Backward time: 3.1041, DDP time: 0.0054, Total iter time: 5.2271 [2020-11-06 05:41:55,483][root][INFO] - ===> Epoch[357](9268/26): Loss 0.0856, Sem 0.1681, dir -0.4404, norm 0.3579, swav 0.0000 LR: 9.518e-03 Score 95.056 Data time: 0.2096, Forward time: 2.2769, Backward time: 3.1040, DDP time: 0.0054, Total iter time: 4.4348 [2020-11-06 05:42:01,547][root][INFO] - ===> Epoch[357](9269/26): Loss 0.0418, Sem 0.1626, dir -0.4474, norm 0.3265, swav 0.0000 LR: 9.507e-03 Score 95.316 Data time: 0.2462, Forward time: 2.2769, Backward time: 3.1040, DDP time: 0.0054, Total iter time: 5.9597 [2020-11-06 05:42:06,640][root][INFO] - ===> Epoch[357](9270/26): Loss 0.0669, Sem 0.1352, dir -0.5061, norm 0.4378, swav 0.0000 LR: 9.495e-03 Score 95.297 Data time: 0.1985, Forward time: 2.2769, Backward time: 3.1039, DDP time: 0.0054, Total iter time: 4.9761 [2020-11-06 05:42:12,492][root][INFO] - ===> Epoch[357](9271/26): Loss 0.0554, Sem 0.1002, dir -0.4423, norm 0.3976, swav 0.0000 LR: 9.483e-03 Score 96.714 Data time: 0.2505, Forward time: 2.2769, Backward time: 3.1039, DDP time: 0.0054, Total iter time: 5.7366 [2020-11-06 05:42:18,614][root][INFO] - ===> Epoch[357](9272/26): Loss 0.0669, Sem 0.1567, dir -0.4453, norm 0.3556, swav 0.0000 LR: 9.471e-03 Score 94.921 Data time: 0.2341, Forward time: 2.2769, Backward time: 3.1040, DDP time: 0.0054, Total iter time: 5.9715 [2020-11-06 05:42:23,771][root][INFO] - ===> Epoch[357](9273/26): Loss 0.0447, Sem 0.1120, dir -0.4372, norm 0.3699, swav 0.0000 LR: 9.460e-03 Score 96.598 Data time: 0.1904, Forward time: 2.2769, Backward time: 3.1039, DDP time: 0.0054, Total iter time: 5.0438 [2020-11-06 05:42:28,493][root][INFO] - ===> Epoch[357](9274/26): Loss 0.0084, Sem 0.1114, dir -0.4667, norm 0.3638, swav 0.0000 LR: 9.448e-03 Score 95.741 Data time: 0.1974, Forward time: 2.2768, Backward time: 3.1039, DDP time: 0.0054, Total iter time: 4.6022 [2020-11-06 05:42:35,312][root][INFO] - ===> Epoch[357](9275/26): Loss 0.0962, Sem 0.1563, dir -0.4598, norm 0.3997, swav 0.0000 LR: 9.436e-03 Score 94.373 Data time: 0.2563, Forward time: 2.2769, Backward time: 3.1039, DDP time: 0.0054, Total iter time: 6.7502 [2020-11-06 05:42:40,932][root][INFO] - ===> Epoch[357](9276/26): Loss 0.0161, Sem 0.1156, dir -0.4652, norm 0.3657, swav 0.0000 LR: 9.425e-03 Score 96.389 Data time: 0.2231, Forward time: 2.2769, Backward time: 3.1039, DDP time: 0.0054, Total iter time: 5.4839 [2020-11-06 05:42:47,173][root][INFO] - ===> Epoch[357](9277/26): Loss 0.1140, Sem 0.1419, dir -0.4357, norm 0.4078, swav 0.0000 LR: 9.413e-03 Score 95.343 Data time: 0.2259, Forward time: 2.2769, Backward time: 3.1039, DDP time: 0.0054, Total iter time: 6.0942 [2020-11-06 05:42:51,951][root][INFO] - ===> Epoch[357](9278/26): Loss 0.1163, Sem 0.1216, dir -0.3990, norm 0.3936, swav 0.0000 LR: 9.401e-03 Score 95.692 Data time: 0.2427, Forward time: 2.2769, Backward time: 3.1038, DDP time: 0.0054, Total iter time: 4.6597 [2020-11-06 05:42:57,651][root][INFO] - ===> Epoch[357](9279/26): Loss -0.0053, Sem 0.1054, dir -0.4792, norm 0.3685, swav 0.0000 LR: 9.390e-03 Score 96.640 Data time: 0.2736, Forward time: 2.2770, Backward time: 3.1037, DDP time: 0.0054, Total iter time: 5.5888 [2020-11-06 05:43:04,261][root][INFO] - ===> Epoch[357](9280/26): Loss 0.1376, Sem 0.1641, dir -0.4433, norm 0.4167, swav 0.0000 LR: 9.378e-03 Score 95.344 Data time: 0.2284, Forward time: 2.2770, Backward time: 3.1038, DDP time: 0.0054, Total iter time: 6.4896 [2020-11-06 05:43:10,885][root][INFO] - ===> Epoch[357](9281/26): Loss -0.0344, Sem 0.1237, dir -0.5015, norm 0.3434, swav 0.0000 LR: 9.366e-03 Score 96.041 Data time: 0.3150, Forward time: 2.2771, Backward time: 3.1038, DDP time: 0.0054, Total iter time: 6.5050 [2020-11-06 05:43:17,252][root][INFO] - ===> Epoch[357](9282/26): Loss 0.0600, Sem 0.1318, dir -0.4213, norm 0.3495, swav 0.0000 LR: 9.354e-03 Score 96.102 Data time: 0.1852, Forward time: 2.2771, Backward time: 3.1039, DDP time: 0.0054, Total iter time: 6.2543 [2020-11-06 05:43:23,410][root][INFO] - ===> Epoch[358](9283/26): Loss -0.0306, Sem 0.0889, dir -0.4881, norm 0.3686, swav 0.0000 LR: 9.343e-03 Score 97.436 Data time: 0.1980, Forward time: 2.2770, Backward time: 3.1039, DDP time: 0.0054, Total iter time: 6.0457 [2020-11-06 05:43:28,941][root][INFO] - ===> Epoch[358](9284/26): Loss 0.0445, Sem 0.1363, dir -0.4767, norm 0.3849, swav 0.0000 LR: 9.331e-03 Score 96.026 Data time: 0.1730, Forward time: 2.2770, Backward time: 3.1039, DDP time: 0.0054, Total iter time: 5.4217 [2020-11-06 05:43:33,697][root][INFO] - ===> Epoch[358](9285/26): Loss 0.0620, Sem 0.1396, dir -0.4364, norm 0.3588, swav 0.0000 LR: 9.319e-03 Score 95.875 Data time: 0.2110, Forward time: 2.2770, Backward time: 3.1039, DDP time: 0.0054, Total iter time: 4.6710 [2020-11-06 05:43:39,828][root][INFO] - ===> Epoch[358](9286/26): Loss 0.0585, Sem 0.1249, dir -0.4807, norm 0.4143, swav 0.0000 LR: 9.308e-03 Score 96.144 Data time: 0.2792, Forward time: 2.2771, Backward time: 3.1038, DDP time: 0.0054, Total iter time: 6.0134 [2020-11-06 05:43:46,983][root][INFO] - ===> Epoch[358](9287/26): Loss 0.0591, Sem 0.1100, dir -0.4802, norm 0.4292, swav 0.0000 LR: 9.296e-03 Score 96.356 Data time: 0.2075, Forward time: 2.2770, Backward time: 3.1040, DDP time: 0.0054, Total iter time: 7.0092 [2020-11-06 05:43:53,185][root][INFO] - ===> Epoch[358](9288/26): Loss 0.0586, Sem 0.1348, dir -0.4468, norm 0.3705, swav 0.0000 LR: 9.284e-03 Score 95.778 Data time: 0.1940, Forward time: 2.2770, Backward time: 3.1040, DDP time: 0.0054, Total iter time: 6.0960 [2020-11-06 05:44:00,092][root][INFO] - ===> Epoch[358](9289/26): Loss 0.0246, Sem 0.1223, dir -0.5022, norm 0.4045, swav 0.0000 LR: 9.272e-03 Score 95.604 Data time: 0.1424, Forward time: 2.2770, Backward time: 3.1042, DDP time: 0.0054, Total iter time: 6.8002 [2020-11-06 05:44:05,659][root][INFO] - ===> Epoch[358](9290/26): Loss 0.0454, Sem 0.1297, dir -0.4292, norm 0.3449, swav 0.0000 LR: 9.261e-03 Score 96.134 Data time: 0.1565, Forward time: 2.2769, Backward time: 3.1043, DDP time: 0.0054, Total iter time: 5.4709 [2020-11-06 05:44:11,561][root][INFO] - ===> Epoch[358](9291/26): Loss 0.0362, Sem 0.0986, dir -0.4396, norm 0.3773, swav 0.0000 LR: 9.249e-03 Score 96.832 Data time: 0.2153, Forward time: 2.2769, Backward time: 3.1043, DDP time: 0.0054, Total iter time: 5.8011 [2020-11-06 05:44:17,022][root][INFO] - ===> Epoch[358](9292/26): Loss 0.0546, Sem 0.1333, dir -0.4754, norm 0.3967, swav 0.0000 LR: 9.237e-03 Score 95.823 Data time: 0.1361, Forward time: 2.2768, Backward time: 3.1043, DDP time: 0.0054, Total iter time: 5.3161 [2020-11-06 05:44:23,535][root][INFO] - ===> Epoch[358](9293/26): Loss 0.0550, Sem 0.1309, dir -0.4937, norm 0.4178, swav 0.0000 LR: 9.226e-03 Score 95.489 Data time: 0.2107, Forward time: 2.2768, Backward time: 3.1044, DDP time: 0.0054, Total iter time: 6.4161 [2020-11-06 05:44:29,020][root][INFO] - ===> Epoch[358](9294/26): Loss -0.0083, Sem 0.1029, dir -0.4779, norm 0.3667, swav 0.0000 LR: 9.214e-03 Score 96.805 Data time: 0.1856, Forward time: 2.2768, Backward time: 3.1044, DDP time: 0.0054, Total iter time: 5.3639 [2020-11-06 05:44:35,763][root][INFO] - ===> Epoch[358](9295/26): Loss -0.0047, Sem 0.0913, dir -0.4933, norm 0.3973, swav 0.0000 LR: 9.202e-03 Score 97.222 Data time: 0.1701, Forward time: 2.2767, Backward time: 3.1046, DDP time: 0.0054, Total iter time: 6.6372 [2020-11-06 05:44:40,501][root][INFO] - ===> Epoch[358](9296/26): Loss 0.0617, Sem 0.1257, dir -0.4137, norm 0.3498, swav 0.0000 LR: 9.190e-03 Score 96.481 Data time: 0.1647, Forward time: 2.2767, Backward time: 3.1045, DDP time: 0.0054, Total iter time: 4.6428 [2020-11-06 05:44:46,252][root][INFO] - ===> Epoch[358](9297/26): Loss 0.0079, Sem 0.0953, dir -0.5226, norm 0.4352, swav 0.0000 LR: 9.179e-03 Score 96.092 Data time: 0.1785, Forward time: 2.2766, Backward time: 3.1046, DDP time: 0.0054, Total iter time: 5.6713 [2020-11-06 05:44:52,309][root][INFO] - ===> Epoch[358](9298/26): Loss 0.0009, Sem 0.0800, dir -0.4188, norm 0.3397, swav 0.0000 LR: 9.167e-03 Score 97.007 Data time: 0.2307, Forward time: 2.2766, Backward time: 3.1046, DDP time: 0.0054, Total iter time: 5.9510 [2020-11-06 05:44:57,773][root][INFO] - ===> Epoch[358](9299/26): Loss 0.0670, Sem 0.1398, dir -0.4936, norm 0.4208, swav 0.0000 LR: 9.155e-03 Score 96.139 Data time: 0.2690, Forward time: 2.2767, Backward time: 3.1045, DDP time: 0.0054, Total iter time: 5.3537 [2020-11-06 05:45:03,332][root][INFO] - ===> Epoch[358](9300/26): Loss 0.0843, Sem 0.1239, dir -0.4590, norm 0.4194, swav 0.0000 LR: 9.143e-03 Score 95.543 Data time: 0.2609, Forward time: 2.2767, Backward time: 3.1044, DDP time: 0.0054, Total iter time: 5.4529 [2020-11-06 05:45:08,459][root][INFO] - ===> Epoch[358](9301/26): Loss 0.1097, Sem 0.1594, dir -0.4405, norm 0.3908, swav 0.0000 LR: 9.132e-03 Score 94.535 Data time: 0.2090, Forward time: 2.2767, Backward time: 3.1044, DDP time: 0.0054, Total iter time: 4.9999 [2020-11-06 05:45:13,900][root][INFO] - ===> Epoch[358](9302/26): Loss 0.1079, Sem 0.1568, dir -0.4350, norm 0.3861, swav 0.0000 LR: 9.120e-03 Score 95.245 Data time: 0.2056, Forward time: 2.2767, Backward time: 3.1043, DDP time: 0.0054, Total iter time: 5.3360 [2020-11-06 05:45:20,217][root][INFO] - ===> Epoch[358](9303/26): Loss -0.0048, Sem 0.0854, dir -0.4346, norm 0.3444, swav 0.0000 LR: 9.108e-03 Score 96.663 Data time: 0.2246, Forward time: 2.2767, Backward time: 3.1044, DDP time: 0.0054, Total iter time: 6.2026 [2020-11-06 05:45:26,850][root][INFO] - ===> Epoch[358](9304/26): Loss 0.0464, Sem 0.1175, dir -0.4263, norm 0.3552, swav 0.0000 LR: 9.096e-03 Score 96.127 Data time: 0.2757, Forward time: 2.2768, Backward time: 3.1044, DDP time: 0.0054, Total iter time: 6.5130 [2020-11-06 05:45:32,567][root][INFO] - ===> Epoch[358](9305/26): Loss 0.1128, Sem 0.1545, dir -0.4402, norm 0.3985, swav 0.0000 LR: 9.085e-03 Score 94.654 Data time: 0.1655, Forward time: 2.2768, Backward time: 3.1044, DDP time: 0.0054, Total iter time: 5.5947 [2020-11-06 05:45:39,905][root][INFO] - ===> Epoch[358](9306/26): Loss 0.0913, Sem 0.1165, dir -0.4573, norm 0.4321, swav 0.0000 LR: 9.073e-03 Score 96.021 Data time: 0.1998, Forward time: 2.2767, Backward time: 3.1046, DDP time: 0.0054, Total iter time: 7.2269 [2020-11-06 05:45:44,575][root][INFO] - ===> Epoch[358](9307/26): Loss 0.1684, Sem 0.1661, dir -0.4259, norm 0.4282, swav 0.0000 LR: 9.061e-03 Score 94.188 Data time: 0.2025, Forward time: 2.2767, Backward time: 3.1045, DDP time: 0.0054, Total iter time: 4.5343 [2020-11-06 05:45:50,801][root][INFO] - ===> Epoch[358](9308/26): Loss 0.0859, Sem 0.1445, dir -0.4547, norm 0.3961, swav 0.0000 LR: 9.049e-03 Score 95.685 Data time: 0.2242, Forward time: 2.2768, Backward time: 3.1045, DDP time: 0.0054, Total iter time: 6.1152 [2020-11-06 05:45:56,388][root][INFO] - ===> Epoch[359](9309/26): Loss 0.0263, Sem 0.1402, dir -0.4740, norm 0.3601, swav 0.0000 LR: 9.038e-03 Score 94.978 Data time: 0.1451, Forward time: 2.2767, Backward time: 3.1046, DDP time: 0.0054, Total iter time: 5.4450 [2020-11-06 05:46:01,605][root][INFO] - ===> Epoch[359](9310/26): Loss 0.0853, Sem 0.1693, dir -0.4430, norm 0.3590, swav 0.0000 LR: 9.026e-03 Score 95.439 Data time: 0.2500, Forward time: 2.2767, Backward time: 3.1045, DDP time: 0.0054, Total iter time: 5.1159 [2020-11-06 05:46:07,497][root][INFO] - ===> Epoch[359](9311/26): Loss 0.1079, Sem 0.1214, dir -0.3704, norm 0.3569, swav 0.0000 LR: 9.014e-03 Score 95.182 Data time: 0.2082, Forward time: 2.2767, Backward time: 3.1045, DDP time: 0.0054, Total iter time: 5.7724 [2020-11-06 05:46:14,248][root][INFO] - ===> Epoch[359](9312/26): Loss 0.0680, Sem 0.1302, dir -0.4150, norm 0.3528, swav 0.0000 LR: 9.002e-03 Score 95.821 Data time: 0.2289, Forward time: 2.2767, Backward time: 3.1046, DDP time: 0.0054, Total iter time: 6.6150 [2020-11-06 05:46:19,608][root][INFO] - ===> Epoch[359](9313/26): Loss 0.0066, Sem 0.0958, dir -0.4858, norm 0.3965, swav 0.0000 LR: 8.991e-03 Score 96.397 Data time: 0.1792, Forward time: 2.2767, Backward time: 3.1046, DDP time: 0.0054, Total iter time: 5.2236 [2020-11-06 05:46:24,707][root][INFO] - ===> Epoch[359](9314/26): Loss 0.0276, Sem 0.1078, dir -0.4695, norm 0.3893, swav 0.0000 LR: 8.979e-03 Score 96.279 Data time: 0.1816, Forward time: 2.2766, Backward time: 3.1045, DDP time: 0.0054, Total iter time: 5.0073 [2020-11-06 05:46:29,726][root][INFO] - ===> Epoch[359](9315/26): Loss 0.0308, Sem 0.1253, dir -0.4943, norm 0.3999, swav 0.0000 LR: 8.967e-03 Score 96.134 Data time: 0.2240, Forward time: 2.2766, Backward time: 3.1045, DDP time: 0.0054, Total iter time: 4.9075 [2020-11-06 05:46:35,513][root][INFO] - ===> Epoch[359](9316/26): Loss 0.1185, Sem 0.1466, dir -0.4103, norm 0.3823, swav 0.0000 LR: 8.955e-03 Score 94.981 Data time: 0.2060, Forward time: 2.2766, Backward time: 3.1045, DDP time: 0.0054, Total iter time: 5.6727 [2020-11-06 05:46:41,244][root][INFO] - ===> Epoch[359](9317/26): Loss 0.0548, Sem 0.1238, dir -0.4621, norm 0.3931, swav 0.0000 LR: 8.944e-03 Score 95.346 Data time: 0.1860, Forward time: 2.2766, Backward time: 3.1045, DDP time: 0.0054, Total iter time: 5.6098 [2020-11-06 05:46:47,017][root][INFO] - ===> Epoch[359](9318/26): Loss 0.0753, Sem 0.1103, dir -0.4346, norm 0.3997, swav 0.0000 LR: 8.932e-03 Score 96.417 Data time: 0.2048, Forward time: 2.2766, Backward time: 3.1045, DDP time: 0.0054, Total iter time: 5.6594 [2020-11-06 05:46:52,169][root][INFO] - ===> Epoch[359](9319/26): Loss 0.0524, Sem 0.0820, dir -0.3944, norm 0.3648, swav 0.0000 LR: 8.920e-03 Score 97.262 Data time: 0.1545, Forward time: 2.2765, Backward time: 3.1045, DDP time: 0.0054, Total iter time: 5.0329 [2020-11-06 05:46:58,401][root][INFO] - ===> Epoch[359](9320/26): Loss 0.0349, Sem 0.1328, dir -0.4470, norm 0.3492, swav 0.0000 LR: 8.908e-03 Score 95.841 Data time: 0.1702, Forward time: 2.2764, Backward time: 3.1046, DDP time: 0.0054, Total iter time: 6.1397 [2020-11-06 05:47:05,482][root][INFO] - ===> Epoch[359](9321/26): Loss 0.0819, Sem 0.1413, dir -0.4585, norm 0.3992, swav 0.0000 LR: 8.896e-03 Score 95.634 Data time: 0.2050, Forward time: 2.2764, Backward time: 3.1047, DDP time: 0.0054, Total iter time: 6.9718 [2020-11-06 05:47:11,478][root][INFO] - ===> Epoch[359](9322/26): Loss 0.0045, Sem 0.1437, dir -0.5089, norm 0.3696, swav 0.0000 LR: 8.885e-03 Score 94.840 Data time: 0.1471, Forward time: 2.2764, Backward time: 3.1048, DDP time: 0.0054, Total iter time: 5.8564 [2020-11-06 05:47:17,263][root][INFO] - ===> Epoch[359](9323/26): Loss 0.0297, Sem 0.1404, dir -0.4500, norm 0.3392, swav 0.0000 LR: 8.873e-03 Score 95.750 Data time: 0.2071, Forward time: 2.2764, Backward time: 3.1048, DDP time: 0.0054, Total iter time: 5.6837 [2020-11-06 05:47:23,154][root][INFO] - ===> Epoch[359](9324/26): Loss 0.0476, Sem 0.1266, dir -0.4784, norm 0.3994, swav 0.0000 LR: 8.861e-03 Score 96.290 Data time: 0.2149, Forward time: 2.2764, Backward time: 3.1048, DDP time: 0.0054, Total iter time: 5.7727 [2020-11-06 05:47:28,255][root][INFO] - ===> Epoch[359](9325/26): Loss 0.1014, Sem 0.1474, dir -0.3991, norm 0.3531, swav 0.0000 LR: 8.849e-03 Score 95.134 Data time: 0.2318, Forward time: 2.2764, Backward time: 3.1047, DDP time: 0.0054, Total iter time: 4.9645 [2020-11-06 05:47:33,294][root][INFO] - ===> Epoch[359](9326/26): Loss 0.0743, Sem 0.1405, dir -0.4568, norm 0.3906, swav 0.0000 LR: 8.838e-03 Score 95.259 Data time: 0.2159, Forward time: 2.2764, Backward time: 3.1047, DDP time: 0.0054, Total iter time: 4.9120 [2020-11-06 05:47:38,457][root][INFO] - ===> Epoch[359](9327/26): Loss 0.0295, Sem 0.1327, dir -0.5051, norm 0.4019, swav 0.0000 LR: 8.826e-03 Score 96.191 Data time: 0.1840, Forward time: 2.2764, Backward time: 3.1047, DDP time: 0.0054, Total iter time: 5.0635 [2020-11-06 05:47:43,592][root][INFO] - ===> Epoch[359](9328/26): Loss 0.1284, Sem 0.1580, dir -0.4577, norm 0.4281, swav 0.0000 LR: 8.814e-03 Score 95.469 Data time: 0.1999, Forward time: 2.2763, Backward time: 3.1046, DDP time: 0.0054, Total iter time: 5.0310 [2020-11-06 05:47:48,960][root][INFO] - ===> Epoch[359](9329/26): Loss 0.0559, Sem 0.1240, dir -0.4385, norm 0.3704, swav 0.0000 LR: 8.802e-03 Score 95.728 Data time: 0.2492, Forward time: 2.2764, Backward time: 3.1045, DDP time: 0.0054, Total iter time: 5.2706 [2020-11-06 05:47:54,505][root][INFO] - ===> Epoch[359](9330/26): Loss 0.0322, Sem 0.1155, dir -0.4183, norm 0.3350, swav 0.0000 LR: 8.790e-03 Score 96.500 Data time: 0.1589, Forward time: 2.2763, Backward time: 3.1046, DDP time: 0.0054, Total iter time: 5.4018 [2020-11-06 05:48:00,269][root][INFO] - ===> Epoch[359](9331/26): Loss 0.0493, Sem 0.1341, dir -0.4221, norm 0.3373, swav 0.0000 LR: 8.779e-03 Score 95.873 Data time: 0.1829, Forward time: 2.2763, Backward time: 3.1046, DDP time: 0.0054, Total iter time: 5.6419 [2020-11-06 05:48:05,595][root][INFO] - ===> Epoch[359](9332/26): Loss 0.0735, Sem 0.1410, dir -0.4841, norm 0.4166, swav 0.0000 LR: 8.767e-03 Score 95.785 Data time: 0.1664, Forward time: 2.2762, Backward time: 3.1046, DDP time: 0.0054, Total iter time: 5.2179 [2020-11-06 05:48:10,915][root][INFO] - ===> Epoch[359](9333/26): Loss 0.1271, Sem 0.1376, dir -0.4634, norm 0.4530, swav 0.0000 LR: 8.755e-03 Score 96.043 Data time: 0.2650, Forward time: 2.2762, Backward time: 3.1045, DDP time: 0.0054, Total iter time: 5.2135 [2020-11-06 05:48:17,746][root][INFO] - ===> Epoch[359](9334/26): Loss 0.0780, Sem 0.1197, dir -0.4361, norm 0.3944, swav 0.0000 LR: 8.743e-03 Score 95.752 Data time: 0.2110, Forward time: 2.2762, Backward time: 3.1047, DDP time: 0.0054, Total iter time: 6.7097 [2020-11-06 05:48:23,315][root][INFO] - ===> Epoch[360](9335/26): Loss 0.1046, Sem 0.1225, dir -0.3851, norm 0.3672, swav 0.0000 LR: 8.731e-03 Score 95.718 Data time: 0.2280, Forward time: 2.2762, Backward time: 3.1046, DDP time: 0.0054, Total iter time: 5.4868 [2020-11-06 05:48:29,525][root][INFO] - ===> Epoch[360](9336/26): Loss 0.0940, Sem 0.1497, dir -0.4320, norm 0.3762, swav 0.0000 LR: 8.720e-03 Score 94.834 Data time: 0.1410, Forward time: 2.2761, Backward time: 3.1048, DDP time: 0.0054, Total iter time: 6.1011 [2020-11-06 05:48:36,297][root][INFO] - ===> Epoch[360](9337/26): Loss 0.0927, Sem 0.1273, dir -0.4524, norm 0.4178, swav 0.0000 LR: 8.708e-03 Score 96.985 Data time: 0.1535, Forward time: 2.2761, Backward time: 3.1049, DDP time: 0.0054, Total iter time: 6.6746 [2020-11-06 05:48:42,213][root][INFO] - ===> Epoch[360](9338/26): Loss 0.0205, Sem 0.1023, dir -0.4515, norm 0.3696, swav 0.0000 LR: 8.696e-03 Score 96.643 Data time: 0.1802, Forward time: 2.2760, Backward time: 3.1050, DDP time: 0.0054, Total iter time: 5.8034 [2020-11-06 05:48:47,590][root][INFO] - ===> Epoch[360](9339/26): Loss -0.0007, Sem 0.0906, dir -0.4930, norm 0.4017, swav 0.0000 LR: 8.684e-03 Score 96.897 Data time: 0.2132, Forward time: 2.2760, Backward time: 3.1050, DDP time: 0.0054, Total iter time: 5.2624 [2020-11-06 05:48:53,216][root][INFO] - ===> Epoch[360](9340/26): Loss 0.0512, Sem 0.1526, dir -0.5093, norm 0.4078, swav 0.0000 LR: 8.672e-03 Score 95.351 Data time: 0.1944, Forward time: 2.2760, Backward time: 3.1050, DDP time: 0.0054, Total iter time: 5.4986 [2020-11-06 05:48:58,594][root][INFO] - ===> Epoch[360](9341/26): Loss 0.0828, Sem 0.1762, dir -0.4998, norm 0.4063, swav 0.0000 LR: 8.661e-03 Score 94.946 Data time: 0.1431, Forward time: 2.2759, Backward time: 3.1050, DDP time: 0.0054, Total iter time: 5.2734 [2020-11-06 05:49:04,414][root][INFO] - ===> Epoch[360](9342/26): Loss 0.0716, Sem 0.1610, dir -0.5041, norm 0.4147, swav 0.0000 LR: 8.649e-03 Score 95.608 Data time: 0.2101, Forward time: 2.2759, Backward time: 3.1050, DDP time: 0.0054, Total iter time: 5.7194 [2020-11-06 05:49:10,419][root][INFO] - ===> Epoch[360](9343/26): Loss 0.1157, Sem 0.1473, dir -0.4291, norm 0.3975, swav 0.0000 LR: 8.637e-03 Score 95.454 Data time: 0.2331, Forward time: 2.2759, Backward time: 3.1050, DDP time: 0.0054, Total iter time: 5.8708 [2020-11-06 05:49:15,280][root][INFO] - ===> Epoch[360](9344/26): Loss 0.0324, Sem 0.1079, dir -0.5034, norm 0.4280, swav 0.0000 LR: 8.625e-03 Score 95.917 Data time: 0.1467, Forward time: 2.2759, Backward time: 3.1050, DDP time: 0.0054, Total iter time: 4.7393 [2020-11-06 05:49:20,733][root][INFO] - ===> Epoch[360](9345/26): Loss 0.0901, Sem 0.1756, dir -0.4973, norm 0.4119, swav 0.0000 LR: 8.613e-03 Score 95.039 Data time: 0.1826, Forward time: 2.2758, Backward time: 3.1050, DDP time: 0.0054, Total iter time: 5.3500 [2020-11-06 05:49:26,074][root][INFO] - ===> Epoch[360](9346/26): Loss 0.0653, Sem 0.1116, dir -0.4249, norm 0.3786, swav 0.0000 LR: 8.602e-03 Score 96.743 Data time: 0.2338, Forward time: 2.2758, Backward time: 3.1049, DDP time: 0.0054, Total iter time: 5.2172 [2020-11-06 05:49:31,342][root][INFO] - ===> Epoch[360](9347/26): Loss 0.0849, Sem 0.1468, dir -0.4777, norm 0.4158, swav 0.0000 LR: 8.590e-03 Score 94.918 Data time: 0.2427, Forward time: 2.2759, Backward time: 3.1048, DDP time: 0.0054, Total iter time: 5.1389 [2020-11-06 05:49:36,728][root][INFO] - ===> Epoch[360](9348/26): Loss 0.0420, Sem 0.1591, dir -0.4803, norm 0.3632, swav 0.0000 LR: 8.578e-03 Score 94.854 Data time: 0.1899, Forward time: 2.2758, Backward time: 3.1048, DDP time: 0.0054, Total iter time: 5.2676 [2020-11-06 05:49:41,633][root][INFO] - ===> Epoch[360](9349/26): Loss 0.0082, Sem 0.1337, dir -0.5167, norm 0.3913, swav 0.0000 LR: 8.566e-03 Score 95.103 Data time: 0.2214, Forward time: 2.2758, Backward time: 3.1047, DDP time: 0.0054, Total iter time: 4.7939 [2020-11-06 05:49:47,296][root][INFO] - ===> Epoch[360](9350/26): Loss 0.0267, Sem 0.1376, dir -0.4842, norm 0.3732, swav 0.0000 LR: 8.554e-03 Score 95.510 Data time: 0.1982, Forward time: 2.2758, Backward time: 3.1047, DDP time: 0.0054, Total iter time: 5.5474 [2020-11-06 05:49:52,627][root][INFO] - ===> Epoch[360](9351/26): Loss 0.1124, Sem 0.1308, dir -0.4290, norm 0.4105, swav 0.0000 LR: 8.542e-03 Score 95.656 Data time: 0.2183, Forward time: 2.2758, Backward time: 3.1047, DDP time: 0.0054, Total iter time: 5.2030 [2020-11-06 05:49:58,337][root][INFO] - ===> Epoch[360](9352/26): Loss 0.0298, Sem 0.1337, dir -0.4589, norm 0.3550, swav 0.0000 LR: 8.531e-03 Score 95.714 Data time: 0.1978, Forward time: 2.2758, Backward time: 3.1047, DDP time: 0.0054, Total iter time: 5.5933 [2020-11-06 05:50:04,499][root][INFO] - ===> Epoch[360](9353/26): Loss 0.0914, Sem 0.1424, dir -0.4585, norm 0.4075, swav 0.0000 LR: 8.519e-03 Score 94.825 Data time: 0.2361, Forward time: 2.2758, Backward time: 3.1047, DDP time: 0.0054, Total iter time: 6.0432 [2020-11-06 05:50:11,535][root][INFO] - ===> Epoch[360](9354/26): Loss 0.0618, Sem 0.1233, dir -0.4458, norm 0.3844, swav 0.0000 LR: 8.507e-03 Score 95.652 Data time: 0.1777, Forward time: 2.2758, Backward time: 3.1049, DDP time: 0.0054, Total iter time: 6.9073 [2020-11-06 05:50:17,089][root][INFO] - ===> Epoch[360](9355/26): Loss -0.0415, Sem 0.1021, dir -0.4874, norm 0.3438, swav 0.0000 LR: 8.495e-03 Score 96.108 Data time: 0.2189, Forward time: 2.2758, Backward time: 3.1049, DDP time: 0.0054, Total iter time: 5.4311 [2020-11-06 05:50:23,568][root][INFO] - ===> Epoch[360](9356/26): Loss 0.0570, Sem 0.1367, dir -0.4220, norm 0.3423, swav 0.0000 LR: 8.483e-03 Score 96.063 Data time: 0.3341, Forward time: 2.2759, Backward time: 3.1048, DDP time: 0.0054, Total iter time: 6.3515 [2020-11-06 05:50:30,107][root][INFO] - ===> Epoch[360](9357/26): Loss -0.0097, Sem 0.1034, dir -0.4695, norm 0.3563, swav 0.0000 LR: 8.471e-03 Score 96.992 Data time: 0.2477, Forward time: 2.2759, Backward time: 3.1048, DDP time: 0.0054, Total iter time: 6.4157 [2020-11-06 05:50:35,391][root][INFO] - ===> Epoch[360](9358/26): Loss 0.0430, Sem 0.1112, dir -0.4288, norm 0.3605, swav 0.0000 LR: 8.460e-03 Score 96.402 Data time: 0.2530, Forward time: 2.2760, Backward time: 3.1047, DDP time: 0.0054, Total iter time: 5.1248 [2020-11-06 05:50:41,448][root][INFO] - ===> Epoch[360](9359/26): Loss 0.0578, Sem 0.1236, dir -0.4675, norm 0.4017, swav 0.0000 LR: 8.448e-03 Score 95.658 Data time: 0.2128, Forward time: 2.2760, Backward time: 3.1048, DDP time: 0.0054, Total iter time: 5.9555 [2020-11-06 05:50:47,026][root][INFO] - ===> Epoch[360](9360/26): Loss -0.0041, Sem 0.1153, dir -0.4679, norm 0.3485, swav 0.0000 LR: 8.436e-03 Score 95.719 Data time: 0.2061, Forward time: 2.2759, Backward time: 3.1048, DDP time: 0.0054, Total iter time: 5.4722 [2020-11-06 05:50:53,196][root][INFO] - ===> Epoch[361](9361/26): Loss 0.1150, Sem 0.1534, dir -0.4680, norm 0.4296, swav 0.0000 LR: 8.424e-03 Score 95.103 Data time: 0.2827, Forward time: 2.2760, Backward time: 3.1047, DDP time: 0.0054, Total iter time: 6.0671 [2020-11-06 05:50:59,021][root][INFO] - ===> Epoch[361](9362/26): Loss 0.0455, Sem 0.0890, dir -0.4171, norm 0.3736, swav 0.0000 LR: 8.412e-03 Score 97.571 Data time: 0.1735, Forward time: 2.2760, Backward time: 3.1048, DDP time: 0.0054, Total iter time: 5.6860 [2020-11-06 05:51:04,837][root][INFO] - ===> Epoch[361](9363/26): Loss 0.0676, Sem 0.1156, dir -0.4488, norm 0.4008, swav 0.0000 LR: 8.400e-03 Score 96.617 Data time: 0.2321, Forward time: 2.2760, Backward time: 3.1048, DDP time: 0.0054, Total iter time: 5.7030 [2020-11-06 05:51:10,264][root][INFO] - ===> Epoch[361](9364/26): Loss 0.0140, Sem 0.1031, dir -0.4845, norm 0.3954, swav 0.0000 LR: 8.389e-03 Score 96.814 Data time: 0.1946, Forward time: 2.2760, Backward time: 3.1048, DDP time: 0.0054, Total iter time: 5.2833 [2020-11-06 05:51:15,300][root][INFO] - ===> Epoch[361](9365/26): Loss 0.0494, Sem 0.1469, dir -0.5189, norm 0.4214, swav 0.0000 LR: 8.377e-03 Score 95.369 Data time: 0.1456, Forward time: 2.2759, Backward time: 3.1048, DDP time: 0.0054, Total iter time: 4.9211 [2020-11-06 05:51:21,451][root][INFO] - ===> Epoch[361](9366/26): Loss 0.0298, Sem 0.1093, dir -0.4659, norm 0.3864, swav 0.0000 LR: 8.365e-03 Score 96.450 Data time: 0.2518, Forward time: 2.2759, Backward time: 3.1048, DDP time: 0.0054, Total iter time: 6.0636 [2020-11-06 05:51:27,808][root][INFO] - ===> Epoch[361](9367/26): Loss 0.1174, Sem 0.1626, dir -0.4542, norm 0.4091, swav 0.0000 LR: 8.353e-03 Score 95.235 Data time: 0.2929, Forward time: 2.2760, Backward time: 3.1047, DDP time: 0.0054, Total iter time: 6.2129 [2020-11-06 05:51:32,850][root][INFO] - ===> Epoch[361](9368/26): Loss 0.1072, Sem 0.1424, dir -0.4402, norm 0.4049, swav 0.0000 LR: 8.341e-03 Score 94.524 Data time: 0.2003, Forward time: 2.2760, Backward time: 3.1046, DDP time: 0.0054, Total iter time: 4.8979 [2020-11-06 05:51:37,710][root][INFO] - ===> Epoch[361](9369/26): Loss 0.0289, Sem 0.1460, dir -0.4736, norm 0.3565, swav 0.0000 LR: 8.329e-03 Score 95.145 Data time: 0.1935, Forward time: 2.2760, Backward time: 3.1046, DDP time: 0.0054, Total iter time: 4.7403 [2020-11-06 05:51:44,204][root][INFO] - ===> Epoch[361](9370/26): Loss 0.1098, Sem 0.1295, dir -0.4243, norm 0.4046, swav 0.0000 LR: 8.317e-03 Score 96.291 Data time: 0.2778, Forward time: 2.2760, Backward time: 3.1046, DDP time: 0.0054, Total iter time: 6.3946 [2020-11-06 05:51:49,833][root][INFO] - ===> Epoch[361](9371/26): Loss 0.0322, Sem 0.1363, dir -0.4919, norm 0.3878, swav 0.0000 LR: 8.306e-03 Score 96.053 Data time: 0.3112, Forward time: 2.2761, Backward time: 3.1045, DDP time: 0.0054, Total iter time: 5.5083 [2020-11-06 05:51:54,747][root][INFO] - ===> Epoch[361](9372/26): Loss 0.0566, Sem 0.1199, dir -0.4396, norm 0.3763, swav 0.0000 LR: 8.294e-03 Score 95.917 Data time: 0.1981, Forward time: 2.2761, Backward time: 3.1044, DDP time: 0.0054, Total iter time: 4.8029 [2020-11-06 05:51:59,857][root][INFO] - ===> Epoch[361](9373/26): Loss 0.0200, Sem 0.1280, dir -0.4556, norm 0.3477, swav 0.0000 LR: 8.282e-03 Score 95.926 Data time: 0.1433, Forward time: 2.2760, Backward time: 3.1044, DDP time: 0.0054, Total iter time: 4.9975 [2020-11-06 05:52:06,455][root][INFO] - ===> Epoch[361](9374/26): Loss 0.1177, Sem 0.1307, dir -0.3842, norm 0.3713, swav 0.0000 LR: 8.270e-03 Score 95.634 Data time: 0.1779, Forward time: 2.2760, Backward time: 3.1046, DDP time: 0.0054, Total iter time: 6.5317 [2020-11-06 05:52:13,161][root][INFO] - ===> Epoch[361](9375/26): Loss 0.0667, Sem 0.1486, dir -0.4820, norm 0.4001, swav 0.0000 LR: 8.258e-03 Score 95.632 Data time: 0.1249, Forward time: 2.2759, Backward time: 3.1048, DDP time: 0.0054, Total iter time: 6.5686 [2020-11-06 05:52:18,224][root][INFO] - ===> Epoch[361](9376/26): Loss 0.0637, Sem 0.1153, dir -0.4692, norm 0.4176, swav 0.0000 LR: 8.246e-03 Score 96.415 Data time: 0.2158, Forward time: 2.2759, Backward time: 3.1047, DDP time: 0.0054, Total iter time: 4.9796 [2020-11-06 05:52:24,804][root][INFO] - ===> Epoch[361](9377/26): Loss 0.0754, Sem 0.1569, dir -0.4500, norm 0.3685, swav 0.0000 LR: 8.234e-03 Score 95.412 Data time: 0.2921, Forward time: 2.2760, Backward time: 3.1047, DDP time: 0.0054, Total iter time: 6.4545 [2020-11-06 05:52:30,136][root][INFO] - ===> Epoch[361](9378/26): Loss 0.0355, Sem 0.1075, dir -0.4731, norm 0.4012, swav 0.0000 LR: 8.222e-03 Score 96.564 Data time: 0.2486, Forward time: 2.2760, Backward time: 3.1046, DDP time: 0.0054, Total iter time: 5.1740 [2020-11-06 05:52:36,793][root][INFO] - ===> Epoch[361](9379/26): Loss 0.0592, Sem 0.1278, dir -0.4679, norm 0.3992, swav 0.0000 LR: 8.211e-03 Score 95.656 Data time: 0.2137, Forward time: 2.2760, Backward time: 3.1047, DDP time: 0.0054, Total iter time: 6.5311 [2020-11-06 05:52:42,044][root][INFO] - ===> Epoch[361](9380/26): Loss 0.0725, Sem 0.1627, dir -0.5107, norm 0.4206, swav 0.0000 LR: 8.199e-03 Score 94.937 Data time: 0.2426, Forward time: 2.2760, Backward time: 3.1046, DDP time: 0.0054, Total iter time: 5.1196 [2020-11-06 05:52:47,384][root][INFO] - ===> Epoch[361](9381/26): Loss 0.0516, Sem 0.1172, dir -0.4600, norm 0.3944, swav 0.0000 LR: 8.187e-03 Score 96.420 Data time: 0.1909, Forward time: 2.2760, Backward time: 3.1046, DDP time: 0.0054, Total iter time: 5.2088 [2020-11-06 05:52:54,964][root][INFO] - ===> Epoch[361](9382/26): Loss 0.0495, Sem 0.1207, dir -0.4505, norm 0.3793, swav 0.0000 LR: 8.175e-03 Score 95.532 Data time: 0.2317, Forward time: 2.2760, Backward time: 3.1048, DDP time: 0.0054, Total iter time: 7.4552 [2020-11-06 05:53:01,544][root][INFO] - ===> Epoch[361](9383/26): Loss 0.0610, Sem 0.1359, dir -0.4257, norm 0.3508, swav 0.0000 LR: 8.163e-03 Score 95.855 Data time: 0.2470, Forward time: 2.2761, Backward time: 3.1048, DDP time: 0.0054, Total iter time: 6.4549 [2020-11-06 05:53:06,944][root][INFO] - ===> Epoch[361](9384/26): Loss 0.0476, Sem 0.1127, dir -0.3909, norm 0.3257, swav 0.0000 LR: 8.151e-03 Score 95.780 Data time: 0.2475, Forward time: 2.2761, Backward time: 3.1047, DDP time: 0.0054, Total iter time: 5.2520 [2020-11-06 05:53:13,140][root][INFO] - ===> Epoch[361](9385/26): Loss 0.0040, Sem 0.1135, dir -0.4938, norm 0.3843, swav 0.0000 LR: 8.139e-03 Score 96.026 Data time: 0.2546, Forward time: 2.2762, Backward time: 3.1047, DDP time: 0.0054, Total iter time: 6.0835 [2020-11-06 05:53:18,514][root][INFO] - ===> Epoch[361](9386/26): Loss 0.0766, Sem 0.1264, dir -0.4366, norm 0.3869, swav 0.0000 LR: 8.127e-03 Score 96.167 Data time: 0.1531, Forward time: 2.2761, Backward time: 3.1047, DDP time: 0.0054, Total iter time: 5.2331 [2020-11-06 05:53:23,626][root][INFO] - ===> Epoch[362](9387/26): Loss 0.0360, Sem 0.1353, dir -0.4954, norm 0.3961, swav 0.0000 LR: 8.115e-03 Score 96.404 Data time: 0.1825, Forward time: 2.2761, Backward time: 3.1047, DDP time: 0.0054, Total iter time: 4.9990 [2020-11-06 05:53:28,267][root][INFO] - ===> Epoch[362](9388/26): Loss 0.0872, Sem 0.1494, dir -0.4619, norm 0.3996, swav 0.0000 LR: 8.104e-03 Score 95.427 Data time: 0.1968, Forward time: 2.2760, Backward time: 3.1046, DDP time: 0.0054, Total iter time: 4.5300 [2020-11-06 05:53:33,796][root][INFO] - ===> Epoch[362](9389/26): Loss 0.1167, Sem 0.1360, dir -0.4174, norm 0.3981, swav 0.0000 LR: 8.092e-03 Score 95.689 Data time: 0.2602, Forward time: 2.2761, Backward time: 3.1045, DDP time: 0.0054, Total iter time: 5.4132 [2020-11-06 05:53:39,514][root][INFO] - ===> Epoch[362](9390/26): Loss -0.0502, Sem 0.0758, dir -0.4877, norm 0.3616, swav 0.0000 LR: 8.080e-03 Score 97.455 Data time: 0.2091, Forward time: 2.2761, Backward time: 3.1045, DDP time: 0.0054, Total iter time: 5.5733 [2020-11-06 05:53:44,735][root][INFO] - ===> Epoch[362](9391/26): Loss 0.0349, Sem 0.1296, dir -0.4787, norm 0.3839, swav 0.0000 LR: 8.068e-03 Score 95.095 Data time: 0.2326, Forward time: 2.2761, Backward time: 3.1044, DDP time: 0.0054, Total iter time: 5.0946 [2020-11-06 05:53:50,091][root][INFO] - ===> Epoch[362](9392/26): Loss 0.0160, Sem 0.1140, dir -0.5144, norm 0.4164, swav 0.0000 LR: 8.056e-03 Score 95.705 Data time: 0.2817, Forward time: 2.2761, Backward time: 3.1043, DDP time: 0.0054, Total iter time: 5.2438 [2020-11-06 05:53:54,686][root][INFO] - ===> Epoch[362](9393/26): Loss 0.0403, Sem 0.1350, dir -0.4655, norm 0.3708, swav 0.0000 LR: 8.044e-03 Score 94.965 Data time: 0.2248, Forward time: 2.2761, Backward time: 3.1042, DDP time: 0.0054, Total iter time: 4.4827 [2020-11-06 05:53:59,396][root][INFO] - ===> Epoch[362](9394/26): Loss 0.1269, Sem 0.1274, dir -0.4411, norm 0.4406, swav 0.0000 LR: 8.032e-03 Score 95.590 Data time: 0.2179, Forward time: 2.2762, Backward time: 3.1041, DDP time: 0.0054, Total iter time: 4.5977 [2020-11-06 05:54:05,896][root][INFO] - ===> Epoch[362](9395/26): Loss 0.1159, Sem 0.1568, dir -0.4134, norm 0.3725, swav 0.0000 LR: 8.020e-03 Score 95.201 Data time: 0.2329, Forward time: 2.2762, Backward time: 3.1041, DDP time: 0.0054, Total iter time: 6.3868 [2020-11-06 05:54:12,664][root][INFO] - ===> Epoch[362](9396/26): Loss 0.0240, Sem 0.1190, dir -0.4959, norm 0.4009, swav 0.0000 LR: 8.008e-03 Score 96.189 Data time: 0.2274, Forward time: 2.2762, Backward time: 3.1042, DDP time: 0.0054, Total iter time: 6.6388 [2020-11-06 05:54:18,412][root][INFO] - ===> Epoch[362](9397/26): Loss 0.1332, Sem 0.1582, dir -0.4188, norm 0.3937, swav 0.0000 LR: 7.996e-03 Score 96.013 Data time: 0.1963, Forward time: 2.2762, Backward time: 3.1042, DDP time: 0.0054, Total iter time: 5.6247 [2020-11-06 05:54:23,912][root][INFO] - ===> Epoch[362](9398/26): Loss -0.0503, Sem 0.1025, dir -0.5129, norm 0.3601, swav 0.0000 LR: 7.984e-03 Score 96.604 Data time: 0.2621, Forward time: 2.2762, Backward time: 3.1042, DDP time: 0.0054, Total iter time: 5.4100 [2020-11-06 05:54:28,814][root][INFO] - ===> Epoch[362](9399/26): Loss 0.0151, Sem 0.1164, dir -0.4592, norm 0.3579, swav 0.0000 LR: 7.973e-03 Score 96.202 Data time: 0.2013, Forward time: 2.2762, Backward time: 3.1041, DDP time: 0.0054, Total iter time: 4.7772 [2020-11-06 05:54:33,921][root][INFO] - ===> Epoch[362](9400/26): Loss 0.0533, Sem 0.0954, dir -0.4775, norm 0.4354, swav 0.0000 LR: 7.961e-03 Score 97.354 Data time: 0.2071, Forward time: 2.2762, Backward time: 3.1040, DDP time: 0.0054, Total iter time: 4.9994 [2020-11-06 05:54:39,392][root][INFO] - ===> Epoch[362](9401/26): Loss 0.1297, Sem 0.1447, dir -0.4004, norm 0.3854, swav 0.0000 LR: 7.949e-03 Score 95.750 Data time: 0.1831, Forward time: 2.2762, Backward time: 3.1040, DDP time: 0.0054, Total iter time: 5.3522 [2020-11-06 05:54:44,611][root][INFO] - ===> Epoch[362](9402/26): Loss 0.0805, Sem 0.1679, dir -0.4117, norm 0.3243, swav 0.0000 LR: 7.937e-03 Score 94.279 Data time: 0.1814, Forward time: 2.2761, Backward time: 3.1040, DDP time: 0.0054, Total iter time: 5.1196 [2020-11-06 05:54:49,906][root][INFO] - ===> Epoch[362](9403/26): Loss 0.0538, Sem 0.1168, dir -0.4513, norm 0.3884, swav 0.0000 LR: 7.925e-03 Score 96.730 Data time: 0.2207, Forward time: 2.2762, Backward time: 3.1039, DDP time: 0.0054, Total iter time: 5.2075 [2020-11-06 05:54:55,704][root][INFO] - ===> Epoch[362](9404/26): Loss 0.0611, Sem 0.1589, dir -0.5080, norm 0.4101, swav 0.0000 LR: 7.913e-03 Score 94.563 Data time: 0.1902, Forward time: 2.2761, Backward time: 3.1040, DDP time: 0.0054, Total iter time: 5.6784 [2020-11-06 05:55:01,631][root][INFO] - ===> Epoch[362](9405/26): Loss 0.1201, Sem 0.1344, dir -0.4540, norm 0.4397, swav 0.0000 LR: 7.901e-03 Score 95.641 Data time: 0.2670, Forward time: 2.2762, Backward time: 3.1039, DDP time: 0.0054, Total iter time: 5.8127 [2020-11-06 05:55:08,985][root][INFO] - ===> Epoch[362](9406/26): Loss 0.0143, Sem 0.1190, dir -0.4891, norm 0.3844, swav 0.0000 LR: 7.889e-03 Score 96.027 Data time: 0.3021, Forward time: 2.2763, Backward time: 3.1040, DDP time: 0.0054, Total iter time: 7.2388 [2020-11-06 05:55:15,117][root][INFO] - ===> Epoch[362](9407/26): Loss 0.0373, Sem 0.1436, dir -0.4596, norm 0.3533, swav 0.0000 LR: 7.877e-03 Score 95.330 Data time: 0.2014, Forward time: 2.2763, Backward time: 3.1040, DDP time: 0.0054, Total iter time: 6.0068 [2020-11-06 05:55:20,870][root][INFO] - ===> Epoch[362](9408/26): Loss 0.0472, Sem 0.1100, dir -0.4267, norm 0.3638, swav 0.0000 LR: 7.865e-03 Score 96.566 Data time: 0.2057, Forward time: 2.2763, Backward time: 3.1040, DDP time: 0.0054, Total iter time: 5.6158 [2020-11-06 05:55:27,235][root][INFO] - ===> Epoch[362](9409/26): Loss 0.1011, Sem 0.1595, dir -0.4827, norm 0.4243, swav 0.0000 LR: 7.853e-03 Score 95.104 Data time: 0.2506, Forward time: 2.2763, Backward time: 3.1041, DDP time: 0.0054, Total iter time: 6.2454 [2020-11-06 05:55:32,996][root][INFO] - ===> Epoch[362](9410/26): Loss 0.0165, Sem 0.1194, dir -0.4777, norm 0.3749, swav 0.0000 LR: 7.841e-03 Score 97.037 Data time: 0.1811, Forward time: 2.2762, Backward time: 3.1041, DDP time: 0.0054, Total iter time: 5.6355 [2020-11-06 05:55:38,416][root][INFO] - ===> Epoch[362](9411/26): Loss 0.0448, Sem 0.1175, dir -0.4688, norm 0.3961, swav 0.0000 LR: 7.829e-03 Score 96.085 Data time: 0.2336, Forward time: 2.2762, Backward time: 3.1041, DDP time: 0.0054, Total iter time: 5.3402 [2020-11-06 05:55:43,461][root][INFO] - ===> Epoch[362](9412/26): Loss 0.0757, Sem 0.1041, dir -0.4339, norm 0.4055, swav 0.0000 LR: 7.817e-03 Score 96.611 Data time: 0.2394, Forward time: 2.2762, Backward time: 3.1040, DDP time: 0.0054, Total iter time: 4.9372 [2020-11-06 05:55:48,743][root][INFO] - ===> Epoch[363](9413/26): Loss 0.0397, Sem 0.1093, dir -0.4669, norm 0.3973, swav 0.0000 LR: 7.805e-03 Score 96.874 Data time: 0.2466, Forward time: 2.2763, Backward time: 3.1039, DDP time: 0.0054, Total iter time: 5.1635 [2020-11-06 05:55:53,835][root][INFO] - ===> Epoch[363](9414/26): Loss 0.0239, Sem 0.1313, dir -0.4668, norm 0.3594, swav 0.0000 LR: 7.794e-03 Score 95.638 Data time: 0.2525, Forward time: 2.2763, Backward time: 3.1038, DDP time: 0.0054, Total iter time: 4.9626 [2020-11-06 05:55:59,932][root][INFO] - ===> Epoch[363](9415/26): Loss 0.0005, Sem 0.0972, dir -0.5076, norm 0.4109, swav 0.0000 LR: 7.782e-03 Score 96.269 Data time: 0.2537, Forward time: 2.2763, Backward time: 3.1038, DDP time: 0.0054, Total iter time: 5.9662 [2020-11-06 05:56:05,500][root][INFO] - ===> Epoch[363](9416/26): Loss 0.0090, Sem 0.1116, dir -0.4495, norm 0.3470, swav 0.0000 LR: 7.770e-03 Score 96.353 Data time: 0.2767, Forward time: 2.2764, Backward time: 3.1037, DDP time: 0.0054, Total iter time: 5.4344 [2020-11-06 05:56:11,056][root][INFO] - ===> Epoch[363](9417/26): Loss 0.0708, Sem 0.1331, dir -0.4155, norm 0.3532, swav 0.0000 LR: 7.758e-03 Score 96.854 Data time: 0.2138, Forward time: 2.2764, Backward time: 3.1037, DDP time: 0.0054, Total iter time: 5.4203 [2020-11-06 05:56:16,853][root][INFO] - ===> Epoch[363](9418/26): Loss 0.0693, Sem 0.1192, dir -0.4417, norm 0.3917, swav 0.0000 LR: 7.746e-03 Score 96.163 Data time: 0.1872, Forward time: 2.2764, Backward time: 3.1037, DDP time: 0.0054, Total iter time: 5.6771 [2020-11-06 05:56:22,533][root][INFO] - ===> Epoch[363](9419/26): Loss -0.0256, Sem 0.1391, dir -0.5172, norm 0.3526, swav 0.0000 LR: 7.734e-03 Score 95.517 Data time: 0.1915, Forward time: 2.2763, Backward time: 3.1037, DDP time: 0.0054, Total iter time: 5.5781 [2020-11-06 05:56:27,334][root][INFO] - ===> Epoch[363](9420/26): Loss 0.0299, Sem 0.1298, dir -0.5204, norm 0.4205, swav 0.0000 LR: 7.722e-03 Score 95.819 Data time: 0.1472, Forward time: 2.2763, Backward time: 3.1037, DDP time: 0.0054, Total iter time: 4.6779 [2020-11-06 05:56:32,040][root][INFO] - ===> Epoch[363](9421/26): Loss -0.0620, Sem 0.0973, dir -0.4978, norm 0.3384, swav 0.0000 LR: 7.710e-03 Score 97.124 Data time: 0.2421, Forward time: 2.2763, Backward time: 3.1036, DDP time: 0.0054, Total iter time: 4.6171 [2020-11-06 05:56:38,619][root][INFO] - ===> Epoch[363](9422/26): Loss 0.1059, Sem 0.1559, dir -0.4753, norm 0.4253, swav 0.0000 LR: 7.698e-03 Score 95.216 Data time: 0.3122, Forward time: 2.2764, Backward time: 3.1036, DDP time: 0.0054, Total iter time: 6.4685 [2020-11-06 05:56:44,478][root][INFO] - ===> Epoch[363](9423/26): Loss 0.1509, Sem 0.1549, dir -0.4347, norm 0.4306, swav 0.0000 LR: 7.686e-03 Score 95.461 Data time: 0.1338, Forward time: 2.2763, Backward time: 3.1037, DDP time: 0.0054, Total iter time: 5.7480 [2020-11-06 05:56:50,381][root][INFO] - ===> Epoch[363](9424/26): Loss 0.0087, Sem 0.1093, dir -0.4695, norm 0.3689, swav 0.0000 LR: 7.674e-03 Score 96.233 Data time: 0.2502, Forward time: 2.2763, Backward time: 3.1037, DDP time: 0.0054, Total iter time: 5.8017 [2020-11-06 05:56:57,009][root][INFO] - ===> Epoch[363](9425/26): Loss 0.0736, Sem 0.1213, dir -0.4242, norm 0.3765, swav 0.0000 LR: 7.662e-03 Score 95.843 Data time: 0.3127, Forward time: 2.2764, Backward time: 3.1036, DDP time: 0.0054, Total iter time: 6.5148 [2020-11-06 05:57:02,959][root][INFO] - ===> Epoch[363](9426/26): Loss -0.0006, Sem 0.1100, dir -0.4445, norm 0.3339, swav 0.0000 LR: 7.650e-03 Score 95.971 Data time: 0.1671, Forward time: 2.2764, Backward time: 3.1037, DDP time: 0.0054, Total iter time: 5.8015 [2020-11-06 05:57:08,492][root][INFO] - ===> Epoch[363](9427/26): Loss 0.0170, Sem 0.1160, dir -0.4971, norm 0.3981, swav 0.0000 LR: 7.638e-03 Score 96.626 Data time: 0.1938, Forward time: 2.2763, Backward time: 3.1037, DDP time: 0.0054, Total iter time: 5.4243 [2020-11-06 05:57:14,612][root][INFO] - ===> Epoch[363](9428/26): Loss 0.0895, Sem 0.1364, dir -0.4466, norm 0.3996, swav 0.0000 LR: 7.626e-03 Score 95.142 Data time: 0.3092, Forward time: 2.2764, Backward time: 3.1037, DDP time: 0.0054, Total iter time: 6.0295 [2020-11-06 05:57:19,907][root][INFO] - ===> Epoch[363](9429/26): Loss 0.0061, Sem 0.1240, dir -0.4880, norm 0.3701, swav 0.0000 LR: 7.614e-03 Score 96.348 Data time: 0.2380, Forward time: 2.2765, Backward time: 3.1036, DDP time: 0.0054, Total iter time: 5.1589 [2020-11-06 05:57:25,113][root][INFO] - ===> Epoch[363](9430/26): Loss 0.0352, Sem 0.0998, dir -0.4724, norm 0.4078, swav 0.0000 LR: 7.602e-03 Score 96.325 Data time: 0.1356, Forward time: 2.2764, Backward time: 3.1036, DDP time: 0.0054, Total iter time: 5.0928 [2020-11-06 05:57:30,090][root][INFO] - ===> Epoch[363](9431/26): Loss -0.0260, Sem 0.0848, dir -0.4750, norm 0.3642, swav 0.0000 LR: 7.590e-03 Score 97.526 Data time: 0.1857, Forward time: 2.2763, Backward time: 3.1036, DDP time: 0.0054, Total iter time: 4.9031 [2020-11-06 05:57:35,793][root][INFO] - ===> Epoch[363](9432/26): Loss 0.0367, Sem 0.1258, dir -0.4893, norm 0.4002, swav 0.0000 LR: 7.578e-03 Score 96.172 Data time: 0.2386, Forward time: 2.2764, Backward time: 3.1035, DDP time: 0.0054, Total iter time: 5.6098 [2020-11-06 05:57:41,160][root][INFO] - ===> Epoch[363](9433/26): Loss 0.0528, Sem 0.1658, dir -0.4619, norm 0.3489, swav 0.0000 LR: 7.566e-03 Score 94.839 Data time: 0.2304, Forward time: 2.2764, Backward time: 3.1034, DDP time: 0.0054, Total iter time: 5.2569 [2020-11-06 05:57:47,927][root][INFO] - ===> Epoch[363](9434/26): Loss 0.0168, Sem 0.1153, dir -0.4474, norm 0.3489, swav 0.0000 LR: 7.554e-03 Score 96.440 Data time: 0.1538, Forward time: 2.2763, Backward time: 3.1036, DDP time: 0.0054, Total iter time: 6.6101 [2020-11-06 05:57:54,503][root][INFO] - ===> Epoch[363](9435/26): Loss 0.0440, Sem 0.1151, dir -0.4841, norm 0.4129, swav 0.0000 LR: 7.542e-03 Score 96.092 Data time: 0.2723, Forward time: 2.2764, Backward time: 3.1036, DDP time: 0.0054, Total iter time: 6.4849 [2020-11-06 05:58:00,212][root][INFO] - ===> Epoch[363](9436/26): Loss 0.0249, Sem 0.1218, dir -0.4313, norm 0.3344, swav 0.0000 LR: 7.530e-03 Score 96.329 Data time: 0.2587, Forward time: 2.2764, Backward time: 3.1036, DDP time: 0.0054, Total iter time: 5.5770 [2020-11-06 05:58:06,929][root][INFO] - ===> Epoch[363](9437/26): Loss 0.0797, Sem 0.1102, dir -0.4437, norm 0.4132, swav 0.0000 LR: 7.518e-03 Score 96.339 Data time: 0.3165, Forward time: 2.2765, Backward time: 3.1036, DDP time: 0.0054, Total iter time: 6.5842 [2020-11-06 05:58:12,861][root][INFO] - ===> Epoch[363](9438/26): Loss -0.0484, Sem 0.1058, dir -0.5274, norm 0.3732, swav 0.0000 LR: 7.506e-03 Score 96.893 Data time: 0.2544, Forward time: 2.2766, Backward time: 3.1035, DDP time: 0.0054, Total iter time: 5.7863 [2020-11-06 05:58:18,167][root][INFO] - ===> Epoch[364](9439/26): Loss -0.0078, Sem 0.0978, dir -0.4773, norm 0.3718, swav 0.0000 LR: 7.494e-03 Score 96.757 Data time: 0.2087, Forward time: 2.2766, Backward time: 3.1035, DDP time: 0.0054, Total iter time: 5.1871 [2020-11-06 05:58:24,799][root][INFO] - ===> Epoch[364](9440/26): Loss 0.0132, Sem 0.1145, dir -0.4876, norm 0.3863, swav 0.0000 LR: 7.482e-03 Score 97.068 Data time: 0.2165, Forward time: 2.2766, Backward time: 3.1036, DDP time: 0.0054, Total iter time: 6.5252 [2020-11-06 05:58:30,859][root][INFO] - ===> Epoch[364](9441/26): Loss 0.0346, Sem 0.1130, dir -0.4578, norm 0.3794, swav 0.0000 LR: 7.470e-03 Score 96.705 Data time: 0.2368, Forward time: 2.2766, Backward time: 3.1036, DDP time: 0.0054, Total iter time: 5.9316 [2020-11-06 05:58:36,328][root][INFO] - ===> Epoch[364](9442/26): Loss -0.0045, Sem 0.1224, dir -0.4853, norm 0.3584, swav 0.0000 LR: 7.458e-03 Score 96.478 Data time: 0.2130, Forward time: 2.2766, Backward time: 3.1036, DDP time: 0.0054, Total iter time: 5.3459 [2020-11-06 05:58:42,347][root][INFO] - ===> Epoch[364](9443/26): Loss 0.0445, Sem 0.1320, dir -0.4203, norm 0.3328, swav 0.0000 LR: 7.446e-03 Score 94.697 Data time: 0.2687, Forward time: 2.2766, Backward time: 3.1035, DDP time: 0.0054, Total iter time: 5.9141 [2020-11-06 05:58:48,736][root][INFO] - ===> Epoch[364](9444/26): Loss 0.1079, Sem 0.1228, dir -0.4001, norm 0.3851, swav 0.0000 LR: 7.434e-03 Score 96.061 Data time: 0.1993, Forward time: 2.2766, Backward time: 3.1036, DDP time: 0.0054, Total iter time: 6.2424 [2020-11-06 05:58:54,063][root][INFO] - ===> Epoch[364](9445/26): Loss -0.0336, Sem 0.1229, dir -0.5194, norm 0.3630, swav 0.0000 LR: 7.422e-03 Score 96.471 Data time: 0.1986, Forward time: 2.2766, Backward time: 3.1036, DDP time: 0.0054, Total iter time: 5.2185 [2020-11-06 05:58:59,722][root][INFO] - ===> Epoch[364](9446/26): Loss 0.0506, Sem 0.1098, dir -0.4235, norm 0.3643, swav 0.0000 LR: 7.410e-03 Score 96.634 Data time: 0.2627, Forward time: 2.2766, Backward time: 3.1035, DDP time: 0.0054, Total iter time: 5.5500 [2020-11-06 05:59:05,284][root][INFO] - ===> Epoch[364](9447/26): Loss 0.0560, Sem 0.1086, dir -0.4204, norm 0.3679, swav 0.0000 LR: 7.398e-03 Score 96.930 Data time: 0.2719, Forward time: 2.2767, Backward time: 3.1035, DDP time: 0.0054, Total iter time: 5.4229 [2020-11-06 05:59:11,332][root][INFO] - ===> Epoch[364](9448/26): Loss 0.0265, Sem 0.1304, dir -0.4566, norm 0.3527, swav 0.0000 LR: 7.386e-03 Score 95.796 Data time: 0.3083, Forward time: 2.2768, Backward time: 3.1034, DDP time: 0.0054, Total iter time: 5.9025 [2020-11-06 05:59:16,085][root][INFO] - ===> Epoch[364](9449/26): Loss 0.0783, Sem 0.1377, dir -0.4478, norm 0.3884, swav 0.0000 LR: 7.374e-03 Score 95.895 Data time: 0.2059, Forward time: 2.2768, Backward time: 3.1033, DDP time: 0.0054, Total iter time: 4.6249 [2020-11-06 05:59:21,544][root][INFO] - ===> Epoch[364](9450/26): Loss 0.0818, Sem 0.1635, dir -0.4678, norm 0.3860, swav 0.0000 LR: 7.362e-03 Score 94.788 Data time: 0.2432, Forward time: 2.2768, Backward time: 3.1032, DDP time: 0.0054, Total iter time: 5.3469 [2020-11-06 05:59:26,720][root][INFO] - ===> Epoch[364](9451/26): Loss 0.0159, Sem 0.1124, dir -0.4335, norm 0.3371, swav 0.0000 LR: 7.350e-03 Score 96.942 Data time: 0.2151, Forward time: 2.2768, Backward time: 3.1032, DDP time: 0.0054, Total iter time: 5.0276 [2020-11-06 05:59:32,899][root][INFO] - ===> Epoch[364](9452/26): Loss 0.1236, Sem 0.1380, dir -0.4508, norm 0.4364, swav 0.0000 LR: 7.338e-03 Score 95.385 Data time: 0.1995, Forward time: 2.2768, Backward time: 3.1032, DDP time: 0.0054, Total iter time: 6.0791 [2020-11-06 05:59:39,973][root][INFO] - ===> Epoch[364](9453/26): Loss 0.0692, Sem 0.1168, dir -0.4507, norm 0.4031, swav 0.0000 LR: 7.326e-03 Score 96.007 Data time: 0.1685, Forward time: 2.2768, Backward time: 3.1034, DDP time: 0.0054, Total iter time: 6.9642 [2020-11-06 05:59:45,281][root][INFO] - ===> Epoch[364](9454/26): Loss 0.0391, Sem 0.1372, dir -0.4733, norm 0.3752, swav 0.0000 LR: 7.314e-03 Score 95.515 Data time: 0.1959, Forward time: 2.2767, Backward time: 3.1034, DDP time: 0.0054, Total iter time: 5.2031 [2020-11-06 05:59:51,363][root][INFO] - ===> Epoch[364](9455/26): Loss 0.0605, Sem 0.1316, dir -0.4385, norm 0.3674, swav 0.0000 LR: 7.302e-03 Score 96.134 Data time: 0.2178, Forward time: 2.2767, Backward time: 3.1034, DDP time: 0.0054, Total iter time: 5.9678 [2020-11-06 05:59:56,803][root][INFO] - ===> Epoch[364](9456/26): Loss 0.0709, Sem 0.1400, dir -0.4581, norm 0.3890, swav 0.0000 LR: 7.290e-03 Score 95.452 Data time: 0.2594, Forward time: 2.2768, Backward time: 3.1033, DDP time: 0.0054, Total iter time: 5.3277 [2020-11-06 06:00:03,539][root][INFO] - ===> Epoch[364](9457/26): Loss 0.0488, Sem 0.1381, dir -0.4557, norm 0.3664, swav 0.0000 LR: 7.278e-03 Score 94.713 Data time: 0.1498, Forward time: 2.2767, Backward time: 3.1035, DDP time: 0.0054, Total iter time: 6.6188 [2020-11-06 06:00:09,453][root][INFO] - ===> Epoch[364](9458/26): Loss 0.0697, Sem 0.1632, dir -0.4861, norm 0.3925, swav 0.0000 LR: 7.266e-03 Score 95.085 Data time: 0.2004, Forward time: 2.2767, Backward time: 3.1035, DDP time: 0.0054, Total iter time: 5.8263 [2020-11-06 06:00:15,010][root][INFO] - ===> Epoch[364](9459/26): Loss 0.0037, Sem 0.1019, dir -0.4807, norm 0.3825, swav 0.0000 LR: 7.254e-03 Score 96.863 Data time: 0.1447, Forward time: 2.2766, Backward time: 3.1036, DDP time: 0.0054, Total iter time: 5.4364 [2020-11-06 06:00:21,367][root][INFO] - ===> Epoch[364](9460/26): Loss 0.0887, Sem 0.1486, dir -0.4569, norm 0.3970, swav 0.0000 LR: 7.242e-03 Score 95.332 Data time: 0.1646, Forward time: 2.2766, Backward time: 3.1037, DDP time: 0.0054, Total iter time: 6.2633 [2020-11-06 06:00:26,810][root][INFO] - ===> Epoch[364](9461/26): Loss 0.0559, Sem 0.1356, dir -0.4737, norm 0.3939, swav 0.0000 LR: 7.230e-03 Score 95.957 Data time: 0.2102, Forward time: 2.2766, Backward time: 3.1037, DDP time: 0.0054, Total iter time: 5.3340 [2020-11-06 06:00:33,309][root][INFO] - ===> Epoch[364](9462/26): Loss 0.1044, Sem 0.1695, dir -0.4653, norm 0.4002, swav 0.0000 LR: 7.218e-03 Score 94.674 Data time: 0.1768, Forward time: 2.2765, Backward time: 3.1038, DDP time: 0.0054, Total iter time: 6.3792 [2020-11-06 06:00:39,481][root][INFO] - ===> Epoch[364](9463/26): Loss 0.0239, Sem 0.1079, dir -0.4671, norm 0.3831, swav 0.0000 LR: 7.206e-03 Score 95.790 Data time: 0.1994, Forward time: 2.2765, Backward time: 3.1038, DDP time: 0.0054, Total iter time: 6.0505 [2020-11-06 06:00:45,204][root][INFO] - ===> Epoch[364](9464/26): Loss -0.0086, Sem 0.1190, dir -0.4896, norm 0.3620, swav 0.0000 LR: 7.193e-03 Score 96.163 Data time: 0.1766, Forward time: 2.2765, Backward time: 3.1039, DDP time: 0.0054, Total iter time: 5.5927 [2020-11-06 06:00:50,084][root][INFO] - ===> Epoch[365](9465/26): Loss 0.1172, Sem 0.1476, dir -0.4605, norm 0.4301, swav 0.0000 LR: 7.181e-03 Score 95.433 Data time: 0.1853, Forward time: 2.2764, Backward time: 3.1038, DDP time: 0.0054, Total iter time: 4.7621 [2020-11-06 06:00:55,648][root][INFO] - ===> Epoch[365](9466/26): Loss 0.1157, Sem 0.1323, dir -0.4353, norm 0.4186, swav 0.0000 LR: 7.169e-03 Score 95.733 Data time: 0.2019, Forward time: 2.2764, Backward time: 3.1038, DDP time: 0.0054, Total iter time: 5.4580 [2020-11-06 06:01:00,476][root][INFO] - ===> Epoch[365](9467/26): Loss -0.0059, Sem 0.1076, dir -0.4863, norm 0.3727, swav 0.0000 LR: 7.157e-03 Score 95.997 Data time: 0.1745, Forward time: 2.2764, Backward time: 3.1037, DDP time: 0.0054, Total iter time: 4.7124 [2020-11-06 06:01:06,485][root][INFO] - ===> Epoch[365](9468/26): Loss 0.1279, Sem 0.1537, dir -0.4243, norm 0.3984, swav 0.0000 LR: 7.145e-03 Score 95.716 Data time: 0.2360, Forward time: 2.2764, Backward time: 3.1038, DDP time: 0.0054, Total iter time: 5.9137 [2020-11-06 06:01:13,068][root][INFO] - ===> Epoch[365](9469/26): Loss 0.0582, Sem 0.1067, dir -0.3810, norm 0.3325, swav 0.0000 LR: 7.133e-03 Score 97.183 Data time: 0.2996, Forward time: 2.2765, Backward time: 3.1037, DDP time: 0.0054, Total iter time: 6.4705 [2020-11-06 06:01:18,601][root][INFO] - ===> Epoch[365](9470/26): Loss 0.0261, Sem 0.1053, dir -0.4522, norm 0.3730, swav 0.0000 LR: 7.121e-03 Score 96.694 Data time: 0.2290, Forward time: 2.2765, Backward time: 3.1037, DDP time: 0.0054, Total iter time: 5.3940 [2020-11-06 06:01:23,814][root][INFO] - ===> Epoch[365](9471/26): Loss 0.0814, Sem 0.1472, dir -0.4694, norm 0.4036, swav 0.0000 LR: 7.109e-03 Score 94.928 Data time: 0.2174, Forward time: 2.2765, Backward time: 3.1036, DDP time: 0.0054, Total iter time: 5.0833 [2020-11-06 06:01:30,037][root][INFO] - ===> Epoch[365](9472/26): Loss 0.0995, Sem 0.1360, dir -0.4191, norm 0.3825, swav 0.0000 LR: 7.097e-03 Score 95.309 Data time: 0.2208, Forward time: 2.2764, Backward time: 3.1037, DDP time: 0.0054, Total iter time: 6.0980 [2020-11-06 06:01:37,518][root][INFO] - ===> Epoch[365](9473/26): Loss 0.0487, Sem 0.1110, dir -0.4701, norm 0.4078, swav 0.0000 LR: 7.085e-03 Score 96.440 Data time: 0.2531, Forward time: 2.2765, Backward time: 3.1038, DDP time: 0.0054, Total iter time: 7.3948 [2020-11-06 06:01:43,443][root][INFO] - ===> Epoch[365](9474/26): Loss 0.0125, Sem 0.1069, dir -0.4649, norm 0.3705, swav 0.0000 LR: 7.073e-03 Score 96.316 Data time: 0.2117, Forward time: 2.2765, Backward time: 3.1038, DDP time: 0.0054, Total iter time: 5.7875 [2020-11-06 06:01:51,159][root][INFO] - ===> Epoch[365](9475/26): Loss 0.0375, Sem 0.1271, dir -0.4983, norm 0.4086, swav 0.0000 LR: 7.061e-03 Score 95.291 Data time: 0.2203, Forward time: 2.2765, Backward time: 3.1040, DDP time: 0.0054, Total iter time: 7.6109 [2020-11-06 06:01:56,234][root][INFO] - ===> Epoch[365](9476/26): Loss 0.0643, Sem 0.1281, dir -0.4391, norm 0.3753, swav 0.0000 LR: 7.049e-03 Score 96.375 Data time: 0.2298, Forward time: 2.2765, Backward time: 3.1040, DDP time: 0.0054, Total iter time: 4.9549 [2020-11-06 06:02:00,914][root][INFO] - ===> Epoch[365](9477/26): Loss -0.0058, Sem 0.0989, dir -0.4655, norm 0.3609, swav 0.0000 LR: 7.037e-03 Score 97.308 Data time: 0.2268, Forward time: 2.2765, Backward time: 3.1039, DDP time: 0.0054, Total iter time: 4.5644 [2020-11-06 06:02:08,083][root][INFO] - ===> Epoch[365](9478/26): Loss -0.0022, Sem 0.0829, dir -0.4594, norm 0.3743, swav 0.0000 LR: 7.024e-03 Score 97.309 Data time: 0.2349, Forward time: 2.2765, Backward time: 3.1040, DDP time: 0.0054, Total iter time: 7.0728 [2020-11-06 06:02:13,756][root][INFO] - ===> Epoch[365](9479/26): Loss 0.1267, Sem 0.1482, dir -0.3997, norm 0.3782, swav 0.0000 LR: 7.012e-03 Score 94.801 Data time: 0.2652, Forward time: 2.2765, Backward time: 3.1039, DDP time: 0.0054, Total iter time: 5.5363 [2020-11-06 06:02:18,354][root][INFO] - ===> Epoch[365](9480/26): Loss 0.0111, Sem 0.1003, dir -0.4731, norm 0.3840, swav 0.0000 LR: 7.000e-03 Score 97.620 Data time: 0.1802, Forward time: 2.2765, Backward time: 3.1039, DDP time: 0.0054, Total iter time: 4.4819 [2020-11-06 06:02:24,810][root][INFO] - ===> Epoch[365](9481/26): Loss -0.0041, Sem 0.1361, dir -0.4921, norm 0.3519, swav 0.0000 LR: 6.988e-03 Score 95.557 Data time: 0.2027, Forward time: 2.2765, Backward time: 3.1039, DDP time: 0.0054, Total iter time: 6.3632 [2020-11-06 06:02:29,552][root][INFO] - ===> Epoch[365](9482/26): Loss 0.0245, Sem 0.1174, dir -0.4913, norm 0.3983, swav 0.0000 LR: 6.976e-03 Score 96.093 Data time: 0.2049, Forward time: 2.2765, Backward time: 3.1038, DDP time: 0.0054, Total iter time: 4.6304 [2020-11-06 06:02:34,442][root][INFO] - ===> Epoch[365](9483/26): Loss 0.1289, Sem 0.1632, dir -0.4106, norm 0.3763, swav 0.0000 LR: 6.964e-03 Score 94.715 Data time: 0.1569, Forward time: 2.2764, Backward time: 3.1038, DDP time: 0.0054, Total iter time: 4.7854 [2020-11-06 06:02:41,283][root][INFO] - ===> Epoch[365](9484/26): Loss 0.1063, Sem 0.0920, dir -0.3300, norm 0.3443, swav 0.0000 LR: 6.952e-03 Score 97.035 Data time: 0.2546, Forward time: 2.2765, Backward time: 3.1039, DDP time: 0.0054, Total iter time: 6.7610 [2020-11-06 06:02:46,297][root][INFO] - ===> Epoch[365](9485/26): Loss 0.0230, Sem 0.0751, dir -0.4440, norm 0.3918, swav 0.0000 LR: 6.940e-03 Score 97.593 Data time: 0.2392, Forward time: 2.2765, Backward time: 3.1038, DDP time: 0.0054, Total iter time: 4.8752 [2020-11-06 06:02:52,882][root][INFO] - ===> Epoch[365](9486/26): Loss 0.0153, Sem 0.0952, dir -0.4718, norm 0.3919, swav 0.0000 LR: 6.928e-03 Score 97.532 Data time: 0.1654, Forward time: 2.2764, Backward time: 3.1039, DDP time: 0.0054, Total iter time: 6.4626 [2020-11-06 06:02:58,489][root][INFO] - ===> Epoch[365](9487/26): Loss -0.0132, Sem 0.1033, dir -0.5171, norm 0.4007, swav 0.0000 LR: 6.916e-03 Score 96.700 Data time: 0.2348, Forward time: 2.2764, Backward time: 3.1039, DDP time: 0.0054, Total iter time: 5.5294 [2020-11-06 06:03:04,069][root][INFO] - ===> Epoch[365](9488/26): Loss -0.0628, Sem 0.1028, dir -0.5216, norm 0.3560, swav 0.0000 LR: 6.903e-03 Score 96.856 Data time: 0.1592, Forward time: 2.2764, Backward time: 3.1039, DDP time: 0.0054, Total iter time: 5.4588 [2020-11-06 06:03:09,208][root][INFO] - ===> Epoch[365](9489/26): Loss 0.0286, Sem 0.1302, dir -0.5352, norm 0.4336, swav 0.0000 LR: 6.891e-03 Score 95.784 Data time: 0.1734, Forward time: 2.2763, Backward time: 3.1039, DDP time: 0.0054, Total iter time: 5.0362 [2020-11-06 06:03:14,735][root][INFO] - ===> Epoch[365](9490/26): Loss 0.0863, Sem 0.1410, dir -0.4317, norm 0.3770, swav 0.0000 LR: 6.879e-03 Score 96.138 Data time: 0.2648, Forward time: 2.2763, Backward time: 3.1039, DDP time: 0.0054, Total iter time: 5.4121 [2020-11-06 06:03:19,253][root][INFO] - ===> Epoch[366](9491/26): Loss 0.0122, Sem 0.1302, dir -0.5499, norm 0.4318, swav 0.0000 LR: 6.867e-03 Score 95.855 Data time: 0.1909, Forward time: 2.2763, Backward time: 3.1038, DDP time: 0.0054, Total iter time: 4.3937 [2020-11-06 06:03:24,305][root][INFO] - ===> Epoch[366](9492/26): Loss 0.0883, Sem 0.1489, dir -0.4356, norm 0.3751, swav 0.0000 LR: 6.855e-03 Score 95.398 Data time: 0.2379, Forward time: 2.2763, Backward time: 3.1037, DDP time: 0.0054, Total iter time: 4.9541 [2020-11-06 06:03:29,982][root][INFO] - ===> Epoch[366](9493/26): Loss -0.0388, Sem 0.1060, dir -0.4692, norm 0.3243, swav 0.0000 LR: 6.843e-03 Score 97.073 Data time: 0.1709, Forward time: 2.2763, Backward time: 3.1037, DDP time: 0.0054, Total iter time: 5.5654 [2020-11-06 06:03:35,222][root][INFO] - ===> Epoch[366](9494/26): Loss 0.0493, Sem 0.1487, dir -0.4208, norm 0.3214, swav 0.0000 LR: 6.831e-03 Score 95.970 Data time: 0.2308, Forward time: 2.2763, Backward time: 3.1037, DDP time: 0.0054, Total iter time: 5.1525 [2020-11-06 06:03:41,566][root][INFO] - ===> Epoch[366](9495/26): Loss 0.0697, Sem 0.1355, dir -0.4839, norm 0.4181, swav 0.0000 LR: 6.819e-03 Score 96.010 Data time: 0.1906, Forward time: 2.2762, Backward time: 3.1037, DDP time: 0.0054, Total iter time: 6.1956 [2020-11-06 06:03:46,435][root][INFO] - ===> Epoch[366](9496/26): Loss 0.0310, Sem 0.1112, dir -0.4959, norm 0.4157, swav 0.0000 LR: 6.806e-03 Score 95.563 Data time: 0.2620, Forward time: 2.2763, Backward time: 3.1036, DDP time: 0.0054, Total iter time: 4.7762 [2020-11-06 06:03:53,906][root][INFO] - ===> Epoch[366](9497/26): Loss 0.0947, Sem 0.1433, dir -0.4720, norm 0.4234, swav 0.0000 LR: 6.794e-03 Score 95.865 Data time: 0.3455, Forward time: 2.2764, Backward time: 3.1037, DDP time: 0.0054, Total iter time: 7.3506 [2020-11-06 06:04:00,212][root][INFO] - ===> Epoch[366](9498/26): Loss 0.0544, Sem 0.1241, dir -0.4217, norm 0.3519, swav 0.0000 LR: 6.782e-03 Score 96.012 Data time: 0.2492, Forward time: 2.2765, Backward time: 3.1037, DDP time: 0.0054, Total iter time: 6.1500 [2020-11-06 06:04:06,178][root][INFO] - ===> Epoch[366](9499/26): Loss 0.0755, Sem 0.1176, dir -0.4714, norm 0.4293, swav 0.0000 LR: 6.770e-03 Score 95.855 Data time: 0.2281, Forward time: 2.2765, Backward time: 3.1037, DDP time: 0.0054, Total iter time: 5.8548 [2020-11-06 06:04:12,974][root][INFO] - ===> Epoch[366](9500/26): Loss -0.0145, Sem 0.1297, dir -0.5138, norm 0.3695, swav 0.0000 LR: 6.758e-03 Score 96.107 Data time: 0.3382, Forward time: 2.2766, Backward time: 3.1036, DDP time: 0.0054, Total iter time: 6.6667 [2020-11-06 06:04:13,623][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-11-06 06:04:13,846][root][INFO] - ===> Start testing [2020-11-06 06:05:38,532][root][INFO] - 101/312: Data time: 0.0080, Iter time: 0.6622 Loss 0.669 (AVG: 0.664) Score 85.188 (AVG: 85.586) mIOU 62.295 mAP 70.028 mAcc 72.231 IOU: 77.344 95.663 56.273 77.274 89.387 75.064 66.842 54.379 47.409 70.490 14.504 48.040 51.683 56.214 55.332 44.863 85.309 51.966 88.493 39.378 mAP: 78.051 94.378 65.886 76.301 89.562 74.665 74.062 65.977 56.488 61.616 33.743 43.466 62.719 71.976 59.159 86.295 94.344 80.957 79.372 51.541 mAcc: 90.741 98.024 75.264 84.614 95.271 82.857 79.636 71.138 56.503 82.270 22.346 66.487 75.844 65.261 60.910 50.651 89.476 58.806 91.913 46.612 [2020-11-06 06:07:04,851][root][INFO] - 201/312: Data time: 0.0092, Iter time: 0.2828 Loss 0.540 (AVG: 0.673) Score 89.071 (AVG: 85.415) mIOU 62.978 mAP 68.577 mAcc 73.199 IOU: 77.835 95.884 57.231 76.962 87.741 79.789 64.849 51.000 47.784 73.620 15.108 61.138 49.743 57.307 48.320 47.264 88.089 52.368 85.612 41.925 mAP: 79.036 94.798 59.385 78.587 89.112 77.284 63.494 61.647 54.743 64.609 32.660 53.484 59.767 70.128 46.613 86.424 94.525 73.290 79.771 52.184 mAcc: 90.827 98.156 74.513 85.573 93.864 86.974 77.046 67.419 58.845 85.911 22.589 78.174 74.789 67.461 55.044 55.702 91.911 60.216 90.409 48.566 [2020-11-06 06:08:22,250][root][INFO] - 301/312: Data time: 0.0070, Iter time: 0.3429 Loss 0.845 (AVG: 0.676) Score 78.667 (AVG: 85.340) mIOU 62.633 mAP 68.610 mAcc 72.850 IOU: 77.929 95.764 54.673 74.783 87.369 81.994 66.151 51.501 47.993 72.563 15.801 55.001 49.238 59.558 40.397 50.774 89.443 53.966 86.290 41.464 mAP: 78.794 95.143 59.602 70.323 87.906 80.424 65.315 63.162 56.312 66.054 33.741 51.109 59.950 71.346 45.165 87.492 95.044 72.032 80.741 52.553 mAcc: 90.725 98.221 74.621 82.385 93.425 88.866 77.844 67.536 59.925 85.226 24.363 69.158 73.003 69.728 46.272 60.347 93.266 62.235 91.505 48.342 [2020-11-06 06:08:33,789][root][INFO] - 312/312: Data time: 0.0046, Iter time: 0.5116 Loss 0.979 (AVG: 0.669) Score 78.665 (AVG: 85.430) mIOU 62.919 mAP 68.915 mAcc 73.193 IOU: 77.907 95.801 55.650 74.895 87.275 82.078 66.854 51.289 47.937 72.074 16.457 57.039 49.916 59.495 42.062 50.611 89.418 53.219 86.287 42.110 mAP: 78.989 95.187 60.104 70.627 87.927 80.884 65.747 63.110 56.412 66.054 33.916 51.771 60.870 71.346 47.759 87.492 95.076 71.657 80.741 52.629 mAcc: 90.544 98.229 74.630 82.517 93.427 89.092 78.106 67.777 60.305 85.226 25.251 71.008 73.651 69.728 48.108 60.347 93.258 61.990 91.505 49.163 [2020-11-06 06:08:33,790][root][INFO] - Finished test. Elapsed time: 259.9420 [2020-11-06 06:08:46,744][root][INFO] - [2020-11-06 06:08:46,744][root][INFO] - ################################################################ [2020-11-06 06:08:46,744][root][INFO] - what : AP AP_50% AP_25% [2020-11-06 06:08:46,744][root][INFO] - ################################################################ [2020-11-06 06:08:46,744][root][INFO] - cabinet : 0.066 0.191 0.509 [2020-11-06 06:08:46,745][root][INFO] - bed : 0.308 0.637 0.758 [2020-11-06 06:08:46,745][root][INFO] - chair : 0.379 0.578 0.707 [2020-11-06 06:08:46,745][root][INFO] - sofa : 0.201 0.422 0.672 [2020-11-06 06:08:46,745][root][INFO] - table : 0.080 0.199 0.366 [2020-11-06 06:08:46,745][root][INFO] - door : 0.127 0.292 0.459 [2020-11-06 06:08:46,745][root][INFO] - window : 0.043 0.139 0.335 [2020-11-06 06:08:46,745][root][INFO] - bookshelf : 0.104 0.291 0.513 [2020-11-06 06:08:46,745][root][INFO] - picture : 0.016 0.052 0.167 [2020-11-06 06:08:46,745][root][INFO] - counter : 0.006 0.046 0.471 [2020-11-06 06:08:46,745][root][INFO] - desk : 0.007 0.027 0.203 [2020-11-06 06:08:46,745][root][INFO] - curtain : 0.117 0.222 0.318 [2020-11-06 06:08:46,745][root][INFO] - refrigerator : 0.021 0.092 0.268 [2020-11-06 06:08:46,745][root][INFO] - shower curtain : 0.387 0.610 0.633 [2020-11-06 06:08:46,745][root][INFO] - toilet : 0.724 0.980 0.980 [2020-11-06 06:08:46,745][root][INFO] - sink : 0.236 0.464 0.683 [2020-11-06 06:08:46,745][root][INFO] - bathtub : 0.427 0.655 0.826 [2020-11-06 06:08:46,745][root][INFO] - otherfurniture : 0.165 0.312 0.471 [2020-11-06 06:08:46,745][root][INFO] - ---------------------------------------------------------------- [2020-11-06 06:08:46,745][root][INFO] - average : 0.190 0.345 0.519 [2020-11-06 06:08:46,745][root][INFO] - [2020-11-06 06:08:46,995][root][INFO] - Summary name validation/mAP@0.5 is illegal; using validation/mAP_0.5 instead. [2020-11-06 06:08:47,735][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34Cbest_val.pth [2020-11-06 06:08:47,936][root][INFO] - Current best mIoU: 62.919 at iter 9500 [2020-11-06 06:08:52,223][root][INFO] - ===> Epoch[366](9501/26): Loss 0.0187, Sem 0.1121, dir -0.5096, norm 0.4161, swav 0.0000 LR: 6.746e-03 Score 96.035 Data time: 0.2016, Forward time: 2.2766, Backward time: 3.1035, DDP time: 0.0054, Total iter time: 4.2815 [2020-11-06 06:08:58,565][root][INFO] - ===> Epoch[366](9502/26): Loss 0.0874, Sem 0.1195, dir -0.4315, norm 0.3994, swav 0.0000 LR: 6.734e-03 Score 96.312 Data time: 0.2046, Forward time: 2.2765, Backward time: 3.1036, DDP time: 0.0054, Total iter time: 6.2402 [2020-11-06 06:09:03,824][root][INFO] - ===> Epoch[366](9503/26): Loss 0.0485, Sem 0.1028, dir -0.4463, norm 0.3920, swav 0.0000 LR: 6.722e-03 Score 96.575 Data time: 0.1810, Forward time: 2.2765, Backward time: 3.1036, DDP time: 0.0054, Total iter time: 5.1506 [2020-11-06 06:09:08,003][root][INFO] - ===> Epoch[366](9504/26): Loss 0.0353, Sem 0.1556, dir -0.4855, norm 0.3651, swav 0.0000 LR: 6.709e-03 Score 95.315 Data time: 0.1564, Forward time: 2.2765, Backward time: 3.1035, DDP time: 0.0054, Total iter time: 4.0797 [2020-11-06 06:09:13,283][root][INFO] - ===> Epoch[366](9505/26): Loss 0.0102, Sem 0.1262, dir -0.4670, norm 0.3510, swav 0.0000 LR: 6.697e-03 Score 95.228 Data time: 0.1656, Forward time: 2.2764, Backward time: 3.1035, DDP time: 0.0054, Total iter time: 5.1977 [2020-11-06 06:09:18,574][root][INFO] - ===> Epoch[366](9506/26): Loss 0.1686, Sem 0.1790, dir -0.4202, norm 0.4099, swav 0.0000 LR: 6.685e-03 Score 95.212 Data time: 0.1683, Forward time: 2.2763, Backward time: 3.1035, DDP time: 0.0054, Total iter time: 5.1919 [2020-11-06 06:09:24,145][root][INFO] - ===> Epoch[366](9507/26): Loss 0.0619, Sem 0.1343, dir -0.4298, norm 0.3574, swav 0.0000 LR: 6.673e-03 Score 95.803 Data time: 0.2625, Forward time: 2.2764, Backward time: 3.1034, DDP time: 0.0054, Total iter time: 5.4936 [2020-11-06 06:09:30,596][root][INFO] - ===> Epoch[366](9508/26): Loss 0.0151, Sem 0.1398, dir -0.4688, norm 0.3442, swav 0.0000 LR: 6.661e-03 Score 96.173 Data time: 0.1922, Forward time: 2.2764, Backward time: 3.1035, DDP time: 0.0054, Total iter time: 6.3312 [2020-11-06 06:09:37,254][root][INFO] - ===> Epoch[366](9509/26): Loss 0.0830, Sem 0.1504, dir -0.4114, norm 0.3440, swav 0.0000 LR: 6.649e-03 Score 95.352 Data time: 0.3241, Forward time: 2.2765, Backward time: 3.1035, DDP time: 0.0054, Total iter time: 6.5470 [2020-11-06 06:09:43,604][root][INFO] - ===> Epoch[366](9510/26): Loss -0.0075, Sem 0.0962, dir -0.4792, norm 0.3755, swav 0.0000 LR: 6.636e-03 Score 96.688 Data time: 0.1986, Forward time: 2.2765, Backward time: 3.1035, DDP time: 0.0054, Total iter time: 6.2206 [2020-11-06 06:09:49,428][root][INFO] - ===> Epoch[366](9511/26): Loss 0.0269, Sem 0.1004, dir -0.4206, norm 0.3470, swav 0.0000 LR: 6.624e-03 Score 96.908 Data time: 0.2306, Forward time: 2.2765, Backward time: 3.1035, DDP time: 0.0054, Total iter time: 5.7082 [2020-11-06 06:09:55,569][root][INFO] - ===> Epoch[366](9512/26): Loss 0.0200, Sem 0.1223, dir -0.4531, norm 0.3507, swav 0.0000 LR: 6.612e-03 Score 96.535 Data time: 0.1867, Forward time: 2.2764, Backward time: 3.1036, DDP time: 0.0054, Total iter time: 6.0267 [2020-11-06 06:10:00,986][root][INFO] - ===> Epoch[366](9513/26): Loss 0.0379, Sem 0.1100, dir -0.4333, norm 0.3612, swav 0.0000 LR: 6.600e-03 Score 96.140 Data time: 0.1728, Forward time: 2.2764, Backward time: 3.1036, DDP time: 0.0054, Total iter time: 5.3046 [2020-11-06 06:10:07,938][root][INFO] - ===> Epoch[366](9514/26): Loss 0.0493, Sem 0.1415, dir -0.4892, norm 0.3969, swav 0.0000 LR: 6.588e-03 Score 96.283 Data time: 0.2272, Forward time: 2.2764, Backward time: 3.1037, DDP time: 0.0054, Total iter time: 6.8582 [2020-11-06 06:10:14,250][root][INFO] - ===> Epoch[366](9515/26): Loss -0.0898, Sem 0.0821, dir -0.5170, norm 0.3451, swav 0.0000 LR: 6.576e-03 Score 97.790 Data time: 0.2334, Forward time: 2.2764, Backward time: 3.1037, DDP time: 0.0054, Total iter time: 6.1906 [2020-11-06 06:10:20,765][root][INFO] - ===> Epoch[366](9516/26): Loss 0.0700, Sem 0.1289, dir -0.4697, norm 0.4108, swav 0.0000 LR: 6.563e-03 Score 95.632 Data time: 0.1956, Forward time: 2.2764, Backward time: 3.1038, DDP time: 0.0054, Total iter time: 6.4071 [2020-11-06 06:10:26,014][root][INFO] - ===> Epoch[367](9517/26): Loss 0.0303, Sem 0.0990, dir -0.4357, norm 0.3671, swav 0.0000 LR: 6.551e-03 Score 97.241 Data time: 0.2152, Forward time: 2.2764, Backward time: 3.1038, DDP time: 0.0054, Total iter time: 5.1345 [2020-11-06 06:10:31,951][root][INFO] - ===> Epoch[367](9518/26): Loss 0.1218, Sem 0.1581, dir -0.3955, norm 0.3592, swav 0.0000 LR: 6.539e-03 Score 95.481 Data time: 0.2137, Forward time: 2.2764, Backward time: 3.1038, DDP time: 0.0054, Total iter time: 5.8170 [2020-11-06 06:10:38,344][root][INFO] - ===> Epoch[367](9519/26): Loss 0.0179, Sem 0.1318, dir -0.5102, norm 0.3963, swav 0.0000 LR: 6.527e-03 Score 95.979 Data time: 0.1653, Forward time: 2.2764, Backward time: 3.1039, DDP time: 0.0054, Total iter time: 6.2424 [2020-11-06 06:10:45,077][root][INFO] - ===> Epoch[367](9520/26): Loss 0.1140, Sem 0.1428, dir -0.4391, norm 0.4103, swav 0.0000 LR: 6.515e-03 Score 95.161 Data time: 0.2192, Forward time: 2.2764, Backward time: 3.1040, DDP time: 0.0054, Total iter time: 6.6484 [2020-11-06 06:10:50,149][root][INFO] - ===> Epoch[367](9521/26): Loss -0.0146, Sem 0.1055, dir -0.5127, norm 0.3925, swav 0.0000 LR: 6.502e-03 Score 96.144 Data time: 0.2553, Forward time: 2.2764, Backward time: 3.1039, DDP time: 0.0054, Total iter time: 4.9477 [2020-11-06 06:10:55,500][root][INFO] - ===> Epoch[367](9522/26): Loss 0.0984, Sem 0.1572, dir -0.4234, norm 0.3646, swav 0.0000 LR: 6.490e-03 Score 95.917 Data time: 0.2485, Forward time: 2.2764, Backward time: 3.1038, DDP time: 0.0054, Total iter time: 5.2219 [2020-11-06 06:11:01,170][root][INFO] - ===> Epoch[367](9523/26): Loss -0.0318, Sem 0.0969, dir -0.5202, norm 0.3915, swav 0.0000 LR: 6.478e-03 Score 97.195 Data time: 0.2234, Forward time: 2.2765, Backward time: 3.1038, DDP time: 0.0054, Total iter time: 5.5323 [2020-11-06 06:11:05,819][root][INFO] - ===> Epoch[367](9524/26): Loss 0.0569, Sem 0.1095, dir -0.4526, norm 0.3999, swav 0.0000 LR: 6.466e-03 Score 96.480 Data time: 0.1729, Forward time: 2.2764, Backward time: 3.1037, DDP time: 0.0054, Total iter time: 4.5149 [2020-11-06 06:11:11,251][root][INFO] - ===> Epoch[367](9525/26): Loss 0.0224, Sem 0.1233, dir -0.4594, norm 0.3586, swav 0.0000 LR: 6.454e-03 Score 95.687 Data time: 0.2214, Forward time: 2.2764, Backward time: 3.1037, DDP time: 0.0054, Total iter time: 5.3213 [2020-11-06 06:11:18,290][root][INFO] - ===> Epoch[367](9526/26): Loss 0.0902, Sem 0.1555, dir -0.4342, norm 0.3689, swav 0.0000 LR: 6.441e-03 Score 94.912 Data time: 0.2225, Forward time: 2.2764, Backward time: 3.1038, DDP time: 0.0054, Total iter time: 6.9199 [2020-11-06 06:11:23,772][root][INFO] - ===> Epoch[367](9527/26): Loss 0.0690, Sem 0.1070, dir -0.4009, norm 0.3629, swav 0.0000 LR: 6.429e-03 Score 96.303 Data time: 0.2421, Forward time: 2.2764, Backward time: 3.1037, DDP time: 0.0054, Total iter time: 5.3439 [2020-11-06 06:11:29,100][root][INFO] - ===> Epoch[367](9528/26): Loss 0.0608, Sem 0.1306, dir -0.4504, norm 0.3806, swav 0.0000 LR: 6.417e-03 Score 95.858 Data time: 0.1682, Forward time: 2.2764, Backward time: 3.1037, DDP time: 0.0054, Total iter time: 5.1988 [2020-11-06 06:11:37,010][root][INFO] - ===> Epoch[367](9529/26): Loss 0.0169, Sem 0.1349, dir -0.4968, norm 0.3787, swav 0.0000 LR: 6.405e-03 Score 94.621 Data time: 0.1541, Forward time: 2.2764, Backward time: 3.1040, DDP time: 0.0054, Total iter time: 7.8127 [2020-11-06 06:11:43,661][root][INFO] - ===> Epoch[367](9530/26): Loss 0.0264, Sem 0.1312, dir -0.4415, norm 0.3367, swav 0.0000 LR: 6.393e-03 Score 95.735 Data time: 0.2196, Forward time: 2.2764, Backward time: 3.1041, DDP time: 0.0054, Total iter time: 6.5374 [2020-11-06 06:11:49,371][root][INFO] - ===> Epoch[367](9531/26): Loss 0.0410, Sem 0.1215, dir -0.4702, norm 0.3898, swav 0.0000 LR: 6.380e-03 Score 96.994 Data time: 0.2253, Forward time: 2.2764, Backward time: 3.1041, DDP time: 0.0054, Total iter time: 5.5902 [2020-11-06 06:11:54,623][root][INFO] - ===> Epoch[367](9532/26): Loss -0.0011, Sem 0.1207, dir -0.4912, norm 0.3693, swav 0.0000 LR: 6.368e-03 Score 96.771 Data time: 0.2392, Forward time: 2.2764, Backward time: 3.1040, DDP time: 0.0054, Total iter time: 5.1474 [2020-11-06 06:12:00,459][root][INFO] - ===> Epoch[367](9533/26): Loss 0.0072, Sem 0.1104, dir -0.4590, norm 0.3558, swav 0.0000 LR: 6.356e-03 Score 96.261 Data time: 0.1615, Forward time: 2.2763, Backward time: 3.1040, DDP time: 0.0054, Total iter time: 5.7279 [2020-11-06 06:12:05,434][root][INFO] - ===> Epoch[367](9534/26): Loss 0.0095, Sem 0.1007, dir -0.4800, norm 0.3888, swav 0.0000 LR: 6.344e-03 Score 96.664 Data time: 0.2210, Forward time: 2.2763, Backward time: 3.1040, DDP time: 0.0054, Total iter time: 4.8590 [2020-11-06 06:12:11,443][root][INFO] - ===> Epoch[367](9535/26): Loss 0.0219, Sem 0.1121, dir -0.4510, norm 0.3608, swav 0.0000 LR: 6.332e-03 Score 96.028 Data time: 0.1838, Forward time: 2.2763, Backward time: 3.1040, DDP time: 0.0054, Total iter time: 5.8719 [2020-11-06 06:12:16,474][root][INFO] - ===> Epoch[367](9536/26): Loss -0.0115, Sem 0.1224, dir -0.5091, norm 0.3751, swav 0.0000 LR: 6.319e-03 Score 96.346 Data time: 0.2397, Forward time: 2.2763, Backward time: 3.1039, DDP time: 0.0054, Total iter time: 4.9092 [2020-11-06 06:12:21,455][root][INFO] - ===> Epoch[367](9537/26): Loss 0.0211, Sem 0.0971, dir -0.4725, norm 0.3965, swav 0.0000 LR: 6.307e-03 Score 96.943 Data time: 0.2349, Forward time: 2.2763, Backward time: 3.1038, DDP time: 0.0054, Total iter time: 4.8383 [2020-11-06 06:12:26,519][root][INFO] - ===> Epoch[367](9538/26): Loss -0.0036, Sem 0.1055, dir -0.4858, norm 0.3767, swav 0.0000 LR: 6.295e-03 Score 97.150 Data time: 0.1851, Forward time: 2.2763, Backward time: 3.1038, DDP time: 0.0054, Total iter time: 4.9371 [2020-11-06 06:12:32,622][root][INFO] - ===> Epoch[367](9539/26): Loss 0.0662, Sem 0.1196, dir -0.4456, norm 0.3923, swav 0.0000 LR: 6.283e-03 Score 96.173 Data time: 0.2170, Forward time: 2.2763, Backward time: 3.1038, DDP time: 0.0054, Total iter time: 5.9854 [2020-11-06 06:12:38,422][root][INFO] - ===> Epoch[367](9540/26): Loss 0.0627, Sem 0.1159, dir -0.4099, norm 0.3567, swav 0.0000 LR: 6.270e-03 Score 96.400 Data time: 0.2726, Forward time: 2.2764, Backward time: 3.1038, DDP time: 0.0054, Total iter time: 5.6674 [2020-11-06 06:12:45,397][root][INFO] - ===> Epoch[367](9541/26): Loss 0.0700, Sem 0.1281, dir -0.4350, norm 0.3769, swav 0.0000 LR: 6.258e-03 Score 95.795 Data time: 0.2927, Forward time: 2.2764, Backward time: 3.1038, DDP time: 0.0054, Total iter time: 6.8360 [2020-11-06 06:12:50,206][root][INFO] - ===> Epoch[367](9542/26): Loss 0.0082, Sem 0.0956, dir -0.4977, norm 0.4103, swav 0.0000 LR: 6.246e-03 Score 96.899 Data time: 0.1936, Forward time: 2.2764, Backward time: 3.1037, DDP time: 0.0054, Total iter time: 4.6537 [2020-11-06 06:12:56,950][root][INFO] - ===> Epoch[368](9543/26): Loss 0.0866, Sem 0.1456, dir -0.4292, norm 0.3702, swav 0.0000 LR: 6.234e-03 Score 95.618 Data time: 0.1930, Forward time: 2.2764, Backward time: 3.1038, DDP time: 0.0054, Total iter time: 6.6282 [2020-11-06 06:13:04,161][root][INFO] - ===> Epoch[368](9544/26): Loss 0.0083, Sem 0.0910, dir -0.4922, norm 0.4095, swav 0.0000 LR: 6.221e-03 Score 97.088 Data time: 0.2135, Forward time: 2.2764, Backward time: 3.1040, DDP time: 0.0054, Total iter time: 7.0859 [2020-11-06 06:13:10,489][root][INFO] - ===> Epoch[368](9545/26): Loss 0.0635, Sem 0.1395, dir -0.4964, norm 0.4205, swav 0.0000 LR: 6.209e-03 Score 95.941 Data time: 0.1957, Forward time: 2.2764, Backward time: 3.1040, DDP time: 0.0054, Total iter time: 6.1709 [2020-11-06 06:13:15,885][root][INFO] - ===> Epoch[368](9546/26): Loss 0.0482, Sem 0.1293, dir -0.4639, norm 0.3827, swav 0.0000 LR: 6.197e-03 Score 95.620 Data time: 0.2583, Forward time: 2.2764, Backward time: 3.1040, DDP time: 0.0054, Total iter time: 5.2592 [2020-11-06 06:13:21,598][root][INFO] - ===> Epoch[368](9547/26): Loss 0.1156, Sem 0.1331, dir -0.4429, norm 0.4253, swav 0.0000 LR: 6.185e-03 Score 95.584 Data time: 0.2711, Forward time: 2.2765, Backward time: 3.1039, DDP time: 0.0054, Total iter time: 5.5788 [2020-11-06 06:13:26,864][root][INFO] - ===> Epoch[368](9548/26): Loss 0.0612, Sem 0.1659, dir -0.4939, norm 0.3891, swav 0.0000 LR: 6.172e-03 Score 95.683 Data time: 0.2109, Forward time: 2.2765, Backward time: 3.1038, DDP time: 0.0054, Total iter time: 5.1252 [2020-11-06 06:13:32,270][root][INFO] - ===> Epoch[368](9549/26): Loss 0.0126, Sem 0.1492, dir -0.4675, norm 0.3309, swav 0.0000 LR: 6.160e-03 Score 95.898 Data time: 0.1630, Forward time: 2.2764, Backward time: 3.1038, DDP time: 0.0054, Total iter time: 5.2878 [2020-11-06 06:13:37,097][root][INFO] - ===> Epoch[368](9550/26): Loss 0.0052, Sem 0.1142, dir -0.4943, norm 0.3854, swav 0.0000 LR: 6.148e-03 Score 96.897 Data time: 0.2226, Forward time: 2.2764, Backward time: 3.1037, DDP time: 0.0054, Total iter time: 4.7319 [2020-11-06 06:13:41,959][root][INFO] - ===> Epoch[368](9551/26): Loss -0.0159, Sem 0.0959, dir -0.4708, norm 0.3589, swav 0.0000 LR: 6.136e-03 Score 97.056 Data time: 0.1826, Forward time: 2.2764, Backward time: 3.1037, DDP time: 0.0054, Total iter time: 4.7623 [2020-11-06 06:13:46,846][root][INFO] - ===> Epoch[368](9552/26): Loss 0.0028, Sem 0.1179, dir -0.4818, norm 0.3667, swav 0.0000 LR: 6.123e-03 Score 96.197 Data time: 0.2354, Forward time: 2.2764, Backward time: 3.1036, DDP time: 0.0054, Total iter time: 4.7642 [2020-11-06 06:13:52,094][root][INFO] - ===> Epoch[368](9553/26): Loss -0.0504, Sem 0.0840, dir -0.5106, norm 0.3762, swav 0.0000 LR: 6.111e-03 Score 97.239 Data time: 0.1903, Forward time: 2.2764, Backward time: 3.1035, DDP time: 0.0054, Total iter time: 5.1358 [2020-11-06 06:13:57,286][root][INFO] - ===> Epoch[368](9554/26): Loss 0.0422, Sem 0.1247, dir -0.4481, norm 0.3656, swav 0.0000 LR: 6.099e-03 Score 96.423 Data time: 0.1842, Forward time: 2.2763, Backward time: 3.1035, DDP time: 0.0054, Total iter time: 5.0738 [2020-11-06 06:14:02,434][root][INFO] - ===> Epoch[368](9555/26): Loss 0.0903, Sem 0.1419, dir -0.4801, norm 0.4285, swav 0.0000 LR: 6.086e-03 Score 95.446 Data time: 0.2018, Forward time: 2.2763, Backward time: 3.1035, DDP time: 0.0054, Total iter time: 5.0496 [2020-11-06 06:14:08,033][root][INFO] - ===> Epoch[368](9556/26): Loss -0.0190, Sem 0.1208, dir -0.4676, norm 0.3278, swav 0.0000 LR: 6.074e-03 Score 96.055 Data time: 0.2117, Forward time: 2.2763, Backward time: 3.1034, DDP time: 0.0054, Total iter time: 5.4512 [2020-11-06 06:14:13,783][root][INFO] - ===> Epoch[368](9557/26): Loss 0.0238, Sem 0.1062, dir -0.5031, norm 0.4207, swav 0.0000 LR: 6.062e-03 Score 96.492 Data time: 0.2069, Forward time: 2.2763, Backward time: 3.1035, DDP time: 0.0054, Total iter time: 5.6408 [2020-11-06 06:14:19,638][root][INFO] - ===> Epoch[368](9558/26): Loss -0.0190, Sem 0.1053, dir -0.5010, norm 0.3767, swav 0.0000 LR: 6.050e-03 Score 96.816 Data time: 0.2415, Forward time: 2.2763, Backward time: 3.1034, DDP time: 0.0054, Total iter time: 5.7489 [2020-11-06 06:14:25,489][root][INFO] - ===> Epoch[368](9559/26): Loss -0.0203, Sem 0.1058, dir -0.5099, norm 0.3839, swav 0.0000 LR: 6.037e-03 Score 96.160 Data time: 0.2133, Forward time: 2.2763, Backward time: 3.1034, DDP time: 0.0054, Total iter time: 5.6996 [2020-11-06 06:14:31,631][root][INFO] - ===> Epoch[368](9560/26): Loss 0.1370, Sem 0.1606, dir -0.4585, norm 0.4348, swav 0.0000 LR: 6.025e-03 Score 94.845 Data time: 0.2530, Forward time: 2.2763, Backward time: 3.1034, DDP time: 0.0054, Total iter time: 6.0063 [2020-11-06 06:14:37,045][root][INFO] - ===> Epoch[368](9561/26): Loss -0.0022, Sem 0.1074, dir -0.5280, norm 0.4184, swav 0.0000 LR: 6.013e-03 Score 96.576 Data time: 0.2560, Forward time: 2.2764, Backward time: 3.1034, DDP time: 0.0054, Total iter time: 5.2743 [2020-11-06 06:14:42,268][root][INFO] - ===> Epoch[368](9562/26): Loss -0.0300, Sem 0.0917, dir -0.4693, norm 0.3475, swav 0.0000 LR: 6.000e-03 Score 97.420 Data time: 0.2046, Forward time: 2.2764, Backward time: 3.1033, DDP time: 0.0054, Total iter time: 5.0755 [2020-11-06 06:14:47,941][root][INFO] - ===> Epoch[368](9563/26): Loss 0.0549, Sem 0.1485, dir -0.4591, norm 0.3655, swav 0.0000 LR: 5.988e-03 Score 96.027 Data time: 0.2121, Forward time: 2.2764, Backward time: 3.1033, DDP time: 0.0054, Total iter time: 5.5587 [2020-11-06 06:14:54,215][root][INFO] - ===> Epoch[368](9564/26): Loss 0.0887, Sem 0.1317, dir -0.4529, norm 0.4098, swav 0.0000 LR: 5.976e-03 Score 96.294 Data time: 0.2808, Forward time: 2.2764, Backward time: 3.1033, DDP time: 0.0054, Total iter time: 6.1611 [2020-11-06 06:15:00,281][root][INFO] - ===> Epoch[368](9565/26): Loss 0.0445, Sem 0.1175, dir -0.4239, norm 0.3510, swav 0.0000 LR: 5.963e-03 Score 96.186 Data time: 0.2935, Forward time: 2.2765, Backward time: 3.1032, DDP time: 0.0054, Total iter time: 5.9323 [2020-11-06 06:15:05,388][root][INFO] - ===> Epoch[368](9566/26): Loss -0.0034, Sem 0.1295, dir -0.5066, norm 0.3737, swav 0.0000 LR: 5.951e-03 Score 95.356 Data time: 0.2059, Forward time: 2.2765, Backward time: 3.1032, DDP time: 0.0054, Total iter time: 4.9768 [2020-11-06 06:15:10,938][root][INFO] - ===> Epoch[368](9567/26): Loss 0.0146, Sem 0.1024, dir -0.4781, norm 0.3902, swav 0.0000 LR: 5.939e-03 Score 95.827 Data time: 0.2384, Forward time: 2.2765, Backward time: 3.1031, DDP time: 0.0054, Total iter time: 5.4398 [2020-11-06 06:15:18,310][root][INFO] - ===> Epoch[368](9568/26): Loss 0.0690, Sem 0.1529, dir -0.4522, norm 0.3683, swav 0.0000 LR: 5.927e-03 Score 95.351 Data time: 0.2708, Forward time: 2.2766, Backward time: 3.1032, DDP time: 0.0054, Total iter time: 7.2323 [2020-11-06 06:15:24,238][root][INFO] - ===> Epoch[369](9569/26): Loss 0.1044, Sem 0.1439, dir -0.4223, norm 0.3828, swav 0.0000 LR: 5.914e-03 Score 95.924 Data time: 0.1691, Forward time: 2.2765, Backward time: 3.1033, DDP time: 0.0054, Total iter time: 5.7858 [2020-11-06 06:15:29,000][root][INFO] - ===> Epoch[369](9570/26): Loss 0.0464, Sem 0.0992, dir -0.4403, norm 0.3875, swav 0.0000 LR: 5.902e-03 Score 96.879 Data time: 0.1791, Forward time: 2.2765, Backward time: 3.1032, DDP time: 0.0054, Total iter time: 4.6539 [2020-11-06 06:15:33,776][root][INFO] - ===> Epoch[369](9571/26): Loss -0.0043, Sem 0.0950, dir -0.4359, norm 0.3365, swav 0.0000 LR: 5.890e-03 Score 95.781 Data time: 0.1814, Forward time: 2.2765, Backward time: 3.1032, DDP time: 0.0054, Total iter time: 4.6619 [2020-11-06 06:15:39,069][root][INFO] - ===> Epoch[369](9572/26): Loss 0.0073, Sem 0.0703, dir -0.4137, norm 0.3507, swav 0.0000 LR: 5.877e-03 Score 97.323 Data time: 0.2689, Forward time: 2.2765, Backward time: 3.1031, DDP time: 0.0054, Total iter time: 5.1881 [2020-11-06 06:15:44,708][root][INFO] - ===> Epoch[369](9573/26): Loss 0.0842, Sem 0.1153, dir -0.4324, norm 0.4013, swav 0.0000 LR: 5.865e-03 Score 97.041 Data time: 0.2656, Forward time: 2.2765, Backward time: 3.1030, DDP time: 0.0054, Total iter time: 5.5012 [2020-11-06 06:15:51,236][root][INFO] - ===> Epoch[369](9574/26): Loss -0.0269, Sem 0.1088, dir -0.5167, norm 0.3811, swav 0.0000 LR: 5.853e-03 Score 96.352 Data time: 0.2283, Forward time: 2.2766, Backward time: 3.1030, DDP time: 0.0054, Total iter time: 6.3977 [2020-11-06 06:15:57,033][root][INFO] - ===> Epoch[369](9575/26): Loss 0.0172, Sem 0.1175, dir -0.4746, norm 0.3743, swav 0.0000 LR: 5.840e-03 Score 95.972 Data time: 0.2201, Forward time: 2.2765, Backward time: 3.1031, DDP time: 0.0054, Total iter time: 5.6728 [2020-11-06 06:16:03,688][root][INFO] - ===> Epoch[369](9576/26): Loss 0.0134, Sem 0.1166, dir -0.5258, norm 0.4226, swav 0.0000 LR: 5.828e-03 Score 96.737 Data time: 0.1865, Forward time: 2.2765, Backward time: 3.1032, DDP time: 0.0054, Total iter time: 6.5467 [2020-11-06 06:16:10,088][root][INFO] - ===> Epoch[369](9577/26): Loss 0.0316, Sem 0.1284, dir -0.4346, norm 0.3377, swav 0.0000 LR: 5.816e-03 Score 95.595 Data time: 0.1890, Forward time: 2.2765, Backward time: 3.1033, DDP time: 0.0054, Total iter time: 6.2951 [2020-11-06 06:16:15,874][root][INFO] - ===> Epoch[369](9578/26): Loss 0.0169, Sem 0.1085, dir -0.5046, norm 0.4131, swav 0.0000 LR: 5.803e-03 Score 96.331 Data time: 0.2303, Forward time: 2.2765, Backward time: 3.1033, DDP time: 0.0054, Total iter time: 5.6757 [2020-11-06 06:16:22,007][root][INFO] - ===> Epoch[369](9579/26): Loss 0.0369, Sem 0.1247, dir -0.4748, norm 0.3870, swav 0.0000 LR: 5.791e-03 Score 96.532 Data time: 0.1626, Forward time: 2.2764, Backward time: 3.1034, DDP time: 0.0054, Total iter time: 5.9946 [2020-11-06 06:16:27,967][root][INFO] - ===> Epoch[369](9580/26): Loss 0.0258, Sem 0.0938, dir -0.4780, norm 0.4100, swav 0.0000 LR: 5.778e-03 Score 96.524 Data time: 0.2869, Forward time: 2.2765, Backward time: 3.1033, DDP time: 0.0054, Total iter time: 5.8637 [2020-11-06 06:16:34,279][root][INFO] - ===> Epoch[369](9581/26): Loss -0.0042, Sem 0.0899, dir -0.4975, norm 0.4034, swav 0.0000 LR: 5.766e-03 Score 97.177 Data time: 0.3095, Forward time: 2.2766, Backward time: 3.1033, DDP time: 0.0054, Total iter time: 6.1838 [2020-11-06 06:16:39,693][root][INFO] - ===> Epoch[369](9582/26): Loss 0.0220, Sem 0.1111, dir -0.4929, norm 0.4038, swav 0.0000 LR: 5.754e-03 Score 96.827 Data time: 0.2242, Forward time: 2.2766, Backward time: 3.1032, DDP time: 0.0054, Total iter time: 5.2747 [2020-11-06 06:16:45,884][root][INFO] - ===> Epoch[369](9583/26): Loss 0.0378, Sem 0.1058, dir -0.3993, norm 0.3313, swav 0.0000 LR: 5.741e-03 Score 97.133 Data time: 0.3115, Forward time: 2.2767, Backward time: 3.1032, DDP time: 0.0054, Total iter time: 6.0601 [2020-11-06 06:16:50,521][root][INFO] - ===> Epoch[369](9584/26): Loss 0.0322, Sem 0.1225, dir -0.4546, norm 0.3643, swav 0.0000 LR: 5.729e-03 Score 96.520 Data time: 0.2078, Forward time: 2.2767, Backward time: 3.1031, DDP time: 0.0054, Total iter time: 4.5136 [2020-11-06 06:16:56,184][root][INFO] - ===> Epoch[369](9585/26): Loss 0.0161, Sem 0.1163, dir -0.4770, norm 0.3768, swav 0.0000 LR: 5.717e-03 Score 96.025 Data time: 0.1042, Forward time: 2.2766, Backward time: 3.1032, DDP time: 0.0054, Total iter time: 5.5582 [2020-11-06 06:17:02,669][root][INFO] - ===> Epoch[369](9586/26): Loss -0.0545, Sem 0.0792, dir -0.4743, norm 0.3407, swav 0.0000 LR: 5.704e-03 Score 97.648 Data time: 0.1362, Forward time: 2.2765, Backward time: 3.1033, DDP time: 0.0054, Total iter time: 6.4296 [2020-11-06 06:17:08,649][root][INFO] - ===> Epoch[369](9587/26): Loss 0.0850, Sem 0.1280, dir -0.4687, norm 0.4258, swav 0.0000 LR: 5.692e-03 Score 95.857 Data time: 0.2238, Forward time: 2.2764, Backward time: 3.1034, DDP time: 0.0054, Total iter time: 5.9013 [2020-11-06 06:17:15,129][root][INFO] - ===> Epoch[369](9588/26): Loss 0.0796, Sem 0.1335, dir -0.5163, norm 0.4623, swav 0.0000 LR: 5.680e-03 Score 96.408 Data time: 0.2038, Forward time: 2.2764, Backward time: 3.1035, DDP time: 0.0054, Total iter time: 6.3686 [2020-11-06 06:17:20,581][root][INFO] - ===> Epoch[369](9589/26): Loss 0.0251, Sem 0.1131, dir -0.4715, norm 0.3835, swav 0.0000 LR: 5.667e-03 Score 96.842 Data time: 0.1739, Forward time: 2.2764, Backward time: 3.1035, DDP time: 0.0054, Total iter time: 5.3260 [2020-11-06 06:17:26,081][root][INFO] - ===> Epoch[369](9590/26): Loss 0.0511, Sem 0.1287, dir -0.4670, norm 0.3893, swav 0.0000 LR: 5.655e-03 Score 96.011 Data time: 0.2100, Forward time: 2.2764, Backward time: 3.1035, DDP time: 0.0054, Total iter time: 5.4032 [2020-11-06 06:17:33,510][root][INFO] - ===> Epoch[369](9591/26): Loss 0.0541, Sem 0.1541, dir -0.4675, norm 0.3674, swav 0.0000 LR: 5.642e-03 Score 95.258 Data time: 0.1726, Forward time: 2.2763, Backward time: 3.1037, DDP time: 0.0054, Total iter time: 7.3018 [2020-11-06 06:17:39,229][root][INFO] - ===> Epoch[369](9592/26): Loss -0.0193, Sem 0.0906, dir -0.4555, norm 0.3456, swav 0.0000 LR: 5.630e-03 Score 97.434 Data time: 0.2004, Forward time: 2.2763, Backward time: 3.1037, DDP time: 0.0054, Total iter time: 5.6268 [2020-11-06 06:17:44,437][root][INFO] - ===> Epoch[369](9593/26): Loss 0.0260, Sem 0.1196, dir -0.4398, norm 0.3463, swav 0.0000 LR: 5.618e-03 Score 96.345 Data time: 0.1492, Forward time: 2.2762, Backward time: 3.1037, DDP time: 0.0054, Total iter time: 5.0887 [2020-11-06 06:17:51,337][root][INFO] - ===> Epoch[369](9594/26): Loss 0.0340, Sem 0.1106, dir -0.4650, norm 0.3884, swav 0.0000 LR: 5.605e-03 Score 96.398 Data time: 0.2673, Forward time: 2.2763, Backward time: 3.1038, DDP time: 0.0054, Total iter time: 6.8218 [2020-11-06 06:17:57,286][root][INFO] - ===> Epoch[370](9595/26): Loss 0.0482, Sem 0.1114, dir -0.4667, norm 0.4035, swav 0.0000 LR: 5.593e-03 Score 95.921 Data time: 0.2754, Forward time: 2.2763, Backward time: 3.1037, DDP time: 0.0054, Total iter time: 5.8247 [2020-11-06 06:18:02,594][root][INFO] - ===> Epoch[370](9596/26): Loss 0.0752, Sem 0.1063, dir -0.4220, norm 0.3909, swav 0.0000 LR: 5.580e-03 Score 96.848 Data time: 0.2734, Forward time: 2.2764, Backward time: 3.1036, DDP time: 0.0054, Total iter time: 5.1801 [2020-11-06 06:18:08,441][root][INFO] - ===> Epoch[370](9597/26): Loss 0.0685, Sem 0.1578, dir -0.4669, norm 0.3776, swav 0.0000 LR: 5.568e-03 Score 95.011 Data time: 0.1731, Forward time: 2.2763, Backward time: 3.1037, DDP time: 0.0054, Total iter time: 5.7196 [2020-11-06 06:18:14,778][root][INFO] - ===> Epoch[370](9598/26): Loss 0.0297, Sem 0.1027, dir -0.4291, norm 0.3561, swav 0.0000 LR: 5.556e-03 Score 96.478 Data time: 0.2593, Forward time: 2.2764, Backward time: 3.1037, DDP time: 0.0054, Total iter time: 6.2449 [2020-11-06 06:18:20,082][root][INFO] - ===> Epoch[370](9599/26): Loss 0.0423, Sem 0.1236, dir -0.4771, norm 0.3958, swav 0.0000 LR: 5.543e-03 Score 95.883 Data time: 0.1697, Forward time: 2.2764, Backward time: 3.1037, DDP time: 0.0054, Total iter time: 5.1819 [2020-11-06 06:18:24,957][root][INFO] - ===> Epoch[370](9600/26): Loss 0.0525, Sem 0.1368, dir -0.4816, norm 0.3973, swav 0.0000 LR: 5.531e-03 Score 95.392 Data time: 0.2106, Forward time: 2.2763, Backward time: 3.1036, DDP time: 0.0054, Total iter time: 4.8241 [2020-11-06 06:18:29,745][root][INFO] - ===> Epoch[370](9601/26): Loss 0.0700, Sem 0.1487, dir -0.5122, norm 0.4336, swav 0.0000 LR: 5.518e-03 Score 95.532 Data time: 0.2177, Forward time: 2.2763, Backward time: 3.1035, DDP time: 0.0054, Total iter time: 4.6612 [2020-11-06 06:18:35,455][root][INFO] - ===> Epoch[370](9602/26): Loss 0.0937, Sem 0.1482, dir -0.5023, norm 0.4478, swav 0.0000 LR: 5.506e-03 Score 95.300 Data time: 0.1897, Forward time: 2.2763, Backward time: 3.1035, DDP time: 0.0054, Total iter time: 5.5873 [2020-11-06 06:18:40,616][root][INFO] - ===> Epoch[370](9603/26): Loss 0.0282, Sem 0.1339, dir -0.4309, norm 0.3252, swav 0.0000 LR: 5.494e-03 Score 95.725 Data time: 0.2222, Forward time: 2.2763, Backward time: 3.1035, DDP time: 0.0054, Total iter time: 5.0691 [2020-11-06 06:18:46,511][root][INFO] - ===> Epoch[370](9604/26): Loss 0.0062, Sem 0.1193, dir -0.5304, norm 0.4173, swav 0.0000 LR: 5.481e-03 Score 96.147 Data time: 0.2432, Forward time: 2.2764, Backward time: 3.1034, DDP time: 0.0054, Total iter time: 5.7779 [2020-11-06 06:18:52,667][root][INFO] - ===> Epoch[370](9605/26): Loss 0.0163, Sem 0.1182, dir -0.4699, norm 0.3680, swav 0.0000 LR: 5.469e-03 Score 96.418 Data time: 0.1535, Forward time: 2.2763, Backward time: 3.1035, DDP time: 0.0054, Total iter time: 6.0175 [2020-11-06 06:18:57,354][root][INFO] - ===> Epoch[370](9606/26): Loss -0.0296, Sem 0.1197, dir -0.5146, norm 0.3653, swav 0.0000 LR: 5.456e-03 Score 96.242 Data time: 0.1728, Forward time: 2.2763, Backward time: 3.1035, DDP time: 0.0054, Total iter time: 4.6293 [2020-11-06 06:19:03,689][root][INFO] - ===> Epoch[370](9607/26): Loss 0.0446, Sem 0.1213, dir -0.4518, norm 0.3751, swav 0.0000 LR: 5.444e-03 Score 96.029 Data time: 0.1314, Forward time: 2.2762, Backward time: 3.1036, DDP time: 0.0054, Total iter time: 6.2261 [2020-11-06 06:19:09,303][root][INFO] - ===> Epoch[370](9608/26): Loss 0.1035, Sem 0.1443, dir -0.4765, norm 0.4357, swav 0.0000 LR: 5.431e-03 Score 95.976 Data time: 0.2281, Forward time: 2.2762, Backward time: 3.1036, DDP time: 0.0054, Total iter time: 5.5211 [2020-11-06 06:19:14,841][root][INFO] - ===> Epoch[370](9609/26): Loss -0.0662, Sem 0.1000, dir -0.5559, norm 0.3896, swav 0.0000 LR: 5.419e-03 Score 96.429 Data time: 0.1840, Forward time: 2.2761, Backward time: 3.1036, DDP time: 0.0054, Total iter time: 5.3983 [2020-11-06 06:19:20,451][root][INFO] - ===> Epoch[370](9610/26): Loss 0.0784, Sem 0.1041, dir -0.4596, norm 0.4339, swav 0.0000 LR: 5.407e-03 Score 96.400 Data time: 0.3048, Forward time: 2.2762, Backward time: 3.1035, DDP time: 0.0054, Total iter time: 5.5140 [2020-11-06 06:19:26,586][root][INFO] - ===> Epoch[370](9611/26): Loss 0.0150, Sem 0.1237, dir -0.4905, norm 0.3817, swav 0.0000 LR: 5.394e-03 Score 96.867 Data time: 0.1900, Forward time: 2.2762, Backward time: 3.1036, DDP time: 0.0054, Total iter time: 6.0167 [2020-11-06 06:19:32,736][root][INFO] - ===> Epoch[370](9612/26): Loss -0.0196, Sem 0.0888, dir -0.4363, norm 0.3278, swav 0.0000 LR: 5.382e-03 Score 97.549 Data time: 0.2688, Forward time: 2.2762, Backward time: 3.1036, DDP time: 0.0054, Total iter time: 6.0317 [2020-11-06 06:19:38,705][root][INFO] - ===> Epoch[370](9613/26): Loss 0.0421, Sem 0.1353, dir -0.4557, norm 0.3625, swav 0.0000 LR: 5.369e-03 Score 95.728 Data time: 0.2770, Forward time: 2.2763, Backward time: 3.1035, DDP time: 0.0054, Total iter time: 5.8522 [2020-11-06 06:19:44,163][root][INFO] - ===> Epoch[370](9614/26): Loss -0.0247, Sem 0.0976, dir -0.5099, norm 0.3877, swav 0.0000 LR: 5.357e-03 Score 96.129 Data time: 0.2013, Forward time: 2.2762, Backward time: 3.1035, DDP time: 0.0054, Total iter time: 5.3191 [2020-11-06 06:19:49,758][root][INFO] - ===> Epoch[370](9615/26): Loss 0.0354, Sem 0.1205, dir -0.4815, norm 0.3964, swav 0.0000 LR: 5.344e-03 Score 97.033 Data time: 0.2141, Forward time: 2.2762, Backward time: 3.1035, DDP time: 0.0054, Total iter time: 5.5039 [2020-11-06 06:19:56,106][root][INFO] - ===> Epoch[370](9616/26): Loss -0.0071, Sem 0.1155, dir -0.4550, norm 0.3325, swav 0.0000 LR: 5.332e-03 Score 96.262 Data time: 0.2143, Forward time: 2.2762, Backward time: 3.1036, DDP time: 0.0054, Total iter time: 6.2257 [2020-11-06 06:20:00,976][root][INFO] - ===> Epoch[370](9617/26): Loss 0.0249, Sem 0.1056, dir -0.4608, norm 0.3801, swav 0.0000 LR: 5.319e-03 Score 96.834 Data time: 0.2290, Forward time: 2.2762, Backward time: 3.1035, DDP time: 0.0054, Total iter time: 4.7672 [2020-11-06 06:20:06,730][root][INFO] - ===> Epoch[370](9618/26): Loss -0.0140, Sem 0.0924, dir -0.4723, norm 0.3659, swav 0.0000 LR: 5.307e-03 Score 96.887 Data time: 0.2739, Forward time: 2.2763, Backward time: 3.1034, DDP time: 0.0054, Total iter time: 5.6400 [2020-11-06 06:20:12,960][root][INFO] - ===> Epoch[370](9619/26): Loss 0.1055, Sem 0.1217, dir -0.4097, norm 0.3936, swav 0.0000 LR: 5.294e-03 Score 96.160 Data time: 0.2038, Forward time: 2.2763, Backward time: 3.1034, DDP time: 0.0054, Total iter time: 6.1070 [2020-11-06 06:20:19,565][root][INFO] - ===> Epoch[370](9620/26): Loss 0.0547, Sem 0.1195, dir -0.4211, norm 0.3563, swav 0.0000 LR: 5.282e-03 Score 96.633 Data time: 0.2172, Forward time: 2.2763, Backward time: 3.1035, DDP time: 0.0054, Total iter time: 6.4861 [2020-11-06 06:20:25,445][root][INFO] - ===> Epoch[371](9621/26): Loss 0.0370, Sem 0.1132, dir -0.4897, norm 0.4135, swav 0.0000 LR: 5.269e-03 Score 96.809 Data time: 0.2485, Forward time: 2.2764, Backward time: 3.1035, DDP time: 0.0054, Total iter time: 5.7609 [2020-11-06 06:20:30,289][root][INFO] - ===> Epoch[371](9622/26): Loss 0.0420, Sem 0.1645, dir -0.4814, norm 0.3588, swav 0.0000 LR: 5.257e-03 Score 95.359 Data time: 0.1878, Forward time: 2.2763, Backward time: 3.1034, DDP time: 0.0054, Total iter time: 4.7048 [2020-11-06 06:20:36,389][root][INFO] - ===> Epoch[371](9623/26): Loss -0.0456, Sem 0.1129, dir -0.5680, norm 0.4095, swav 0.0000 LR: 5.244e-03 Score 96.293 Data time: 0.1776, Forward time: 2.2763, Backward time: 3.1035, DDP time: 0.0054, Total iter time: 5.9826 [2020-11-06 06:20:41,011][root][INFO] - ===> Epoch[371](9624/26): Loss 0.0369, Sem 0.1172, dir -0.4563, norm 0.3761, swav 0.0000 LR: 5.232e-03 Score 96.215 Data time: 0.1977, Forward time: 2.2763, Backward time: 3.1034, DDP time: 0.0054, Total iter time: 4.5175 [2020-11-06 06:20:46,965][root][INFO] - ===> Epoch[371](9625/26): Loss 0.0352, Sem 0.1321, dir -0.4432, norm 0.3463, swav 0.0000 LR: 5.220e-03 Score 95.855 Data time: 0.1687, Forward time: 2.2762, Backward time: 3.1035, DDP time: 0.0054, Total iter time: 5.8485 [2020-11-06 06:20:53,325][root][INFO] - ===> Epoch[371](9626/26): Loss 0.0311, Sem 0.1439, dir -0.4590, norm 0.3462, swav 0.0000 LR: 5.207e-03 Score 95.459 Data time: 0.1967, Forward time: 2.2762, Backward time: 3.1036, DDP time: 0.0054, Total iter time: 6.2780 [2020-11-06 06:20:57,931][root][INFO] - ===> Epoch[371](9627/26): Loss 0.0060, Sem 0.0871, dir -0.4803, norm 0.3992, swav 0.0000 LR: 5.195e-03 Score 97.432 Data time: 0.2530, Forward time: 2.2762, Backward time: 3.1034, DDP time: 0.0054, Total iter time: 4.5028 [2020-11-06 06:21:04,390][root][INFO] - ===> Epoch[371](9628/26): Loss 0.0788, Sem 0.1178, dir -0.4225, norm 0.3835, swav 0.0000 LR: 5.182e-03 Score 95.917 Data time: 0.3310, Forward time: 2.2763, Backward time: 3.1034, DDP time: 0.0054, Total iter time: 6.3653 [2020-11-06 06:21:11,468][root][INFO] - ===> Epoch[371](9629/26): Loss 0.1137, Sem 0.1582, dir -0.4712, norm 0.4266, swav 0.0000 LR: 5.170e-03 Score 95.689 Data time: 0.3271, Forward time: 2.2764, Backward time: 3.1034, DDP time: 0.0054, Total iter time: 6.9360 [2020-11-06 06:21:17,338][root][INFO] - ===> Epoch[371](9630/26): Loss 0.0360, Sem 0.1212, dir -0.4308, norm 0.3457, swav 0.0000 LR: 5.157e-03 Score 96.572 Data time: 0.1970, Forward time: 2.2764, Backward time: 3.1034, DDP time: 0.0054, Total iter time: 5.7376 [2020-11-06 06:21:23,047][root][INFO] - ===> Epoch[371](9631/26): Loss 0.0577, Sem 0.1432, dir -0.5268, norm 0.4413, swav 0.0000 LR: 5.144e-03 Score 96.139 Data time: 0.1671, Forward time: 2.2763, Backward time: 3.1035, DDP time: 0.0054, Total iter time: 5.6009 [2020-11-06 06:21:29,260][root][INFO] - ===> Epoch[371](9632/26): Loss 0.1203, Sem 0.1357, dir -0.4803, norm 0.4649, swav 0.0000 LR: 5.132e-03 Score 96.357 Data time: 0.2632, Forward time: 2.2764, Backward time: 3.1035, DDP time: 0.0054, Total iter time: 6.1686 [2020-11-06 06:21:34,641][root][INFO] - ===> Epoch[371](9633/26): Loss -0.0462, Sem 0.0907, dir -0.4871, norm 0.3502, swav 0.0000 LR: 5.119e-03 Score 97.454 Data time: 0.2612, Forward time: 2.2764, Backward time: 3.1034, DDP time: 0.0054, Total iter time: 5.2563 [2020-11-06 06:21:41,687][root][INFO] - ===> Epoch[371](9634/26): Loss 0.0019, Sem 0.1152, dir -0.4869, norm 0.3736, swav 0.0000 LR: 5.107e-03 Score 96.065 Data time: 0.2279, Forward time: 2.2764, Backward time: 3.1035, DDP time: 0.0054, Total iter time: 6.9395 [2020-11-06 06:21:48,274][root][INFO] - ===> Epoch[371](9635/26): Loss 0.0831, Sem 0.1134, dir -0.3954, norm 0.3651, swav 0.0000 LR: 5.094e-03 Score 96.379 Data time: 0.2377, Forward time: 2.2764, Backward time: 3.1036, DDP time: 0.0054, Total iter time: 6.4736 [2020-11-06 06:21:54,166][root][INFO] - ===> Epoch[371](9636/26): Loss 0.0843, Sem 0.1384, dir -0.4375, norm 0.3834, swav 0.0000 LR: 5.082e-03 Score 95.817 Data time: 0.2394, Forward time: 2.2765, Backward time: 3.1035, DDP time: 0.0054, Total iter time: 5.7583 [2020-11-06 06:21:59,815][root][INFO] - ===> Epoch[371](9637/26): Loss -0.0005, Sem 0.1130, dir -0.4719, norm 0.3585, swav 0.0000 LR: 5.069e-03 Score 96.128 Data time: 0.1663, Forward time: 2.2764, Backward time: 3.1036, DDP time: 0.0054, Total iter time: 5.5301 [2020-11-06 06:22:05,349][root][INFO] - ===> Epoch[371](9638/26): Loss 0.0269, Sem 0.1360, dir -0.5018, norm 0.3928, swav 0.0000 LR: 5.057e-03 Score 95.633 Data time: 0.2672, Forward time: 2.2765, Backward time: 3.1035, DDP time: 0.0054, Total iter time: 5.4507 [2020-11-06 06:22:10,710][root][INFO] - ===> Epoch[371](9639/26): Loss 0.0108, Sem 0.0844, dir -0.4342, norm 0.3605, swav 0.0000 LR: 5.044e-03 Score 97.715 Data time: 0.2431, Forward time: 2.2765, Backward time: 3.1034, DDP time: 0.0054, Total iter time: 5.2525 [2020-11-06 06:22:17,125][root][INFO] - ===> Epoch[371](9640/26): Loss 0.0297, Sem 0.1145, dir -0.4483, norm 0.3635, swav 0.0000 LR: 5.032e-03 Score 96.360 Data time: 0.2465, Forward time: 2.2766, Backward time: 3.1034, DDP time: 0.0054, Total iter time: 6.3056 [2020-11-06 06:22:22,788][root][INFO] - ===> Epoch[371](9641/26): Loss 0.0850, Sem 0.1224, dir -0.4924, norm 0.4550, swav 0.0000 LR: 5.019e-03 Score 95.913 Data time: 0.2191, Forward time: 2.2765, Backward time: 3.1034, DDP time: 0.0054, Total iter time: 5.5453 [2020-11-06 06:22:28,718][root][INFO] - ===> Epoch[371](9642/26): Loss 0.0703, Sem 0.1026, dir -0.4520, norm 0.4197, swav 0.0000 LR: 5.007e-03 Score 96.888 Data time: 0.2760, Forward time: 2.2766, Backward time: 3.1034, DDP time: 0.0054, Total iter time: 5.8039 [2020-11-06 06:22:35,032][root][INFO] - ===> Epoch[371](9643/26): Loss 0.0699, Sem 0.1424, dir -0.5100, norm 0.4375, swav 0.0000 LR: 4.994e-03 Score 95.459 Data time: 0.2382, Forward time: 2.2766, Backward time: 3.1034, DDP time: 0.0054, Total iter time: 6.1838 [2020-11-06 06:22:41,162][root][INFO] - ===> Epoch[371](9644/26): Loss -0.0135, Sem 0.0974, dir -0.4455, norm 0.3346, swav 0.0000 LR: 4.982e-03 Score 97.284 Data time: 0.2865, Forward time: 2.2767, Backward time: 3.1034, DDP time: 0.0054, Total iter time: 5.9959 [2020-11-06 06:22:47,622][root][INFO] - ===> Epoch[371](9645/26): Loss 0.0050, Sem 0.1198, dir -0.4597, norm 0.3449, swav 0.0000 LR: 4.969e-03 Score 96.478 Data time: 0.2651, Forward time: 2.2768, Backward time: 3.1033, DDP time: 0.0054, Total iter time: 6.3571 [2020-11-06 06:22:53,581][root][INFO] - ===> Epoch[371](9646/26): Loss 0.0488, Sem 0.1552, dir -0.5069, norm 0.4005, swav 0.0000 LR: 4.956e-03 Score 94.691 Data time: 0.1853, Forward time: 2.2768, Backward time: 3.1034, DDP time: 0.0054, Total iter time: 5.8371 [2020-11-06 06:23:00,117][root][INFO] - ===> Epoch[372](9647/26): Loss 0.0257, Sem 0.1122, dir -0.4627, norm 0.3762, swav 0.0000 LR: 4.944e-03 Score 96.472 Data time: 0.1559, Forward time: 2.2767, Backward time: 3.1035, DDP time: 0.0054, Total iter time: 6.4339 [2020-11-06 06:23:05,904][root][INFO] - ===> Epoch[372](9648/26): Loss -0.0288, Sem 0.1137, dir -0.4865, norm 0.3441, swav 0.0000 LR: 4.931e-03 Score 95.764 Data time: 0.1798, Forward time: 2.2767, Backward time: 3.1036, DDP time: 0.0054, Total iter time: 5.6955 [2020-11-06 06:23:11,052][root][INFO] - ===> Epoch[372](9649/26): Loss 0.0239, Sem 0.1245, dir -0.4179, norm 0.3173, swav 0.0000 LR: 4.919e-03 Score 96.346 Data time: 0.2276, Forward time: 2.2767, Backward time: 3.1035, DDP time: 0.0054, Total iter time: 5.0505 [2020-11-06 06:23:17,117][root][INFO] - ===> Epoch[372](9650/26): Loss -0.0611, Sem 0.1106, dir -0.5355, norm 0.3638, swav 0.0000 LR: 4.906e-03 Score 96.398 Data time: 0.2665, Forward time: 2.2767, Backward time: 3.1034, DDP time: 0.0054, Total iter time: 5.9481 [2020-11-06 06:23:22,929][root][INFO] - ===> Epoch[372](9651/26): Loss 0.0823, Sem 0.1377, dir -0.4118, norm 0.3564, swav 0.0000 LR: 4.894e-03 Score 95.587 Data time: 0.2175, Forward time: 2.2767, Backward time: 3.1034, DDP time: 0.0054, Total iter time: 5.6869 [2020-11-06 06:23:28,781][root][INFO] - ===> Epoch[372](9652/26): Loss 0.0350, Sem 0.1009, dir -0.4650, norm 0.3990, swav 0.0000 LR: 4.881e-03 Score 96.211 Data time: 0.2101, Forward time: 2.2767, Backward time: 3.1035, DDP time: 0.0054, Total iter time: 5.7500 [2020-11-06 06:23:34,156][root][INFO] - ===> Epoch[372](9653/26): Loss 0.0014, Sem 0.1025, dir -0.4578, norm 0.3567, swav 0.0000 LR: 4.868e-03 Score 96.672 Data time: 0.1997, Forward time: 2.2767, Backward time: 3.1034, DDP time: 0.0054, Total iter time: 5.2491 [2020-11-06 06:23:38,778][root][INFO] - ===> Epoch[372](9654/26): Loss 0.0121, Sem 0.1106, dir -0.4424, norm 0.3438, swav 0.0000 LR: 4.856e-03 Score 96.372 Data time: 0.1747, Forward time: 2.2767, Backward time: 3.1034, DDP time: 0.0054, Total iter time: 4.5083 [2020-11-06 06:23:44,303][root][INFO] - ===> Epoch[372](9655/26): Loss 0.0733, Sem 0.1450, dir -0.4669, norm 0.3952, swav 0.0000 LR: 4.843e-03 Score 96.054 Data time: 0.1682, Forward time: 2.2766, Backward time: 3.1034, DDP time: 0.0054, Total iter time: 5.4160 [2020-11-06 06:23:49,805][root][INFO] - ===> Epoch[372](9656/26): Loss -0.0218, Sem 0.1127, dir -0.4849, norm 0.3504, swav 0.0000 LR: 4.831e-03 Score 97.337 Data time: 0.2746, Forward time: 2.2767, Backward time: 3.1033, DDP time: 0.0054, Total iter time: 5.3950 [2020-11-06 06:23:56,059][root][INFO] - ===> Epoch[372](9657/26): Loss 0.0898, Sem 0.1250, dir -0.4552, norm 0.4200, swav 0.0000 LR: 4.818e-03 Score 95.772 Data time: 0.1619, Forward time: 2.2766, Backward time: 3.1034, DDP time: 0.0054, Total iter time: 6.1204 [2020-11-06 06:24:02,639][root][INFO] - ===> Epoch[372](9658/26): Loss 0.0572, Sem 0.1177, dir -0.4183, norm 0.3578, swav 0.0000 LR: 4.805e-03 Score 95.817 Data time: 0.2591, Forward time: 2.2767, Backward time: 3.1034, DDP time: 0.0054, Total iter time: 6.4641 [2020-11-06 06:24:09,682][root][INFO] - ===> Epoch[372](9659/26): Loss 0.0774, Sem 0.1189, dir -0.4307, norm 0.3893, swav 0.0000 LR: 4.793e-03 Score 95.282 Data time: 0.1980, Forward time: 2.2767, Backward time: 3.1036, DDP time: 0.0054, Total iter time: 6.9192 [2020-11-06 06:24:15,400][root][INFO] - ===> Epoch[372](9660/26): Loss -0.0285, Sem 0.0916, dir -0.4837, norm 0.3637, swav 0.0000 LR: 4.780e-03 Score 97.860 Data time: 0.1848, Forward time: 2.2766, Backward time: 3.1036, DDP time: 0.0054, Total iter time: 5.5875 [2020-11-06 06:24:20,422][root][INFO] - ===> Epoch[372](9661/26): Loss 0.0494, Sem 0.1328, dir -0.4733, norm 0.3899, swav 0.0000 LR: 4.768e-03 Score 95.591 Data time: 0.2075, Forward time: 2.2766, Backward time: 3.1035, DDP time: 0.0054, Total iter time: 4.9245 [2020-11-06 06:24:26,328][root][INFO] - ===> Epoch[372](9662/26): Loss 0.0820, Sem 0.1521, dir -0.4762, norm 0.4062, swav 0.0000 LR: 4.755e-03 Score 95.097 Data time: 0.2415, Forward time: 2.2766, Backward time: 3.1035, DDP time: 0.0054, Total iter time: 5.7864 [2020-11-06 06:24:31,179][root][INFO] - ===> Epoch[372](9663/26): Loss 0.0898, Sem 0.1456, dir -0.4258, norm 0.3700, swav 0.0000 LR: 4.742e-03 Score 95.874 Data time: 0.1932, Forward time: 2.2766, Backward time: 3.1034, DDP time: 0.0054, Total iter time: 4.7268 [2020-11-06 06:24:37,381][root][INFO] - ===> Epoch[372](9664/26): Loss 0.0435, Sem 0.1026, dir -0.4438, norm 0.3847, swav 0.0000 LR: 4.730e-03 Score 96.108 Data time: 0.2106, Forward time: 2.2766, Backward time: 3.1035, DDP time: 0.0054, Total iter time: 6.1037 [2020-11-06 06:24:42,409][root][INFO] - ===> Epoch[372](9665/26): Loss 0.0001, Sem 0.1245, dir -0.4707, norm 0.3463, swav 0.0000 LR: 4.717e-03 Score 95.970 Data time: 0.2061, Forward time: 2.2766, Backward time: 3.1034, DDP time: 0.0054, Total iter time: 4.8871 [2020-11-06 06:24:47,832][root][INFO] - ===> Epoch[372](9666/26): Loss 0.1220, Sem 0.1524, dir -0.4279, norm 0.3975, swav 0.0000 LR: 4.704e-03 Score 95.297 Data time: 0.2090, Forward time: 2.2766, Backward time: 3.1034, DDP time: 0.0054, Total iter time: 5.3227 [2020-11-06 06:24:53,295][root][INFO] - ===> Epoch[372](9667/26): Loss -0.0229, Sem 0.1093, dir -0.4980, norm 0.3659, swav 0.0000 LR: 4.692e-03 Score 96.028 Data time: 0.2189, Forward time: 2.2766, Backward time: 3.1034, DDP time: 0.0054, Total iter time: 5.3886 [2020-11-06 06:24:58,361][root][INFO] - ===> Epoch[372](9668/26): Loss 0.0314, Sem 0.1406, dir -0.4656, norm 0.3563, swav 0.0000 LR: 4.679e-03 Score 94.954 Data time: 0.1286, Forward time: 2.2765, Backward time: 3.1034, DDP time: 0.0054, Total iter time: 4.9402 [2020-11-06 06:25:02,744][root][INFO] - ===> Epoch[372](9669/26): Loss -0.0140, Sem 0.1095, dir -0.4988, norm 0.3753, swav 0.0000 LR: 4.666e-03 Score 96.643 Data time: 0.1790, Forward time: 2.2765, Backward time: 3.1033, DDP time: 0.0054, Total iter time: 4.2886 [2020-11-06 06:25:07,584][root][INFO] - ===> Epoch[372](9670/26): Loss -0.0125, Sem 0.0860, dir -0.4842, norm 0.3857, swav 0.0000 LR: 4.654e-03 Score 97.478 Data time: 0.2492, Forward time: 2.2765, Backward time: 3.1032, DDP time: 0.0054, Total iter time: 4.7401 [2020-11-06 06:25:14,208][root][INFO] - ===> Epoch[372](9671/26): Loss 0.0560, Sem 0.1162, dir -0.4404, norm 0.3801, swav 0.0000 LR: 4.641e-03 Score 96.878 Data time: 0.2408, Forward time: 2.2765, Backward time: 3.1033, DDP time: 0.0054, Total iter time: 6.5119 [2020-11-06 06:25:19,550][root][INFO] - ===> Epoch[372](9672/26): Loss -0.0243, Sem 0.1181, dir -0.4851, norm 0.3427, swav 0.0000 LR: 4.628e-03 Score 96.319 Data time: 0.1276, Forward time: 2.2764, Backward time: 3.1033, DDP time: 0.0054, Total iter time: 5.1872 [2020-11-06 06:25:24,920][root][INFO] - ===> Epoch[373](9673/26): Loss 0.0602, Sem 0.0982, dir -0.4221, norm 0.3841, swav 0.0000 LR: 4.616e-03 Score 97.225 Data time: 0.1794, Forward time: 2.2764, Backward time: 3.1033, DDP time: 0.0054, Total iter time: 5.3254 [2020-11-06 06:25:30,934][root][INFO] - ===> Epoch[373](9674/26): Loss 0.0792, Sem 0.1568, dir -0.4839, norm 0.4062, swav 0.0000 LR: 4.603e-03 Score 95.226 Data time: 0.2142, Forward time: 2.2764, Backward time: 3.1033, DDP time: 0.0054, Total iter time: 5.9094 [2020-11-06 06:25:37,836][root][INFO] - ===> Epoch[373](9675/26): Loss 0.0163, Sem 0.0937, dir -0.4264, norm 0.3490, swav 0.0000 LR: 4.590e-03 Score 97.083 Data time: 0.2139, Forward time: 2.2764, Backward time: 3.1034, DDP time: 0.0054, Total iter time: 6.7892 [2020-11-06 06:25:43,829][root][INFO] - ===> Epoch[373](9676/26): Loss 0.0324, Sem 0.1467, dir -0.4587, norm 0.3445, swav 0.0000 LR: 4.578e-03 Score 95.511 Data time: 0.1777, Forward time: 2.2763, Backward time: 3.1035, DDP time: 0.0054, Total iter time: 5.8592 [2020-11-06 06:25:50,304][root][INFO] - ===> Epoch[373](9677/26): Loss 0.0343, Sem 0.1211, dir -0.5042, norm 0.4174, swav 0.0000 LR: 4.565e-03 Score 95.942 Data time: 0.2194, Forward time: 2.2763, Backward time: 3.1036, DDP time: 0.0054, Total iter time: 6.3562 [2020-11-06 06:25:54,474][root][INFO] - ===> Epoch[373](9678/26): Loss -0.0214, Sem 0.1181, dir -0.5280, norm 0.3886, swav 0.0000 LR: 4.552e-03 Score 95.849 Data time: 0.2184, Forward time: 2.2763, Backward time: 3.1034, DDP time: 0.0054, Total iter time: 4.0206 [2020-11-06 06:25:59,620][root][INFO] - ===> Epoch[373](9679/26): Loss 0.0772, Sem 0.1313, dir -0.4130, norm 0.3589, swav 0.0000 LR: 4.540e-03 Score 96.021 Data time: 0.1972, Forward time: 2.2763, Backward time: 3.1034, DDP time: 0.0054, Total iter time: 5.0553 [2020-11-06 06:26:05,103][root][INFO] - ===> Epoch[373](9680/26): Loss 0.0293, Sem 0.1300, dir -0.5084, norm 0.4077, swav 0.0000 LR: 4.527e-03 Score 96.100 Data time: 0.1434, Forward time: 2.2762, Backward time: 3.1035, DDP time: 0.0054, Total iter time: 5.3533 [2020-11-06 06:26:12,162][root][INFO] - ===> Epoch[373](9681/26): Loss 0.0226, Sem 0.0992, dir -0.4505, norm 0.3739, swav 0.0000 LR: 4.514e-03 Score 96.681 Data time: 0.2973, Forward time: 2.2763, Backward time: 3.1035, DDP time: 0.0054, Total iter time: 6.9730 [2020-11-06 06:26:18,089][root][INFO] - ===> Epoch[373](9682/26): Loss 0.0627, Sem 0.1311, dir -0.4536, norm 0.3852, swav 0.0000 LR: 4.502e-03 Score 94.820 Data time: 0.2489, Forward time: 2.2763, Backward time: 3.1035, DDP time: 0.0054, Total iter time: 5.7797 [2020-11-06 06:26:23,615][root][INFO] - ===> Epoch[373](9683/26): Loss 0.0586, Sem 0.0996, dir -0.4113, norm 0.3703, swav 0.0000 LR: 4.489e-03 Score 95.868 Data time: 0.2297, Forward time: 2.2763, Backward time: 3.1034, DDP time: 0.0054, Total iter time: 5.3865 [2020-11-06 06:26:30,105][root][INFO] - ===> Epoch[373](9684/26): Loss 0.0192, Sem 0.1385, dir -0.5169, norm 0.3975, swav 0.0000 LR: 4.476e-03 Score 95.540 Data time: 0.1544, Forward time: 2.2763, Backward time: 3.1036, DDP time: 0.0054, Total iter time: 6.3675 [2020-11-06 06:26:36,276][root][INFO] - ===> Epoch[373](9685/26): Loss 0.0623, Sem 0.0943, dir -0.4160, norm 0.3841, swav 0.0000 LR: 4.464e-03 Score 97.503 Data time: 0.2257, Forward time: 2.2763, Backward time: 3.1036, DDP time: 0.0054, Total iter time: 6.0690 [2020-11-06 06:26:41,480][root][INFO] - ===> Epoch[373](9686/26): Loss -0.0156, Sem 0.1161, dir -0.4859, norm 0.3542, swav 0.0000 LR: 4.451e-03 Score 96.655 Data time: 0.1837, Forward time: 2.2762, Backward time: 3.1036, DDP time: 0.0054, Total iter time: 5.0715 [2020-11-06 06:26:47,264][root][INFO] - ===> Epoch[373](9687/26): Loss 0.0502, Sem 0.1014, dir -0.4253, norm 0.3741, swav 0.0000 LR: 4.438e-03 Score 97.069 Data time: 0.2212, Forward time: 2.2762, Backward time: 3.1036, DDP time: 0.0054, Total iter time: 5.6775 [2020-11-06 06:26:53,565][root][INFO] - ===> Epoch[373](9688/26): Loss 0.0396, Sem 0.1125, dir -0.4440, norm 0.3711, swav 0.0000 LR: 4.425e-03 Score 96.025 Data time: 0.2305, Forward time: 2.2763, Backward time: 3.1036, DDP time: 0.0054, Total iter time: 6.1807 [2020-11-06 06:26:58,603][root][INFO] - ===> Epoch[373](9689/26): Loss 0.1250, Sem 0.1667, dir -0.4678, norm 0.4261, swav 0.0000 LR: 4.413e-03 Score 95.359 Data time: 0.1828, Forward time: 2.2762, Backward time: 3.1036, DDP time: 0.0054, Total iter time: 4.8788 [2020-11-06 06:27:04,968][root][INFO] - ===> Epoch[373](9690/26): Loss -0.0054, Sem 0.1041, dir -0.4697, norm 0.3601, swav 0.0000 LR: 4.400e-03 Score 96.713 Data time: 0.2102, Forward time: 2.2762, Backward time: 3.1036, DDP time: 0.0054, Total iter time: 6.2556 [2020-11-06 06:27:10,608][root][INFO] - ===> Epoch[373](9691/26): Loss -0.0356, Sem 0.0989, dir -0.4732, norm 0.3388, swav 0.0000 LR: 4.387e-03 Score 96.350 Data time: 0.2218, Forward time: 2.2762, Backward time: 3.1036, DDP time: 0.0054, Total iter time: 5.5200 [2020-11-06 06:27:15,615][root][INFO] - ===> Epoch[373](9692/26): Loss 0.0083, Sem 0.1426, dir -0.5269, norm 0.3925, swav 0.0000 LR: 4.374e-03 Score 95.602 Data time: 0.1640, Forward time: 2.2762, Backward time: 3.1036, DDP time: 0.0054, Total iter time: 4.8932 [2020-11-06 06:27:22,881][root][INFO] - ===> Epoch[373](9693/26): Loss -0.0056, Sem 0.1176, dir -0.4829, norm 0.3596, swav 0.0000 LR: 4.362e-03 Score 96.524 Data time: 0.2776, Forward time: 2.2762, Backward time: 3.1037, DDP time: 0.0054, Total iter time: 7.1526 [2020-11-06 06:27:29,875][root][INFO] - ===> Epoch[373](9694/26): Loss 0.0514, Sem 0.1332, dir -0.4640, norm 0.3822, swav 0.0000 LR: 4.349e-03 Score 95.257 Data time: 0.2385, Forward time: 2.2763, Backward time: 3.1038, DDP time: 0.0054, Total iter time: 6.8685 [2020-11-06 06:27:35,372][root][INFO] - ===> Epoch[373](9695/26): Loss 0.0550, Sem 0.1346, dir -0.4357, norm 0.3560, swav 0.0000 LR: 4.336e-03 Score 95.481 Data time: 0.1956, Forward time: 2.2763, Backward time: 3.1037, DDP time: 0.0054, Total iter time: 5.3649 [2020-11-06 06:27:41,291][root][INFO] - ===> Epoch[373](9696/26): Loss 0.0213, Sem 0.1074, dir -0.4485, norm 0.3624, swav 0.0000 LR: 4.323e-03 Score 95.981 Data time: 0.1743, Forward time: 2.2762, Backward time: 3.1038, DDP time: 0.0054, Total iter time: 5.7835 [2020-11-06 06:27:47,524][root][INFO] - ===> Epoch[373](9697/26): Loss 0.0730, Sem 0.1140, dir -0.4401, norm 0.3991, swav 0.0000 LR: 4.311e-03 Score 96.825 Data time: 0.2144, Forward time: 2.2762, Backward time: 3.1039, DDP time: 0.0054, Total iter time: 6.1159 [2020-11-06 06:27:52,521][root][INFO] - ===> Epoch[373](9698/26): Loss 0.0556, Sem 0.1186, dir -0.4180, norm 0.3550, swav 0.0000 LR: 4.298e-03 Score 95.707 Data time: 0.2014, Forward time: 2.2762, Backward time: 3.1038, DDP time: 0.0054, Total iter time: 4.8680 [2020-11-06 06:27:58,603][root][INFO] - ===> Epoch[374](9699/26): Loss 0.0098, Sem 0.0942, dir -0.4827, norm 0.3983, swav 0.0000 LR: 4.285e-03 Score 96.861 Data time: 0.2876, Forward time: 2.2762, Backward time: 3.1038, DDP time: 0.0054, Total iter time: 5.9748 [2020-11-06 06:28:04,828][root][INFO] - ===> Epoch[374](9700/26): Loss 0.0365, Sem 0.0934, dir -0.4644, norm 0.4074, swav 0.0000 LR: 4.272e-03 Score 97.136 Data time: 0.2659, Forward time: 2.2763, Backward time: 3.1038, DDP time: 0.0054, Total iter time: 6.0795 [2020-11-06 06:28:10,491][root][INFO] - ===> Epoch[374](9701/26): Loss 0.0329, Sem 0.1136, dir -0.4404, norm 0.3596, swav 0.0000 LR: 4.260e-03 Score 96.146 Data time: 0.2879, Forward time: 2.2763, Backward time: 3.1037, DDP time: 0.0054, Total iter time: 5.5453 [2020-11-06 06:28:15,812][root][INFO] - ===> Epoch[374](9702/26): Loss -0.0144, Sem 0.0947, dir -0.4729, norm 0.3638, swav 0.0000 LR: 4.247e-03 Score 96.162 Data time: 0.1224, Forward time: 2.2762, Backward time: 3.1038, DDP time: 0.0054, Total iter time: 5.2168 [2020-11-06 06:28:20,615][root][INFO] - ===> Epoch[374](9703/26): Loss 0.0893, Sem 0.1257, dir -0.4396, norm 0.4032, swav 0.0000 LR: 4.234e-03 Score 96.102 Data time: 0.1862, Forward time: 2.2762, Backward time: 3.1037, DDP time: 0.0054, Total iter time: 4.7549 [2020-11-06 06:28:26,604][root][INFO] - ===> Epoch[374](9704/26): Loss 0.0380, Sem 0.1114, dir -0.4592, norm 0.3858, swav 0.0000 LR: 4.221e-03 Score 96.223 Data time: 0.1736, Forward time: 2.2761, Backward time: 3.1038, DDP time: 0.0054, Total iter time: 5.9007 [2020-11-06 06:28:32,547][root][INFO] - ===> Epoch[374](9705/26): Loss 0.0305, Sem 0.1064, dir -0.4724, norm 0.3965, swav 0.0000 LR: 4.208e-03 Score 95.600 Data time: 0.1774, Forward time: 2.2761, Backward time: 3.1038, DDP time: 0.0054, Total iter time: 5.8589 [2020-11-06 06:28:38,023][root][INFO] - ===> Epoch[374](9706/26): Loss 0.0807, Sem 0.1315, dir -0.4551, norm 0.4043, swav 0.0000 LR: 4.196e-03 Score 95.627 Data time: 0.1881, Forward time: 2.2761, Backward time: 3.1038, DDP time: 0.0054, Total iter time: 5.3787 [2020-11-06 06:28:43,897][root][INFO] - ===> Epoch[374](9707/26): Loss -0.0021, Sem 0.0999, dir -0.4632, norm 0.3611, swav 0.0000 LR: 4.183e-03 Score 97.600 Data time: 0.1761, Forward time: 2.2760, Backward time: 3.1039, DDP time: 0.0054, Total iter time: 5.7517 [2020-11-06 06:28:48,748][root][INFO] - ===> Epoch[374](9708/26): Loss -0.0197, Sem 0.1233, dir -0.4867, norm 0.3437, swav 0.0000 LR: 4.170e-03 Score 96.024 Data time: 0.2309, Forward time: 2.2761, Backward time: 3.1038, DDP time: 0.0054, Total iter time: 4.7698 [2020-11-06 06:28:54,372][root][INFO] - ===> Epoch[374](9709/26): Loss 0.0197, Sem 0.1421, dir -0.4979, norm 0.3755, swav 0.0000 LR: 4.157e-03 Score 95.795 Data time: 0.1949, Forward time: 2.2760, Backward time: 3.1038, DDP time: 0.0054, Total iter time: 5.5018 [2020-11-06 06:28:59,623][root][INFO] - ===> Epoch[374](9710/26): Loss -0.0349, Sem 0.0969, dir -0.4927, norm 0.3609, swav 0.0000 LR: 4.144e-03 Score 97.228 Data time: 0.2278, Forward time: 2.2761, Backward time: 3.1037, DDP time: 0.0054, Total iter time: 5.1441 [2020-11-06 06:29:06,279][root][INFO] - ===> Epoch[374](9711/26): Loss 0.0470, Sem 0.1055, dir -0.4610, norm 0.4024, swav 0.0000 LR: 4.132e-03 Score 97.096 Data time: 0.2233, Forward time: 2.2761, Backward time: 3.1038, DDP time: 0.0054, Total iter time: 6.4928 [2020-11-06 06:29:12,871][root][INFO] - ===> Epoch[374](9712/26): Loss 0.0111, Sem 0.1020, dir -0.4743, norm 0.3833, swav 0.0000 LR: 4.119e-03 Score 96.807 Data time: 0.1813, Forward time: 2.2760, Backward time: 3.1039, DDP time: 0.0054, Total iter time: 6.4877 [2020-11-06 06:29:18,986][root][INFO] - ===> Epoch[374](9713/26): Loss 0.0374, Sem 0.1110, dir -0.4807, norm 0.4071, swav 0.0000 LR: 4.106e-03 Score 97.387 Data time: 0.2452, Forward time: 2.2760, Backward time: 3.1039, DDP time: 0.0054, Total iter time: 6.0112 [2020-11-06 06:29:24,123][root][INFO] - ===> Epoch[374](9714/26): Loss 0.0511, Sem 0.1147, dir -0.4546, norm 0.3910, swav 0.0000 LR: 4.093e-03 Score 96.580 Data time: 0.2039, Forward time: 2.2760, Backward time: 3.1039, DDP time: 0.0054, Total iter time: 5.0195 [2020-11-06 06:29:29,207][root][INFO] - ===> Epoch[374](9715/26): Loss -0.0218, Sem 0.1119, dir -0.4798, norm 0.3461, swav 0.0000 LR: 4.080e-03 Score 96.156 Data time: 0.2281, Forward time: 2.2760, Backward time: 3.1038, DDP time: 0.0054, Total iter time: 4.9644 [2020-11-06 06:29:34,525][root][INFO] - ===> Epoch[374](9716/26): Loss 0.0236, Sem 0.1364, dir -0.4355, norm 0.3228, swav 0.0000 LR: 4.067e-03 Score 95.774 Data time: 0.2007, Forward time: 2.2760, Backward time: 3.1038, DDP time: 0.0054, Total iter time: 5.2090 [2020-11-06 06:29:40,493][root][INFO] - ===> Epoch[374](9717/26): Loss 0.0121, Sem 0.1110, dir -0.4524, norm 0.3535, swav 0.0000 LR: 4.055e-03 Score 96.693 Data time: 0.3109, Forward time: 2.2761, Backward time: 3.1037, DDP time: 0.0054, Total iter time: 5.8549 [2020-11-06 06:29:47,088][root][INFO] - ===> Epoch[374](9718/26): Loss -0.0188, Sem 0.0926, dir -0.4860, norm 0.3746, swav 0.0000 LR: 4.042e-03 Score 97.324 Data time: 0.2199, Forward time: 2.2761, Backward time: 3.1038, DDP time: 0.0054, Total iter time: 6.4603 [2020-11-06 06:29:52,638][root][INFO] - ===> Epoch[374](9719/26): Loss -0.0033, Sem 0.0973, dir -0.4965, norm 0.3959, swav 0.0000 LR: 4.029e-03 Score 97.170 Data time: 0.1574, Forward time: 2.2760, Backward time: 3.1038, DDP time: 0.0054, Total iter time: 5.4381 [2020-11-06 06:29:58,412][root][INFO] - ===> Epoch[374](9720/26): Loss 0.1017, Sem 0.1555, dir -0.4135, norm 0.3598, swav 0.0000 LR: 4.016e-03 Score 95.024 Data time: 0.2712, Forward time: 2.2761, Backward time: 3.1038, DDP time: 0.0054, Total iter time: 5.6884 [2020-11-06 06:30:05,352][root][INFO] - ===> Epoch[374](9721/26): Loss 0.0504, Sem 0.1396, dir -0.4824, norm 0.3932, swav 0.0000 LR: 4.003e-03 Score 95.026 Data time: 0.3399, Forward time: 2.2762, Backward time: 3.1038, DDP time: 0.0054, Total iter time: 6.8212 [2020-11-06 06:30:10,420][root][INFO] - ===> Epoch[374](9722/26): Loss 0.0569, Sem 0.1210, dir -0.4187, norm 0.3546, swav 0.0000 LR: 3.990e-03 Score 95.737 Data time: 0.2020, Forward time: 2.2762, Backward time: 3.1037, DDP time: 0.0054, Total iter time: 4.9325 [2020-11-06 06:30:15,542][root][INFO] - ===> Epoch[374](9723/26): Loss 0.0482, Sem 0.1111, dir -0.4400, norm 0.3771, swav 0.0000 LR: 3.977e-03 Score 96.560 Data time: 0.1835, Forward time: 2.2761, Backward time: 3.1037, DDP time: 0.0054, Total iter time: 5.0026 [2020-11-06 06:30:21,035][root][INFO] - ===> Epoch[374](9724/26): Loss 0.0267, Sem 0.1349, dir -0.4989, norm 0.3908, swav 0.0000 LR: 3.965e-03 Score 95.684 Data time: 0.2595, Forward time: 2.2762, Backward time: 3.1036, DDP time: 0.0054, Total iter time: 5.3946 [2020-11-06 06:30:28,345][root][INFO] - ===> Epoch[375](9725/26): Loss 0.0562, Sem 0.1024, dir -0.4464, norm 0.4003, swav 0.0000 LR: 3.952e-03 Score 96.971 Data time: 0.3491, Forward time: 2.2763, Backward time: 3.1036, DDP time: 0.0054, Total iter time: 7.1764 [2020-11-06 06:30:34,674][root][INFO] - ===> Epoch[375](9726/26): Loss 0.0534, Sem 0.1566, dir -0.4530, norm 0.3498, swav 0.0000 LR: 3.939e-03 Score 95.452 Data time: 0.2156, Forward time: 2.2763, Backward time: 3.1037, DDP time: 0.0054, Total iter time: 6.1906 [2020-11-06 06:30:39,853][root][INFO] - ===> Epoch[375](9727/26): Loss 0.0531, Sem 0.1278, dir -0.4537, norm 0.3790, swav 0.0000 LR: 3.926e-03 Score 95.806 Data time: 0.1728, Forward time: 2.2763, Backward time: 3.1037, DDP time: 0.0054, Total iter time: 5.0227 [2020-11-06 06:30:45,597][root][INFO] - ===> Epoch[375](9728/26): Loss -0.0103, Sem 0.0954, dir -0.4441, norm 0.3384, swav 0.0000 LR: 3.913e-03 Score 96.797 Data time: 0.2209, Forward time: 2.2763, Backward time: 3.1036, DDP time: 0.0054, Total iter time: 5.6832 [2020-11-06 06:30:51,944][root][INFO] - ===> Epoch[375](9729/26): Loss 0.0489, Sem 0.1096, dir -0.4264, norm 0.3657, swav 0.0000 LR: 3.900e-03 Score 96.268 Data time: 0.1651, Forward time: 2.2762, Backward time: 3.1038, DDP time: 0.0054, Total iter time: 6.2175 [2020-11-06 06:30:58,258][root][INFO] - ===> Epoch[375](9730/26): Loss 0.0180, Sem 0.0981, dir -0.4517, norm 0.3715, swav 0.0000 LR: 3.887e-03 Score 96.969 Data time: 0.2035, Forward time: 2.2762, Backward time: 3.1038, DDP time: 0.0054, Total iter time: 6.2033 [2020-11-06 06:31:03,635][root][INFO] - ===> Epoch[375](9731/26): Loss -0.0631, Sem 0.0821, dir -0.4792, norm 0.3340, swav 0.0000 LR: 3.874e-03 Score 97.219 Data time: 0.2180, Forward time: 2.2762, Backward time: 3.1038, DDP time: 0.0054, Total iter time: 5.2575 [2020-11-06 06:31:10,030][root][INFO] - ===> Epoch[375](9732/26): Loss -0.0368, Sem 0.0868, dir -0.5040, norm 0.3804, swav 0.0000 LR: 3.861e-03 Score 97.436 Data time: 0.2313, Forward time: 2.2763, Backward time: 3.1038, DDP time: 0.0054, Total iter time: 6.2411 [2020-11-06 06:31:15,202][root][INFO] - ===> Epoch[375](9733/26): Loss -0.0142, Sem 0.0933, dir -0.4925, norm 0.3849, swav 0.0000 LR: 3.848e-03 Score 96.870 Data time: 0.2137, Forward time: 2.2763, Backward time: 3.1037, DDP time: 0.0054, Total iter time: 5.0424 [2020-11-06 06:31:20,889][root][INFO] - ===> Epoch[375](9734/26): Loss 0.0710, Sem 0.1433, dir -0.4857, norm 0.4135, swav 0.0000 LR: 3.835e-03 Score 96.415 Data time: 0.2157, Forward time: 2.2763, Backward time: 3.1037, DDP time: 0.0054, Total iter time: 5.5466 [2020-11-06 06:31:26,552][root][INFO] - ===> Epoch[375](9735/26): Loss 0.0332, Sem 0.1161, dir -0.4665, norm 0.3836, swav 0.0000 LR: 3.823e-03 Score 96.164 Data time: 0.1483, Forward time: 2.2762, Backward time: 3.1038, DDP time: 0.0054, Total iter time: 5.5414 [2020-11-06 06:31:32,276][root][INFO] - ===> Epoch[375](9736/26): Loss 0.1040, Sem 0.1069, dir -0.4368, norm 0.4339, swav 0.0000 LR: 3.810e-03 Score 96.503 Data time: 0.1609, Forward time: 2.2761, Backward time: 3.1038, DDP time: 0.0054, Total iter time: 5.6143 [2020-11-06 06:31:38,170][root][INFO] - ===> Epoch[375](9737/26): Loss 0.0712, Sem 0.1500, dir -0.4544, norm 0.3756, swav 0.0000 LR: 3.797e-03 Score 95.253 Data time: 0.2018, Forward time: 2.2761, Backward time: 3.1039, DDP time: 0.0054, Total iter time: 5.7760 [2020-11-06 06:31:43,595][root][INFO] - ===> Epoch[375](9738/26): Loss 0.0040, Sem 0.1104, dir -0.4800, norm 0.3736, swav 0.0000 LR: 3.784e-03 Score 96.195 Data time: 0.1950, Forward time: 2.2761, Backward time: 3.1039, DDP time: 0.0054, Total iter time: 5.2926 [2020-11-06 06:31:49,849][root][INFO] - ===> Epoch[375](9739/26): Loss 0.0584, Sem 0.1418, dir -0.4447, norm 0.3612, swav 0.0000 LR: 3.771e-03 Score 95.655 Data time: 0.2259, Forward time: 2.2761, Backward time: 3.1039, DDP time: 0.0054, Total iter time: 6.1536 [2020-11-06 06:31:55,330][root][INFO] - ===> Epoch[375](9740/26): Loss 0.0548, Sem 0.1170, dir -0.4823, norm 0.4200, swav 0.0000 LR: 3.758e-03 Score 96.792 Data time: 0.2189, Forward time: 2.2761, Backward time: 3.1039, DDP time: 0.0054, Total iter time: 5.3570 [2020-11-06 06:32:00,705][root][INFO] - ===> Epoch[375](9741/26): Loss 0.0113, Sem 0.1273, dir -0.4766, norm 0.3606, swav 0.0000 LR: 3.745e-03 Score 96.221 Data time: 0.2421, Forward time: 2.2761, Backward time: 3.1038, DDP time: 0.0054, Total iter time: 5.2702 [2020-11-06 06:32:06,699][root][INFO] - ===> Epoch[375](9742/26): Loss -0.0223, Sem 0.0858, dir -0.4756, norm 0.3676, swav 0.0000 LR: 3.732e-03 Score 97.389 Data time: 0.2380, Forward time: 2.2761, Backward time: 3.1038, DDP time: 0.0054, Total iter time: 5.8546 [2020-11-06 06:32:11,820][root][INFO] - ===> Epoch[375](9743/26): Loss -0.0125, Sem 0.1027, dir -0.4645, norm 0.3493, swav 0.0000 LR: 3.719e-03 Score 96.710 Data time: 0.2022, Forward time: 2.2761, Backward time: 3.1038, DDP time: 0.0054, Total iter time: 4.9833 [2020-11-06 06:32:17,372][root][INFO] - ===> Epoch[375](9744/26): Loss 0.0543, Sem 0.1294, dir -0.4900, norm 0.4150, swav 0.0000 LR: 3.706e-03 Score 95.459 Data time: 0.2297, Forward time: 2.2760, Backward time: 3.1038, DDP time: 0.0054, Total iter time: 5.4556 [2020-11-06 06:32:22,799][root][INFO] - ===> Epoch[375](9745/26): Loss 0.0978, Sem 0.1631, dir -0.4592, norm 0.3940, swav 0.0000 LR: 3.693e-03 Score 95.200 Data time: 0.2589, Forward time: 2.2761, Backward time: 3.1037, DDP time: 0.0054, Total iter time: 5.3084 [2020-11-06 06:32:28,347][root][INFO] - ===> Epoch[375](9746/26): Loss 0.1272, Sem 0.1420, dir -0.3582, norm 0.3434, swav 0.0000 LR: 3.680e-03 Score 95.231 Data time: 0.2214, Forward time: 2.2761, Backward time: 3.1037, DDP time: 0.0054, Total iter time: 5.4050 [2020-11-06 06:32:35,655][root][INFO] - ===> Epoch[375](9747/26): Loss 0.0655, Sem 0.1450, dir -0.4828, norm 0.4032, swav 0.0000 LR: 3.667e-03 Score 94.950 Data time: 0.2420, Forward time: 2.2761, Backward time: 3.1038, DDP time: 0.0054, Total iter time: 7.1668 [2020-11-06 06:32:40,943][root][INFO] - ===> Epoch[375](9748/26): Loss 0.0048, Sem 0.1420, dir -0.5041, norm 0.3670, swav 0.0000 LR: 3.654e-03 Score 94.949 Data time: 0.2404, Forward time: 2.2762, Backward time: 3.1037, DDP time: 0.0054, Total iter time: 5.1721 [2020-11-06 06:32:45,645][root][INFO] - ===> Epoch[375](9749/26): Loss 0.0108, Sem 0.1018, dir -0.4470, norm 0.3560, swav 0.0000 LR: 3.641e-03 Score 97.261 Data time: 0.2052, Forward time: 2.2761, Backward time: 3.1036, DDP time: 0.0054, Total iter time: 4.5967 [2020-11-06 06:32:51,903][root][INFO] - ===> Epoch[375](9750/26): Loss -0.0194, Sem 0.1117, dir -0.4636, norm 0.3326, swav 0.0000 LR: 3.628e-03 Score 96.874 Data time: 0.2078, Forward time: 2.2761, Backward time: 3.1037, DDP time: 0.0054, Total iter time: 6.1295 [2020-11-06 06:32:57,160][root][INFO] - ===> Epoch[376](9751/26): Loss 0.0137, Sem 0.0982, dir -0.4385, norm 0.3540, swav 0.0000 LR: 3.615e-03 Score 96.904 Data time: 0.1848, Forward time: 2.2761, Backward time: 3.1037, DDP time: 0.0054, Total iter time: 5.1387 [2020-11-06 06:33:04,572][root][INFO] - ===> Epoch[376](9752/26): Loss 0.1198, Sem 0.1648, dir -0.4322, norm 0.3872, swav 0.0000 LR: 3.602e-03 Score 94.709 Data time: 0.2100, Forward time: 2.2761, Backward time: 3.1038, DDP time: 0.0054, Total iter time: 7.3081 [2020-11-06 06:33:09,086][root][INFO] - ===> Epoch[376](9753/26): Loss 0.0927, Sem 0.2013, dir -0.4466, norm 0.3380, swav 0.0000 LR: 3.589e-03 Score 94.676 Data time: 0.1675, Forward time: 2.2760, Backward time: 3.1037, DDP time: 0.0054, Total iter time: 4.3680 [2020-11-06 06:33:13,909][root][INFO] - ===> Epoch[376](9754/26): Loss -0.0087, Sem 0.1156, dir -0.4962, norm 0.3719, swav 0.0000 LR: 3.576e-03 Score 96.640 Data time: 0.1555, Forward time: 2.2760, Backward time: 3.1037, DDP time: 0.0054, Total iter time: 4.7369 [2020-11-06 06:33:19,623][root][INFO] - ===> Epoch[376](9755/26): Loss 0.0218, Sem 0.1119, dir -0.4803, norm 0.3901, swav 0.0000 LR: 3.563e-03 Score 96.620 Data time: 0.2140, Forward time: 2.2760, Backward time: 3.1037, DDP time: 0.0054, Total iter time: 5.6451 [2020-11-06 06:33:26,327][root][INFO] - ===> Epoch[376](9756/26): Loss 0.0234, Sem 0.1131, dir -0.4455, norm 0.3558, swav 0.0000 LR: 3.550e-03 Score 96.603 Data time: 0.2442, Forward time: 2.2760, Backward time: 3.1038, DDP time: 0.0054, Total iter time: 6.5802 [2020-11-06 06:33:31,114][root][INFO] - ===> Epoch[376](9757/26): Loss 0.0115, Sem 0.1241, dir -0.4523, norm 0.3397, swav 0.0000 LR: 3.537e-03 Score 96.157 Data time: 0.2048, Forward time: 2.2760, Backward time: 3.1037, DDP time: 0.0054, Total iter time: 4.6626 [2020-11-06 06:33:37,336][root][INFO] - ===> Epoch[376](9758/26): Loss 0.0515, Sem 0.0967, dir -0.4395, norm 0.3943, swav 0.0000 LR: 3.524e-03 Score 97.118 Data time: 0.1855, Forward time: 2.2760, Backward time: 3.1038, DDP time: 0.0054, Total iter time: 6.1151 [2020-11-06 06:33:43,247][root][INFO] - ===> Epoch[376](9759/26): Loss 0.0551, Sem 0.1016, dir -0.4603, norm 0.4138, swav 0.0000 LR: 3.511e-03 Score 97.307 Data time: 0.1858, Forward time: 2.2759, Backward time: 3.1038, DDP time: 0.0054, Total iter time: 5.7869 [2020-11-06 06:33:48,582][root][INFO] - ===> Epoch[376](9760/26): Loss -0.0245, Sem 0.0852, dir -0.4948, norm 0.3851, swav 0.0000 LR: 3.498e-03 Score 97.490 Data time: 0.1994, Forward time: 2.2759, Backward time: 3.1038, DDP time: 0.0054, Total iter time: 5.2527 [2020-11-06 06:33:55,096][root][INFO] - ===> Epoch[376](9761/26): Loss 0.0104, Sem 0.1122, dir -0.4654, norm 0.3636, swav 0.0000 LR: 3.485e-03 Score 95.492 Data time: 0.2104, Forward time: 2.2759, Backward time: 3.1039, DDP time: 0.0054, Total iter time: 6.4178 [2020-11-06 06:34:02,258][root][INFO] - ===> Epoch[376](9762/26): Loss 0.0378, Sem 0.1129, dir -0.4840, norm 0.4090, swav 0.0000 LR: 3.472e-03 Score 96.596 Data time: 0.2379, Forward time: 2.2759, Backward time: 3.1040, DDP time: 0.0054, Total iter time: 7.0474 [2020-11-06 06:34:08,562][root][INFO] - ===> Epoch[376](9763/26): Loss -0.0036, Sem 0.1187, dir -0.5407, norm 0.4184, swav 0.0000 LR: 3.458e-03 Score 96.160 Data time: 0.1995, Forward time: 2.2759, Backward time: 3.1040, DDP time: 0.0054, Total iter time: 6.1680 [2020-11-06 06:34:13,832][root][INFO] - ===> Epoch[376](9764/26): Loss 0.0644, Sem 0.1472, dir -0.4436, norm 0.3608, swav 0.0000 LR: 3.445e-03 Score 94.950 Data time: 0.2454, Forward time: 2.2760, Backward time: 3.1040, DDP time: 0.0054, Total iter time: 5.1624 [2020-11-06 06:34:19,883][root][INFO] - ===> Epoch[376](9765/26): Loss 0.0324, Sem 0.1177, dir -0.4805, norm 0.3952, swav 0.0000 LR: 3.432e-03 Score 96.794 Data time: 0.1721, Forward time: 2.2759, Backward time: 3.1040, DDP time: 0.0054, Total iter time: 5.9448 [2020-11-06 06:34:25,469][root][INFO] - ===> Epoch[376](9766/26): Loss 0.0370, Sem 0.0974, dir -0.4242, norm 0.3639, swav 0.0000 LR: 3.419e-03 Score 96.913 Data time: 0.1900, Forward time: 2.2759, Backward time: 3.1040, DDP time: 0.0054, Total iter time: 5.4964 [2020-11-06 06:34:30,919][root][INFO] - ===> Epoch[376](9767/26): Loss 0.0305, Sem 0.1376, dir -0.4897, norm 0.3826, swav 0.0000 LR: 3.406e-03 Score 96.288 Data time: 0.2308, Forward time: 2.2759, Backward time: 3.1040, DDP time: 0.0054, Total iter time: 5.3436 [2020-11-06 06:34:37,102][root][INFO] - ===> Epoch[376](9768/26): Loss 0.0070, Sem 0.1013, dir -0.4504, norm 0.3561, swav 0.0000 LR: 3.393e-03 Score 96.716 Data time: 0.2092, Forward time: 2.2759, Backward time: 3.1040, DDP time: 0.0054, Total iter time: 6.0636 [2020-11-06 06:34:42,710][root][INFO] - ===> Epoch[376](9769/26): Loss 0.0176, Sem 0.1209, dir -0.4910, norm 0.3877, swav 0.0000 LR: 3.380e-03 Score 96.387 Data time: 0.2282, Forward time: 2.2759, Backward time: 3.1040, DDP time: 0.0054, Total iter time: 5.5110 [2020-11-06 06:34:48,606][root][INFO] - ===> Epoch[376](9770/26): Loss 0.0245, Sem 0.1126, dir -0.4071, norm 0.3190, swav 0.0000 LR: 3.367e-03 Score 96.138 Data time: 0.2660, Forward time: 2.2760, Backward time: 3.1039, DDP time: 0.0054, Total iter time: 5.7685 [2020-11-06 06:34:53,398][root][INFO] - ===> Epoch[376](9771/26): Loss -0.0020, Sem 0.0820, dir -0.4434, norm 0.3594, swav 0.0000 LR: 3.354e-03 Score 97.424 Data time: 0.1485, Forward time: 2.2759, Backward time: 3.1039, DDP time: 0.0054, Total iter time: 4.6536 [2020-11-06 06:34:58,184][root][INFO] - ===> Epoch[376](9772/26): Loss 0.0228, Sem 0.1291, dir -0.5096, norm 0.4034, swav 0.0000 LR: 3.341e-03 Score 96.003 Data time: 0.1577, Forward time: 2.2759, Backward time: 3.1039, DDP time: 0.0054, Total iter time: 4.6813 [2020-11-06 06:35:03,750][root][INFO] - ===> Epoch[376](9773/26): Loss 0.1033, Sem 0.1478, dir -0.4692, norm 0.4247, swav 0.0000 LR: 3.327e-03 Score 95.610 Data time: 0.3108, Forward time: 2.2759, Backward time: 3.1038, DDP time: 0.0054, Total iter time: 5.4878 [2020-11-06 06:35:09,928][root][INFO] - ===> Epoch[376](9774/26): Loss 0.0603, Sem 0.0944, dir -0.4419, norm 0.4078, swav 0.0000 LR: 3.314e-03 Score 96.718 Data time: 0.2862, Forward time: 2.2760, Backward time: 3.1038, DDP time: 0.0054, Total iter time: 6.0543 [2020-11-06 06:35:15,778][root][INFO] - ===> Epoch[376](9775/26): Loss -0.0046, Sem 0.1005, dir -0.5138, norm 0.4087, swav 0.0000 LR: 3.301e-03 Score 96.873 Data time: 0.3028, Forward time: 2.2760, Backward time: 3.1037, DDP time: 0.0054, Total iter time: 5.7041 [2020-11-06 06:35:22,436][root][INFO] - ===> Epoch[376](9776/26): Loss 0.0613, Sem 0.1335, dir -0.4492, norm 0.3770, swav 0.0000 LR: 3.288e-03 Score 95.840 Data time: 0.1860, Forward time: 2.2760, Backward time: 3.1038, DDP time: 0.0054, Total iter time: 6.5108 [2020-11-06 06:35:28,567][root][INFO] - ===> Epoch[377](9777/26): Loss 0.0115, Sem 0.1398, dir -0.4567, norm 0.3284, swav 0.0000 LR: 3.275e-03 Score 96.456 Data time: 0.2267, Forward time: 2.2760, Backward time: 3.1038, DDP time: 0.0054, Total iter time: 6.0233 [2020-11-06 06:35:33,086][root][INFO] - ===> Epoch[377](9778/26): Loss -0.0127, Sem 0.1083, dir -0.4851, norm 0.3641, swav 0.0000 LR: 3.262e-03 Score 96.249 Data time: 0.1922, Forward time: 2.2760, Backward time: 3.1037, DDP time: 0.0054, Total iter time: 4.4026 [2020-11-06 06:35:39,453][root][INFO] - ===> Epoch[377](9779/26): Loss -0.0125, Sem 0.0990, dir -0.5040, norm 0.3925, swav 0.0000 LR: 3.248e-03 Score 96.591 Data time: 0.2161, Forward time: 2.2760, Backward time: 3.1038, DDP time: 0.0054, Total iter time: 6.2618 [2020-11-06 06:35:45,884][root][INFO] - ===> Epoch[377](9780/26): Loss 0.0487, Sem 0.1408, dir -0.4875, norm 0.3954, swav 0.0000 LR: 3.235e-03 Score 95.484 Data time: 0.2380, Forward time: 2.2760, Backward time: 3.1038, DDP time: 0.0054, Total iter time: 6.3165 [2020-11-06 06:35:51,339][root][INFO] - ===> Epoch[377](9781/26): Loss 0.0600, Sem 0.1024, dir -0.4361, norm 0.3938, swav 0.0000 LR: 3.222e-03 Score 97.078 Data time: 0.1919, Forward time: 2.2760, Backward time: 3.1038, DDP time: 0.0054, Total iter time: 5.3246 [2020-11-06 06:35:57,102][root][INFO] - ===> Epoch[377](9782/26): Loss 0.0171, Sem 0.1084, dir -0.5099, norm 0.4186, swav 0.0000 LR: 3.209e-03 Score 95.878 Data time: 0.2472, Forward time: 2.2760, Backward time: 3.1038, DDP time: 0.0054, Total iter time: 5.6551 [2020-11-06 06:36:01,786][root][INFO] - ===> Epoch[377](9783/26): Loss -0.0393, Sem 0.0726, dir -0.4462, norm 0.3344, swav 0.0000 LR: 3.196e-03 Score 97.312 Data time: 0.1661, Forward time: 2.2760, Backward time: 3.1037, DDP time: 0.0054, Total iter time: 4.5642 [2020-11-06 06:36:07,227][root][INFO] - ===> Epoch[377](9784/26): Loss 0.0717, Sem 0.1293, dir -0.4587, norm 0.4011, swav 0.0000 LR: 3.183e-03 Score 95.402 Data time: 0.2328, Forward time: 2.2760, Backward time: 3.1037, DDP time: 0.0054, Total iter time: 5.3435 [2020-11-06 06:36:13,071][root][INFO] - ===> Epoch[377](9785/26): Loss 0.0985, Sem 0.1634, dir -0.4376, norm 0.3727, swav 0.0000 LR: 3.169e-03 Score 95.038 Data time: 0.2105, Forward time: 2.2760, Backward time: 3.1037, DDP time: 0.0054, Total iter time: 5.6999 [2020-11-06 06:36:17,876][root][INFO] - ===> Epoch[377](9786/26): Loss -0.0227, Sem 0.1280, dir -0.4961, norm 0.3454, swav 0.0000 LR: 3.156e-03 Score 95.781 Data time: 0.2262, Forward time: 2.2760, Backward time: 3.1035, DDP time: 0.0054, Total iter time: 4.6540 [2020-11-06 06:36:23,489][root][INFO] - ===> Epoch[377](9787/26): Loss 0.0315, Sem 0.1460, dir -0.5164, norm 0.4019, swav 0.0000 LR: 3.143e-03 Score 95.728 Data time: 0.1901, Forward time: 2.2760, Backward time: 3.1035, DDP time: 0.0054, Total iter time: 5.5095 [2020-11-06 06:36:29,109][root][INFO] - ===> Epoch[377](9788/26): Loss 0.0737, Sem 0.1169, dir -0.4256, norm 0.3824, swav 0.0000 LR: 3.130e-03 Score 95.951 Data time: 0.2128, Forward time: 2.2760, Backward time: 3.1035, DDP time: 0.0054, Total iter time: 5.4906 [2020-11-06 06:36:34,407][root][INFO] - ===> Epoch[377](9789/26): Loss -0.0032, Sem 0.1130, dir -0.4856, norm 0.3694, swav 0.0000 LR: 3.116e-03 Score 96.496 Data time: 0.2281, Forward time: 2.2760, Backward time: 3.1035, DDP time: 0.0054, Total iter time: 5.1796 [2020-11-06 06:36:40,092][root][INFO] - ===> Epoch[377](9790/26): Loss 0.0391, Sem 0.1313, dir -0.4594, norm 0.3672, swav 0.0000 LR: 3.103e-03 Score 96.196 Data time: 0.2095, Forward time: 2.2760, Backward time: 3.1035, DDP time: 0.0054, Total iter time: 5.5678 [2020-11-06 06:36:45,155][root][INFO] - ===> Epoch[377](9791/26): Loss 0.0251, Sem 0.0964, dir -0.4758, norm 0.4044, swav 0.0000 LR: 3.090e-03 Score 97.045 Data time: 0.1765, Forward time: 2.2759, Backward time: 3.1034, DDP time: 0.0054, Total iter time: 4.9552 [2020-11-06 06:36:50,942][root][INFO] - ===> Epoch[377](9792/26): Loss 0.0283, Sem 0.0999, dir -0.4417, norm 0.3701, swav 0.0000 LR: 3.077e-03 Score 96.781 Data time: 0.2670, Forward time: 2.2760, Backward time: 3.1034, DDP time: 0.0054, Total iter time: 5.6865 [2020-11-06 06:36:57,874][root][INFO] - ===> Epoch[377](9793/26): Loss 0.0054, Sem 0.1012, dir -0.4919, norm 0.3962, swav 0.0000 LR: 3.064e-03 Score 96.783 Data time: 0.3471, Forward time: 2.2761, Backward time: 3.1034, DDP time: 0.0054, Total iter time: 6.8127 [2020-11-06 06:37:03,681][root][INFO] - ===> Epoch[377](9794/26): Loss -0.0042, Sem 0.0914, dir -0.4392, norm 0.3436, swav 0.0000 LR: 3.050e-03 Score 96.895 Data time: 0.2495, Forward time: 2.2761, Backward time: 3.1033, DDP time: 0.0054, Total iter time: 5.6796 [2020-11-06 06:37:08,835][root][INFO] - ===> Epoch[377](9795/26): Loss -0.0075, Sem 0.0800, dir -0.4493, norm 0.3617, swav 0.0000 LR: 3.037e-03 Score 97.289 Data time: 0.1724, Forward time: 2.2761, Backward time: 3.1033, DDP time: 0.0054, Total iter time: 5.0336 [2020-11-06 06:37:14,834][root][INFO] - ===> Epoch[377](9796/26): Loss -0.0228, Sem 0.0981, dir -0.4365, norm 0.3157, swav 0.0000 LR: 3.024e-03 Score 96.171 Data time: 0.2152, Forward time: 2.2761, Backward time: 3.1033, DDP time: 0.0054, Total iter time: 5.8961 [2020-11-06 06:37:19,921][root][INFO] - ===> Epoch[377](9797/26): Loss 0.1846, Sem 0.1538, dir -0.3983, norm 0.4290, swav 0.0000 LR: 3.010e-03 Score 95.314 Data time: 0.1825, Forward time: 2.2761, Backward time: 3.1033, DDP time: 0.0054, Total iter time: 4.9619 [2020-11-06 06:37:26,070][root][INFO] - ===> Epoch[377](9798/26): Loss 0.0088, Sem 0.1059, dir -0.4925, norm 0.3954, swav 0.0000 LR: 2.997e-03 Score 96.927 Data time: 0.2265, Forward time: 2.2761, Backward time: 3.1033, DDP time: 0.0054, Total iter time: 6.0403 [2020-11-06 06:37:31,933][root][INFO] - ===> Epoch[377](9799/26): Loss 0.0858, Sem 0.1388, dir -0.4358, norm 0.3829, swav 0.0000 LR: 2.984e-03 Score 96.069 Data time: 0.3061, Forward time: 2.2761, Backward time: 3.1033, DDP time: 0.0054, Total iter time: 5.7315 [2020-11-06 06:37:36,988][root][INFO] - ===> Epoch[377](9800/26): Loss 0.0227, Sem 0.1052, dir -0.4493, norm 0.3668, swav 0.0000 LR: 2.971e-03 Score 96.607 Data time: 0.2704, Forward time: 2.2761, Backward time: 3.1032, DDP time: 0.0054, Total iter time: 4.9130 [2020-11-06 06:37:43,452][root][INFO] - ===> Epoch[377](9801/26): Loss 0.0172, Sem 0.0906, dir -0.4628, norm 0.3893, swav 0.0000 LR: 2.957e-03 Score 97.020 Data time: 0.2650, Forward time: 2.2762, Backward time: 3.1032, DDP time: 0.0054, Total iter time: 6.3545 [2020-11-06 06:37:48,630][root][INFO] - ===> Epoch[377](9802/26): Loss 0.0478, Sem 0.1378, dir -0.4512, norm 0.3612, swav 0.0000 LR: 2.944e-03 Score 96.532 Data time: 0.2325, Forward time: 2.2762, Backward time: 3.1031, DDP time: 0.0054, Total iter time: 5.0325 [2020-11-06 06:37:53,986][root][INFO] - ===> Epoch[378](9803/26): Loss -0.0333, Sem 0.0956, dir -0.4982, norm 0.3692, swav 0.0000 LR: 2.931e-03 Score 96.646 Data time: 0.1563, Forward time: 2.2762, Backward time: 3.1031, DDP time: 0.0054, Total iter time: 5.2502 [2020-11-06 06:38:00,421][root][INFO] - ===> Epoch[378](9804/26): Loss -0.0121, Sem 0.1316, dir -0.5108, norm 0.3671, swav 0.0000 LR: 2.917e-03 Score 95.934 Data time: 0.1973, Forward time: 2.2762, Backward time: 3.1032, DDP time: 0.0054, Total iter time: 6.3363 [2020-11-06 06:38:05,780][root][INFO] - ===> Epoch[378](9805/26): Loss -0.0271, Sem 0.1116, dir -0.5412, norm 0.4025, swav 0.0000 LR: 2.904e-03 Score 96.158 Data time: 0.2354, Forward time: 2.2762, Backward time: 3.1031, DDP time: 0.0054, Total iter time: 5.2675 [2020-11-06 06:38:10,828][root][INFO] - ===> Epoch[378](9806/26): Loss 0.0062, Sem 0.1174, dir -0.4720, norm 0.3608, swav 0.0000 LR: 2.891e-03 Score 95.732 Data time: 0.1634, Forward time: 2.2761, Backward time: 3.1031, DDP time: 0.0054, Total iter time: 4.9225 [2020-11-06 06:38:16,705][root][INFO] - ===> Epoch[378](9807/26): Loss 0.0581, Sem 0.1234, dir -0.4798, norm 0.4144, swav 0.0000 LR: 2.877e-03 Score 96.392 Data time: 0.2543, Forward time: 2.2761, Backward time: 3.1031, DDP time: 0.0054, Total iter time: 5.7710 [2020-11-06 06:38:22,004][root][INFO] - ===> Epoch[378](9808/26): Loss 0.0119, Sem 0.1294, dir -0.4975, norm 0.3800, swav 0.0000 LR: 2.864e-03 Score 96.756 Data time: 0.2126, Forward time: 2.2761, Backward time: 3.1031, DDP time: 0.0054, Total iter time: 5.1830 [2020-11-06 06:38:27,157][root][INFO] - ===> Epoch[378](9809/26): Loss 0.0335, Sem 0.1285, dir -0.4717, norm 0.3767, swav 0.0000 LR: 2.851e-03 Score 95.595 Data time: 0.2539, Forward time: 2.2761, Backward time: 3.1030, DDP time: 0.0054, Total iter time: 5.0439 [2020-11-06 06:38:33,261][root][INFO] - ===> Epoch[378](9810/26): Loss -0.0015, Sem 0.1092, dir -0.4704, norm 0.3596, swav 0.0000 LR: 2.837e-03 Score 96.502 Data time: 0.3116, Forward time: 2.2762, Backward time: 3.1029, DDP time: 0.0054, Total iter time: 5.9862 [2020-11-06 06:38:38,607][root][INFO] - ===> Epoch[378](9811/26): Loss -0.0066, Sem 0.0873, dir -0.5169, norm 0.4230, swav 0.0000 LR: 2.824e-03 Score 97.601 Data time: 0.1693, Forward time: 2.2762, Backward time: 3.1029, DDP time: 0.0054, Total iter time: 5.2139 [2020-11-06 06:38:44,002][root][INFO] - ===> Epoch[378](9812/26): Loss -0.0172, Sem 0.1105, dir -0.5041, norm 0.3763, swav 0.0000 LR: 2.810e-03 Score 96.632 Data time: 0.2478, Forward time: 2.2762, Backward time: 3.1029, DDP time: 0.0054, Total iter time: 5.2943 [2020-11-06 06:38:50,617][root][INFO] - ===> Epoch[378](9813/26): Loss 0.0447, Sem 0.1179, dir -0.4126, norm 0.3394, swav 0.0000 LR: 2.797e-03 Score 96.003 Data time: 0.2726, Forward time: 2.2763, Backward time: 3.1029, DDP time: 0.0054, Total iter time: 6.5184 [2020-11-06 06:38:56,392][root][INFO] - ===> Epoch[378](9814/26): Loss 0.0107, Sem 0.0981, dir -0.4617, norm 0.3743, swav 0.0000 LR: 2.784e-03 Score 96.379 Data time: 0.1568, Forward time: 2.2762, Backward time: 3.1030, DDP time: 0.0054, Total iter time: 5.6360 [2020-11-06 06:39:01,926][root][INFO] - ===> Epoch[378](9815/26): Loss 0.0082, Sem 0.0885, dir -0.4819, norm 0.4016, swav 0.0000 LR: 2.770e-03 Score 96.578 Data time: 0.2021, Forward time: 2.2762, Backward time: 3.1030, DDP time: 0.0054, Total iter time: 5.4217 [2020-11-06 06:39:07,814][root][INFO] - ===> Epoch[378](9816/26): Loss 0.0327, Sem 0.1250, dir -0.4909, norm 0.3987, swav 0.0000 LR: 2.757e-03 Score 96.123 Data time: 0.2226, Forward time: 2.2762, Backward time: 3.1030, DDP time: 0.0054, Total iter time: 5.7703 [2020-11-06 06:39:13,550][root][INFO] - ===> Epoch[378](9817/26): Loss 0.0031, Sem 0.0961, dir -0.5052, norm 0.4123, swav 0.0000 LR: 2.743e-03 Score 97.300 Data time: 0.2246, Forward time: 2.2762, Backward time: 3.1029, DDP time: 0.0054, Total iter time: 5.6143 [2020-11-06 06:39:18,660][root][INFO] - ===> Epoch[378](9818/26): Loss 0.0052, Sem 0.1013, dir -0.4800, norm 0.3839, swav 0.0000 LR: 2.730e-03 Score 96.731 Data time: 0.1918, Forward time: 2.2762, Backward time: 3.1029, DDP time: 0.0054, Total iter time: 4.9629 [2020-11-06 06:39:23,928][root][INFO] - ===> Epoch[378](9819/26): Loss 0.0576, Sem 0.0652, dir -0.4027, norm 0.3950, swav 0.0000 LR: 2.717e-03 Score 98.003 Data time: 0.2010, Forward time: 2.2762, Backward time: 3.1029, DDP time: 0.0054, Total iter time: 5.1539 [2020-11-06 06:39:28,804][root][INFO] - ===> Epoch[378](9820/26): Loss 0.0073, Sem 0.1204, dir -0.4980, norm 0.3849, swav 0.0000 LR: 2.703e-03 Score 96.405 Data time: 0.1908, Forward time: 2.2762, Backward time: 3.1028, DDP time: 0.0054, Total iter time: 4.7584 [2020-11-06 06:39:34,382][root][INFO] - ===> Epoch[378](9821/26): Loss -0.0500, Sem 0.0916, dir -0.5166, norm 0.3750, swav 0.0000 LR: 2.690e-03 Score 97.197 Data time: 0.2127, Forward time: 2.2761, Backward time: 3.1028, DDP time: 0.0054, Total iter time: 5.4762 [2020-11-06 06:39:41,513][root][INFO] - ===> Epoch[378](9822/26): Loss 0.0503, Sem 0.1348, dir -0.4363, norm 0.3518, swav 0.0000 LR: 2.676e-03 Score 95.609 Data time: 0.2558, Forward time: 2.2762, Backward time: 3.1029, DDP time: 0.0054, Total iter time: 7.0138 [2020-11-06 06:39:47,292][root][INFO] - ===> Epoch[378](9823/26): Loss 0.0779, Sem 0.1405, dir -0.4393, norm 0.3768, swav 0.0000 LR: 2.663e-03 Score 95.055 Data time: 0.1695, Forward time: 2.2762, Backward time: 3.1029, DDP time: 0.0054, Total iter time: 5.6424 [2020-11-06 06:39:53,459][root][INFO] - ===> Epoch[378](9824/26): Loss 0.0408, Sem 0.1058, dir -0.4239, norm 0.3589, swav 0.0000 LR: 2.649e-03 Score 96.195 Data time: 0.1638, Forward time: 2.2761, Backward time: 3.1030, DDP time: 0.0054, Total iter time: 6.0959 [2020-11-06 06:39:58,355][root][INFO] - ===> Epoch[378](9825/26): Loss 0.0446, Sem 0.0980, dir -0.4462, norm 0.3928, swav 0.0000 LR: 2.636e-03 Score 96.507 Data time: 0.1661, Forward time: 2.2761, Backward time: 3.1029, DDP time: 0.0054, Total iter time: 4.8118 [2020-11-06 06:40:04,354][root][INFO] - ===> Epoch[378](9826/26): Loss 0.0064, Sem 0.1104, dir -0.4761, norm 0.3720, swav 0.0000 LR: 2.622e-03 Score 96.444 Data time: 0.1689, Forward time: 2.2760, Backward time: 3.1030, DDP time: 0.0054, Total iter time: 5.8993 [2020-11-06 06:40:09,983][root][INFO] - ===> Epoch[378](9827/26): Loss -0.0250, Sem 0.0980, dir -0.4531, norm 0.3302, swav 0.0000 LR: 2.609e-03 Score 96.518 Data time: 0.2059, Forward time: 2.2760, Backward time: 3.1030, DDP time: 0.0054, Total iter time: 5.5854 [2020-11-06 06:40:15,920][root][INFO] - ===> Epoch[378](9828/26): Loss -0.0147, Sem 0.0950, dir -0.4373, norm 0.3276, swav 0.0000 LR: 2.595e-03 Score 96.962 Data time: 0.1961, Forward time: 2.2760, Backward time: 3.1031, DDP time: 0.0054, Total iter time: 5.8099 [2020-11-06 06:40:22,246][root][INFO] - ===> Epoch[379](9829/26): Loss 0.0277, Sem 0.1285, dir -0.4593, norm 0.3585, swav 0.0000 LR: 2.582e-03 Score 95.711 Data time: 0.2008, Forward time: 2.2760, Backward time: 3.1031, DDP time: 0.0054, Total iter time: 6.2304 [2020-11-06 06:40:27,547][root][INFO] - ===> Epoch[379](9830/26): Loss -0.0111, Sem 0.1007, dir -0.5150, norm 0.4032, swav 0.0000 LR: 2.568e-03 Score 96.338 Data time: 0.2184, Forward time: 2.2760, Backward time: 3.1031, DDP time: 0.0054, Total iter time: 5.1556 [2020-11-06 06:40:32,511][root][INFO] - ===> Epoch[379](9831/26): Loss 0.0086, Sem 0.1140, dir -0.4313, norm 0.3259, swav 0.0000 LR: 2.555e-03 Score 96.261 Data time: 0.1316, Forward time: 2.2759, Backward time: 3.1031, DDP time: 0.0054, Total iter time: 4.8193 [2020-11-06 06:40:38,255][root][INFO] - ===> Epoch[379](9832/26): Loss 0.0251, Sem 0.1248, dir -0.4811, norm 0.3813, swav 0.0000 LR: 2.541e-03 Score 96.277 Data time: 0.2756, Forward time: 2.2760, Backward time: 3.1030, DDP time: 0.0054, Total iter time: 5.6280 [2020-11-06 06:40:44,168][root][INFO] - ===> Epoch[379](9833/26): Loss 0.0388, Sem 0.1306, dir -0.4897, norm 0.3979, swav 0.0000 LR: 2.528e-03 Score 95.622 Data time: 0.1420, Forward time: 2.2759, Backward time: 3.1031, DDP time: 0.0054, Total iter time: 5.7869 [2020-11-06 06:40:50,070][root][INFO] - ===> Epoch[379](9834/26): Loss 0.0834, Sem 0.1361, dir -0.4188, norm 0.3661, swav 0.0000 LR: 2.514e-03 Score 95.737 Data time: 0.2064, Forward time: 2.2759, Backward time: 3.1031, DDP time: 0.0054, Total iter time: 5.7995 [2020-11-06 06:40:55,742][root][INFO] - ===> Epoch[379](9835/26): Loss 0.0474, Sem 0.1256, dir -0.5146, norm 0.4364, swav 0.0000 LR: 2.501e-03 Score 95.999 Data time: 0.2235, Forward time: 2.2759, Backward time: 3.1031, DDP time: 0.0054, Total iter time: 5.5478 [2020-11-06 06:41:00,684][root][INFO] - ===> Epoch[379](9836/26): Loss 0.0345, Sem 0.1037, dir -0.4565, norm 0.3873, swav 0.0000 LR: 2.487e-03 Score 96.761 Data time: 0.2484, Forward time: 2.2759, Backward time: 3.1030, DDP time: 0.0054, Total iter time: 4.8010 [2020-11-06 06:41:06,967][root][INFO] - ===> Epoch[379](9837/26): Loss 0.0426, Sem 0.1269, dir -0.4981, norm 0.4139, swav 0.0000 LR: 2.474e-03 Score 96.040 Data time: 0.2679, Forward time: 2.2759, Backward time: 3.1030, DDP time: 0.0054, Total iter time: 6.1467 [2020-11-06 06:41:12,010][root][INFO] - ===> Epoch[379](9838/26): Loss 0.0014, Sem 0.1319, dir -0.5354, norm 0.4049, swav 0.0000 LR: 2.460e-03 Score 95.828 Data time: 0.2295, Forward time: 2.2760, Backward time: 3.1029, DDP time: 0.0054, Total iter time: 4.9354 [2020-11-06 06:41:17,027][root][INFO] - ===> Epoch[379](9839/26): Loss 0.0374, Sem 0.1018, dir -0.4307, norm 0.3663, swav 0.0000 LR: 2.446e-03 Score 96.440 Data time: 0.2464, Forward time: 2.2760, Backward time: 3.1028, DDP time: 0.0054, Total iter time: 4.8896 [2020-11-06 06:41:23,075][root][INFO] - ===> Epoch[379](9840/26): Loss 0.0386, Sem 0.1287, dir -0.4993, norm 0.4092, swav 0.0000 LR: 2.433e-03 Score 95.765 Data time: 0.2024, Forward time: 2.2760, Backward time: 3.1028, DDP time: 0.0054, Total iter time: 5.9299 [2020-11-06 06:41:29,937][root][INFO] - ===> Epoch[379](9841/26): Loss -0.0172, Sem 0.1003, dir -0.4611, norm 0.3437, swav 0.0000 LR: 2.419e-03 Score 96.832 Data time: 0.2230, Forward time: 2.2760, Backward time: 3.1029, DDP time: 0.0054, Total iter time: 6.7575 [2020-11-06 06:41:35,910][root][INFO] - ===> Epoch[379](9842/26): Loss -0.0098, Sem 0.0973, dir -0.5126, norm 0.4055, swav 0.0000 LR: 2.406e-03 Score 97.120 Data time: 0.2249, Forward time: 2.2760, Backward time: 3.1029, DDP time: 0.0054, Total iter time: 5.8409 [2020-11-06 06:41:41,512][root][INFO] - ===> Epoch[379](9843/26): Loss -0.0033, Sem 0.1218, dir -0.4908, norm 0.3657, swav 0.0000 LR: 2.392e-03 Score 96.122 Data time: 0.2301, Forward time: 2.2760, Backward time: 3.1029, DDP time: 0.0054, Total iter time: 5.4991 [2020-11-06 06:41:46,740][root][INFO] - ===> Epoch[379](9844/26): Loss -0.0188, Sem 0.0888, dir -0.4718, norm 0.3642, swav 0.0000 LR: 2.378e-03 Score 96.827 Data time: 0.1874, Forward time: 2.2760, Backward time: 3.1029, DDP time: 0.0054, Total iter time: 5.0964 [2020-11-06 06:41:52,004][root][INFO] - ===> Epoch[379](9845/26): Loss 0.0714, Sem 0.0997, dir -0.4213, norm 0.3931, swav 0.0000 LR: 2.365e-03 Score 96.695 Data time: 0.2556, Forward time: 2.2760, Backward time: 3.1028, DDP time: 0.0054, Total iter time: 5.1644 [2020-11-06 06:41:57,934][root][INFO] - ===> Epoch[379](9846/26): Loss 0.0548, Sem 0.1454, dir -0.4959, norm 0.4053, swav 0.0000 LR: 2.351e-03 Score 95.925 Data time: 0.2114, Forward time: 2.2760, Backward time: 3.1028, DDP time: 0.0054, Total iter time: 5.8084 [2020-11-06 06:42:04,086][root][INFO] - ===> Epoch[379](9847/26): Loss 0.0667, Sem 0.1311, dir -0.4585, norm 0.3940, swav 0.0000 LR: 2.337e-03 Score 95.815 Data time: 0.1897, Forward time: 2.2760, Backward time: 3.1029, DDP time: 0.0054, Total iter time: 6.0363 [2020-11-06 06:42:09,666][root][INFO] - ===> Epoch[379](9848/26): Loss -0.0242, Sem 0.1103, dir -0.4738, norm 0.3393, swav 0.0000 LR: 2.324e-03 Score 96.392 Data time: 0.1548, Forward time: 2.2759, Backward time: 3.1029, DDP time: 0.0054, Total iter time: 5.4746 [2020-11-06 06:42:14,917][root][INFO] - ===> Epoch[379](9849/26): Loss -0.0001, Sem 0.1019, dir -0.5267, norm 0.4246, swav 0.0000 LR: 2.310e-03 Score 96.564 Data time: 0.2641, Forward time: 2.2760, Backward time: 3.1029, DDP time: 0.0054, Total iter time: 5.1421 [2020-11-06 06:42:20,329][root][INFO] - ===> Epoch[379](9850/26): Loss 0.0848, Sem 0.1043, dir -0.4786, norm 0.4591, swav 0.0000 LR: 2.296e-03 Score 96.291 Data time: 0.2223, Forward time: 2.2760, Backward time: 3.1028, DDP time: 0.0054, Total iter time: 5.2924 [2020-11-06 06:42:26,796][root][INFO] - ===> Epoch[379](9851/26): Loss 0.0194, Sem 0.1173, dir -0.4431, norm 0.3452, swav 0.0000 LR: 2.283e-03 Score 96.123 Data time: 0.2218, Forward time: 2.2760, Backward time: 3.1028, DDP time: 0.0054, Total iter time: 6.3368 [2020-11-06 06:42:33,083][root][INFO] - ===> Epoch[379](9852/26): Loss 0.0551, Sem 0.1093, dir -0.3916, norm 0.3375, swav 0.0000 LR: 2.269e-03 Score 96.747 Data time: 0.2214, Forward time: 2.2760, Backward time: 3.1029, DDP time: 0.0054, Total iter time: 6.1567 [2020-11-06 06:42:37,921][root][INFO] - ===> Epoch[379](9853/26): Loss 0.0156, Sem 0.1347, dir -0.5518, norm 0.4328, swav 0.0000 LR: 2.255e-03 Score 95.471 Data time: 0.1580, Forward time: 2.2760, Backward time: 3.1028, DDP time: 0.0054, Total iter time: 4.6887 [2020-11-06 06:42:43,644][root][INFO] - ===> Epoch[379](9854/26): Loss 0.0600, Sem 0.1073, dir -0.4320, norm 0.3847, swav 0.0000 LR: 2.242e-03 Score 96.900 Data time: 0.2446, Forward time: 2.2760, Backward time: 3.1028, DDP time: 0.0054, Total iter time: 5.6257 [2020-11-06 06:42:47,866][root][INFO] - ===> Epoch[380](9855/26): Loss -0.0252, Sem 0.1145, dir -0.4940, norm 0.3543, swav 0.0000 LR: 2.228e-03 Score 96.828 Data time: 0.1661, Forward time: 2.2760, Backward time: 3.1027, DDP time: 0.0054, Total iter time: 4.0875 [2020-11-06 06:42:53,552][root][INFO] - ===> Epoch[380](9856/26): Loss 0.0024, Sem 0.1090, dir -0.5138, norm 0.4072, swav 0.0000 LR: 2.214e-03 Score 96.257 Data time: 0.2467, Forward time: 2.2760, Backward time: 3.1026, DDP time: 0.0054, Total iter time: 5.5815 [2020-11-06 06:42:59,307][root][INFO] - ===> Epoch[380](9857/26): Loss 0.0346, Sem 0.1023, dir -0.4400, norm 0.3723, swav 0.0000 LR: 2.200e-03 Score 96.643 Data time: 0.1606, Forward time: 2.2759, Backward time: 3.1027, DDP time: 0.0054, Total iter time: 5.6327 [2020-11-06 06:43:05,865][root][INFO] - ===> Epoch[380](9858/26): Loss 0.0373, Sem 0.1205, dir -0.4647, norm 0.3814, swav 0.0000 LR: 2.187e-03 Score 96.275 Data time: 0.1942, Forward time: 2.2759, Backward time: 3.1028, DDP time: 0.0054, Total iter time: 6.4355 [2020-11-06 06:43:11,743][root][INFO] - ===> Epoch[380](9859/26): Loss 0.0247, Sem 0.1171, dir -0.4792, norm 0.3867, swav 0.0000 LR: 2.173e-03 Score 96.376 Data time: 0.1954, Forward time: 2.2759, Backward time: 3.1028, DDP time: 0.0054, Total iter time: 5.7455 [2020-11-06 06:43:17,995][root][INFO] - ===> Epoch[380](9860/26): Loss 0.0194, Sem 0.1356, dir -0.4899, norm 0.3736, swav 0.0000 LR: 2.159e-03 Score 96.418 Data time: 0.2096, Forward time: 2.2759, Backward time: 3.1029, DDP time: 0.0054, Total iter time: 6.1237 [2020-11-06 06:43:23,229][root][INFO] - ===> Epoch[380](9861/26): Loss -0.0351, Sem 0.0788, dir -0.4990, norm 0.3850, swav 0.0000 LR: 2.145e-03 Score 97.452 Data time: 0.2789, Forward time: 2.2759, Backward time: 3.1028, DDP time: 0.0054, Total iter time: 5.1000 [2020-11-06 06:43:28,224][root][INFO] - ===> Epoch[380](9862/26): Loss 0.0503, Sem 0.1375, dir -0.4479, norm 0.3608, swav 0.0000 LR: 2.131e-03 Score 95.913 Data time: 0.2292, Forward time: 2.2759, Backward time: 3.1027, DDP time: 0.0054, Total iter time: 4.8628 [2020-11-06 06:43:33,563][root][INFO] - ===> Epoch[380](9863/26): Loss 0.0949, Sem 0.1143, dir -0.4462, norm 0.4268, swav 0.0000 LR: 2.118e-03 Score 96.099 Data time: 0.1940, Forward time: 2.2759, Backward time: 3.1027, DDP time: 0.0054, Total iter time: 5.2248 [2020-11-06 06:43:38,078][root][INFO] - ===> Epoch[380](9864/26): Loss 0.0141, Sem 0.1099, dir -0.4466, norm 0.3508, swav 0.0000 LR: 2.104e-03 Score 96.594 Data time: 0.2278, Forward time: 2.2759, Backward time: 3.1025, DDP time: 0.0054, Total iter time: 4.3965 [2020-11-06 06:43:43,844][root][INFO] - ===> Epoch[380](9865/26): Loss 0.0793, Sem 0.1091, dir -0.3989, norm 0.3691, swav 0.0000 LR: 2.090e-03 Score 96.433 Data time: 0.2000, Forward time: 2.2759, Backward time: 3.1025, DDP time: 0.0054, Total iter time: 5.6645 [2020-11-06 06:43:49,545][root][INFO] - ===> Epoch[380](9866/26): Loss 0.0374, Sem 0.1371, dir -0.5106, norm 0.4109, swav 0.0000 LR: 2.076e-03 Score 95.748 Data time: 0.2718, Forward time: 2.2759, Backward time: 3.1025, DDP time: 0.0054, Total iter time: 5.5777 [2020-11-06 06:43:55,312][root][INFO] - ===> Epoch[380](9867/26): Loss -0.0112, Sem 0.0951, dir -0.5299, norm 0.4235, swav 0.0000 LR: 2.062e-03 Score 96.750 Data time: 0.2800, Forward time: 2.2760, Backward time: 3.1024, DDP time: 0.0054, Total iter time: 5.6396 [2020-11-06 06:44:01,110][root][INFO] - ===> Epoch[380](9868/26): Loss 0.0165, Sem 0.1196, dir -0.4469, norm 0.3438, swav 0.0000 LR: 2.048e-03 Score 95.753 Data time: 0.1915, Forward time: 2.2760, Backward time: 3.1024, DDP time: 0.0054, Total iter time: 5.6667 [2020-11-06 06:44:06,526][root][INFO] - ===> Epoch[380](9869/26): Loss -0.0013, Sem 0.1038, dir -0.5151, norm 0.4099, swav 0.0000 LR: 2.035e-03 Score 96.781 Data time: 0.2103, Forward time: 2.2760, Backward time: 3.1024, DDP time: 0.0054, Total iter time: 5.3059 [2020-11-06 06:44:12,761][root][INFO] - ===> Epoch[380](9870/26): Loss 0.0260, Sem 0.1011, dir -0.4217, norm 0.3465, swav 0.0000 LR: 2.021e-03 Score 96.558 Data time: 0.3074, Forward time: 2.2761, Backward time: 3.1023, DDP time: 0.0054, Total iter time: 6.1133 [2020-11-06 06:44:19,907][root][INFO] - ===> Epoch[380](9871/26): Loss -0.0362, Sem 0.1238, dir -0.4761, norm 0.3161, swav 0.0000 LR: 2.007e-03 Score 95.726 Data time: 0.2010, Forward time: 2.2761, Backward time: 3.1025, DDP time: 0.0054, Total iter time: 7.0378 [2020-11-06 06:44:27,107][root][INFO] - ===> Epoch[380](9872/26): Loss 0.0593, Sem 0.1056, dir -0.4103, norm 0.3641, swav 0.0000 LR: 1.993e-03 Score 96.412 Data time: 0.2296, Forward time: 2.2761, Backward time: 3.1026, DDP time: 0.0054, Total iter time: 7.1048 [2020-11-06 06:44:32,185][root][INFO] - ===> Epoch[380](9873/26): Loss 0.0273, Sem 0.1026, dir -0.4446, norm 0.3692, swav 0.0000 LR: 1.979e-03 Score 97.190 Data time: 0.2153, Forward time: 2.2761, Backward time: 3.1025, DDP time: 0.0054, Total iter time: 4.9636 [2020-11-06 06:44:38,627][root][INFO] - ===> Epoch[380](9874/26): Loss 0.0017, Sem 0.1040, dir -0.4937, norm 0.3914, swav 0.0000 LR: 1.965e-03 Score 96.672 Data time: 0.3304, Forward time: 2.2762, Backward time: 3.1025, DDP time: 0.0054, Total iter time: 6.3137 [2020-11-06 06:44:44,648][root][INFO] - ===> Epoch[380](9875/26): Loss 0.0559, Sem 0.0918, dir -0.4143, norm 0.3784, swav 0.0000 LR: 1.951e-03 Score 96.680 Data time: 0.2514, Forward time: 2.2762, Backward time: 3.1025, DDP time: 0.0054, Total iter time: 5.9150 [2020-11-06 06:44:51,840][root][INFO] - ===> Epoch[380](9876/26): Loss -0.0108, Sem 0.0977, dir -0.4686, norm 0.3600, swav 0.0000 LR: 1.937e-03 Score 96.541 Data time: 0.1919, Forward time: 2.2762, Backward time: 3.1026, DDP time: 0.0054, Total iter time: 7.0682 [2020-11-06 06:44:57,243][root][INFO] - ===> Epoch[380](9877/26): Loss 0.0429, Sem 0.1039, dir -0.4756, norm 0.4147, swav 0.0000 LR: 1.923e-03 Score 97.138 Data time: 0.1384, Forward time: 2.2761, Backward time: 3.1027, DDP time: 0.0054, Total iter time: 5.3012 [2020-11-06 06:45:02,526][root][INFO] - ===> Epoch[380](9878/26): Loss 0.0101, Sem 0.0957, dir -0.4867, norm 0.4010, swav 0.0000 LR: 1.909e-03 Score 96.886 Data time: 0.1539, Forward time: 2.2760, Backward time: 3.1027, DDP time: 0.0054, Total iter time: 5.2223 [2020-11-06 06:45:09,188][root][INFO] - ===> Epoch[380](9879/26): Loss 0.0814, Sem 0.1147, dir -0.4570, norm 0.4237, swav 0.0000 LR: 1.895e-03 Score 96.286 Data time: 0.2261, Forward time: 2.2760, Backward time: 3.1028, DDP time: 0.0054, Total iter time: 6.5881 [2020-11-06 06:45:15,620][root][INFO] - ===> Epoch[380](9880/26): Loss 0.0812, Sem 0.0921, dir -0.4642, norm 0.4532, swav 0.0000 LR: 1.881e-03 Score 97.071 Data time: 0.2351, Forward time: 2.2761, Backward time: 3.1028, DDP time: 0.0054, Total iter time: 6.3192 [2020-11-06 06:45:21,295][root][INFO] - ===> Epoch[381](9881/26): Loss -0.0169, Sem 0.0950, dir -0.4682, norm 0.3563, swav 0.0000 LR: 1.867e-03 Score 96.930 Data time: 0.1960, Forward time: 2.2761, Backward time: 3.1028, DDP time: 0.0054, Total iter time: 5.5622 [2020-11-06 06:45:26,716][root][INFO] - ===> Epoch[381](9882/26): Loss 0.0202, Sem 0.1301, dir -0.4821, norm 0.3722, swav 0.0000 LR: 1.853e-03 Score 96.096 Data time: 0.1954, Forward time: 2.2761, Backward time: 3.1028, DDP time: 0.0054, Total iter time: 5.3020 [2020-11-06 06:45:31,498][root][INFO] - ===> Epoch[381](9883/26): Loss -0.0279, Sem 0.1081, dir -0.4729, norm 0.3369, swav 0.0000 LR: 1.839e-03 Score 96.527 Data time: 0.2173, Forward time: 2.2761, Backward time: 3.1027, DDP time: 0.0054, Total iter time: 4.6918 [2020-11-06 06:45:36,164][root][INFO] - ===> Epoch[381](9884/26): Loss -0.0536, Sem 0.1086, dir -0.5115, norm 0.3493, swav 0.0000 LR: 1.825e-03 Score 96.927 Data time: 0.2377, Forward time: 2.2761, Backward time: 3.1026, DDP time: 0.0054, Total iter time: 4.5454 [2020-11-06 06:45:41,272][root][INFO] - ===> Epoch[381](9885/26): Loss 0.0102, Sem 0.1326, dir -0.5000, norm 0.3776, swav 0.0000 LR: 1.811e-03 Score 96.105 Data time: 0.2082, Forward time: 2.2761, Backward time: 3.1025, DDP time: 0.0054, Total iter time: 5.0023 [2020-11-06 06:45:46,863][root][INFO] - ===> Epoch[381](9886/26): Loss 0.0714, Sem 0.1246, dir -0.4873, norm 0.4341, swav 0.0000 LR: 1.797e-03 Score 95.900 Data time: 0.2352, Forward time: 2.2761, Backward time: 3.1025, DDP time: 0.0054, Total iter time: 5.4839 [2020-11-06 06:45:52,149][root][INFO] - ===> Epoch[381](9887/26): Loss 0.0266, Sem 0.1122, dir -0.4899, norm 0.4043, swav 0.0000 LR: 1.783e-03 Score 96.927 Data time: 0.2076, Forward time: 2.2761, Backward time: 3.1025, DDP time: 0.0054, Total iter time: 5.1763 [2020-11-06 06:45:57,610][root][INFO] - ===> Epoch[381](9888/26): Loss -0.0375, Sem 0.0933, dir -0.4657, norm 0.3349, swav 0.0000 LR: 1.769e-03 Score 96.991 Data time: 0.2072, Forward time: 2.2760, Backward time: 3.1024, DDP time: 0.0054, Total iter time: 5.3335 [2020-11-06 06:46:04,203][root][INFO] - ===> Epoch[381](9889/26): Loss 0.0657, Sem 0.1442, dir -0.4514, norm 0.3729, swav 0.0000 LR: 1.755e-03 Score 95.483 Data time: 0.2253, Forward time: 2.2760, Backward time: 3.1025, DDP time: 0.0054, Total iter time: 6.4844 [2020-11-06 06:46:09,623][root][INFO] - ===> Epoch[381](9890/26): Loss -0.0072, Sem 0.1088, dir -0.4880, norm 0.3720, swav 0.0000 LR: 1.741e-03 Score 96.089 Data time: 0.2437, Forward time: 2.2761, Backward time: 3.1025, DDP time: 0.0054, Total iter time: 5.3022 [2020-11-06 06:46:15,502][root][INFO] - ===> Epoch[381](9891/26): Loss -0.0514, Sem 0.1008, dir -0.5200, norm 0.3678, swav 0.0000 LR: 1.727e-03 Score 96.576 Data time: 0.2198, Forward time: 2.2761, Backward time: 3.1025, DDP time: 0.0054, Total iter time: 5.7614 [2020-11-06 06:46:21,250][root][INFO] - ===> Epoch[381](9892/26): Loss 0.0111, Sem 0.1231, dir -0.4827, norm 0.3707, swav 0.0000 LR: 1.713e-03 Score 95.974 Data time: 0.2796, Forward time: 2.2761, Backward time: 3.1024, DDP time: 0.0054, Total iter time: 5.6351 [2020-11-06 06:46:26,826][root][INFO] - ===> Epoch[381](9893/26): Loss -0.0316, Sem 0.0845, dir -0.4680, norm 0.3519, swav 0.0000 LR: 1.698e-03 Score 97.807 Data time: 0.2450, Forward time: 2.2762, Backward time: 3.1023, DDP time: 0.0054, Total iter time: 5.4588 [2020-11-06 06:46:32,608][root][INFO] - ===> Epoch[381](9894/26): Loss 0.1143, Sem 0.1183, dir -0.4507, norm 0.4467, swav 0.0000 LR: 1.684e-03 Score 96.134 Data time: 0.1722, Forward time: 2.2761, Backward time: 3.1024, DDP time: 0.0054, Total iter time: 5.6619 [2020-11-06 06:46:38,301][root][INFO] - ===> Epoch[381](9895/26): Loss -0.0269, Sem 0.0847, dir -0.4953, norm 0.3836, swav 0.0000 LR: 1.670e-03 Score 97.193 Data time: 0.2785, Forward time: 2.2762, Backward time: 3.1023, DDP time: 0.0054, Total iter time: 5.5927 [2020-11-06 06:46:44,246][root][INFO] - ===> Epoch[381](9896/26): Loss 0.1011, Sem 0.1515, dir -0.4538, norm 0.4034, swav 0.0000 LR: 1.656e-03 Score 95.176 Data time: 0.3317, Forward time: 2.2762, Backward time: 3.1023, DDP time: 0.0054, Total iter time: 5.8173 [2020-11-06 06:46:49,877][root][INFO] - ===> Epoch[381](9897/26): Loss 0.0054, Sem 0.1264, dir -0.5098, norm 0.3888, swav 0.0000 LR: 1.642e-03 Score 95.826 Data time: 0.2368, Forward time: 2.2763, Backward time: 3.1022, DDP time: 0.0054, Total iter time: 5.5052 [2020-11-06 06:46:55,057][root][INFO] - ===> Epoch[381](9898/26): Loss 0.0094, Sem 0.1090, dir -0.4721, norm 0.3725, swav 0.0000 LR: 1.627e-03 Score 96.598 Data time: 0.2195, Forward time: 2.2763, Backward time: 3.1022, DDP time: 0.0054, Total iter time: 5.0665 [2020-11-06 06:47:00,586][root][INFO] - ===> Epoch[381](9899/26): Loss 0.0340, Sem 0.1200, dir -0.4657, norm 0.3796, swav 0.0000 LR: 1.613e-03 Score 96.031 Data time: 0.2413, Forward time: 2.2763, Backward time: 3.1021, DDP time: 0.0054, Total iter time: 5.4103 [2020-11-06 06:47:05,487][root][INFO] - ===> Epoch[381](9900/26): Loss -0.0014, Sem 0.1192, dir -0.4743, norm 0.3537, swav 0.0000 LR: 1.599e-03 Score 96.215 Data time: 0.2025, Forward time: 2.2763, Backward time: 3.1020, DDP time: 0.0054, Total iter time: 4.7688 [2020-11-06 06:47:11,283][root][INFO] - ===> Epoch[381](9901/26): Loss 0.0456, Sem 0.1264, dir -0.4647, norm 0.3840, swav 0.0000 LR: 1.585e-03 Score 96.153 Data time: 0.2795, Forward time: 2.2763, Backward time: 3.1020, DDP time: 0.0054, Total iter time: 5.6805 [2020-11-06 06:47:16,780][root][INFO] - ===> Epoch[381](9902/26): Loss 0.0355, Sem 0.1105, dir -0.4258, norm 0.3508, swav 0.0000 LR: 1.570e-03 Score 96.349 Data time: 0.2616, Forward time: 2.2764, Backward time: 3.1019, DDP time: 0.0054, Total iter time: 5.3814 [2020-11-06 06:47:21,862][root][INFO] - ===> Epoch[381](9903/26): Loss 0.0078, Sem 0.0990, dir -0.4846, norm 0.3934, swav 0.0000 LR: 1.556e-03 Score 96.810 Data time: 0.2355, Forward time: 2.2764, Backward time: 3.1018, DDP time: 0.0054, Total iter time: 4.9472 [2020-11-06 06:47:28,804][root][INFO] - ===> Epoch[381](9904/26): Loss 0.0989, Sem 0.1421, dir -0.4312, norm 0.3880, swav 0.0000 LR: 1.542e-03 Score 95.594 Data time: 0.2123, Forward time: 2.2764, Backward time: 3.1019, DDP time: 0.0054, Total iter time: 6.8084 [2020-11-06 06:47:34,274][root][INFO] - ===> Epoch[381](9905/26): Loss 0.0266, Sem 0.1277, dir -0.4785, norm 0.3774, swav 0.0000 LR: 1.528e-03 Score 96.315 Data time: 0.2422, Forward time: 2.2764, Backward time: 3.1019, DDP time: 0.0054, Total iter time: 5.3377 [2020-11-06 06:47:39,394][root][INFO] - ===> Epoch[381](9906/26): Loss -0.0108, Sem 0.0919, dir -0.4918, norm 0.3891, swav 0.0000 LR: 1.513e-03 Score 97.372 Data time: 0.2288, Forward time: 2.2764, Backward time: 3.1018, DDP time: 0.0054, Total iter time: 5.0034 [2020-11-06 06:47:44,638][root][INFO] - ===> Epoch[382](9907/26): Loss 0.0163, Sem 0.1449, dir -0.4594, norm 0.3308, swav 0.0000 LR: 1.499e-03 Score 95.474 Data time: 0.1796, Forward time: 2.2764, Backward time: 3.1018, DDP time: 0.0054, Total iter time: 5.1139 [2020-11-06 06:47:50,613][root][INFO] - ===> Epoch[382](9908/26): Loss 0.0171, Sem 0.1209, dir -0.4843, norm 0.3805, swav 0.0000 LR: 1.485e-03 Score 95.966 Data time: 0.2097, Forward time: 2.2764, Backward time: 3.1018, DDP time: 0.0054, Total iter time: 5.8721 [2020-11-06 06:47:55,873][root][INFO] - ===> Epoch[382](9909/26): Loss -0.0545, Sem 0.1044, dir -0.5277, norm 0.3688, swav 0.0000 LR: 1.470e-03 Score 96.601 Data time: 0.1738, Forward time: 2.2763, Backward time: 3.1018, DDP time: 0.0054, Total iter time: 5.1338 [2020-11-06 06:48:01,876][root][INFO] - ===> Epoch[382](9910/26): Loss 0.1794, Sem 0.1743, dir -0.4312, norm 0.4363, swav 0.0000 LR: 1.456e-03 Score 94.504 Data time: 0.2707, Forward time: 2.2764, Backward time: 3.1018, DDP time: 0.0054, Total iter time: 5.9082 [2020-11-06 06:48:07,514][root][INFO] - ===> Epoch[382](9911/26): Loss -0.0149, Sem 0.0778, dir -0.4867, norm 0.3940, swav 0.0000 LR: 1.441e-03 Score 97.444 Data time: 0.1968, Forward time: 2.2764, Backward time: 3.1018, DDP time: 0.0054, Total iter time: 5.4921 [2020-11-06 06:48:12,752][root][INFO] - ===> Epoch[382](9912/26): Loss 0.0221, Sem 0.1081, dir -0.4764, norm 0.3904, swav 0.0000 LR: 1.427e-03 Score 96.869 Data time: 0.2103, Forward time: 2.2764, Backward time: 3.1017, DDP time: 0.0054, Total iter time: 5.1313 [2020-11-06 06:48:18,711][root][INFO] - ===> Epoch[382](9913/26): Loss -0.0198, Sem 0.0772, dir -0.4435, norm 0.3465, swav 0.0000 LR: 1.413e-03 Score 97.639 Data time: 0.2887, Forward time: 2.2764, Backward time: 3.1016, DDP time: 0.0054, Total iter time: 5.8429 [2020-11-06 06:48:25,584][root][INFO] - ===> Epoch[382](9914/26): Loss -0.0358, Sem 0.0890, dir -0.4771, norm 0.3523, swav 0.0000 LR: 1.398e-03 Score 96.768 Data time: 0.2292, Forward time: 2.2765, Backward time: 3.1017, DDP time: 0.0054, Total iter time: 6.7279 [2020-11-06 06:48:32,677][root][INFO] - ===> Epoch[382](9915/26): Loss 0.1212, Sem 0.1726, dir -0.4120, norm 0.3605, swav 0.0000 LR: 1.384e-03 Score 95.332 Data time: 0.2507, Forward time: 2.2765, Backward time: 3.1018, DDP time: 0.0054, Total iter time: 6.9427 [2020-11-06 06:48:38,530][root][INFO] - ===> Epoch[382](9916/26): Loss 0.0446, Sem 0.1618, dir -0.4814, norm 0.3642, swav 0.0000 LR: 1.369e-03 Score 95.172 Data time: 0.2398, Forward time: 2.2765, Backward time: 3.1018, DDP time: 0.0054, Total iter time: 5.7016 [2020-11-06 06:48:45,053][root][INFO] - ===> Epoch[382](9917/26): Loss 0.0367, Sem 0.1121, dir -0.4850, norm 0.4096, swav 0.0000 LR: 1.355e-03 Score 96.004 Data time: 0.3068, Forward time: 2.2766, Backward time: 3.1018, DDP time: 0.0054, Total iter time: 6.4061 [2020-11-06 06:48:51,400][root][INFO] - ===> Epoch[382](9918/26): Loss 0.0102, Sem 0.1124, dir -0.4393, norm 0.3371, swav 0.0000 LR: 1.340e-03 Score 96.548 Data time: 0.1671, Forward time: 2.2766, Backward time: 3.1019, DDP time: 0.0054, Total iter time: 6.2236 [2020-11-06 06:48:58,197][root][INFO] - ===> Epoch[382](9919/26): Loss -0.0246, Sem 0.0867, dir -0.4463, norm 0.3350, swav 0.0000 LR: 1.326e-03 Score 97.246 Data time: 0.1782, Forward time: 2.2766, Backward time: 3.1020, DDP time: 0.0054, Total iter time: 6.7015 [2020-11-06 06:49:04,442][root][INFO] - ===> Epoch[382](9920/26): Loss 0.0293, Sem 0.1454, dir -0.5241, norm 0.4080, swav 0.0000 LR: 1.311e-03 Score 95.707 Data time: 0.1976, Forward time: 2.2765, Backward time: 3.1021, DDP time: 0.0054, Total iter time: 6.1439 [2020-11-06 06:49:10,282][root][INFO] - ===> Epoch[382](9921/26): Loss 0.0675, Sem 0.1138, dir -0.4803, norm 0.4340, swav 0.0000 LR: 1.296e-03 Score 96.459 Data time: 0.2613, Forward time: 2.2766, Backward time: 3.1020, DDP time: 0.0054, Total iter time: 5.7350 [2020-11-06 06:49:16,044][root][INFO] - ===> Epoch[382](9922/26): Loss -0.0477, Sem 0.0861, dir -0.4847, norm 0.3508, swav 0.0000 LR: 1.282e-03 Score 97.155 Data time: 0.2776, Forward time: 2.2766, Backward time: 3.1020, DDP time: 0.0054, Total iter time: 5.6361 [2020-11-06 06:49:21,952][root][INFO] - ===> Epoch[382](9923/26): Loss -0.0441, Sem 0.1052, dir -0.5284, norm 0.3791, swav 0.0000 LR: 1.267e-03 Score 96.836 Data time: 0.2370, Forward time: 2.2766, Backward time: 3.1020, DDP time: 0.0054, Total iter time: 5.7928 [2020-11-06 06:49:28,432][root][INFO] - ===> Epoch[382](9924/26): Loss 0.1389, Sem 0.1363, dir -0.5019, norm 0.5045, swav 0.0000 LR: 1.253e-03 Score 95.404 Data time: 0.2324, Forward time: 2.2766, Backward time: 3.1020, DDP time: 0.0054, Total iter time: 6.3675 [2020-11-06 06:49:34,784][root][INFO] - ===> Epoch[382](9925/26): Loss 0.0571, Sem 0.1155, dir -0.3798, norm 0.3214, swav 0.0000 LR: 1.238e-03 Score 96.688 Data time: 0.1941, Forward time: 2.2766, Backward time: 3.1021, DDP time: 0.0054, Total iter time: 6.2408 [2020-11-06 06:49:40,167][root][INFO] - ===> Epoch[382](9926/26): Loss 0.0133, Sem 0.0970, dir -0.4864, norm 0.4027, swav 0.0000 LR: 1.223e-03 Score 97.007 Data time: 0.1864, Forward time: 2.2766, Backward time: 3.1021, DDP time: 0.0054, Total iter time: 5.2722 [2020-11-06 06:49:45,937][root][INFO] - ===> Epoch[382](9927/26): Loss -0.0018, Sem 0.1181, dir -0.5083, norm 0.3884, swav 0.0000 LR: 1.209e-03 Score 96.416 Data time: 0.2150, Forward time: 2.2766, Backward time: 3.1021, DDP time: 0.0054, Total iter time: 5.6730 [2020-11-06 06:49:50,417][root][INFO] - ===> Epoch[382](9928/26): Loss 0.0085, Sem 0.1040, dir -0.4459, norm 0.3504, swav 0.0000 LR: 1.194e-03 Score 96.888 Data time: 0.2039, Forward time: 2.2766, Backward time: 3.1020, DDP time: 0.0054, Total iter time: 4.3572 [2020-11-06 06:49:55,488][root][INFO] - ===> Epoch[382](9929/26): Loss 0.0400, Sem 0.1130, dir -0.4393, norm 0.3663, swav 0.0000 LR: 1.179e-03 Score 95.680 Data time: 0.1741, Forward time: 2.2765, Backward time: 3.1020, DDP time: 0.0054, Total iter time: 4.9567 [2020-11-06 06:50:01,311][root][INFO] - ===> Epoch[382](9930/26): Loss 0.0116, Sem 0.1152, dir -0.4619, norm 0.3583, swav 0.0000 LR: 1.164e-03 Score 97.103 Data time: 0.2029, Forward time: 2.2765, Backward time: 3.1020, DDP time: 0.0054, Total iter time: 5.7097 [2020-11-06 06:50:07,137][root][INFO] - ===> Epoch[382](9931/26): Loss -0.0153, Sem 0.1102, dir -0.5088, norm 0.3832, swav 0.0000 LR: 1.150e-03 Score 96.410 Data time: 0.2062, Forward time: 2.2765, Backward time: 3.1020, DDP time: 0.0054, Total iter time: 5.7088 [2020-11-06 06:50:13,639][root][INFO] - ===> Epoch[382](9932/26): Loss 0.0230, Sem 0.1138, dir -0.4831, norm 0.3923, swav 0.0000 LR: 1.135e-03 Score 95.830 Data time: 0.2015, Forward time: 2.2765, Backward time: 3.1021, DDP time: 0.0054, Total iter time: 6.3832 [2020-11-06 06:50:18,269][root][INFO] - ===> Epoch[383](9933/26): Loss 0.0015, Sem 0.1088, dir -0.4442, norm 0.3369, swav 0.0000 LR: 1.120e-03 Score 96.078 Data time: 0.1979, Forward time: 2.2765, Backward time: 3.1020, DDP time: 0.0054, Total iter time: 4.5346 [2020-11-06 06:50:23,783][root][INFO] - ===> Epoch[383](9934/26): Loss 0.0626, Sem 0.1540, dir -0.4762, norm 0.3848, swav 0.0000 LR: 1.105e-03 Score 95.597 Data time: 0.2476, Forward time: 2.2765, Backward time: 3.1019, DDP time: 0.0054, Total iter time: 5.4062 [2020-11-06 06:50:29,212][root][INFO] - ===> Epoch[383](9935/26): Loss 0.0131, Sem 0.1095, dir -0.4509, norm 0.3545, swav 0.0000 LR: 1.090e-03 Score 96.537 Data time: 0.2481, Forward time: 2.2765, Backward time: 3.1019, DDP time: 0.0054, Total iter time: 5.2848 [2020-11-06 06:50:34,658][root][INFO] - ===> Epoch[383](9936/26): Loss 0.0155, Sem 0.1021, dir -0.4328, norm 0.3462, swav 0.0000 LR: 1.075e-03 Score 96.932 Data time: 0.2435, Forward time: 2.2765, Backward time: 3.1018, DDP time: 0.0054, Total iter time: 5.3132 [2020-11-06 06:50:39,658][root][INFO] - ===> Epoch[383](9937/26): Loss -0.0361, Sem 0.0728, dir -0.4930, norm 0.3841, swav 0.0000 LR: 1.061e-03 Score 97.859 Data time: 0.2086, Forward time: 2.2765, Backward time: 3.1017, DDP time: 0.0054, Total iter time: 4.8576 [2020-11-06 06:50:45,847][root][INFO] - ===> Epoch[383](9938/26): Loss 0.0676, Sem 0.1273, dir -0.4367, norm 0.3770, swav 0.0000 LR: 1.046e-03 Score 96.245 Data time: 0.2028, Forward time: 2.2765, Backward time: 3.1018, DDP time: 0.0054, Total iter time: 6.0650 [2020-11-06 06:50:52,789][root][INFO] - ===> Epoch[383](9939/26): Loss 0.0344, Sem 0.1319, dir -0.4318, norm 0.3343, swav 0.0000 LR: 1.031e-03 Score 96.124 Data time: 0.2241, Forward time: 2.2765, Backward time: 3.1019, DDP time: 0.0054, Total iter time: 6.8321 [2020-11-06 06:50:58,143][root][INFO] - ===> Epoch[383](9940/26): Loss 0.0797, Sem 0.1546, dir -0.4091, norm 0.3342, swav 0.0000 LR: 1.016e-03 Score 94.979 Data time: 0.2141, Forward time: 2.2765, Backward time: 3.1019, DDP time: 0.0054, Total iter time: 5.2366 [2020-11-06 06:51:03,067][root][INFO] - ===> Epoch[383](9941/26): Loss -0.0284, Sem 0.0893, dir -0.4732, norm 0.3554, swav 0.0000 LR: 1.001e-03 Score 97.005 Data time: 0.1981, Forward time: 2.2765, Backward time: 3.1018, DDP time: 0.0054, Total iter time: 4.8072 [2020-11-06 06:51:09,886][root][INFO] - ===> Epoch[383](9942/26): Loss 0.0529, Sem 0.1279, dir -0.4354, norm 0.3604, swav 0.0000 LR: 9.857e-04 Score 95.728 Data time: 0.2621, Forward time: 2.2766, Backward time: 3.1018, DDP time: 0.0054, Total iter time: 6.7057 [2020-11-06 06:51:14,957][root][INFO] - ===> Epoch[383](9943/26): Loss -0.0111, Sem 0.1057, dir -0.5017, norm 0.3849, swav 0.0000 LR: 9.706e-04 Score 96.923 Data time: 0.1819, Forward time: 2.2765, Backward time: 3.1018, DDP time: 0.0054, Total iter time: 4.9144 [2020-11-06 06:51:21,053][root][INFO] - ===> Epoch[383](9944/26): Loss -0.0329, Sem 0.0951, dir -0.4884, norm 0.3604, swav 0.0000 LR: 9.555e-04 Score 96.534 Data time: 0.2384, Forward time: 2.2765, Backward time: 3.1018, DDP time: 0.0054, Total iter time: 5.9898 [2020-11-06 06:51:27,337][root][INFO] - ===> Epoch[383](9945/26): Loss 0.0190, Sem 0.1000, dir -0.4649, norm 0.3840, swav 0.0000 LR: 9.404e-04 Score 96.655 Data time: 0.2920, Forward time: 2.2766, Backward time: 3.1018, DDP time: 0.0054, Total iter time: 6.1584 [2020-11-06 06:51:32,427][root][INFO] - ===> Epoch[383](9946/26): Loss 0.0060, Sem 0.1065, dir -0.5116, norm 0.4111, swav 0.0000 LR: 9.253e-04 Score 95.981 Data time: 0.2809, Forward time: 2.2766, Backward time: 3.1017, DDP time: 0.0054, Total iter time: 4.9136 [2020-11-06 06:51:37,905][root][INFO] - ===> Epoch[383](9947/26): Loss 0.0179, Sem 0.1186, dir -0.4803, norm 0.3796, swav 0.0000 LR: 9.102e-04 Score 96.983 Data time: 0.2064, Forward time: 2.2766, Backward time: 3.1017, DDP time: 0.0054, Total iter time: 5.3626 [2020-11-06 06:51:43,354][root][INFO] - ===> Epoch[383](9948/26): Loss 0.0549, Sem 0.1511, dir -0.4341, norm 0.3378, swav 0.0000 LR: 8.950e-04 Score 95.487 Data time: 0.1743, Forward time: 2.2766, Backward time: 3.1017, DDP time: 0.0054, Total iter time: 5.3159 [2020-11-06 06:51:49,992][root][INFO] - ===> Epoch[383](9949/26): Loss -0.0142, Sem 0.1328, dir -0.5164, norm 0.3694, swav 0.0000 LR: 8.798e-04 Score 95.455 Data time: 0.2073, Forward time: 2.2766, Backward time: 3.1018, DDP time: 0.0054, Total iter time: 6.5400 [2020-11-06 06:51:55,979][root][INFO] - ===> Epoch[383](9950/26): Loss 0.0338, Sem 0.1008, dir -0.4549, norm 0.3878, swav 0.0000 LR: 8.645e-04 Score 97.336 Data time: 0.2841, Forward time: 2.2766, Backward time: 3.1017, DDP time: 0.0054, Total iter time: 5.8829 [2020-11-06 06:52:01,963][root][INFO] - ===> Epoch[383](9951/26): Loss 0.0298, Sem 0.1190, dir -0.4404, norm 0.3511, swav 0.0000 LR: 8.492e-04 Score 95.730 Data time: 0.2867, Forward time: 2.2767, Backward time: 3.1017, DDP time: 0.0054, Total iter time: 5.8373 [2020-11-06 06:52:07,053][root][INFO] - ===> Epoch[383](9952/26): Loss 0.0079, Sem 0.1492, dir -0.4884, norm 0.3471, swav 0.0000 LR: 8.339e-04 Score 95.218 Data time: 0.2212, Forward time: 2.2767, Backward time: 3.1016, DDP time: 0.0054, Total iter time: 4.9630 [2020-11-06 06:52:13,166][root][INFO] - ===> Epoch[383](9953/26): Loss -0.0012, Sem 0.1153, dir -0.5018, norm 0.3853, swav 0.0000 LR: 8.186e-04 Score 96.231 Data time: 0.2393, Forward time: 2.2767, Backward time: 3.1016, DDP time: 0.0054, Total iter time: 6.0072 [2020-11-06 06:52:17,910][root][INFO] - ===> Epoch[383](9954/26): Loss 0.0132, Sem 0.1313, dir -0.4931, norm 0.3751, swav 0.0000 LR: 8.032e-04 Score 95.889 Data time: 0.2255, Forward time: 2.2768, Backward time: 3.1015, DDP time: 0.0054, Total iter time: 4.6325 [2020-11-06 06:52:23,903][root][INFO] - ===> Epoch[383](9955/26): Loss 0.0063, Sem 0.0986, dir -0.4212, norm 0.3289, swav 0.0000 LR: 7.878e-04 Score 97.060 Data time: 0.1924, Forward time: 2.2767, Backward time: 3.1015, DDP time: 0.0054, Total iter time: 5.8776 [2020-11-06 06:52:29,522][root][INFO] - ===> Epoch[383](9956/26): Loss 0.0181, Sem 0.0913, dir -0.4886, norm 0.4154, swav 0.0000 LR: 7.724e-04 Score 96.544 Data time: 0.1799, Forward time: 2.2767, Backward time: 3.1016, DDP time: 0.0054, Total iter time: 5.5136 [2020-11-06 06:52:35,455][root][INFO] - ===> Epoch[383](9957/26): Loss 0.0068, Sem 0.1173, dir -0.4692, norm 0.3586, swav 0.0000 LR: 7.570e-04 Score 96.987 Data time: 0.1509, Forward time: 2.2766, Backward time: 3.1016, DDP time: 0.0054, Total iter time: 5.8280 [2020-11-06 06:52:40,723][root][INFO] - ===> Epoch[383](9958/26): Loss -0.0190, Sem 0.0903, dir -0.4787, norm 0.3694, swav 0.0000 LR: 7.415e-04 Score 97.256 Data time: 0.2127, Forward time: 2.2766, Backward time: 3.1016, DDP time: 0.0054, Total iter time: 5.1914 [2020-11-06 06:52:45,824][root][INFO] - ===> Epoch[384](9959/26): Loss -0.0008, Sem 0.0829, dir -0.4465, norm 0.3628, swav 0.0000 LR: 7.259e-04 Score 97.294 Data time: 0.1548, Forward time: 2.2766, Backward time: 3.1016, DDP time: 0.0054, Total iter time: 4.9695 [2020-11-06 06:52:52,191][root][INFO] - ===> Epoch[384](9960/26): Loss -0.0080, Sem 0.0759, dir -0.4264, norm 0.3425, swav 0.0000 LR: 7.103e-04 Score 97.198 Data time: 0.1917, Forward time: 2.2765, Backward time: 3.1017, DDP time: 0.0054, Total iter time: 6.2837 [2020-11-06 06:52:57,590][root][INFO] - ===> Epoch[384](9961/26): Loss 0.0200, Sem 0.0705, dir -0.4565, norm 0.4060, swav 0.0000 LR: 6.947e-04 Score 97.898 Data time: 0.2291, Forward time: 2.2766, Backward time: 3.1016, DDP time: 0.0054, Total iter time: 5.3121 [2020-11-06 06:53:03,199][root][INFO] - ===> Epoch[384](9962/26): Loss -0.0331, Sem 0.1026, dir -0.5303, norm 0.3946, swav 0.0000 LR: 6.791e-04 Score 97.272 Data time: 0.2228, Forward time: 2.2766, Backward time: 3.1016, DDP time: 0.0054, Total iter time: 5.5001 [2020-11-06 06:53:08,207][root][INFO] - ===> Epoch[384](9963/26): Loss 0.0675, Sem 0.1210, dir -0.4627, norm 0.4092, swav 0.0000 LR: 6.634e-04 Score 96.200 Data time: 0.2656, Forward time: 2.2766, Backward time: 3.1015, DDP time: 0.0054, Total iter time: 4.8909 [2020-11-06 06:53:14,911][root][INFO] - ===> Epoch[384](9964/26): Loss 0.0527, Sem 0.1360, dir -0.4975, norm 0.4142, swav 0.0000 LR: 6.477e-04 Score 95.652 Data time: 0.3098, Forward time: 2.2767, Backward time: 3.1015, DDP time: 0.0054, Total iter time: 6.5987 [2020-11-06 06:53:21,835][root][INFO] - ===> Epoch[384](9965/26): Loss 0.1296, Sem 0.1381, dir -0.4105, norm 0.4019, swav 0.0000 LR: 6.319e-04 Score 96.238 Data time: 0.1731, Forward time: 2.2767, Backward time: 3.1016, DDP time: 0.0054, Total iter time: 6.7926 [2020-11-06 06:53:26,835][root][INFO] - ===> Epoch[384](9966/26): Loss -0.0090, Sem 0.1186, dir -0.5734, norm 0.4459, swav 0.0000 LR: 6.161e-04 Score 96.290 Data time: 0.1836, Forward time: 2.2767, Backward time: 3.1015, DDP time: 0.0054, Total iter time: 4.8884 [2020-11-06 06:53:32,156][root][INFO] - ===> Epoch[384](9967/26): Loss 0.0193, Sem 0.1084, dir -0.4216, norm 0.3324, swav 0.0000 LR: 6.002e-04 Score 96.720 Data time: 0.1859, Forward time: 2.2766, Backward time: 3.1015, DDP time: 0.0055, Total iter time: 5.2116 [2020-11-06 06:53:37,648][root][INFO] - ===> Epoch[384](9968/26): Loss 0.0319, Sem 0.1142, dir -0.4700, norm 0.3877, swav 0.0000 LR: 5.843e-04 Score 95.398 Data time: 0.1683, Forward time: 2.2766, Backward time: 3.1015, DDP time: 0.0055, Total iter time: 5.4178 [2020-11-06 06:53:45,062][root][INFO] - ===> Epoch[384](9969/26): Loss -0.0047, Sem 0.1071, dir -0.4254, norm 0.3136, swav 0.0000 LR: 5.683e-04 Score 96.651 Data time: 0.2517, Forward time: 2.2766, Backward time: 3.1017, DDP time: 0.0055, Total iter time: 7.3183 [2020-11-06 06:53:52,399][root][INFO] - ===> Epoch[384](9970/26): Loss 0.0609, Sem 0.1085, dir -0.4424, norm 0.3948, swav 0.0000 LR: 5.523e-04 Score 96.563 Data time: 0.2536, Forward time: 2.2767, Backward time: 3.1018, DDP time: 0.0055, Total iter time: 7.2263 [2020-11-06 06:53:57,598][root][INFO] - ===> Epoch[384](9971/26): Loss 0.0773, Sem 0.1206, dir -0.4396, norm 0.3963, swav 0.0000 LR: 5.363e-04 Score 95.370 Data time: 0.2189, Forward time: 2.2767, Backward time: 3.1017, DDP time: 0.0055, Total iter time: 5.0827 [2020-11-06 06:54:04,269][root][INFO] - ===> Epoch[384](9972/26): Loss 0.1028, Sem 0.1465, dir -0.4523, norm 0.4086, swav 0.0000 LR: 5.201e-04 Score 95.390 Data time: 0.2362, Forward time: 2.2767, Backward time: 3.1018, DDP time: 0.0055, Total iter time: 6.5678 [2020-11-06 06:54:09,767][root][INFO] - ===> Epoch[384](9973/26): Loss -0.0349, Sem 0.1221, dir -0.5450, norm 0.3880, swav 0.0000 LR: 5.040e-04 Score 95.785 Data time: 0.2241, Forward time: 2.2767, Backward time: 3.1017, DDP time: 0.0055, Total iter time: 5.3753 [2020-11-06 06:54:15,747][root][INFO] - ===> Epoch[384](9974/26): Loss -0.0204, Sem 0.1013, dir -0.4485, norm 0.3269, swav 0.0000 LR: 4.877e-04 Score 96.652 Data time: 0.2268, Forward time: 2.2767, Backward time: 3.1018, DDP time: 0.0055, Total iter time: 5.8741 [2020-11-06 06:54:21,578][root][INFO] - ===> Epoch[384](9975/26): Loss 0.0257, Sem 0.1042, dir -0.4478, norm 0.3693, swav 0.0000 LR: 4.715e-04 Score 96.937 Data time: 0.1883, Forward time: 2.2767, Backward time: 3.1018, DDP time: 0.0055, Total iter time: 5.7162 [2020-11-06 06:54:27,452][root][INFO] - ===> Epoch[384](9976/26): Loss 0.1022, Sem 0.1633, dir -0.4391, norm 0.3780, swav 0.0000 LR: 4.551e-04 Score 94.656 Data time: 0.2070, Forward time: 2.2767, Backward time: 3.1018, DDP time: 0.0055, Total iter time: 5.7839 [2020-11-06 06:54:34,143][root][INFO] - ===> Epoch[384](9977/26): Loss 0.0859, Sem 0.1017, dir -0.4919, norm 0.4762, swav 0.0000 LR: 4.387e-04 Score 96.535 Data time: 0.2011, Forward time: 2.2767, Backward time: 3.1019, DDP time: 0.0055, Total iter time: 6.5888 [2020-11-06 06:54:38,386][root][INFO] - ===> Epoch[384](9978/26): Loss -0.0166, Sem 0.1220, dir -0.4801, norm 0.3414, swav 0.0000 LR: 4.222e-04 Score 96.422 Data time: 0.2092, Forward time: 2.2766, Backward time: 3.1018, DDP time: 0.0055, Total iter time: 4.1178 [2020-11-06 06:54:43,583][root][INFO] - ===> Epoch[384](9979/26): Loss 0.0102, Sem 0.1014, dir -0.4688, norm 0.3775, swav 0.0000 LR: 4.056e-04 Score 96.241 Data time: 0.1655, Forward time: 2.2766, Backward time: 3.1018, DDP time: 0.0055, Total iter time: 5.1180 [2020-11-06 06:54:51,325][root][INFO] - ===> Epoch[384](9980/26): Loss 0.0715, Sem 0.0995, dir -0.4545, norm 0.4265, swav 0.0000 LR: 3.890e-04 Score 96.613 Data time: 0.1406, Forward time: 2.2765, Backward time: 3.1020, DDP time: 0.0055, Total iter time: 7.6504 [2020-11-06 06:54:56,600][root][INFO] - ===> Epoch[384](9981/26): Loss 0.0005, Sem 0.1014, dir -0.4519, norm 0.3511, swav 0.0000 LR: 3.723e-04 Score 96.972 Data time: 0.1559, Forward time: 2.2764, Backward time: 3.1021, DDP time: 0.0055, Total iter time: 5.2152 [2020-11-06 06:55:02,033][root][INFO] - ===> Epoch[384](9982/26): Loss 0.0765, Sem 0.1560, dir -0.4280, norm 0.3485, swav 0.0000 LR: 3.555e-04 Score 95.440 Data time: 0.1792, Forward time: 2.2764, Backward time: 3.1021, DDP time: 0.0055, Total iter time: 5.3468 [2020-11-06 06:55:08,738][root][INFO] - ===> Epoch[384](9983/26): Loss 0.0053, Sem 0.0932, dir -0.4708, norm 0.3830, swav 0.0000 LR: 3.386e-04 Score 97.330 Data time: 0.2269, Forward time: 2.2764, Backward time: 3.1022, DDP time: 0.0055, Total iter time: 6.5905 [2020-11-06 06:55:14,189][root][INFO] - ===> Epoch[384](9984/26): Loss -0.0146, Sem 0.1064, dir -0.4900, norm 0.3690, swav 0.0000 LR: 3.216e-04 Score 96.370 Data time: 0.2589, Forward time: 2.2764, Backward time: 3.1021, DDP time: 0.0055, Total iter time: 5.3367 [2020-11-06 06:55:18,793][root][INFO] - ===> Epoch[385](9985/26): Loss -0.0437, Sem 0.0786, dir -0.5073, norm 0.3850, swav 0.0000 LR: 3.046e-04 Score 97.112 Data time: 0.2155, Forward time: 2.2764, Backward time: 3.1020, DDP time: 0.0055, Total iter time: 4.4847 [2020-11-06 06:55:23,659][root][INFO] - ===> Epoch[385](9986/26): Loss 0.0306, Sem 0.1272, dir -0.4758, norm 0.3792, swav 0.0000 LR: 2.874e-04 Score 95.610 Data time: 0.2296, Forward time: 2.2764, Backward time: 3.1019, DDP time: 0.0055, Total iter time: 4.7500 [2020-11-06 06:55:29,576][root][INFO] - ===> Epoch[385](9987/26): Loss -0.0079, Sem 0.1237, dir -0.5531, norm 0.4215, swav 0.0000 LR: 2.701e-04 Score 96.096 Data time: 0.1856, Forward time: 2.2764, Backward time: 3.1019, DDP time: 0.0055, Total iter time: 5.7961 [2020-11-06 06:55:35,658][root][INFO] - ===> Epoch[385](9988/26): Loss 0.0298, Sem 0.1242, dir -0.4420, norm 0.3476, swav 0.0000 LR: 2.526e-04 Score 96.336 Data time: 0.2575, Forward time: 2.2764, Backward time: 3.1019, DDP time: 0.0055, Total iter time: 5.9798 [2020-11-06 06:55:40,954][root][INFO] - ===> Epoch[385](9989/26): Loss -0.0136, Sem 0.1263, dir -0.5395, norm 0.3996, swav 0.0000 LR: 2.351e-04 Score 96.733 Data time: 0.2280, Forward time: 2.2765, Backward time: 3.1019, DDP time: 0.0055, Total iter time: 5.1599 [2020-11-06 06:55:47,737][root][INFO] - ===> Epoch[385](9990/26): Loss -0.0219, Sem 0.1118, dir -0.5073, norm 0.3737, swav 0.0000 LR: 2.174e-04 Score 96.247 Data time: 0.2099, Forward time: 2.2765, Backward time: 3.1019, DDP time: 0.0055, Total iter time: 6.6751 [2020-11-06 06:55:53,195][root][INFO] - ===> Epoch[385](9991/26): Loss 0.0556, Sem 0.1186, dir -0.4486, norm 0.3857, swav 0.0000 LR: 1.995e-04 Score 95.824 Data time: 0.1838, Forward time: 2.2764, Backward time: 3.1019, DDP time: 0.0055, Total iter time: 5.3326 [2020-11-06 06:55:59,129][root][INFO] - ===> Epoch[385](9992/26): Loss 0.0214, Sem 0.0987, dir -0.4173, norm 0.3401, swav 0.0000 LR: 1.815e-04 Score 97.226 Data time: 0.2458, Forward time: 2.2765, Backward time: 3.1019, DDP time: 0.0055, Total iter time: 5.8324 [2020-11-06 06:56:04,878][root][INFO] - ===> Epoch[385](9993/26): Loss 0.0902, Sem 0.1635, dir -0.4419, norm 0.3686, swav 0.0000 LR: 1.632e-04 Score 95.813 Data time: 0.1715, Forward time: 2.2764, Backward time: 3.1020, DDP time: 0.0055, Total iter time: 5.6127 [2020-11-06 06:56:09,829][root][INFO] - ===> Epoch[385](9994/26): Loss 0.0119, Sem 0.1083, dir -0.4665, norm 0.3701, swav 0.0000 LR: 1.447e-04 Score 96.812 Data time: 0.2011, Forward time: 2.2764, Backward time: 3.1019, DDP time: 0.0055, Total iter time: 4.8526 [2020-11-06 06:56:15,317][root][INFO] - ===> Epoch[385](9995/26): Loss 0.0629, Sem 0.1248, dir -0.4627, norm 0.4008, swav 0.0000 LR: 1.260e-04 Score 96.079 Data time: 0.1306, Forward time: 2.2763, Backward time: 3.1020, DDP time: 0.0055, Total iter time: 5.3666 [2020-11-06 06:56:22,215][root][INFO] - ===> Epoch[385](9996/26): Loss 0.0112, Sem 0.1068, dir -0.4702, norm 0.3747, swav 0.0000 LR: 1.069e-04 Score 96.480 Data time: 0.2224, Forward time: 2.2763, Backward time: 3.1021, DDP time: 0.0055, Total iter time: 6.8081 [2020-11-06 06:56:28,122][root][INFO] - ===> Epoch[385](9997/26): Loss 0.0780, Sem 0.0857, dir -0.4609, norm 0.4531, swav 0.0000 LR: 8.746e-05 Score 97.124 Data time: 0.1969, Forward time: 2.2763, Backward time: 3.1021, DDP time: 0.0055, Total iter time: 5.7932 [2020-11-06 06:56:33,495][root][INFO] - ===> Epoch[385](9998/26): Loss -0.0170, Sem 0.1091, dir -0.5035, norm 0.3774, swav 0.0000 LR: 6.751e-05 Score 96.189 Data time: 0.1472, Forward time: 2.2763, Backward time: 3.1021, DDP time: 0.0055, Total iter time: 5.2549 [2020-11-06 06:56:39,120][root][INFO] - ===> Epoch[385](9999/26): Loss 0.0220, Sem 0.1219, dir -0.5090, norm 0.4091, swav 0.0000 LR: 4.687e-05 Score 96.762 Data time: 0.2775, Forward time: 2.2763, Backward time: 3.1020, DDP time: 0.0055, Total iter time: 5.5119 [2020-11-06 06:56:43,738][submitit][INFO] - Job completed successfully [2020-11-06 06:56:43,760][submitit][INFO] - Job completed successfully [2020-11-06 06:56:43,782][submitit][INFO] - Job completed successfully [2020-11-06 06:56:43,785][submitit][INFO] - Job completed successfully [2020-11-06 06:56:43,786][submitit][INFO] - Job completed successfully [2020-11-06 06:56:43,788][submitit][INFO] - Job completed successfully [2020-11-06 06:56:43,908][submitit][INFO] - Job completed successfully [2020-11-06 06:56:44,193][root][INFO] - Checkpoint saved to weights/checkpoint_NoneRes16UNet34C.pth [2020-11-06 06:56:44,405][root][INFO] - ===> Start testing [2020-11-06 06:58:00,657][root][INFO] - 101/312: Data time: 0.0048, Iter time: 0.2387 Loss 1.099 (AVG: 0.728) Score 76.662 (AVG: 85.507) mIOU 63.239 mAP 69.544 mAcc 73.903 IOU: 77.769 95.427 52.814 82.351 83.590 82.065 65.285 48.938 56.062 75.269 10.712 55.778 53.862 58.533 37.333 57.875 86.294 60.331 88.901 35.599 mAP: 79.672 96.175 60.946 78.575 87.837 81.239 69.060 60.628 59.333 68.948 22.049 57.339 56.960 63.681 55.854 88.554 95.218 69.644 87.718 51.459 mAcc: 91.372 98.198 69.922 87.868 90.422 90.839 78.571 61.251 68.563 90.360 14.951 63.182 70.092 68.284 43.045 91.489 89.418 72.393 93.916 43.925 [2020-11-06 06:59:17,047][root][INFO] - 201/312: Data time: 0.0739, Iter time: 0.1327 Loss 0.343 (AVG: 0.651) Score 89.187 (AVG: 86.247) mIOU 63.694 mAP 68.659 mAcc 73.461 IOU: 79.394 95.860 55.905 79.304 86.448 80.828 68.226 50.669 50.324 74.809 12.876 57.601 55.488 57.836 37.780 55.439 89.877 55.000 88.631 41.579 mAP: 79.004 95.604 60.135 71.264 87.519 79.728 66.067 62.851 56.242 66.837 26.641 55.069 58.413 68.685 49.587 86.393 95.743 71.177 83.042 53.182 mAcc: 91.820 98.314 72.507 85.507 92.918 89.600 81.215 63.094 63.380 89.046 18.045 67.866 72.674 70.602 43.662 69.661 93.026 63.270 92.916 50.093 [2020-11-06 07:00:36,377][root][INFO] - 301/312: Data time: 0.0069, Iter time: 0.5267 Loss 0.458 (AVG: 0.681) Score 82.215 (AVG: 85.476) mIOU 62.769 mAP 68.625 mAcc 72.609 IOU: 78.211 95.890 55.150 75.405 87.143 80.074 66.677 50.532 47.082 73.301 14.890 56.547 49.637 59.448 44.281 49.562 89.309 54.586 86.381 41.266 mAP: 79.196 95.776 59.449 70.066 87.568 79.910 65.431 62.974 55.547 66.483 30.043 51.658 59.412 70.774 49.760 87.673 95.366 72.091 81.325 51.999 mAcc: 91.618 98.294 73.145 82.178 93.693 88.558 78.294 62.672 59.715 88.058 20.592 66.577 70.966 70.603 50.199 59.039 93.122 63.393 92.148 49.320 [2020-11-06 07:00:43,072][root][INFO] - 312/312: Data time: 0.0041, Iter time: 0.3813 Loss 0.999 (AVG: 0.680) Score 74.058 (AVG: 85.470) mIOU 62.805 mAP 68.685 mAcc 72.667 IOU: 78.148 95.849 55.139 75.619 87.289 80.527 66.879 50.381 47.580 72.698 15.390 56.109 49.432 59.448 44.245 49.546 89.379 54.670 86.381 41.399 mAP: 78.940 95.820 59.214 70.996 87.795 80.581 65.487 62.642 56.205 66.483 30.083 50.291 59.491 71.346 49.760 87.673 95.301 72.367 81.325 51.901 mAcc: 91.484 98.311 72.662 82.406 93.750 88.988 78.401 62.581 60.227 88.058 21.279 66.068 70.535 70.950 50.199 59.039 93.191 63.506 92.148 49.568 [2020-11-06 07:00:43,072][root][INFO] - Finished test. Elapsed time: 238.6663 [2020-11-06 07:00:54,960][root][INFO] - [2020-11-06 07:00:54,961][root][INFO] - ################################################################ [2020-11-06 07:00:54,961][root][INFO] - what : AP AP_50% AP_25% [2020-11-06 07:00:54,961][root][INFO] - ################################################################ [2020-11-06 07:00:54,961][root][INFO] - cabinet : 0.066 0.197 0.477 [2020-11-06 07:00:54,961][root][INFO] - bed : 0.281 0.590 0.781 [2020-11-06 07:00:54,961][root][INFO] - chair : 0.380 0.590 0.724 [2020-11-06 07:00:54,961][root][INFO] - sofa : 0.220 0.459 0.708 [2020-11-06 07:00:54,961][root][INFO] - table : 0.077 0.185 0.356 [2020-11-06 07:00:54,961][root][INFO] - door : 0.123 0.271 0.423 [2020-11-06 07:00:54,961][root][INFO] - window : 0.045 0.124 0.328 [2020-11-06 07:00:54,961][root][INFO] - bookshelf : 0.140 0.366 0.640 [2020-11-06 07:00:54,961][root][INFO] - picture : 0.011 0.032 0.127 [2020-11-06 07:00:54,961][root][INFO] - counter : 0.016 0.098 0.456 [2020-11-06 07:00:54,961][root][INFO] - desk : 0.010 0.040 0.242 [2020-11-06 07:00:54,961][root][INFO] - curtain : 0.114 0.223 0.313 [2020-11-06 07:00:54,961][root][INFO] - refrigerator : 0.036 0.159 0.300 [2020-11-06 07:00:54,961][root][INFO] - shower curtain : 0.411 0.604 0.627 [2020-11-06 07:00:54,961][root][INFO] - toilet : 0.693 0.977 0.977 [2020-11-06 07:00:54,961][root][INFO] - sink : 0.246 0.485 0.716 [2020-11-06 07:00:54,961][root][INFO] - bathtub : 0.567 0.760 0.871 [2020-11-06 07:00:54,961][root][INFO] - otherfurniture : 0.158 0.290 0.451 [2020-11-06 07:00:54,961][root][INFO] - ---------------------------------------------------------------- [2020-11-06 07:00:54,962][root][INFO] - average : 0.200 0.358 0.529 [2020-11-06 07:00:54,962][root][INFO] - [2020-11-06 07:00:55,184][root][INFO] - Summary name validation/mAP@0.5 is illegal; using validation/mAP_0.5 instead. [2020-11-06 07:00:55,186][root][INFO] - Current best mIoU: 62.919 at iter 9500 [2020-11-06 07:00:55,392][submitit][INFO] - Job completed successfully